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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/accuracy b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/f1 b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/f1
new file mode 100644
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/macro_f1_score b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/precision b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/recall b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/recall
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/support b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/metrics/support
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/params/model_name b/mlruns/507776702722051758/0de435f865b44fb69c908e1ffc4ff210/params/model_name
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/10032ea30a674351b94827cd38122806/metrics/accuracy b/mlruns/507776702722051758/10032ea30a674351b94827cd38122806/metrics/accuracy
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diff --git a/mlruns/507776702722051758/10032ea30a674351b94827cd38122806/metrics/macro_f1_score b/mlruns/507776702722051758/10032ea30a674351b94827cd38122806/metrics/macro_f1_score
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1add9e7a6eb546ac901a5afd78eebf62/metrics/accuracy b/mlruns/507776702722051758/1add9e7a6eb546ac901a5afd78eebf62/metrics/accuracy
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1add9e7a6eb546ac901a5afd78eebf62/params/model_name b/mlruns/507776702722051758/1add9e7a6eb546ac901a5afd78eebf62/params/model_name
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1d944e5256ec42dbb79659a0d4d70f64/metrics/support b/mlruns/507776702722051758/1d944e5256ec42dbb79659a0d4d70f64/metrics/support
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/metrics/precision b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/metrics/recall b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/metrics/recall
new file mode 100644
index 00000000..d129a9e9
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/metrics/support b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/metrics/support
new file mode 100644
index 00000000..cf41c0fc
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/params/epochs b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/params/epochs
new file mode 100644
index 00000000..eb1f4948
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/params/lr b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/params/lr
new file mode 100644
index 00000000..eb5a1db8
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/params/model_name b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/params/model_name
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/tags/mlflow.runName b/mlruns/507776702722051758/1f93e992c4c746db9d2be2dba3cb43c4/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/accuracy b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/accuracy
new file mode 100644
index 00000000..a2e377cf
--- /dev/null
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/macro_f1_score b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/precision b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/precision
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/recall b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/support b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/metrics/support
new file mode 100644
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/params/epochs b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/params/epochs
new file mode 100644
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--- /dev/null
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new file mode 100644
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diff --git a/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/params/model_name b/mlruns/507776702722051758/1fb274703ce847828a37c19653a58c34/params/model_name
new file mode 100644
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--- /dev/null
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/accuracy b/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/f1 b/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/f1
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/macro_f1_score b/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/macro_f1_score
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/precision b/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/recall b/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/recall
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--- /dev/null
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diff --git a/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/support b/mlruns/507776702722051758/222bdc03d21d4cbcb3be741fe6fca8a0/metrics/support
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/meta.yaml b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/meta.yaml
new file mode 100644
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/accuracy b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/accuracy
new file mode 100644
index 00000000..d08d451d
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/f1 b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/f1
new file mode 100644
index 00000000..196b217a
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/macro_f1_score b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/macro_f1_score
new file mode 100644
index 00000000..6c65555e
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/precision b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/precision
new file mode 100644
index 00000000..9848174c
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/recall b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/support b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/metrics/support
new file mode 100644
index 00000000..a6735dcf
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/epochs b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/epochs
new file mode 100644
index 00000000..eb1f4948
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/lr b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/lr
new file mode 100644
index 00000000..eb5a1db8
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/model_name b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/model_name
new file mode 100644
index 00000000..dec0143a
--- /dev/null
+++ b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/params/model_name
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.runName b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.runName
new file mode 100644
index 00000000..b2ed34e9
--- /dev/null
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.source.git.commit b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.source.git.commit
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.source.type b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.source.type
new file mode 100644
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diff --git a/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.user b/mlruns/507776702722051758/272c48c275e040e48858a868a547083f/tags/mlflow.user
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/meta.yaml b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/meta.yaml
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/accuracy b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/f1 b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/f1
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/macro_f1_score b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/precision b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/recall b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/recall
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/support b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/metrics/support
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/params/epochs b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/params/epochs
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/params/lr b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/params/model_name b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/params/model_name
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/tags/mlflow.runName b/mlruns/507776702722051758/2b6689d140ec4f30bbaf867883079e5c/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/accuracy b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/f1 b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/f1
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/macro_f1_score b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/precision b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/precision
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/recall b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/support b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/metrics/support
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/params/epochs b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/params/epochs
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/params/lr b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/params/model_name b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/params/model_name
new file mode 100644
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diff --git a/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/tags/mlflow.runName b/mlruns/507776702722051758/30bd79c005d443a2b8de7d6dc19fb7d7/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 00000000..01d8dffa
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diff --git a/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/metrics/precision b/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/metrics/support b/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/metrics/support
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/params/lr b/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/params/model_name b/mlruns/507776702722051758/42c661b2542d4af1ac8e0ec862e21c0f/params/model_name
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/47ed004879474a93943259248889b767/metrics/accuracy b/mlruns/507776702722051758/47ed004879474a93943259248889b767/metrics/accuracy
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/4b3cc3c483684e90a08ff33ffabcb5ed/metrics/accuracy b/mlruns/507776702722051758/4b3cc3c483684e90a08ff33ffabcb5ed/metrics/accuracy
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/accuracy b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/accuracy
new file mode 100644
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/f1 b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/f1
new file mode 100644
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/macro_f1_score b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/macro_f1_score
new file mode 100644
index 00000000..59542362
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/precision b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/precision
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/recall b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/recall
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/support b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/metrics/support
new file mode 100644
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/params/epochs b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/params/epochs
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/params/lr b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/params/model_name b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/params/model_name
new file mode 100644
index 00000000..dec0143a
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diff --git a/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/tags/mlflow.runName b/mlruns/507776702722051758/6afb2ffe7f4848c48c0ada9bf0c669f7/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/6bee5cc2d67241e69235be3346b47d2d/metrics/accuracy b/mlruns/507776702722051758/6bee5cc2d67241e69235be3346b47d2d/metrics/accuracy
new file mode 100644
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diff --git a/mlruns/507776702722051758/6bee5cc2d67241e69235be3346b47d2d/metrics/macro_f1_score b/mlruns/507776702722051758/6bee5cc2d67241e69235be3346b47d2d/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/6bee5cc2d67241e69235be3346b47d2d/metrics/precision b/mlruns/507776702722051758/6bee5cc2d67241e69235be3346b47d2d/metrics/precision
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diff --git a/mlruns/507776702722051758/6d7bc28ca3624b9998e02c7d9b8f8bd0/metrics/accuracy b/mlruns/507776702722051758/6d7bc28ca3624b9998e02c7d9b8f8bd0/metrics/accuracy
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diff --git a/mlruns/507776702722051758/6d7bc28ca3624b9998e02c7d9b8f8bd0/metrics/precision b/mlruns/507776702722051758/6d7bc28ca3624b9998e02c7d9b8f8bd0/metrics/precision
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diff --git a/mlruns/507776702722051758/6e990fc541904e91b307ba2bb1d66338/params/model_name b/mlruns/507776702722051758/6e990fc541904e91b307ba2bb1d66338/params/model_name
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/80d369c178b34fe59ff43d1a82752a75/params/model_name b/mlruns/507776702722051758/80d369c178b34fe59ff43d1a82752a75/params/model_name
new file mode 100644
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diff --git a/mlruns/507776702722051758/80d369c178b34fe59ff43d1a82752a75/tags/mlflow.runName b/mlruns/507776702722051758/80d369c178b34fe59ff43d1a82752a75/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/meta.yaml b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/meta.yaml
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/accuracy b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/accuracy
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/macro_f1_score b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/precision b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/recall b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/recall
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/support b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/metrics/support
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new file mode 100644
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diff --git a/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/params/model_name b/mlruns/507776702722051758/84b31d4cf1024febaf05405b9eb73e9f/params/model_name
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/85927494e759452eb8b27072ad351141/metrics/accuracy b/mlruns/507776702722051758/85927494e759452eb8b27072ad351141/metrics/accuracy
new file mode 100644
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--- /dev/null
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new file mode 100644
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diff --git a/mlruns/507776702722051758/85927494e759452eb8b27072ad351141/metrics/macro_f1_score b/mlruns/507776702722051758/85927494e759452eb8b27072ad351141/metrics/macro_f1_score
new file mode 100644
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--- /dev/null
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new file mode 100644
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diff --git a/mlruns/507776702722051758/85927494e759452eb8b27072ad351141/metrics/recall b/mlruns/507776702722051758/85927494e759452eb8b27072ad351141/metrics/recall
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/8841527275da415bb50ddaa6703d29a0/metrics/accuracy b/mlruns/507776702722051758/8841527275da415bb50ddaa6703d29a0/metrics/accuracy
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/macro_f1_score b/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/precision b/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/precision
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diff --git a/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/recall b/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/support b/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/metrics/support
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new file mode 100644
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diff --git a/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/params/model_name b/mlruns/507776702722051758/8b8b8d63fbed49b4baaeb3e7ac32121c/params/model_name
new file mode 100644
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diff --git a/mlruns/507776702722051758/8f83f3fc3b5d4b77833fe4aa1370ee17/metrics/accuracy b/mlruns/507776702722051758/8f83f3fc3b5d4b77833fe4aa1370ee17/metrics/accuracy
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/94278954811b4564b45e6ced716a14cc/metrics/accuracy b/mlruns/507776702722051758/94278954811b4564b45e6ced716a14cc/metrics/accuracy
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/a0d09419b8dd43dcbe125484e148732f/params/lr b/mlruns/507776702722051758/a0d09419b8dd43dcbe125484e148732f/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/a0d09419b8dd43dcbe125484e148732f/params/model_name b/mlruns/507776702722051758/a0d09419b8dd43dcbe125484e148732f/params/model_name
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/accuracy b/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/accuracy
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diff --git a/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/precision b/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/recall b/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/recall
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diff --git a/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/support b/mlruns/507776702722051758/a30a10c402c74a62bc831213a0ad3a5e/metrics/support
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/a572d35ec3a94e3fa5c8ef464d27ee56/metrics/accuracy b/mlruns/507776702722051758/a572d35ec3a94e3fa5c8ef464d27ee56/metrics/accuracy
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/accuracy b/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/accuracy
new file mode 100644
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diff --git a/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/f1 b/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/f1
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diff --git a/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/macro_f1_score b/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/macro_f1_score
new file mode 100644
index 00000000..9d6cb38f
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diff --git a/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/support b/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/metrics/support
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/params/model_name b/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/params/model_name
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/tags/mlflow.runName b/mlruns/507776702722051758/a5a1e73722eb468487629ba6b14dc58c/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/a637c9de4652415a90f26c7a7d178a9b/metrics/accuracy b/mlruns/507776702722051758/a637c9de4652415a90f26c7a7d178a9b/metrics/accuracy
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/ae443ac8390e47df8e9a3fdd8ead7f07/metrics/accuracy b/mlruns/507776702722051758/ae443ac8390e47df8e9a3fdd8ead7f07/metrics/accuracy
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/ae443ac8390e47df8e9a3fdd8ead7f07/metrics/precision b/mlruns/507776702722051758/ae443ac8390e47df8e9a3fdd8ead7f07/metrics/precision
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/b43fb65195b3452c965285cd4d83fb0a/metrics/support b/mlruns/507776702722051758/b43fb65195b3452c965285cd4d83fb0a/metrics/support
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/accuracy b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/accuracy
new file mode 100644
index 00000000..4c3b1948
--- /dev/null
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new file mode 100644
index 00000000..4bf06a14
--- /dev/null
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/macro_f1_score b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/macro_f1_score
new file mode 100644
index 00000000..9f4d3473
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/precision b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/recall b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/recall
new file mode 100644
index 00000000..29664a2a
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/support b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/metrics/support
new file mode 100644
index 00000000..9e25ca01
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/params/epochs b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/params/epochs
new file mode 100644
index 00000000..eb1f4948
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/params/lr b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/params/model_name b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/params/model_name
new file mode 100644
index 00000000..dec0143a
--- /dev/null
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diff --git a/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/tags/mlflow.runName b/mlruns/507776702722051758/ca6ce82f74444c449db5aae7aced7614/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/accuracy b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/accuracy
new file mode 100644
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/f1 b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/f1
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/macro_f1_score b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/macro_f1_score
new file mode 100644
index 00000000..8cbfc0c0
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/precision b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/recall b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/support b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/metrics/support
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/params/model_name b/mlruns/507776702722051758/cb798ace3e4d4daea15d2e3bd6e31148/params/model_name
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/accuracy b/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/f1 b/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/f1
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/macro_f1_score b/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/precision b/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/precision
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diff --git a/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/recall b/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/recall
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diff --git a/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/support b/mlruns/507776702722051758/cca721d8b9f84c1593f2f44fa89125d4/metrics/support
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new file mode 100644
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diff --git a/mlruns/507776702722051758/cf6afcb10a2c4306ba50f592cb2e1125/metrics/accuracy b/mlruns/507776702722051758/cf6afcb10a2c4306ba50f592cb2e1125/metrics/accuracy
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/params/lr b/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/params/lr
new file mode 100644
index 00000000..eb5a1db8
--- /dev/null
+++ b/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/params/lr
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diff --git a/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/params/model_name b/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/params/model_name
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/tags/mlflow.runName b/mlruns/507776702722051758/d6209c27cf2547808d1b870ff5b3237c/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/accuracy b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/accuracy
new file mode 100644
index 00000000..51b70b7b
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new file mode 100644
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/macro_f1_score b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/precision b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/recall b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/support b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/metrics/support
new file mode 100644
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new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/params/lr b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/params/model_name b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/params/model_name
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/tags/mlflow.runName b/mlruns/507776702722051758/d8005d69278f4509a0ddecdfd272c876/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/accuracy b/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/f1 b/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/f1
new file mode 100644
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diff --git a/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/macro_f1_score b/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/precision b/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/precision
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diff --git a/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/recall b/mlruns/507776702722051758/dd47e5c5865e4f21bfe29bfcbac01ca1/metrics/recall
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/metrics/accuracy b/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/metrics/accuracy
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new file mode 100644
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diff --git a/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/metrics/recall b/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/metrics/recall
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/params/epochs b/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/params/epochs
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/params/lr b/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/params/lr
new file mode 100644
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diff --git a/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/params/model_name b/mlruns/507776702722051758/ddd5bfbd72e04a3892b227c7998c6df8/params/model_name
new file mode 100644
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--- /dev/null
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/accuracy b/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/accuracy
new file mode 100644
index 00000000..f9f5bde6
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new file mode 100644
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diff --git a/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/macro_f1_score b/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/macro_f1_score
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/precision b/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/precision
new file mode 100644
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diff --git a/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/recall b/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/recall
new file mode 100644
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diff --git a/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/support b/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/metrics/support
new file mode 100644
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new file mode 100644
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--- /dev/null
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new file mode 100644
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diff --git a/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/params/model_name b/mlruns/507776702722051758/e341976fb88d4fbea3de222c80517145/params/model_name
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/accuracy b/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/accuracy
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/f1 b/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/f1
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/macro_f1_score b/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/macro_f1_score
new file mode 100644
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diff --git a/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/precision b/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/precision
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diff --git a/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/recall b/mlruns/507776702722051758/e72a9b9c74c24eea8ec67c11673350b1/metrics/recall
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new file mode 100644
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new file mode 100644
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--- /dev/null
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diff --git a/mlruns/507776702722051758/eb9183bba992436ca16ab3ea543329e7/metrics/accuracy b/mlruns/507776702722051758/eb9183bba992436ca16ab3ea543329e7/metrics/accuracy
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/f065b76b3262439c8b08823d84d1acbc/metrics/accuracy b/mlruns/507776702722051758/f065b76b3262439c8b08823d84d1acbc/metrics/accuracy
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diff --git a/mlruns/507776702722051758/f0e5730b168644cda0845e8c24154004/metrics/accuracy b/mlruns/507776702722051758/f0e5730b168644cda0845e8c24154004/metrics/accuracy
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/507776702722051758/f4e06f01094449ae9d5c23694b55d550/metrics/accuracy b/mlruns/507776702722051758/f4e06f01094449ae9d5c23694b55d550/metrics/accuracy
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/accuracy
@@ -0,0 +1 @@
+1712503831878 0.9591836734693877 0
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/f1 b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/f1
new file mode 100644
index 00000000..cae93783
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/f1
@@ -0,0 +1 @@
+1712503831880 0.9591809749763343 0
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/macro_f1_score b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/macro_f1_score
new file mode 100644
index 00000000..9df09b7a
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/macro_f1_score
@@ -0,0 +1 @@
+1712503831883 0.9591817845242503 0
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/precision b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/precision
new file mode 100644
index 00000000..76ec62c4
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/precision
@@ -0,0 +1 @@
+1712503831880 0.9593331267618407 0
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/recall b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/recall
new file mode 100644
index 00000000..55e51d9b
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/recall
@@ -0,0 +1 @@
+1712503831881 0.9592116596400562 0
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/support b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/support
new file mode 100644
index 00000000..cd12be0c
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/metrics/support
@@ -0,0 +1 @@
+1712503831882 1029.0 0
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/epochs b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/epochs
new file mode 100644
index 00000000..eb1f4948
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/epochs
@@ -0,0 +1 @@
+500
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/lr b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/lr
new file mode 100644
index 00000000..eb5a1db8
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/lr
@@ -0,0 +1 @@
+0.001
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/model_name b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/model_name
new file mode 100644
index 00000000..dec0143a
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/params/model_name
@@ -0,0 +1 @@
+LSTM
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.runName b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.runName
new file mode 100644
index 00000000..b2ed34e9
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.runName
@@ -0,0 +1 @@
+ItalyPowerDemand
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.git.commit b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.git.commit
new file mode 100644
index 00000000..1b4694d2
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+10d1e48133b97cdd4ffe51d428c85969185dc021
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.name b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.name
new file mode 100644
index 00000000..11a5d8e1
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.name
@@ -0,0 +1 @@
+main.py
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.type b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.type
new file mode 100644
index 00000000..0c2c1fe9
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.user b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.user
new file mode 100644
index 00000000..08b774eb
--- /dev/null
+++ b/mlruns/507776702722051758/f6460564b2cb42d9ab52be7c7d26b19c/tags/mlflow.user
@@ -0,0 +1 @@
+pops
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/meta.yaml b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/meta.yaml
new file mode 100644
index 00000000..40fd0c6c
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: file:///home/pops/myProjects/ts_classification_mlflow_hydra_optuna/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/artifacts
+end_time: 1712503885443
+entry_point_name: ''
+experiment_id: '507776702722051758'
+lifecycle_stage: active
+run_id: fbfcdc90242b493997a28ef96b1099c1
+run_name: ItalyPowerDemand
+run_uuid: fbfcdc90242b493997a28ef96b1099c1
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1712503885423
+status: 3
+tags: []
+user_id: pops
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/accuracy b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/accuracy
new file mode 100644
index 00000000..25b610b8
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/accuracy
@@ -0,0 +1 @@
+1712503885432 0.9611273080660836 0
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/f1 b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/f1
new file mode 100644
index 00000000..41edac25
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/f1
@@ -0,0 +1 @@
+1712503885433 0.9611253254398373 0
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/macro_f1_score b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/macro_f1_score
new file mode 100644
index 00000000..74aa8ca0
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/macro_f1_score
@@ -0,0 +1 @@
+1712503885436 0.9611243341267143 0
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/precision b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/precision
new file mode 100644
index 00000000..0696ca4d
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/precision
@@ -0,0 +1 @@
+1712503885434 0.9612040626629486 0
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/recall b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/recall
new file mode 100644
index 00000000..25365e61
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/recall
@@ -0,0 +1 @@
+1712503885434 0.9611099777868444 0
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/support b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/support
new file mode 100644
index 00000000..3c6d5022
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/metrics/support
@@ -0,0 +1 @@
+1712503885435 1029.0 0
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/epochs b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/epochs
new file mode 100644
index 00000000..eb1f4948
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/epochs
@@ -0,0 +1 @@
+500
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/lr b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/lr
new file mode 100644
index 00000000..eb5a1db8
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/lr
@@ -0,0 +1 @@
+0.001
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/model_name b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/model_name
new file mode 100644
index 00000000..dec0143a
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/params/model_name
@@ -0,0 +1 @@
+LSTM
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.runName b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.runName
new file mode 100644
index 00000000..b2ed34e9
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.runName
@@ -0,0 +1 @@
+ItalyPowerDemand
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.git.commit b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.git.commit
new file mode 100644
index 00000000..1b4694d2
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+10d1e48133b97cdd4ffe51d428c85969185dc021
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.name b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.name
new file mode 100644
index 00000000..11a5d8e1
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.name
@@ -0,0 +1 @@
+main.py
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.type b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.type
new file mode 100644
index 00000000..0c2c1fe9
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.user b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.user
new file mode 100644
index 00000000..08b774eb
--- /dev/null
+++ b/mlruns/507776702722051758/fbfcdc90242b493997a28ef96b1099c1/tags/mlflow.user
@@ -0,0 +1 @@
+pops
\ No newline at end of file
diff --git a/multirun/2024-04-07/17-25-58/0/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/0/.hydra/config.yaml
new file mode 100644
index 00000000..ea60323e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/0/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/0/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/0/.hydra/hydra.yaml
new file mode 100644
index 00000000..0000d620
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/0/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '0'
+    num: 0
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/0
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/0/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/0/.hydra/overrides.yaml
new file mode 100644
index 00000000..ed0a1964
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/0/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/0/main.log b/multirun/2024-04-07/17-25-58/0/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/1/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/1/.hydra/config.yaml
new file mode 100644
index 00000000..0e05104a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/1/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 1
+    bias: true
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/1/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/1/.hydra/hydra.yaml
new file mode 100644
index 00000000..664c79e0
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/1/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=1
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.2,models=LSTM
+    id: '1'
+    num: 1
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/1
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/1/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/1/.hydra/overrides.yaml
new file mode 100644
index 00000000..479f5fa3
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/1/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=1
+- models.model.bias=True
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/1/main.log b/multirun/2024-04-07/17-25-58/1/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/10/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/10/.hydra/config.yaml
new file mode 100644
index 00000000..efa1c6d4
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/10/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.0
+    bidirectional: false
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/10/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/10/.hydra/hydra.yaml
new file mode 100644
index 00000000..8e987ed7
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/10/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.0
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.0,models=LSTM
+    id: '10'
+    num: 10
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/10
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/10/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/10/.hydra/overrides.yaml
new file mode 100644
index 00000000..23b7bd84
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/10/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.0
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/10/main.log b/multirun/2024-04-07/17-25-58/10/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/11/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/11/.hydra/config.yaml
new file mode 100644
index 00000000..887f94a5
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/11/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.30000000000000004
+    bidirectional: false
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/11/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/11/.hydra/hydra.yaml
new file mode 100644
index 00000000..548d56dc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/11/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '11'
+    num: 11
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/11
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/11/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/11/.hydra/overrides.yaml
new file mode 100644
index 00000000..4df4ea61
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/11/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/11/main.log b/multirun/2024-04-07/17-25-58/11/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/12/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/12/.hydra/config.yaml
new file mode 100644
index 00000000..e076aa0d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/12/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/12/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/12/.hydra/hydra.yaml
new file mode 100644
index 00000000..6d2861fc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/12/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.2,models=LSTM
+    id: '12'
+    num: 12
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/12
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/12/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/12/.hydra/overrides.yaml
new file mode 100644
index 00000000..2e95f708
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/12/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/12/main.log b/multirun/2024-04-07/17-25-58/12/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/13/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/13/.hydra/config.yaml
new file mode 100644
index 00000000..e076aa0d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/13/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/13/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/13/.hydra/hydra.yaml
new file mode 100644
index 00000000..f7404306
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/13/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.2,models=LSTM
+    id: '13'
+    num: 13
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/13
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/13/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/13/.hydra/overrides.yaml
new file mode 100644
index 00000000..2e95f708
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/13/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/13/main.log b/multirun/2024-04-07/17-25-58/13/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/14/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/14/.hydra/config.yaml
new file mode 100644
index 00000000..e076aa0d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/14/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/14/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/14/.hydra/hydra.yaml
new file mode 100644
index 00000000..f1a3fa5e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/14/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.2,models=LSTM
+    id: '14'
+    num: 14
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/14
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/14/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/14/.hydra/overrides.yaml
new file mode 100644
index 00000000..2e95f708
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/14/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/14/main.log b/multirun/2024-04-07/17-25-58/14/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/15/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/15/.hydra/config.yaml
new file mode 100644
index 00000000..e076aa0d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/15/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/15/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/15/.hydra/hydra.yaml
new file mode 100644
index 00000000..c89b5055
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/15/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.2,models=LSTM
+    id: '15'
+    num: 15
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/15
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/15/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/15/.hydra/overrides.yaml
new file mode 100644
index 00000000..2e95f708
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/15/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/15/main.log b/multirun/2024-04-07/17-25-58/15/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/16/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/16/.hydra/config.yaml
new file mode 100644
index 00000000..1bf4a117
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/16/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.30000000000000004
+    bidirectional: false
+    fc_dropout: 0.5
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/16/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/16/.hydra/hydra.yaml
new file mode 100644
index 00000000..6673c844
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/16/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.5
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '16'
+    num: 16
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/16
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/16/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/16/.hydra/overrides.yaml
new file mode 100644
index 00000000..9aba1597
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/16/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.5
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/16/main.log b/multirun/2024-04-07/17-25-58/16/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/17/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/17/.hydra/config.yaml
new file mode 100644
index 00000000..1bf4a117
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/17/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.30000000000000004
+    bidirectional: false
+    fc_dropout: 0.5
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/17/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/17/.hydra/hydra.yaml
new file mode 100644
index 00000000..033134ef
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/17/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.5
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '17'
+    num: 17
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/17
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/17/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/17/.hydra/overrides.yaml
new file mode 100644
index 00000000..9aba1597
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/17/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.5
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/17/main.log b/multirun/2024-04-07/17-25-58/17/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/18/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/18/.hydra/config.yaml
new file mode 100644
index 00000000..1bf4a117
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/18/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.30000000000000004
+    bidirectional: false
+    fc_dropout: 0.5
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/18/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/18/.hydra/hydra.yaml
new file mode 100644
index 00000000..83d22492
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/18/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.5
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '18'
+    num: 18
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/18
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/18/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/18/.hydra/overrides.yaml
new file mode 100644
index 00000000..9aba1597
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/18/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.5
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/18/main.log b/multirun/2024-04-07/17-25-58/18/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/19/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/19/.hydra/config.yaml
new file mode 100644
index 00000000..1bf4a117
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/19/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.30000000000000004
+    bidirectional: false
+    fc_dropout: 0.5
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/19/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/19/.hydra/hydra.yaml
new file mode 100644
index 00000000..1aef0975
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/19/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.5
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '19'
+    num: 19
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/19
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/19/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/19/.hydra/overrides.yaml
new file mode 100644
index 00000000..9aba1597
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/19/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.5
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/19/main.log b/multirun/2024-04-07/17-25-58/19/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/2/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/2/.hydra/config.yaml
new file mode 100644
index 00000000..fb6eb478
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/2/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.1
+    bidirectional: false
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/2/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/2/.hydra/hydra.yaml
new file mode 100644
index 00000000..775659b2
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/2/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.1
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM
+    id: '2'
+    num: 2
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/2
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/2/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/2/.hydra/overrides.yaml
new file mode 100644
index 00000000..1a0dcb58
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/2/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.1
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/2/main.log b/multirun/2024-04-07/17-25-58/2/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/20/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/20/.hydra/config.yaml
new file mode 100644
index 00000000..15a38c59
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/20/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/20/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/20/.hydra/hydra.yaml
new file mode 100644
index 00000000..21a8c36c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/20/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '20'
+    num: 20
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/20
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/20/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/20/.hydra/overrides.yaml
new file mode 100644
index 00000000..cd7f2f4e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/20/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/20/main.log b/multirun/2024-04-07/17-25-58/20/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/21/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/21/.hydra/config.yaml
new file mode 100644
index 00000000..15a38c59
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/21/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/21/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/21/.hydra/hydra.yaml
new file mode 100644
index 00000000..616a3017
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/21/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '21'
+    num: 21
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/21
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/21/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/21/.hydra/overrides.yaml
new file mode 100644
index 00000000..cd7f2f4e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/21/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/21/main.log b/multirun/2024-04-07/17-25-58/21/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/22/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/22/.hydra/config.yaml
new file mode 100644
index 00000000..e7de9448
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/22/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.1
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/22/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/22/.hydra/hydra.yaml
new file mode 100644
index 00000000..2f5899f8
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/22/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.1
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.1,models=LSTM
+    id: '22'
+    num: 22
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/22
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/22/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/22/.hydra/overrides.yaml
new file mode 100644
index 00000000..ae39271c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/22/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.1
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/22/main.log b/multirun/2024-04-07/17-25-58/22/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/23/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/23/.hydra/config.yaml
new file mode 100644
index 00000000..15a38c59
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/23/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/23/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/23/.hydra/hydra.yaml
new file mode 100644
index 00000000..63741bd7
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/23/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '23'
+    num: 23
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/23
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/23/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/23/.hydra/overrides.yaml
new file mode 100644
index 00000000..cd7f2f4e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/23/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/23/main.log b/multirun/2024-04-07/17-25-58/23/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/24/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/24/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/24/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/24/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/24/.hydra/hydra.yaml
new file mode 100644
index 00000000..0e9df153
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/24/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '24'
+    num: 24
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/24
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/24/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/24/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/24/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/24/main.log b/multirun/2024-04-07/17-25-58/24/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/25/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/25/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/25/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/25/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/25/.hydra/hydra.yaml
new file mode 100644
index 00000000..1744a47b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/25/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '25'
+    num: 25
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/25
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/25/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/25/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/25/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/25/main.log b/multirun/2024-04-07/17-25-58/25/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/26/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/26/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/26/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/26/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/26/.hydra/hydra.yaml
new file mode 100644
index 00000000..92295111
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/26/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '26'
+    num: 26
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/26
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/26/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/26/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/26/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/26/main.log b/multirun/2024-04-07/17-25-58/26/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/27/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/27/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/27/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/27/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/27/.hydra/hydra.yaml
new file mode 100644
index 00000000..5fff15b4
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/27/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '27'
+    num: 27
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/27
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/27/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/27/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/27/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/27/main.log b/multirun/2024-04-07/17-25-58/27/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/28/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/28/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/28/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/28/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/28/.hydra/hydra.yaml
new file mode 100644
index 00000000..89d6cd0e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/28/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '28'
+    num: 28
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/28
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/28/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/28/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/28/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/28/main.log b/multirun/2024-04-07/17-25-58/28/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/29/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/29/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/29/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/29/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/29/.hydra/hydra.yaml
new file mode 100644
index 00000000..0c09baf1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/29/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '29'
+    num: 29
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/29
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/29/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/29/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/29/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/29/main.log b/multirun/2024-04-07/17-25-58/29/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/3/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/3/.hydra/config.yaml
new file mode 100644
index 00000000..779f4c7b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/3/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.4
+    bidirectional: false
+    fc_dropout: 0.0
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/3/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/3/.hydra/hydra.yaml
new file mode 100644
index 00000000..643b7c4b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/3/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.4,models=LSTM
+    id: '3'
+    num: 3
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/3
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/3/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/3/.hydra/overrides.yaml
new file mode 100644
index 00000000..51f39a1a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/3/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.0
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/3/main.log b/multirun/2024-04-07/17-25-58/3/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/30/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/30/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/30/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/30/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/30/.hydra/hydra.yaml
new file mode 100644
index 00000000..25305e14
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/30/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '30'
+    num: 30
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/30
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/30/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/30/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/30/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/30/main.log b/multirun/2024-04-07/17-25-58/30/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/31/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/31/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/31/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/31/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/31/.hydra/hydra.yaml
new file mode 100644
index 00000000..92e5ef4a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/31/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '31'
+    num: 31
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/31
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/31/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/31/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/31/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/31/main.log b/multirun/2024-04-07/17-25-58/31/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/32/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/32/.hydra/config.yaml
new file mode 100644
index 00000000..4010fafa
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/32/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/32/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/32/.hydra/hydra.yaml
new file mode 100644
index 00000000..e27f113d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/32/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.6,models=LSTM
+    id: '32'
+    num: 32
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/32
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/32/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/32/.hydra/overrides.yaml
new file mode 100644
index 00000000..9f836caf
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/32/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/32/main.log b/multirun/2024-04-07/17-25-58/32/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/33/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/33/.hydra/config.yaml
new file mode 100644
index 00000000..4010fafa
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/33/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/33/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/33/.hydra/hydra.yaml
new file mode 100644
index 00000000..cb92fd5f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/33/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.6,models=LSTM
+    id: '33'
+    num: 33
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/33
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/33/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/33/.hydra/overrides.yaml
new file mode 100644
index 00000000..9f836caf
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/33/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/33/main.log b/multirun/2024-04-07/17-25-58/33/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/34/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/34/.hydra/config.yaml
new file mode 100644
index 00000000..1aa0fd4b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/34/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/34/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/34/.hydra/hydra.yaml
new file mode 100644
index 00000000..262408d9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/34/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.6,models=LSTM
+    id: '34'
+    num: 34
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/34
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/34/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/34/.hydra/overrides.yaml
new file mode 100644
index 00000000..b5729edc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/34/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/34/main.log b/multirun/2024-04-07/17-25-58/34/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/35/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/35/.hydra/config.yaml
new file mode 100644
index 00000000..4010fafa
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/35/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/35/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/35/.hydra/hydra.yaml
new file mode 100644
index 00000000..84b578c9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/35/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.6,models=LSTM
+    id: '35'
+    num: 35
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/35
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/35/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/35/.hydra/overrides.yaml
new file mode 100644
index 00000000..9f836caf
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/35/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/35/main.log b/multirun/2024-04-07/17-25-58/35/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/36/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/36/.hydra/config.yaml
new file mode 100644
index 00000000..21ccaa83
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/36/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: false
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/36/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/36/.hydra/hydra.yaml
new file mode 100644
index 00000000..f5ba86ce
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/36/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.4,models=LSTM
+    id: '36'
+    num: 36
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/36
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/36/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/36/.hydra/overrides.yaml
new file mode 100644
index 00000000..00048895
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/36/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/36/main.log b/multirun/2024-04-07/17-25-58/36/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/37/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/37/.hydra/config.yaml
new file mode 100644
index 00000000..21ccaa83
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/37/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: false
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/37/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/37/.hydra/hydra.yaml
new file mode 100644
index 00000000..4e0ba482
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/37/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.4,models=LSTM
+    id: '37'
+    num: 37
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/37
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/37/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/37/.hydra/overrides.yaml
new file mode 100644
index 00000000..00048895
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/37/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/37/main.log b/multirun/2024-04-07/17-25-58/37/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/38/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/38/.hydra/config.yaml
new file mode 100644
index 00000000..21ccaa83
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/38/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: false
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/38/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/38/.hydra/hydra.yaml
new file mode 100644
index 00000000..5feec26f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/38/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.4,models=LSTM
+    id: '38'
+    num: 38
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/38
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/38/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/38/.hydra/overrides.yaml
new file mode 100644
index 00000000..00048895
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/38/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/38/main.log b/multirun/2024-04-07/17-25-58/38/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/39/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/39/.hydra/config.yaml
new file mode 100644
index 00000000..21ccaa83
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/39/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: false
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/39/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/39/.hydra/hydra.yaml
new file mode 100644
index 00000000..8b0be730
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/39/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.4,models=LSTM
+    id: '39'
+    num: 39
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/39
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/39/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/39/.hydra/overrides.yaml
new file mode 100644
index 00000000..00048895
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/39/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/39/main.log b/multirun/2024-04-07/17-25-58/39/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/4/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/4/.hydra/config.yaml
new file mode 100644
index 00000000..42b9373d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/4/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 1
+    bias: true
+    rnn_dropout: 0.4
+    bidirectional: false
+    fc_dropout: 0.30000000000000004
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/4/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/4/.hydra/hydra.yaml
new file mode 100644
index 00000000..2810640a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/4/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=1
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.4,models=LSTM
+    id: '4'
+    num: 4
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/4
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/4/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/4/.hydra/overrides.yaml
new file mode 100644
index 00000000..25a131b3
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/4/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=1
+- models.model.bias=True
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/4/main.log b/multirun/2024-04-07/17-25-58/4/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/40/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/40/.hydra/config.yaml
new file mode 100644
index 00000000..7be3e4c8
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/40/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.4
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/40/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/40/.hydra/hydra.yaml
new file mode 100644
index 00000000..1cc5fc59
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/40/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '40'
+    num: 40
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/40
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/40/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/40/.hydra/overrides.yaml
new file mode 100644
index 00000000..3e89dc12
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/40/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.4
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/40/main.log b/multirun/2024-04-07/17-25-58/40/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/41/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/41/.hydra/config.yaml
new file mode 100644
index 00000000..7be3e4c8
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/41/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.4
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/41/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/41/.hydra/hydra.yaml
new file mode 100644
index 00000000..b28af5c0
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/41/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '41'
+    num: 41
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/41
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/41/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/41/.hydra/overrides.yaml
new file mode 100644
index 00000000..3e89dc12
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/41/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.4
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/41/main.log b/multirun/2024-04-07/17-25-58/41/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/42/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/42/.hydra/config.yaml
new file mode 100644
index 00000000..6b415a65
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/42/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/42/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/42/.hydra/hydra.yaml
new file mode 100644
index 00000000..96dad015
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/42/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '42'
+    num: 42
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/42
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/42/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/42/.hydra/overrides.yaml
new file mode 100644
index 00000000..af42773e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/42/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/42/main.log b/multirun/2024-04-07/17-25-58/42/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/43/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/43/.hydra/config.yaml
new file mode 100644
index 00000000..6b415a65
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/43/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/43/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/43/.hydra/hydra.yaml
new file mode 100644
index 00000000..1cf42176
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/43/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '43'
+    num: 43
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/43
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/43/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/43/.hydra/overrides.yaml
new file mode 100644
index 00000000..af42773e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/43/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/43/main.log b/multirun/2024-04-07/17-25-58/43/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/44/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/44/.hydra/config.yaml
new file mode 100644
index 00000000..38523c16
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/44/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.4
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/44/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/44/.hydra/hydra.yaml
new file mode 100644
index 00000000..8f9300ff
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/44/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '44'
+    num: 44
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/44
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/44/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/44/.hydra/overrides.yaml
new file mode 100644
index 00000000..07ea2e18
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/44/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.4
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/44/main.log b/multirun/2024-04-07/17-25-58/44/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/45/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/45/.hydra/config.yaml
new file mode 100644
index 00000000..38523c16
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/45/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.4
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/45/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/45/.hydra/hydra.yaml
new file mode 100644
index 00000000..4f82bd39
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/45/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '45'
+    num: 45
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/45
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/45/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/45/.hydra/overrides.yaml
new file mode 100644
index 00000000..07ea2e18
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/45/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.4
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/45/main.log b/multirun/2024-04-07/17-25-58/45/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/46/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/46/.hydra/config.yaml
new file mode 100644
index 00000000..6b415a65
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/46/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/46/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/46/.hydra/hydra.yaml
new file mode 100644
index 00000000..56ea8773
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/46/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '46'
+    num: 46
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/46
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/46/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/46/.hydra/overrides.yaml
new file mode 100644
index 00000000..af42773e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/46/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/46/main.log b/multirun/2024-04-07/17-25-58/46/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/47/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/47/.hydra/config.yaml
new file mode 100644
index 00000000..38523c16
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/47/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.4
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/47/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/47/.hydra/hydra.yaml
new file mode 100644
index 00000000..05c9a52c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/47/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '47'
+    num: 47
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/47
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/47/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/47/.hydra/overrides.yaml
new file mode 100644
index 00000000..07ea2e18
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/47/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.4
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/47/main.log b/multirun/2024-04-07/17-25-58/47/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/48/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/48/.hydra/config.yaml
new file mode 100644
index 00000000..2ec2e615
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/48/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.1
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/48/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/48/.hydra/hydra.yaml
new file mode 100644
index 00000000..dc80705f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/48/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.1
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM
+    id: '48'
+    num: 48
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/48
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/48/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/48/.hydra/overrides.yaml
new file mode 100644
index 00000000..dba4b951
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/48/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.1
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/48/main.log b/multirun/2024-04-07/17-25-58/48/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/49/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/49/.hydra/config.yaml
new file mode 100644
index 00000000..2ec2e615
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/49/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.1
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/49/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/49/.hydra/hydra.yaml
new file mode 100644
index 00000000..43c4a125
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/49/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.1
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM
+    id: '49'
+    num: 49
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/49
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/49/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/49/.hydra/overrides.yaml
new file mode 100644
index 00000000..dba4b951
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/49/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.1
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/49/main.log b/multirun/2024-04-07/17-25-58/49/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/5/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/5/.hydra/config.yaml
new file mode 100644
index 00000000..792292dd
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/5/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.1
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/5/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/5/.hydra/hydra.yaml
new file mode 100644
index 00000000..30106d0b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/5/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.1
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM
+    id: '5'
+    num: 5
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/5
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/5/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/5/.hydra/overrides.yaml
new file mode 100644
index 00000000..f6bf67b4
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/5/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.1
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/5/main.log b/multirun/2024-04-07/17-25-58/5/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/50/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/50/.hydra/config.yaml
new file mode 100644
index 00000000..2ec2e615
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/50/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.1
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/50/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/50/.hydra/hydra.yaml
new file mode 100644
index 00000000..be3f95d6
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/50/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.1
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM
+    id: '50'
+    num: 50
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/50
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/50/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/50/.hydra/overrides.yaml
new file mode 100644
index 00000000..dba4b951
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/50/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.1
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/50/main.log b/multirun/2024-04-07/17-25-58/50/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/51/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/51/.hydra/config.yaml
new file mode 100644
index 00000000..964d459d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/51/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/51/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/51/.hydra/hydra.yaml
new file mode 100644
index 00000000..d5deac7c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/51/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM
+    id: '51'
+    num: 51
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/51
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/51/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/51/.hydra/overrides.yaml
new file mode 100644
index 00000000..64f6d2fa
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/51/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/51/main.log b/multirun/2024-04-07/17-25-58/51/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/52/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/52/.hydra/config.yaml
new file mode 100644
index 00000000..eaf43018
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/52/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/52/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/52/.hydra/hydra.yaml
new file mode 100644
index 00000000..0c815102
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/52/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '52'
+    num: 52
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/52
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/52/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/52/.hydra/overrides.yaml
new file mode 100644
index 00000000..0196590a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/52/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/52/main.log b/multirun/2024-04-07/17-25-58/52/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/53/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/53/.hydra/config.yaml
new file mode 100644
index 00000000..eaf43018
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/53/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/53/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/53/.hydra/hydra.yaml
new file mode 100644
index 00000000..77d8f91a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/53/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '53'
+    num: 53
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/53
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/53/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/53/.hydra/overrides.yaml
new file mode 100644
index 00000000..0196590a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/53/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/53/main.log b/multirun/2024-04-07/17-25-58/53/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/54/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/54/.hydra/config.yaml
new file mode 100644
index 00000000..07dddf3e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/54/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/54/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/54/.hydra/hydra.yaml
new file mode 100644
index 00000000..86d75dc4
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/54/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '54'
+    num: 54
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/54
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/54/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/54/.hydra/overrides.yaml
new file mode 100644
index 00000000..a2e558c6
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/54/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/54/main.log b/multirun/2024-04-07/17-25-58/54/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/55/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/55/.hydra/config.yaml
new file mode 100644
index 00000000..eaf43018
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/55/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/55/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/55/.hydra/hydra.yaml
new file mode 100644
index 00000000..d2ab24d8
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/55/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '55'
+    num: 55
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/55
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/55/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/55/.hydra/overrides.yaml
new file mode 100644
index 00000000..0196590a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/55/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/55/main.log b/multirun/2024-04-07/17-25-58/55/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/56/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/56/.hydra/config.yaml
new file mode 100644
index 00000000..b515fb2b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/56/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: false
+    fc_dropout: 0.4
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/56/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/56/.hydra/hydra.yaml
new file mode 100644
index 00000000..98abc14c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/56/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM
+    id: '56'
+    num: 56
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/56
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/56/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/56/.hydra/overrides.yaml
new file mode 100644
index 00000000..01b10ed3
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/56/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.4
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/56/main.log b/multirun/2024-04-07/17-25-58/56/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/57/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/57/.hydra/config.yaml
new file mode 100644
index 00000000..006ecf12
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/57/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.6
+    bidirectional: false
+    fc_dropout: 0.4
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/57/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/57/.hydra/hydra.yaml
new file mode 100644
index 00000000..49598d18
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/57/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM
+    id: '57'
+    num: 57
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/57
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/57/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/57/.hydra/overrides.yaml
new file mode 100644
index 00000000..4a123bca
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/57/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.4
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/57/main.log b/multirun/2024-04-07/17-25-58/57/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/58/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/58/.hydra/config.yaml
new file mode 100644
index 00000000..b515fb2b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/58/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: false
+    fc_dropout: 0.4
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/58/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/58/.hydra/hydra.yaml
new file mode 100644
index 00000000..e58348af
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/58/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM
+    id: '58'
+    num: 58
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/58
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/58/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/58/.hydra/overrides.yaml
new file mode 100644
index 00000000..01b10ed3
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/58/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.4
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/58/main.log b/multirun/2024-04-07/17-25-58/58/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/59/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/59/.hydra/config.yaml
new file mode 100644
index 00000000..006ecf12
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/59/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 64
+    n_layers: 3
+    bias: true
+    rnn_dropout: 0.6
+    bidirectional: false
+    fc_dropout: 0.4
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/59/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/59/.hydra/hydra.yaml
new file mode 100644
index 00000000..cd7da375
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/59/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=64
+    - models.model.n_layers=3
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM
+    id: '59'
+    num: 59
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/59
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/59/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/59/.hydra/overrides.yaml
new file mode 100644
index 00000000..4a123bca
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/59/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=64
+- models.model.n_layers=3
+- models.model.bias=True
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.4
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/59/main.log b/multirun/2024-04-07/17-25-58/59/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/6/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/6/.hydra/config.yaml
new file mode 100644
index 00000000..164f60a5
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/6/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.5
+    bidirectional: false
+    fc_dropout: 0.4
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/6/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/6/.hydra/hydra.yaml
new file mode 100644
index 00000000..5decf470
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/6/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.4
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '6'
+    num: 6
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/6
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/6/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/6/.hydra/overrides.yaml
new file mode 100644
index 00000000..e675218e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/6/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.4
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/6/main.log b/multirun/2024-04-07/17-25-58/6/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/60/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/60/.hydra/config.yaml
new file mode 100644
index 00000000..d41d47cc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/60/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.30000000000000004
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/60/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/60/.hydra/hydra.yaml
new file mode 100644
index 00000000..a97b43f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/60/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '60'
+    num: 60
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/60
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/60/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/60/.hydra/overrides.yaml
new file mode 100644
index 00000000..f1d9c040
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/60/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/60/main.log b/multirun/2024-04-07/17-25-58/60/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/61/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/61/.hydra/config.yaml
new file mode 100644
index 00000000..d41d47cc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/61/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.30000000000000004
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/61/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/61/.hydra/hydra.yaml
new file mode 100644
index 00000000..85b26c63
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/61/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '61'
+    num: 61
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/61
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/61/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/61/.hydra/overrides.yaml
new file mode 100644
index 00000000..f1d9c040
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/61/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/61/main.log b/multirun/2024-04-07/17-25-58/61/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/62/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/62/.hydra/config.yaml
new file mode 100644
index 00000000..b91d5f0a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/62/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.0
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/62/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/62/.hydra/hydra.yaml
new file mode 100644
index 00000000..afd1c1c5
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/62/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.0
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.0,models=LSTM
+    id: '62'
+    num: 62
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/62
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/62/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/62/.hydra/overrides.yaml
new file mode 100644
index 00000000..c5aef382
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/62/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.0
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/62/main.log b/multirun/2024-04-07/17-25-58/62/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/63/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/63/.hydra/config.yaml
new file mode 100644
index 00000000..d41d47cc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/63/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.30000000000000004
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/63/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/63/.hydra/hydra.yaml
new file mode 100644
index 00000000..b238b0f2
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/63/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.30000000000000004
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.30000000000000004,models=LSTM
+    id: '63'
+    num: 63
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/63
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/63/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/63/.hydra/overrides.yaml
new file mode 100644
index 00000000..f1d9c040
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/63/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.30000000000000004
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/63/main.log b/multirun/2024-04-07/17-25-58/63/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/64/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/64/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/64/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/64/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/64/.hydra/hydra.yaml
new file mode 100644
index 00000000..923962e8
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/64/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '64'
+    num: 64
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/64
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/64/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/64/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/64/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/64/main.log b/multirun/2024-04-07/17-25-58/64/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/65/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/65/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/65/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/65/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/65/.hydra/hydra.yaml
new file mode 100644
index 00000000..a69ebe38
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/65/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '65'
+    num: 65
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/65
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/65/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/65/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/65/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/65/main.log b/multirun/2024-04-07/17-25-58/65/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/66/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/66/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/66/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/66/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/66/.hydra/hydra.yaml
new file mode 100644
index 00000000..62d38598
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/66/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '66'
+    num: 66
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/66
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/66/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/66/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/66/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/66/main.log b/multirun/2024-04-07/17-25-58/66/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/67/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/67/.hydra/config.yaml
new file mode 100644
index 00000000..6f2b8cd1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/67/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/67/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/67/.hydra/hydra.yaml
new file mode 100644
index 00000000..fd894180
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/67/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '67'
+    num: 67
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/67
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/67/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/67/.hydra/overrides.yaml
new file mode 100644
index 00000000..83342261
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/67/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/67/main.log b/multirun/2024-04-07/17-25-58/67/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/68/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/68/.hydra/config.yaml
new file mode 100644
index 00000000..75458a6d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/68/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/68/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/68/.hydra/hydra.yaml
new file mode 100644
index 00000000..34477f90
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/68/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM
+    id: '68'
+    num: 68
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/68
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/68/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/68/.hydra/overrides.yaml
new file mode 100644
index 00000000..8952a9ff
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/68/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/68/main.log b/multirun/2024-04-07/17-25-58/68/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/69/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/69/.hydra/config.yaml
new file mode 100644
index 00000000..cc9faf05
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/69/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/69/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/69/.hydra/hydra.yaml
new file mode 100644
index 00000000..afedb8b2
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/69/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.6,models=LSTM
+    id: '69'
+    num: 69
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/69
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/69/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/69/.hydra/overrides.yaml
new file mode 100644
index 00000000..f9fb0988
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/69/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/69/main.log b/multirun/2024-04-07/17-25-58/69/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/7/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/7/.hydra/config.yaml
new file mode 100644
index 00000000..5d20c578
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/7/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.5
+    bidirectional: false
+    fc_dropout: 0.6
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/7/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/7/.hydra/hydra.yaml
new file mode 100644
index 00000000..92be3d01
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/7/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.6
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.6,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM
+    id: '7'
+    num: 7
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/7
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/7/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/7/.hydra/overrides.yaml
new file mode 100644
index 00000000..df0466c1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/7/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.6
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/7/main.log b/multirun/2024-04-07/17-25-58/7/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/70/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/70/.hydra/config.yaml
new file mode 100644
index 00000000..75458a6d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/70/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/70/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/70/.hydra/hydra.yaml
new file mode 100644
index 00000000..73557820
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/70/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM
+    id: '70'
+    num: 70
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/70
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/70/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/70/.hydra/overrides.yaml
new file mode 100644
index 00000000..8952a9ff
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/70/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/70/main.log b/multirun/2024-04-07/17-25-58/70/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/71/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/71/.hydra/config.yaml
new file mode 100644
index 00000000..75458a6d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/71/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.2
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/71/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/71/.hydra/hydra.yaml
new file mode 100644
index 00000000..560ce727
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/71/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.2
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM
+    id: '71'
+    num: 71
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/71
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/71/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/71/.hydra/overrides.yaml
new file mode 100644
index 00000000..8952a9ff
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/71/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.2
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/71/main.log b/multirun/2024-04-07/17-25-58/71/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/72/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/72/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/72/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/72/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/72/.hydra/hydra.yaml
new file mode 100644
index 00000000..f7eedb14
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/72/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '72'
+    num: 72
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/72
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/72/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/72/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/72/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/72/main.log b/multirun/2024-04-07/17-25-58/72/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/73/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/73/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/73/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/73/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/73/.hydra/hydra.yaml
new file mode 100644
index 00000000..bc668cee
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/73/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '73'
+    num: 73
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/73
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/73/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/73/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/73/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/73/main.log b/multirun/2024-04-07/17-25-58/73/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/74/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/74/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/74/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/74/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/74/.hydra/hydra.yaml
new file mode 100644
index 00000000..4c5e4309
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/74/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '74'
+    num: 74
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/74
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/74/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/74/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/74/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/74/main.log b/multirun/2024-04-07/17-25-58/74/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/75/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/75/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/75/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/75/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/75/.hydra/hydra.yaml
new file mode 100644
index 00000000..67d3ae5b
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/75/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '75'
+    num: 75
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/75
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/75/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/75/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/75/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/75/main.log b/multirun/2024-04-07/17-25-58/75/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/76/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/76/.hydra/config.yaml
new file mode 100644
index 00000000..443d65c5
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/76/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: false
+    fc_dropout: 0.6
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/76/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/76/.hydra/hydra.yaml
new file mode 100644
index 00000000..9baac356
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/76/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.6
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.6,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '76'
+    num: 76
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/76
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/76/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/76/.hydra/overrides.yaml
new file mode 100644
index 00000000..5d318e52
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/76/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.6
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/76/main.log b/multirun/2024-04-07/17-25-58/76/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/77/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/77/.hydra/config.yaml
new file mode 100644
index 00000000..c278916f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/77/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: false
+    fc_dropout: 0.2
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/77/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/77/.hydra/hydra.yaml
new file mode 100644
index 00000000..2fe0b9e2
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/77/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '77'
+    num: 77
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/77
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/77/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/77/.hydra/overrides.yaml
new file mode 100644
index 00000000..6badc131
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/77/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.2
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/77/main.log b/multirun/2024-04-07/17-25-58/77/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/78/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/78/.hydra/config.yaml
new file mode 100644
index 00000000..c278916f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/78/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: false
+    fc_dropout: 0.2
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/78/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/78/.hydra/hydra.yaml
new file mode 100644
index 00000000..dbf5c135
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/78/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '78'
+    num: 78
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/78
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/78/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/78/.hydra/overrides.yaml
new file mode 100644
index 00000000..6badc131
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/78/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.2
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/78/main.log b/multirun/2024-04-07/17-25-58/78/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/79/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/79/.hydra/config.yaml
new file mode 100644
index 00000000..1fbdb56e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/79/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: false
+    fc_dropout: 0.5
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/79/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/79/.hydra/hydra.yaml
new file mode 100644
index 00000000..51e4e19a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/79/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.5
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '79'
+    num: 79
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/79
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/79/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/79/.hydra/overrides.yaml
new file mode 100644
index 00000000..150ecc0e
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/79/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.5
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/79/main.log b/multirun/2024-04-07/17-25-58/79/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/8/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/8/.hydra/config.yaml
new file mode 100644
index 00000000..b5b8d855
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/8/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 128
+    n_layers: 2
+    bias: true
+    rnn_dropout: 0.0
+    bidirectional: false
+    fc_dropout: 0.1
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/8/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/8/.hydra/hydra.yaml
new file mode 100644
index 00000000..42a7ba7a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/8/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=128
+    - models.model.n_layers=2
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.0
+    - models.model.bidirectional=False
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.0,models=LSTM
+    id: '8'
+    num: 8
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/8
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/8/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/8/.hydra/overrides.yaml
new file mode 100644
index 00000000..6758f427
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/8/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=128
+- models.model.n_layers=2
+- models.model.bias=True
+- models.model.rnn_dropout=0.0
+- models.model.bidirectional=False
+- models.model.fc_dropout=0.1
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/8/main.log b/multirun/2024-04-07/17-25-58/8/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/80/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/80/.hydra/config.yaml
new file mode 100644
index 00000000..6ad86a9c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/80/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/80/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/80/.hydra/hydra.yaml
new file mode 100644
index 00000000..37a96c9a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/80/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM
+    id: '80'
+    num: 80
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/80
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/80/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/80/.hydra/overrides.yaml
new file mode 100644
index 00000000..14e0aa58
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/80/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/80/main.log b/multirun/2024-04-07/17-25-58/80/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/81/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/81/.hydra/config.yaml
new file mode 100644
index 00000000..6ad86a9c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/81/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/81/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/81/.hydra/hydra.yaml
new file mode 100644
index 00000000..5d2bde94
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/81/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM
+    id: '81'
+    num: 81
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/81
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/81/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/81/.hydra/overrides.yaml
new file mode 100644
index 00000000..14e0aa58
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/81/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/81/main.log b/multirun/2024-04-07/17-25-58/81/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/82/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/82/.hydra/config.yaml
new file mode 100644
index 00000000..6ad86a9c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/82/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/82/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/82/.hydra/hydra.yaml
new file mode 100644
index 00000000..56224458
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/82/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM
+    id: '82'
+    num: 82
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/82
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/82/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/82/.hydra/overrides.yaml
new file mode 100644
index 00000000..14e0aa58
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/82/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/82/main.log b/multirun/2024-04-07/17-25-58/82/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/83/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/83/.hydra/config.yaml
new file mode 100644
index 00000000..6ad86a9c
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/83/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 16
+    n_layers: 2
+    bias: false
+    rnn_dropout: 0.4
+    bidirectional: true
+    fc_dropout: 0.30000000000000004
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/83/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/83/.hydra/hydra.yaml
new file mode 100644
index 00000000..ce32b0ca
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/83/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=16
+    - models.model.n_layers=2
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.30000000000000004
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM
+    id: '83'
+    num: 83
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/83
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/83/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/83/.hydra/overrides.yaml
new file mode 100644
index 00000000..14e0aa58
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/83/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=16
+- models.model.n_layers=2
+- models.model.bias=False
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.30000000000000004
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/83/main.log b/multirun/2024-04-07/17-25-58/83/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/84/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/84/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/84/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/84/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/84/.hydra/hydra.yaml
new file mode 100644
index 00000000..9c94607a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/84/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '84'
+    num: 84
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/84
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/84/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/84/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/84/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/84/main.log b/multirun/2024-04-07/17-25-58/84/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/85/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/85/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/85/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/85/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/85/.hydra/hydra.yaml
new file mode 100644
index 00000000..5a34222a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/85/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '85'
+    num: 85
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/85
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/85/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/85/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/85/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/85/main.log b/multirun/2024-04-07/17-25-58/85/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/86/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/86/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/86/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/86/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/86/.hydra/hydra.yaml
new file mode 100644
index 00000000..7d5b0e02
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/86/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '86'
+    num: 86
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/86
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/86/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/86/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/86/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/86/main.log b/multirun/2024-04-07/17-25-58/86/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/87/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/87/.hydra/config.yaml
new file mode 100644
index 00000000..e6c133bc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/87/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.1
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/87/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/87/.hydra/hydra.yaml
new file mode 100644
index 00000000..a2b33116
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/87/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.1
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM
+    id: '87'
+    num: 87
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/87
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/87/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/87/.hydra/overrides.yaml
new file mode 100644
index 00000000..74720df1
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/87/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.1
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/87/main.log b/multirun/2024-04-07/17-25-58/87/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/88/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/88/.hydra/config.yaml
new file mode 100644
index 00000000..83f3cbad
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/88/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/88/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/88/.hydra/hydra.yaml
new file mode 100644
index 00000000..0d12d20f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/88/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '88'
+    num: 88
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/88
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/88/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/88/.hydra/overrides.yaml
new file mode 100644
index 00000000..4a9c2eea
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/88/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/88/main.log b/multirun/2024-04-07/17-25-58/88/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/89/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/89/.hydra/config.yaml
new file mode 100644
index 00000000..83f3cbad
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/89/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/89/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/89/.hydra/hydra.yaml
new file mode 100644
index 00000000..c47b5bbb
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/89/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '89'
+    num: 89
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/89
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/89/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/89/.hydra/overrides.yaml
new file mode 100644
index 00000000..4a9c2eea
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/89/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/89/main.log b/multirun/2024-04-07/17-25-58/89/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/9/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/9/.hydra/config.yaml
new file mode 100644
index 00000000..20a328a2
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/9/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 4
+    bias: true
+    rnn_dropout: 0.4
+    bidirectional: true
+    fc_dropout: 0.6
+    init_weights: true
diff --git a/multirun/2024-04-07/17-25-58/9/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/9/.hydra/hydra.yaml
new file mode 100644
index 00000000..17989638
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/9/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=4
+    - models.model.bias=True
+    - models.model.rnn_dropout=0.4
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.6
+    - models.model.init_weights=True
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.6,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.4,models=LSTM
+    id: '9'
+    num: 9
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/9
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/9/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/9/.hydra/overrides.yaml
new file mode 100644
index 00000000..0eeccbfc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/9/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=4
+- models.model.bias=True
+- models.model.rnn_dropout=0.4
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.6
+- models.model.init_weights=True
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/9/main.log b/multirun/2024-04-07/17-25-58/9/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/90/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/90/.hydra/config.yaml
new file mode 100644
index 00000000..83f3cbad
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/90/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/90/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/90/.hydra/hydra.yaml
new file mode 100644
index 00000000..6685ff29
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/90/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '90'
+    num: 90
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/90
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/90/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/90/.hydra/overrides.yaml
new file mode 100644
index 00000000..4a9c2eea
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/90/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/90/main.log b/multirun/2024-04-07/17-25-58/90/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/91/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/91/.hydra/config.yaml
new file mode 100644
index 00000000..83f3cbad
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/91/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 256
+    n_layers: 1
+    bias: false
+    rnn_dropout: 0.6
+    bidirectional: true
+    fc_dropout: 0.2
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/91/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/91/.hydra/hydra.yaml
new file mode 100644
index 00000000..37bfc648
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/91/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=256
+    - models.model.n_layers=1
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.6
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.2
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.6,models=LSTM
+    id: '91'
+    num: 91
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/91
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/91/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/91/.hydra/overrides.yaml
new file mode 100644
index 00000000..4a9c2eea
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/91/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=256
+- models.model.n_layers=1
+- models.model.bias=False
+- models.model.rnn_dropout=0.6
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.2
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/91/main.log b/multirun/2024-04-07/17-25-58/91/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/92/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/92/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/92/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/92/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/92/.hydra/hydra.yaml
new file mode 100644
index 00000000..b12aabff
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/92/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '92'
+    num: 92
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/92
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/92/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/92/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/92/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/92/main.log b/multirun/2024-04-07/17-25-58/92/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/93/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/93/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/93/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/93/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/93/.hydra/hydra.yaml
new file mode 100644
index 00000000..0730bf8a
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/93/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '93'
+    num: 93
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/93
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/93/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/93/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/93/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/93/main.log b/multirun/2024-04-07/17-25-58/93/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/94/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/94/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/94/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/94/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/94/.hydra/hydra.yaml
new file mode 100644
index 00000000..d2eb9dbc
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/94/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '94'
+    num: 94
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/94
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/94/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/94/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/94/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/94/main.log b/multirun/2024-04-07/17-25-58/94/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/95/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/95/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/95/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/95/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/95/.hydra/hydra.yaml
new file mode 100644
index 00000000..4c22d42d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/95/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '95'
+    num: 95
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/95
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/95/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/95/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/95/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/95/main.log b/multirun/2024-04-07/17-25-58/95/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/96/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/96/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/96/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/96/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/96/.hydra/hydra.yaml
new file mode 100644
index 00000000..b6a06a5f
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/96/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '96'
+    num: 96
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/96
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/96/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/96/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/96/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/96/main.log b/multirun/2024-04-07/17-25-58/96/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/97/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/97/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/97/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/97/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/97/.hydra/hydra.yaml
new file mode 100644
index 00000000..00bdab31
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/97/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '97'
+    num: 97
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/97
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/97/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/97/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/97/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/97/main.log b/multirun/2024-04-07/17-25-58/97/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/98/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/98/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/98/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/98/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/98/.hydra/hydra.yaml
new file mode 100644
index 00000000..8f264f56
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/98/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '98'
+    num: 98
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/98
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/98/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/98/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/98/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/98/main.log b/multirun/2024-04-07/17-25-58/98/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/99/.hydra/config.yaml b/multirun/2024-04-07/17-25-58/99/.hydra/config.yaml
new file mode 100644
index 00000000..97e9424d
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/99/.hydra/config.yaml
@@ -0,0 +1,21 @@
+dataset_name:
+- ItalyPowerDemand
+training_params:
+  epochs: 500
+  lr: 0.001
+datasets:
+  model_params:
+    _target_: codes.dataset.Datasets.Datasets
+  data_params:
+    ts_length: 24
+    normalize: true
+models:
+  model:
+    _target_: codes.models.LSTM.LSTM_classifier
+    hidden_size: 32
+    n_layers: 4
+    bias: false
+    rnn_dropout: 0.5
+    bidirectional: true
+    fc_dropout: 0.0
+    init_weights: false
diff --git a/multirun/2024-04-07/17-25-58/99/.hydra/hydra.yaml b/multirun/2024-04-07/17-25-58/99/.hydra/hydra.yaml
new file mode 100644
index 00000000..a43c9515
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/99/.hydra/hydra.yaml
@@ -0,0 +1,191 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    sampler:
+      _target_: optuna.samplers.TPESampler
+      seed: 123
+      consider_prior: true
+      prior_weight: 1.0
+      consider_magic_clip: true
+      consider_endpoints: false
+      n_startup_trials: 10
+      n_ei_candidates: 24
+      multivariate: false
+      warn_independent_sampling: true
+    _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper
+    direction: maximize
+    storage: null
+    study_name: main_val
+    n_trials: 100
+    n_jobs: 4
+    search_space: null
+    params:
+      models.model.hidden_size: choice(16, 32, 64, 128, 256)
+      models.model.n_layers: choice(1, 2, 3, 4)
+      models.model.bias: bool (True, False)
+      models.model.rnn_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.bidirectional: bool (True, False)
+      models.model.fc_dropout: float (range(0.0, 0.6, 0.1))
+      models.model.init_weights: bool (True, False)
+    custom_search_space: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - models.model.hidden_size=32
+    - models.model.n_layers=4
+    - models.model.bias=False
+    - models.model.rnn_dropout=0.5
+    - models.model.bidirectional=True
+    - models.model.fc_dropout=0.0
+    - models.model.init_weights=False
+    - dataset_name=[ItalyPowerDemand]
+    - models=LSTM
+  job:
+    name: main
+    chdir: null
+    override_dirname: dataset_name=[ItalyPowerDemand],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.5,models=LSTM
+    id: '99'
+    num: 99
+    config_name: main_config.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/pops/myProjects/AutoTSFlow
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/pops/myProjects/AutoTSFlow/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/pops/myProjects/AutoTSFlow/multirun/2024-04-07/17-25-58/99
+    choices:
+      models: LSTM
+      datasets: dataset_params
+      search_spaces@hydra.sweeper.params: LSTM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: optuna
+      hydra/sweeper/sampler: tpe
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
diff --git a/multirun/2024-04-07/17-25-58/99/.hydra/overrides.yaml b/multirun/2024-04-07/17-25-58/99/.hydra/overrides.yaml
new file mode 100644
index 00000000..b51201f9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/99/.hydra/overrides.yaml
@@ -0,0 +1,9 @@
+- models.model.hidden_size=32
+- models.model.n_layers=4
+- models.model.bias=False
+- models.model.rnn_dropout=0.5
+- models.model.bidirectional=True
+- models.model.fc_dropout=0.0
+- models.model.init_weights=False
+- dataset_name=[ItalyPowerDemand]
+- models=LSTM
diff --git a/multirun/2024-04-07/17-25-58/99/main.log b/multirun/2024-04-07/17-25-58/99/main.log
new file mode 100644
index 00000000..e69de29b
diff --git a/multirun/2024-04-07/17-25-58/optimization_results.yaml b/multirun/2024-04-07/17-25-58/optimization_results.yaml
new file mode 100644
index 00000000..bf3a23d9
--- /dev/null
+++ b/multirun/2024-04-07/17-25-58/optimization_results.yaml
@@ -0,0 +1,10 @@
+name: optuna
+best_params:
+  models.model.hidden_size: 32
+  models.model.n_layers: 2
+  models.model.bias: false
+  models.model.rnn_dropout: 0.30000000000000004
+  models.model.bidirectional: false
+  models.model.fc_dropout: 0.0
+  models.model.init_weights: false
+best_value: 0.9659863945578231