From 83ec27eaf5407d9ccf94d0546e9691f061524be1 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 13:54:14 +0100 Subject: [PATCH 01/18] Use env var for registry image name. --- testing/Makefile | 3 +++ 1 file changed, 3 insertions(+) diff --git a/testing/Makefile b/testing/Makefile index b1be18f..350218c 100644 --- a/testing/Makefile +++ b/testing/Makefile @@ -6,6 +6,9 @@ ROOT ?= $(shell dirname \ IMG_NAME=boptestgym IMG_HOME=/home/developer/boptestgym +# Name of remote registry image +IMG_REGI=javierarroyo/boptestgym + # BOPTEST commit used for the tests BOPTEST_COMMIT=1fd96639518853c1ddc41355a8f9e29edce3242d From 47cbddee2e600d627098b8a402ad5f3672554288 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 13:54:43 +0100 Subject: [PATCH 02/18] Update BOPTEST commit for testing corresponding to v0.5.0 --- testing/Makefile | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/testing/Makefile b/testing/Makefile index 350218c..1ba78c1 100644 --- a/testing/Makefile +++ b/testing/Makefile @@ -10,7 +10,8 @@ IMG_HOME=/home/developer/boptestgym IMG_REGI=javierarroyo/boptestgym # BOPTEST commit used for the tests -BOPTEST_COMMIT=1fd96639518853c1ddc41355a8f9e29edce3242d +BOPTEST_COMMIT=12ceafe42983d42e535385dee1daa1d25673e2aa + build-boptestgym: docker build -f ${ROOT}/testing/Dockerfile \ From fdc92845dbf21182af7dc8628ffbd9d32ee302e2 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 13:55:49 +0100 Subject: [PATCH 03/18] Use tag for versioning boptestgym image. --- testing/Makefile | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/testing/Makefile b/testing/Makefile index 1ba78c1..b4445af 100644 --- a/testing/Makefile +++ b/testing/Makefile @@ -12,6 +12,8 @@ IMG_REGI=javierarroyo/boptestgym # BOPTEST commit used for the tests BOPTEST_COMMIT=12ceafe42983d42e535385dee1daa1d25673e2aa +# Define current BOPTEST-Gym version (should be even with BOPTEST version defined in commit above) +VERSION = 0.5.0 build-boptestgym: docker build -f ${ROOT}/testing/Dockerfile \ @@ -56,12 +58,12 @@ exec-boptestgym: push-boptestgym: # requires `docker login` first - docker tag boptestgym javierarroyo/boptestgym - docker push javierarroyo/boptestgym + docker tag ${IMG_NAME} ${IMG_REGI}:${VERSION} + docker push ${IMG_REGI}:${VERSION} pull-boptestgym: - docker pull javierarroyo/boptestgym - docker tag javierarroyo/boptestgym boptestgym + docker pull ${IMG_REGI}:${VERSION} + docker tag ${IMG_REGI}:${VERSION} ${IMG_NAME} run-boptest-case: curl -L -o boptest.zip https://github.com/ibpsa/project1-boptest/archive/${BOPTEST_COMMIT}.zip From 9b5f1e6e4e1d5292051fcd3e4a3a95f0c3024fd8 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 14:10:05 +0100 Subject: [PATCH 04/18] Specify right version in the tutorial. --- .../Building_Control_with_RL_using_BOPTEST.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb b/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb index 78ef526..b3d6c7f 100644 --- a/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb +++ b/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb @@ -40,7 +40,7 @@ "- The most popular standard for representing general RL problems: OpenAI-Gym.\n", "- The BOPTEST API and its Gym interface.\n", "\n", - "📌 **Note**: This tutorial is prepared for use with BOPTEST v0.4.0.\n", + "📌 **Note**: This tutorial is prepared for use with BOPTEST v0.5.0.\n", "and uses a web-based version of BOPTEST (called \"BOPTEST-Service\") as not to require installation of any BOPTEST software on a user's own device. It is also possible to use BOPTEST on a user's own (local) device. \n", "Both the web-based and local versions have the same functionality, and will produce the same results, with only small changes in the API (changing the BOPTEST-service url to your localhost url, that is, to: `http://127.0.0.1:5000/`). The tutorial is continuously updated to work with the latest BOPTEST versions. See [the release notes](https://github.com/ibpsa/project1-boptest-gym/blob/master/releasenotes.md) for the version history.\n", "\n", From 56b34831c95c023e5d1744241a16caef316cdeb4 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 14:13:51 +0100 Subject: [PATCH 05/18] Use json parameter instead of data in requests due to stricter check by Flask REST API. --- boptestGymEnv.py | 12 ++++++------ examples/test_and_plot.py | 2 +- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/boptestGymEnv.py b/boptestGymEnv.py index aeeae94..61333ff 100644 --- a/boptestGymEnv.py +++ b/boptestGymEnv.py @@ -471,14 +471,14 @@ def find_start_time(): # Initialize the building simulation res = requests.put('{0}/initialize'.format(self.url), - data={'start_time':self.start_time, + json={'start_time':self.start_time, 'warmup_period':self.warmup_period}).json()['payload'] # Set simulation step - requests.put('{0}/step'.format(self.url), data={'step':self.step_period}) + requests.put('{0}/step'.format(self.url), json={'step':self.step_period}) # Set BOPTEST scenario - requests.put('{0}/scenario'.format(self.url), data=self.scenario) + requests.put('{0}/scenario'.format(self.url), json=self.scenario) # Initialize objective integrand self.objective_integrand = 0. @@ -543,7 +543,7 @@ def step(self, action): u[act.replace('_u','_activate')] = 1. # Advance a BOPTEST simulation - res = requests.post('{0}/advance'.format(self.url), data=u).json()['payload'] + res = requests.post('{0}/advance'.format(self.url), json=u).json()['payload'] # Compute reward of this (state-action-state') tuple reward = self.get_reward() @@ -717,7 +717,7 @@ def get_observations(self, res): regr_index = res['time']-self.step_period*np.arange(1,self.regr_n+1) for var in self.regressive_vars: res_var = requests.put('{0}/results'.format(self.url), - data={'point_names':[var], + json={'point_names':[var], 'start_time':regr_index[-1], 'final_time':regr_index[0]}).json()['payload'] # fill_value='extrapolate' is needed for the very few cases when @@ -733,7 +733,7 @@ def get_observations(self, res): # Get predictions if this is a predictive agent. if self.is_predictive: predictions = requests.put('{0}/forecast'.format(self.url), - data={'point_names': self.predictive_vars, + json={'point_names': self.predictive_vars, 'horizon': self.predictive_period, 'interval': self.step_period}).json()['payload'] for var in self.predictive_vars: diff --git a/examples/test_and_plot.py b/examples/test_and_plot.py index b6c43ca..956c777 100644 --- a/examples/test_and_plot.py +++ b/examples/test_and_plot.py @@ -82,7 +82,7 @@ def plot_results(env, rewards, points=['reaTZon_y','reaTSetHea_y','reaTSetCoo_y' # point from the initialization period to don't confuse it with # actions taken by the agent in a previous episode. res = requests.put('{0}/results'.format(env.url), - data={'point_names':points, + json={'point_names':points, 'start_time':env.start_time+1, 'final_time':3.1536e7}).json()['payload'] From 70b73c0bd0826edfb330d3ef8a63206b5beb8571 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 15:06:18 +0100 Subject: [PATCH 06/18] Add command to run boptest without cache. --- testing/Makefile | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/testing/Makefile b/testing/Makefile index b4445af..3e72400 100644 --- a/testing/Makefile +++ b/testing/Makefile @@ -65,12 +65,20 @@ pull-boptestgym: docker pull ${IMG_REGI}:${VERSION} docker tag ${IMG_REGI}:${VERSION} ${IMG_NAME} -run-boptest-case: +make download-doptest: curl -L -o boptest.zip https://github.com/ibpsa/project1-boptest/archive/${BOPTEST_COMMIT}.zip unzip -o -q boptest.zip + +run-boptest-case: + make download-doptest cd project1-boptest-${BOPTEST_COMMIT} && \ TESTCASE=bestest_hydronic_heat_pump docker-compose up -d --quiet-pull +run-boptest-case-no-cache: + make download-doptest + cd project1-boptest-${BOPTEST_COMMIT} && \ + TESTCASE=bestest_hydronic_heat_pump docker-compose up -d --force-recreate --build + stop-boptest-case: cd project1-boptest-${BOPTEST_COMMIT} && docker-compose down From 61c38fc0a74cbbe9803f2cfd19ddd7850479a2cd Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 16:09:32 +0100 Subject: [PATCH 07/18] Ensure convertion to regular float since float32 objects of numpy are not JSON serializable. --- boptestGymEnv.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/boptestGymEnv.py b/boptestGymEnv.py index 61333ff..b7800a4 100644 --- a/boptestGymEnv.py +++ b/boptestGymEnv.py @@ -537,10 +537,10 @@ def step(self, action): # Assign values to inputs if any for i, act in enumerate(self.actions): # Assign value - u[act] = action[i] + u[act] = float(action[i]) # Indicate that the input is active - u[act.replace('_u','_activate')] = 1. + u[act.replace('_u','_activate')] = float(1) # Advance a BOPTEST simulation res = requests.post('{0}/advance'.format(self.url), json=u).json()['payload'] From f04767281ba4a40e2bcac20713806657000ea89c Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 16:09:52 +0100 Subject: [PATCH 08/18] Do not duplicate Actions in pull requests. --- .github/workflows/github-actions.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/github-actions.yml b/.github/workflows/github-actions.yml index 82c6391..5ece15e 100644 --- a/.github/workflows/github-actions.yml +++ b/.github/workflows/github-actions.yml @@ -1,5 +1,5 @@ name: CI of BOPTEST-Gym using GitHub Actions -on: [push, pull_request] +on: [push] jobs: test-local: runs-on: ubuntu-latest From ea207f7a5b4285fd6cc9884193875d292bc28b51 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 16:50:27 +0100 Subject: [PATCH 09/18] Update reference results for numerical differences. --- testing/references/actions_A2C_A_peak.csv | 100 ++--- testing/references/actions_A2C_A_typi.csv | 188 ++++----- testing/references/actions_A2C_B_peak.csv | 54 +-- testing/references/actions_A2C_B_typi.csv | 192 ++++----- testing/references/actions_A2C_C_peak.csv | 42 +- testing/references/actions_A2C_C_typi.csv | 96 ++--- .../references/actions_A2C_simple_peak.csv | 292 ++++++------- .../references/actions_A2C_simple_typi.csv | 384 ++++++++--------- testing/references/kpis_A2C_A_peak.csv | 10 +- testing/references/kpis_A2C_A_typi.csv | 10 +- testing/references/kpis_A2C_B_peak.csv | 8 +- testing/references/kpis_A2C_B_typi.csv | 10 +- testing/references/kpis_A2C_C_peak.csv | 8 +- testing/references/kpis_A2C_C_typi.csv | 10 +- testing/references/kpis_A2C_simple_peak.csv | 10 +- testing/references/kpis_A2C_simple_typi.csv | 10 +- .../references/observations_A2C_A_peak.csv | 124 +++--- .../references/observations_A2C_A_typi.csv | 194 ++++----- .../references/observations_A2C_B_peak.csv | 120 +++--- .../references/observations_A2C_B_typi.csv | 194 ++++----- .../references/observations_A2C_C_peak.csv | 46 +-- .../references/observations_A2C_C_typi.csv | 98 ++--- .../observations_A2C_simple_peak.csv | 284 ++++++------- .../observations_A2C_simple_typi.csv | 386 +++++++++--------- testing/references/observations_clipping.csv | 146 +++---- testing/references/observations_custom.csv | 146 +++---- testing/references/observations_default.csv | 146 +++---- .../observations_normalizedActionWrapper.csv | 42 +- ...ervations_normalizedObservationWrapper.csv | 146 +++---- .../references/observations_setScenario.csv | 146 +++---- testing/references/reset_fixed.csv | 2 +- testing/references/reset_random.csv | 200 ++++----- testing/references/rewards_A2C_A_peak.csv | 192 ++++----- testing/references/rewards_A2C_A_typi.csv | 192 ++++----- testing/references/rewards_A2C_B_peak.csv | 192 ++++----- testing/references/rewards_A2C_B_typi.csv | 192 ++++----- testing/references/rewards_A2C_C_peak.csv | 96 ++--- testing/references/rewards_A2C_C_typi.csv | 96 ++--- .../references/rewards_A2C_simple_peak.csv | 384 ++++++++--------- .../references/rewards_A2C_simple_typi.csv | 384 ++++++++--------- testing/references/rewards_clipping.csv | 2 +- testing/references/rewards_custom.csv | 144 +++---- testing/references/rewards_default.csv | 144 +++---- .../rewards_normalizedActionWrapper.csv | 144 +++---- .../rewards_normalizedObservationWrapper.csv | 144 +++---- testing/references/rewards_setScenario.csv | 144 +++---- testing/references/save_callback.csv | 2 +- .../variable_episode_monitoring.csv | 4 +- testing/references/variable_episode_step.csv | 2 +- 49 files changed, 3151 insertions(+), 3151 deletions(-) diff --git a/testing/references/actions_A2C_A_peak.csv b/testing/references/actions_A2C_A_peak.csv index bc6a202..c5d0261 100644 --- a/testing/references/actions_A2C_A_peak.csv +++ b/testing/references/actions_A2C_A_peak.csv @@ -1,97 +1,97 @@ time,0 0,-0.012297921 -1,-0.01229467 -2,-0.012291396 +1,-0.012294669 +2,-0.012291397 3,-0.012288108 4,-0.012215504 -5,-0.0122121805 -6,-0.0122088455 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-87,-0.012057845 +85,-0.012066336 +86,-0.012062096 +87,-0.0120578455 88,-0.011926071 -89,-0.011921791 -90,-0.011917499 -91,-0.011913193 +89,-0.011921792 +90,-0.0119175 +91,-0.011913192 92,-0.012128407 -93,-0.01212407 +93,-0.012124069 94,-0.012119722 -95,-0.012115365 +95,-0.012115366 diff --git a/testing/references/actions_A2C_A_typi.csv b/testing/references/actions_A2C_A_typi.csv index 4fa848a..692d51d 100644 --- a/testing/references/actions_A2C_A_typi.csv +++ b/testing/references/actions_A2C_A_typi.csv @@ -1,97 +1,97 @@ time,0 0,-0.011530513 1,-0.011526323 -2,-0.011521792 -3,-0.011517055 -4,-0.011435345 -5,-0.011430331 -6,-0.011425234 -7,-0.011420079 -8,-0.011355604 -9,-0.011350385 -10,-0.011345157 -11,-0.011339918 -12,-0.0112848645 -13,-0.011279614 -14,-0.011274381 -15,-0.011269173 -16,-0.011268982 -17,-0.011263844 -18,-0.011258752 -19,-0.011253715 -20,-0.011327731 -21,-0.011322794 -22,-0.0113179125 -23,-0.01131307 -24,-0.011464711 -25,-0.011459794 -26,-0.011454777 -27,-0.011449686 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+186,-0.008881147 +187,-0.00885329 +188,-0.008830382 +189,-0.008806257 +190,-0.008781513 +191,-0.008756619 diff --git a/testing/references/kpis_A2C_A_peak.csv b/testing/references/kpis_A2C_A_peak.csv index fd7579c..9218d21 100644 --- a/testing/references/kpis_A2C_A_peak.csv +++ b/testing/references/kpis_A2C_A_peak.csv @@ -1,7 +1,7 @@ keys,value -tdis_tot,0.0 +cost_tot,0.08403661410201198 +emis_tot,0.05470047652150901 +ener_tot,0.3275477636018505 idis_tot,0.0 -ener_tot,0.32754787144564235 -cost_tot,0.08403664085203083 -emis_tot,0.05470049453142224 -pele_tot,0.013785525428643162 +pele_tot,0.013785526229338955 +tdis_tot,0.0 diff --git a/testing/references/kpis_A2C_A_typi.csv b/testing/references/kpis_A2C_A_typi.csv index 0a8c003..1505e57 100644 --- a/testing/references/kpis_A2C_A_typi.csv +++ b/testing/references/kpis_A2C_A_typi.csv @@ -1,7 +1,7 @@ keys,value -tdis_tot,31.381988641198745 +cost_tot,0.0879329952100714 +emis_tot,0.06209969988553337 +ener_tot,0.371854490332535 idis_tot,0.0 -ener_tot,0.37185327873160223 -cost_tot,0.08793270850684055 -emis_tot,0.06209949754817758 -pele_tot,0.016794731562913577 +pele_tot,0.01679479215900437 +tdis_tot,31.386494303255176 diff --git a/testing/references/kpis_A2C_B_peak.csv b/testing/references/kpis_A2C_B_peak.csv index 2b761f2..99681a4 100644 --- a/testing/references/kpis_A2C_B_peak.csv +++ b/testing/references/kpis_A2C_B_peak.csv @@ -1,7 +1,7 @@ keys,value -cost_tot,0.08372779678060578 -emis_tot,0.05450239032630067 -ener_tot,0.32636161872036346 +cost_tot,0.08372775878184119 +emis_tot,0.05450236464737108 +ener_tot,0.3263614649543178 idis_tot,0.0 -pele_tot,0.01376598278141825 +pele_tot,0.013765984490490522 tdis_tot,0.0 diff --git a/testing/references/kpis_A2C_B_typi.csv b/testing/references/kpis_A2C_B_typi.csv index 3e53d52..cae16e3 100644 --- a/testing/references/kpis_A2C_B_typi.csv +++ b/testing/references/kpis_A2C_B_typi.csv @@ -1,7 +1,7 @@ keys,value -cost_tot,0.08751460121945069 -emis_tot,0.061803332046659096 -ener_tot,0.37007983261472516 +cost_tot,0.08751486519329159 +emis_tot,0.06180351855917335 +ener_tot,0.37008094945612785 idis_tot,0.0 -pele_tot,0.01667350741980825 -tdis_tot,30.9052409225407 +pele_tot,0.016673552425643865 +tdis_tot,30.90890170583174 diff --git a/testing/references/kpis_A2C_C_peak.csv b/testing/references/kpis_A2C_C_peak.csv index 591b5bf..73c9ea2 100644 --- a/testing/references/kpis_A2C_C_peak.csv +++ b/testing/references/kpis_A2C_C_peak.csv @@ -1,7 +1,7 @@ keys,value -cost_tot,0.08288938871788552 -emis_tot,0.05395840456164556 -ener_tot,0.32310421893200936 +cost_tot,0.08288934749636041 +emis_tot,0.053958376723658205 +ener_tot,0.3231040522374742 idis_tot,0.0 -pele_tot,0.01366173759908368 +pele_tot,0.013661738271624856 tdis_tot,0.0 diff --git a/testing/references/kpis_A2C_C_typi.csv b/testing/references/kpis_A2C_C_typi.csv index b23804c..efded69 100644 --- a/testing/references/kpis_A2C_C_typi.csv +++ b/testing/references/kpis_A2C_C_typi.csv @@ -1,7 +1,7 @@ keys,value -cost_tot,0.08656312596542577 -emis_tot,0.06113034216510686 -ener_tot,0.3660499530844722 +cost_tot,0.08656336401483063 +emis_tot,0.06113051042779483 +ener_tot,0.36605096064547804 idis_tot,0.0 -pele_tot,0.016488041751225327 -tdis_tot,29.876286973512727 +pele_tot,0.016488071407054324 +tdis_tot,29.87891123611516 diff --git a/testing/references/kpis_A2C_simple_peak.csv b/testing/references/kpis_A2C_simple_peak.csv index dc79d4c..6ae8856 100644 --- a/testing/references/kpis_A2C_simple_peak.csv +++ b/testing/references/kpis_A2C_simple_peak.csv @@ -1,7 +1,7 @@ keys,value -tdis_tot,0.38778066649234666 +cost_tot,0.16971819513325848 +emis_tot,0.11180646385504604 +ener_tot,0.6694997835631504 idis_tot,0.0 -ener_tot,0.6694999319249966 -cost_tot,0.1697182327429864 -emis_tot,0.11180648863147437 -pele_tot,0.014822837717144759 +pele_tot,0.014822830323657088 +tdis_tot,0.3874915918781288 diff --git a/testing/references/kpis_A2C_simple_typi.csv b/testing/references/kpis_A2C_simple_typi.csv index 4c35df7..abd6e48 100644 --- a/testing/references/kpis_A2C_simple_typi.csv +++ b/testing/references/kpis_A2C_simple_typi.csv @@ -1,7 +1,7 @@ keys,value -tdis_tot,206.69156574220088 +cost_tot,0.18752907543275057 +emis_tot,0.12353986428903106 +ener_tot,0.7397596664013837 idis_tot,0.0 -ener_tot,0.7397578388538397 -cost_tot,0.18752861214944816 -emis_tot,0.12353955908859113 -pele_tot,0.01682150178073598 +pele_tot,0.01682155935871389 +tdis_tot,206.70457032997518 diff --git a/testing/references/observations_A2C_A_peak.csv b/testing/references/observations_A2C_A_peak.csv index 43345b1..5c48b0b 100644 --- a/testing/references/observations_A2C_A_peak.csv +++ b/testing/references/observations_A2C_A_peak.csv @@ -1,41 +1,41 @@ time,0,1,2 -0,-0.4285714,-0.035957873,0.6214999 -1,-0.42559522,-0.034141004,0.6214999 -2,-0.42261904,-0.03318888,0.6214999 -3,-0.41964287,-0.03275144,0.6214999 -4,-0.4166667,-0.032592773,0.6165 -5,-0.41369045,-0.032621264,0.6165 +0,-0.4285714,-0.035955787,0.6214999 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+67,-0.0028552250685723868 +68,-0.0028718411599532034 +69,-0.0027797865336686156 +70,-0.002718664518692182 +71,-0.0026451693075013605 diff --git a/testing/references/save_callback.csv b/testing/references/save_callback.csv index 93ee14b..5adb174 100644 --- a/testing/references/save_callback.csv +++ b/testing/references/save_callback.csv @@ -1,2 +1,2 @@ keys,value -0,0.03518531 +0,0.03518535 diff --git a/testing/references/variable_episode_monitoring.csv b/testing/references/variable_episode_monitoring.csv index 52300d4..33c6af1 100644 --- a/testing/references/variable_episode_monitoring.csv +++ b/testing/references/variable_episode_monitoring.csv @@ -1,6 +1,6 @@ time,reward,episode_length 0,-0.018144,24 1,-0.018403,24 -2,-0.036175,24 +2,-0.036176,24 3,-0.021697,24 -4,-0.126433,4 +4,-0.12643,4 diff --git a/testing/references/variable_episode_step.csv b/testing/references/variable_episode_step.csv index 200f7ff..a63b898 100644 --- a/testing/references/variable_episode_step.csv +++ b/testing/references/variable_episode_step.csv @@ -1,2 +1,2 @@ keys,value -0,0.023826523 +0,0.023801027 From d4be5d164b31e7a50cad5fb8f87dbef7478a5e9e Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 17:38:34 +0100 Subject: [PATCH 10/18] Update references for tutorial. --- testing/references/tutorial_output_kpis_DQN_alg.json | 2 +- testing/references/tutorial_output_kpis_Q_alg.json | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/testing/references/tutorial_output_kpis_DQN_alg.json b/testing/references/tutorial_output_kpis_DQN_alg.json index 4556eb1..3b019b3 100644 --- a/testing/references/tutorial_output_kpis_DQN_alg.json +++ b/testing/references/tutorial_output_kpis_DQN_alg.json @@ -1 +1 @@ -{"tdis_tot": 8.370911955136352, "idis_tot": 0, "ener_tot": 0.3965284774903316, "cost_tot": 0.10051996904379909, "emis_tot": 0.06622025574088537, "pele_tot": 0.021041629229404186, "pgas_tot": null, "pdih_tot": null} \ No newline at end of file +{"tdis_tot": 8.373469048100414, "idis_tot": 0, "ener_tot": 0.39652709037948375, "cost_tot": 0.10051961741119916, "emis_tot": 0.0662200240933738, "pele_tot": 0.021041607741500885, "pgas_tot": null, "pdih_tot": null} \ No newline at end of file diff --git a/testing/references/tutorial_output_kpis_Q_alg.json b/testing/references/tutorial_output_kpis_Q_alg.json index f0faa5f..403dc1d 100644 --- a/testing/references/tutorial_output_kpis_Q_alg.json +++ b/testing/references/tutorial_output_kpis_Q_alg.json @@ -1 +1 @@ -{"tdis_tot": 1.7415794961384694, "idis_tot": 0, "ener_tot": 0.17501300879744733, "cost_tot": 0.044365797730152895, "emis_tot": 0.029227172469173696, "pele_tot": 0.01990768126278055, "pgas_tot": null, "pdih_tot": null} \ No newline at end of file +{"tdis_tot": 0.08092250218334793, "idis_tot": 0, "ener_tot": 0.3449562854330366, "cost_tot": 0.08744641835727476, "emis_tot": 0.05760769966731713, "pele_tot": 0.02087948857312455, "pgas_tot": null, "pdih_tot": null} \ No newline at end of file From 10b2245efeeecfebd51435edd7d20455da051b9f Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 17:44:13 +0100 Subject: [PATCH 11/18] Add releasenotes. --- releasenotes.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/releasenotes.md b/releasenotes.md index 99b3990..5f1f229 100644 --- a/releasenotes.md +++ b/releasenotes.md @@ -2,10 +2,11 @@ BOPTEST-Gym has two main dependencies: BOPTEST and Stable-Baselines3. For simplicity, the first two digits of the version number match the same two digits of the BOPTEST version of which BOPTEST-Gym is compatible with. For example, BOPTEST-Gym v0.3.x is compatible with BOPTEST v0.3.x. The last digit is reserved for other internal edits specific to this repository only. See [here](https://github.com/ibpsa/project1-boptest/blob/master/releasenotes.md) for BOPTEST release notes. -## BOPTEST-Gym v0.4.0-dev +## BOPTEST-Gym v0.5.0 -Released on xx/xx/xxxx. +Released on 10/11/2023. +- Update for `BOPTEST v0.5.0`. This is for [#135](https://github.com/ibpsa/project1-boptest-gym/pull/136). - Remove arbitrarily small offset when requesting forecasts. This is for [#127](https://github.com/ibpsa/project1-boptest-gym/issues/127). - Implement CI and testing using GitHub Actions. This is for [#23](https://github.com/ibpsa/project1-boptest-gym/issues/23). From 1a8934989b3667444817ae3b3a4ee8a0fd781fc1 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 18:02:22 +0100 Subject: [PATCH 12/18] Update tutorial results. --- ...ilding_Control_with_RL_using_BOPTEST.ipynb | 217 ++++++++++-------- 1 file changed, 119 insertions(+), 98 deletions(-) diff --git a/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb b/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb index b3d6c7f..20e9833 100644 --- a/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb +++ b/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb @@ -850,9 +850,9 @@ "output_type": "stream", "text": [ "TEST CASE INPUTS ---------------------------------------------\n", - "dict_keys(['oveTSet_activate', 'ovePum_activate', 'ovePum_u', 'oveHeaPumY_u', 'oveTSet_u', 'oveHeaPumY_activate', 'oveFan_activate', 'oveFan_u'])\n", + "dict_keys(['oveFan_activate', 'oveFan_u', 'oveHeaPumY_activate', 'oveHeaPumY_u', 'ovePum_activate', 'ovePum_u', 'oveTSet_activate', 'oveTSet_u'])\n", "TEST CASE MEASUREMENTS ---------------------------------------\n", - "dict_keys(['weaSta_reaWeaPAtm_y', 'reaPFan_y', 'reaQHeaPumCon_y', 'reaTRet_y', 'weaSta_reaWeaNOpa_y', 'weaSta_reaWeaTBlaSky_y', 'reaQHeaPumEva_y', 'weaSta_reaWeaNTot_y', 'weaSta_reaWeaSolAlt_y', 'reaTZon_y', 'weaSta_reaWeaHHorIR_y', 'weaSta_reaWeaLon_y', 'weaSta_reaWeaSolTim_y', 'weaSta_reaWeaCloTim_y', 'reaPPumEmi_y', 'weaSta_reaWeaHGloHor_y', 'weaSta_reaWeaHDifHor_y', 'weaSta_reaWeaRelHum_y', 'reaTSetHea_y', 'reaCO2RooAir_y', 'weaSta_reaWeaSolDec_y', 'reaPHeaPum_y', 'weaSta_reaWeaHDirNor_y', 'reaTSetCoo_y', 'weaSta_reaWeaWinDir_y', 'reaTSup_y', 'weaSta_reaWeaSolZen_y', 'reaQFloHea_y', 'reaCOP_y', 'weaSta_reaWeaTDryBul_y', 'weaSta_reaWeaTWetBul_y', 'weaSta_reaWeaTDewPoi_y', 'weaSta_reaWeaWinSpe_y', 'weaSta_reaWeaLat_y', 'weaSta_reaWeaCeiHei_y', 'weaSta_reaWeaSolHouAng_y'])\n" + "dict_keys(['reaCO2RooAir_y', 'reaCOP_y', 'reaPFan_y', 'reaPHeaPum_y', 'reaPPumEmi_y', 'reaQFloHea_y', 'reaQHeaPumCon_y', 'reaQHeaPumEva_y', 'reaTRet_y', 'reaTSetCoo_y', 'reaTSetHea_y', 'reaTSup_y', 'reaTZon_y', 'weaSta_reaWeaCeiHei_y', 'weaSta_reaWeaCloTim_y', 'weaSta_reaWeaHDifHor_y', 'weaSta_reaWeaHDirNor_y', 'weaSta_reaWeaHGloHor_y', 'weaSta_reaWeaHHorIR_y', 'weaSta_reaWeaLat_y', 'weaSta_reaWeaLon_y', 'weaSta_reaWeaNOpa_y', 'weaSta_reaWeaNTot_y', 'weaSta_reaWeaPAtm_y', 'weaSta_reaWeaRelHum_y', 'weaSta_reaWeaSolAlt_y', 'weaSta_reaWeaSolDec_y', 'weaSta_reaWeaSolHouAng_y', 'weaSta_reaWeaSolTim_y', 'weaSta_reaWeaSolZen_y', 'weaSta_reaWeaTBlaSky_y', 'weaSta_reaWeaTDewPoi_y', 'weaSta_reaWeaTDryBul_y', 'weaSta_reaWeaTWetBul_y', 'weaSta_reaWeaWinDir_y', 'weaSta_reaWeaWinSpe_y'])\n" ] } ], @@ -1449,39 +1449,39 @@ "\n", "All forecasting variables\n", "-------------------------\n", - "['winDir',\n", - " 'TDewPoi',\n", - " 'LowerSetp[1]',\n", + "['EmissionsElectricPower',\n", " 'PriceElectricPowerConstant',\n", - " 'UpperSetp[1]',\n", + " 'PriceElectricPowerDynamic',\n", " 'PriceElectricPowerHighlyDynamic',\n", - " 'solTim',\n", - " 'solHouAng',\n", - " 'nOpa',\n", - " 'InternalGainsRad[1]',\n", - " 'nTot',\n", - " 'HGloHor',\n", - " 'winSpe',\n", - " 'TBlaSky',\n", - " 'solDec',\n", + " 'pAtm',\n", " 'lon',\n", - " 'PriceElectricPowerDynamic',\n", + " 'lat',\n", + " 'TDewPoi',\n", + " 'HDirNor',\n", " 'HDifHor',\n", - " 'InternalGainsCon[1]',\n", - " 'solZen',\n", - " 'HHorIR',\n", + " 'HGloHor',\n", " 'relHum',\n", - " 'pAtm',\n", - " 'Occupancy[1]',\n", + " 'nTot',\n", " 'ceiHei',\n", - " 'lat',\n", - " 'InternalGainsLat[1]',\n", - " 'TWetBul',\n", - " 'TDryBul',\n", - " 'HDirNor',\n", - " 'EmissionsElectricPower',\n", + " 'winSpe',\n", + " 'winDir',\n", + " 'nOpa',\n", + " 'TBlaSky',\n", + " 'HHorIR',\n", " 'cloTim',\n", + " 'solZen',\n", " 'solAlt',\n", + " 'solDec',\n", + " 'solTim',\n", + " 'solHouAng',\n", + " 'TDryBul',\n", + " 'TWetBul',\n", + " 'Occupancy[1]',\n", + " 'LowerSetp[1]',\n", + " 'InternalGainsLat[1]',\n", + " 'UpperSetp[1]',\n", + " 'InternalGainsCon[1]',\n", + " 'InternalGainsRad[1]',\n", " 'UpperCO2[1]']\n", "\n", "All input variables\n", @@ -1770,8 +1770,8 @@ "output_type": "stream", "text": [ "-------------------------------------------------------------------\n", - "Operative temperature [degC] = 22.05\n", - "Action [ - ] = 0\n", + "Operative temperature [degC] = 21.34\n", + "Action [ - ] = 1\n", "-------------------------------------------------------------------\n" ] } @@ -2263,7 +2263,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2276,16 +2276,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[0. 0. ]\n", - " [1.936 1.398]\n", - " [0.594 0. ]]\n", + "[[0.225 0. ]\n", + " [1.905 1.55 ]\n", + " [0. 0. ]]\n", "-------------------------------------------------------------------\n", "Episode number: 2, starting day: 67.8 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2298,16 +2298,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[0. 0.17 ]\n", - " [2.414 2.116]\n", - " [1.491 0.594]]\n", + "[[0.223 0.187]\n", + " [2.656 2.396]\n", + " [1.101 0.271]]\n", "-------------------------------------------------------------------\n", "Episode number: 3, starting day: 0.9 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -2320,16 +2320,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[1.594 1.141]\n", - " [2.411 2.221]\n", - " [1.491 0.594]]\n", + "[[1.825 1.018]\n", + " [2.656 2.396]\n", + " [1.101 0.271]]\n", "-------------------------------------------------------------------\n", "Episode number: 4, starting day: 29.9 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2342,16 +2342,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.411 2.219]\n", - " [2.382 2.409]\n", - " [1.491 0.594]]\n", + "[[2.57 2.324]\n", + " [2.729 2.41 ]\n", + " [1.101 0.271]]\n", "-------------------------------------------------------------------\n", "Episode number: 5, starting day: 19.8 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2364,16 +2364,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.411 2.219]\n", - " [2.833 2.967]\n", - " [2.287 1.918]]\n", + "[[2.57 2.493]\n", + " [3.996 3.907]\n", + " [1.451 0.844]]\n", "-------------------------------------------------------------------\n", "Episode number: 6, starting day: 11.0 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2386,16 +2386,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.411 2.219]\n", - " [4.677 4.24 ]\n", - " [2.367 1.918]]\n", + "[[2.389 2.765]\n", + " [3.967 4.041]\n", + " [1.651 0.89 ]]\n", "-------------------------------------------------------------------\n", "Episode number: 7, starting day: 45.2 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -2408,16 +2408,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.452 3.17 ]\n", - " [4.847 4.609]\n", - " [2.432 1.997]]\n", + "[[2.389 2.765]\n", + " [4.987 4.762]\n", + " [1.829 1.164]]\n", "-------------------------------------------------------------------\n", "Episode number: 8, starting day: 362.2 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -2430,16 +2430,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.452 3.271]\n", - " [5.66 5.162]\n", - " [2.737 2.014]]\n", + "[[2.616 3.353]\n", + " [4.963 4.956]\n", + " [2.305 1.164]]\n", "-------------------------------------------------------------------\n", "Episode number: 9, starting day: 72.3 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -2452,16 +2452,16 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.452 3.917]\n", - " [6.03 6.114]\n", - " [2.737 2.014]]\n", + "[[2.9 3.784]\n", + " [5.506 5.361]\n", + " [2.633 1.164]]\n", "-------------------------------------------------------------------\n", "Episode number: 10, starting day: 357.8 (from beginning of the year)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2474,9 +2474,9 @@ "output_type": "stream", "text": [ "q(s,a) = \n", - "[[2.56 4.458]\n", - " [6.448 6.346]\n", - " [3.256 2.165]]\n" + "[[2.951 3.904]\n", + " [6.071 6.075]\n", + " [3.145 1.164]]\n" ] } ], @@ -2508,7 +2508,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2580,7 +2580,7 @@ "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -2632,7 +2632,7 @@ "text": [ "-------------------------------------------------------------------\n", "State [Bin #] = 1\n", - "Action [ - ] = 0\n", + "Action [ - ] = 1\n", "-------------------------------------------------------------------\n" ] } @@ -2695,15 +2695,15 @@ { "data": { "text/plain": [ - "{'tdis_tot': 1.7415794961384694,\n", + "{'tdis_tot': 0.08092250218334793,\n", " 'idis_tot': 0,\n", - " 'ener_tot': 0.17501300879744733,\n", - " 'cost_tot': 0.044365797730152895,\n", - " 'emis_tot': 0.029227172469173696,\n", - " 'pele_tot': 0.01990768126278055,\n", + " 'ener_tot': 0.3449562854330366,\n", + " 'cost_tot': 0.08744641835727476,\n", + " 'emis_tot': 0.05760769966731713,\n", + " 'pele_tot': 0.02087948857312455,\n", " 'pgas_tot': None,\n", " 'pdih_tot': None,\n", - " 'time_rat': 0.0002186830550576178}" + " 'time_rat': 0.000427389072911175}" ] }, "execution_count": 24, @@ -2774,7 +2774,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2783,6 +2783,14 @@ "outputId": "d3fdf2ca-64d5-4e1d-ac9f-b999c7a3ff09" }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/javier/miniconda3/envs/boptestgym/lib/python3.9/site-packages/torch/cuda/__init__.py:107: UserWarning: CUDA initialization: The NVIDIA driver on your system is too old (found version 9000). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.)\n", + " return torch._C._cuda_getDeviceCount() > 0\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -2793,22 +2801,35 @@ ] }, { - "data": { - "text/plain": [ - "{'tdis_tot': 8.370911955136352,\n", - " 'idis_tot': 0,\n", - " 'ener_tot': 0.3965284774903316,\n", - " 'cost_tot': 0.10051996904379909,\n", - " 'emis_tot': 0.06622025574088537,\n", - " 'pele_tot': 0.021041629229404186,\n", - " 'pgas_tot': None,\n", - " 'pdih_tot': None,\n", - " 'time_rat': 0.0004946192215990137}" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" + "ename": "TypeError", + "evalue": "Object of type int64 is not JSON serializable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/home/javier/workdir/project1-boptest-gym/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb Cell 126\u001b[0m line \u001b[0;36m3\n\u001b[1;32m 34\u001b[0m model \u001b[39m=\u001b[39m DQN(\u001b[39m'\u001b[39m\u001b[39mMlpPolicy\u001b[39m\u001b[39m'\u001b[39m, env, verbose\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m, gamma\u001b[39m=\u001b[39m\u001b[39m0.99\u001b[39m,\n\u001b[1;32m 35\u001b[0m learning_rate\u001b[39m=\u001b[39m\u001b[39m5e-4\u001b[39m, batch_size\u001b[39m=\u001b[39m\u001b[39m24\u001b[39m, seed\u001b[39m=\u001b[39m\u001b[39m123456\u001b[39m,\n\u001b[1;32m 36\u001b[0m buffer_size\u001b[39m=\u001b[39m\u001b[39m365\u001b[39m\u001b[39m*\u001b[39m\u001b[39m24\u001b[39m, learning_starts\u001b[39m=\u001b[39m\u001b[39m24\u001b[39m, train_freq\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m 38\u001b[0m \u001b[39m# Main training loop\u001b[39;00m\n\u001b[0;32m---> 39\u001b[0m model\u001b[39m.\u001b[39;49mlearn(total_timesteps\u001b[39m=\u001b[39;49m\u001b[39m10\u001b[39;49m)\n\u001b[1;32m 41\u001b[0m \u001b[39m# Loop for one episode of experience (one day as set in max_episode_length)\u001b[39;00m\n\u001b[1;32m 42\u001b[0m done \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/dqn/dqn.py:267\u001b[0m, in \u001b[0;36mDQN.learn\u001b[0;34m(self, total_timesteps, callback, log_interval, tb_log_name, reset_num_timesteps, progress_bar)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mlearn\u001b[39m(\n\u001b[1;32m 259\u001b[0m \u001b[39mself\u001b[39m: SelfDQN,\n\u001b[1;32m 260\u001b[0m total_timesteps: \u001b[39mint\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 265\u001b[0m progress_bar: \u001b[39mbool\u001b[39m \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 266\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m SelfDQN:\n\u001b[0;32m--> 267\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mlearn(\n\u001b[1;32m 268\u001b[0m total_timesteps\u001b[39m=\u001b[39;49mtotal_timesteps,\n\u001b[1;32m 269\u001b[0m callback\u001b[39m=\u001b[39;49mcallback,\n\u001b[1;32m 270\u001b[0m log_interval\u001b[39m=\u001b[39;49mlog_interval,\n\u001b[1;32m 271\u001b[0m tb_log_name\u001b[39m=\u001b[39;49mtb_log_name,\n\u001b[1;32m 272\u001b[0m reset_num_timesteps\u001b[39m=\u001b[39;49mreset_num_timesteps,\n\u001b[1;32m 273\u001b[0m progress_bar\u001b[39m=\u001b[39;49mprogress_bar,\n\u001b[1;32m 274\u001b[0m )\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/off_policy_algorithm.py:301\u001b[0m, in \u001b[0;36mOffPolicyAlgorithm.learn\u001b[0;34m(self, total_timesteps, callback, log_interval, tb_log_name, reset_num_timesteps, progress_bar)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mlearn\u001b[39m(\n\u001b[1;32m 293\u001b[0m \u001b[39mself\u001b[39m: SelfOffPolicyAlgorithm,\n\u001b[1;32m 294\u001b[0m total_timesteps: \u001b[39mint\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 299\u001b[0m progress_bar: \u001b[39mbool\u001b[39m \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 300\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m SelfOffPolicyAlgorithm:\n\u001b[0;32m--> 301\u001b[0m total_timesteps, callback \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_setup_learn(\n\u001b[1;32m 302\u001b[0m total_timesteps,\n\u001b[1;32m 303\u001b[0m callback,\n\u001b[1;32m 304\u001b[0m reset_num_timesteps,\n\u001b[1;32m 305\u001b[0m tb_log_name,\n\u001b[1;32m 306\u001b[0m progress_bar,\n\u001b[1;32m 307\u001b[0m )\n\u001b[1;32m 309\u001b[0m callback\u001b[39m.\u001b[39mon_training_start(\u001b[39mlocals\u001b[39m(), \u001b[39mglobals\u001b[39m())\n\u001b[1;32m 311\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnum_timesteps \u001b[39m<\u001b[39m total_timesteps:\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/off_policy_algorithm.py:284\u001b[0m, in \u001b[0;36mOffPolicyAlgorithm._setup_learn\u001b[0;34m(self, total_timesteps, callback, reset_num_timesteps, tb_log_name, progress_bar)\u001b[0m\n\u001b[1;32m 281\u001b[0m pos \u001b[39m=\u001b[39m (replay_buffer\u001b[39m.\u001b[39mpos \u001b[39m-\u001b[39m \u001b[39m1\u001b[39m) \u001b[39m%\u001b[39m replay_buffer\u001b[39m.\u001b[39mbuffer_size\n\u001b[1;32m 282\u001b[0m replay_buffer\u001b[39m.\u001b[39mdones[pos] \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[0;32m--> 284\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49m_setup_learn(\n\u001b[1;32m 285\u001b[0m total_timesteps,\n\u001b[1;32m 286\u001b[0m callback,\n\u001b[1;32m 287\u001b[0m reset_num_timesteps,\n\u001b[1;32m 288\u001b[0m tb_log_name,\n\u001b[1;32m 289\u001b[0m progress_bar,\n\u001b[1;32m 290\u001b[0m )\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/base_class.py:424\u001b[0m, in \u001b[0;36mBaseAlgorithm._setup_learn\u001b[0;34m(self, total_timesteps, callback, reset_num_timesteps, tb_log_name, progress_bar)\u001b[0m\n\u001b[1;32m 422\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39menv \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 423\u001b[0m \u001b[39m# pytype: disable=annotation-type-mismatch\u001b[39;00m\n\u001b[0;32m--> 424\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_last_obs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset() \u001b[39m# type: ignore[assignment]\u001b[39;00m\n\u001b[1;32m 425\u001b[0m \u001b[39m# pytype: enable=annotation-type-mismatch\u001b[39;00m\n\u001b[1;32m 426\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_last_episode_starts \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mones((\u001b[39mself\u001b[39m\u001b[39m.\u001b[39menv\u001b[39m.\u001b[39mnum_envs,), dtype\u001b[39m=\u001b[39m\u001b[39mbool\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/vec_env/dummy_vec_env.py:76\u001b[0m, in \u001b[0;36mDummyVecEnv.reset\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreset\u001b[39m(\u001b[39mself\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m VecEnvObs:\n\u001b[1;32m 75\u001b[0m \u001b[39mfor\u001b[39;00m env_idx \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnum_envs):\n\u001b[0;32m---> 76\u001b[0m obs, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mreset_infos[env_idx] \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menvs[env_idx]\u001b[39m.\u001b[39;49mreset(seed\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_seeds[env_idx])\n\u001b[1;32m 77\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_save_obs(env_idx, obs)\n\u001b[1;32m 78\u001b[0m \u001b[39m# Seeds are only used once\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/monitor.py:83\u001b[0m, in \u001b[0;36mMonitor.reset\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mExpected you to pass keyword argument \u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m}\u001b[39;00m\u001b[39m into reset\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 82\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcurrent_reset_info[key] \u001b[39m=\u001b[39m value\n\u001b[0;32m---> 83\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/gymnasium/core.py:414\u001b[0m, in \u001b[0;36mWrapper.reset\u001b[0;34m(self, seed, options)\u001b[0m\n\u001b[1;32m 410\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreset\u001b[39m(\n\u001b[1;32m 411\u001b[0m \u001b[39mself\u001b[39m, \u001b[39m*\u001b[39m, seed: \u001b[39mint\u001b[39m \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m, options: \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any] \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 412\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mtuple\u001b[39m[WrapperObsType, \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any]]:\n\u001b[1;32m 413\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Uses the :meth:`reset` of the :attr:`env` that can be overwritten to change the returned data.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 414\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset(seed\u001b[39m=\u001b[39;49mseed, options\u001b[39m=\u001b[39;49moptions)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/gymnasium/core.py:462\u001b[0m, in \u001b[0;36mObservationWrapper.reset\u001b[0;34m(self, seed, options)\u001b[0m\n\u001b[1;32m 458\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreset\u001b[39m(\n\u001b[1;32m 459\u001b[0m \u001b[39mself\u001b[39m, \u001b[39m*\u001b[39m, seed: \u001b[39mint\u001b[39m \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m, options: \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any] \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 460\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mtuple\u001b[39m[WrapperObsType, \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any]]:\n\u001b[1;32m 461\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Modifies the :attr:`env` after calling :meth:`reset`, returning a modified observation using :meth:`self.observation`.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 462\u001b[0m obs, info \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset(seed\u001b[39m=\u001b[39;49mseed, options\u001b[39m=\u001b[39;49moptions)\n\u001b[1;32m 463\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobservation(obs), info\n", + "File \u001b[0;32m~/workdir/project1-boptest-gym/docs/tutorials/CCAI_Summer_School_2022/boptestGymService/boptestGymEnv.py:499\u001b[0m, in \u001b[0;36mBoptestGymEnv.reset\u001b[0;34m(self, seed, options)\u001b[0m\n\u001b[1;32m 496\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobjective_integrand \u001b[39m=\u001b[39m \u001b[39m0.\u001b[39m\n\u001b[1;32m 498\u001b[0m \u001b[39m# Get observations at the end of the initialization period\u001b[39;00m\n\u001b[0;32m--> 499\u001b[0m observations \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mget_observations(res)\n\u001b[1;32m 501\u001b[0m \u001b[39m# Optionally we can pass additional info, we are not using that for now\u001b[39;00m\n\u001b[1;32m 502\u001b[0m info \u001b[39m=\u001b[39m {}\n", + "File \u001b[0;32m~/workdir/project1-boptest-gym/docs/tutorials/CCAI_Summer_School_2022/boptestGymService/boptestGymEnv.py:747\u001b[0m, in \u001b[0;36mBoptestGymEnv.get_observations\u001b[0;34m(self, res)\u001b[0m\n\u001b[1;32m 745\u001b[0m regr_index \u001b[39m=\u001b[39m res[\u001b[39m'\u001b[39m\u001b[39mtime\u001b[39m\u001b[39m'\u001b[39m]\u001b[39m-\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstep_period\u001b[39m*\u001b[39mnp\u001b[39m.\u001b[39marange(\u001b[39m1\u001b[39m,\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mregr_n\u001b[39m+\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m 746\u001b[0m \u001b[39mfor\u001b[39;00m var \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mregressive_vars:\n\u001b[0;32m--> 747\u001b[0m res_var \u001b[39m=\u001b[39m requests\u001b[39m.\u001b[39;49mput(\u001b[39m'\u001b[39;49m\u001b[39m{0}\u001b[39;49;00m\u001b[39m/results/\u001b[39;49m\u001b[39m{1}\u001b[39;49;00m\u001b[39m'\u001b[39;49m\u001b[39m.\u001b[39;49mformat(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49murl, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtestid), \n\u001b[1;32m 748\u001b[0m json\u001b[39m=\u001b[39;49m{\u001b[39m'\u001b[39;49m\u001b[39mpoint_names\u001b[39;49m\u001b[39m'\u001b[39;49m:[var],\n\u001b[1;32m 749\u001b[0m \u001b[39m'\u001b[39;49m\u001b[39mstart_time\u001b[39;49m\u001b[39m'\u001b[39;49m:regr_index[\u001b[39m-\u001b[39;49m\u001b[39m1\u001b[39;49m], \n\u001b[1;32m 750\u001b[0m \u001b[39m'\u001b[39;49m\u001b[39mfinal_time\u001b[39;49m\u001b[39m'\u001b[39;49m:regr_index[\u001b[39m0\u001b[39;49m]})\u001b[39m.\u001b[39mjson()[\u001b[39m'\u001b[39m\u001b[39mpayload\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[1;32m 751\u001b[0m \u001b[39m# fill_value='extrapolate' is needed for the very few cases when\u001b[39;00m\n\u001b[1;32m 752\u001b[0m \u001b[39m# res_var['time'] is not returned to be exactly between \u001b[39;00m\n\u001b[1;32m 753\u001b[0m \u001b[39m# regr_index[-1] and regr_index[0] but shorter. In these cases\u001b[39;00m\n\u001b[1;32m 754\u001b[0m \u001b[39m# we extrapolate linearly to reach the desired value at the extreme\u001b[39;00m\n\u001b[1;32m 755\u001b[0m \u001b[39m# of the regression period. \u001b[39;00m\n\u001b[1;32m 756\u001b[0m f \u001b[39m=\u001b[39m interpolate\u001b[39m.\u001b[39minterp1d(res_var[\u001b[39m'\u001b[39m\u001b[39mtime\u001b[39m\u001b[39m'\u001b[39m],\n\u001b[1;32m 757\u001b[0m res_var[var], kind\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mlinear\u001b[39m\u001b[39m'\u001b[39m, fill_value\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mextrapolate\u001b[39m\u001b[39m'\u001b[39m) \n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/api.py:130\u001b[0m, in \u001b[0;36mput\u001b[0;34m(url, data, **kwargs)\u001b[0m\n\u001b[1;32m 118\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mput\u001b[39m(url, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 119\u001b[0m \u001b[39m \u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Sends a PUT request.\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \n\u001b[1;32m 121\u001b[0m \u001b[39m :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[39m :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m 128\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 130\u001b[0m \u001b[39mreturn\u001b[39;00m request(\u001b[39m\"\u001b[39;49m\u001b[39mput\u001b[39;49m\u001b[39m\"\u001b[39;49m, url, data\u001b[39m=\u001b[39;49mdata, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[39m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m 56\u001b[0m \u001b[39m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m 57\u001b[0m \u001b[39m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m 58\u001b[0m \u001b[39mwith\u001b[39;00m sessions\u001b[39m.\u001b[39mSession() \u001b[39mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m \u001b[39mreturn\u001b[39;00m session\u001b[39m.\u001b[39;49mrequest(method\u001b[39m=\u001b[39;49mmethod, url\u001b[39m=\u001b[39;49murl, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/sessions.py:575\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m 562\u001b[0m \u001b[39m# Create the Request.\u001b[39;00m\n\u001b[1;32m 563\u001b[0m req \u001b[39m=\u001b[39m Request(\n\u001b[1;32m 564\u001b[0m method\u001b[39m=\u001b[39mmethod\u001b[39m.\u001b[39mupper(),\n\u001b[1;32m 565\u001b[0m url\u001b[39m=\u001b[39murl,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 573\u001b[0m hooks\u001b[39m=\u001b[39mhooks,\n\u001b[1;32m 574\u001b[0m )\n\u001b[0;32m--> 575\u001b[0m prep \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mprepare_request(req)\n\u001b[1;32m 577\u001b[0m proxies \u001b[39m=\u001b[39m proxies \u001b[39mor\u001b[39;00m {}\n\u001b[1;32m 579\u001b[0m settings \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmerge_environment_settings(\n\u001b[1;32m 580\u001b[0m prep\u001b[39m.\u001b[39murl, proxies, stream, verify, cert\n\u001b[1;32m 581\u001b[0m )\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/sessions.py:486\u001b[0m, in \u001b[0;36mSession.prepare_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 483\u001b[0m auth \u001b[39m=\u001b[39m get_netrc_auth(request\u001b[39m.\u001b[39murl)\n\u001b[1;32m 485\u001b[0m p \u001b[39m=\u001b[39m PreparedRequest()\n\u001b[0;32m--> 486\u001b[0m p\u001b[39m.\u001b[39;49mprepare(\n\u001b[1;32m 487\u001b[0m method\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mmethod\u001b[39m.\u001b[39;49mupper(),\n\u001b[1;32m 488\u001b[0m url\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49murl,\n\u001b[1;32m 489\u001b[0m files\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mfiles,\n\u001b[1;32m 490\u001b[0m data\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mdata,\n\u001b[1;32m 491\u001b[0m json\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mjson,\n\u001b[1;32m 492\u001b[0m headers\u001b[39m=\u001b[39;49mmerge_setting(\n\u001b[1;32m 493\u001b[0m request\u001b[39m.\u001b[39;49mheaders, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mheaders, dict_class\u001b[39m=\u001b[39;49mCaseInsensitiveDict\n\u001b[1;32m 494\u001b[0m ),\n\u001b[1;32m 495\u001b[0m params\u001b[39m=\u001b[39;49mmerge_setting(request\u001b[39m.\u001b[39;49mparams, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mparams),\n\u001b[1;32m 496\u001b[0m auth\u001b[39m=\u001b[39;49mmerge_setting(auth, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mauth),\n\u001b[1;32m 497\u001b[0m cookies\u001b[39m=\u001b[39;49mmerged_cookies,\n\u001b[1;32m 498\u001b[0m hooks\u001b[39m=\u001b[39;49mmerge_hooks(request\u001b[39m.\u001b[39;49mhooks, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mhooks),\n\u001b[1;32m 499\u001b[0m )\n\u001b[1;32m 500\u001b[0m \u001b[39mreturn\u001b[39;00m p\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/models.py:371\u001b[0m, in \u001b[0;36mPreparedRequest.prepare\u001b[0;34m(self, method, url, headers, files, data, params, auth, cookies, hooks, json)\u001b[0m\n\u001b[1;32m 369\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_headers(headers)\n\u001b[1;32m 370\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_cookies(cookies)\n\u001b[0;32m--> 371\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mprepare_body(data, files, json)\n\u001b[1;32m 372\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_auth(auth, url)\n\u001b[1;32m 374\u001b[0m \u001b[39m# Note that prepare_auth must be last to enable authentication schemes\u001b[39;00m\n\u001b[1;32m 375\u001b[0m \u001b[39m# such as OAuth to work on a fully prepared request.\u001b[39;00m\n\u001b[1;32m 376\u001b[0m \n\u001b[1;32m 377\u001b[0m \u001b[39m# This MUST go after prepare_auth. Authenticators could add a hook\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/models.py:511\u001b[0m, in \u001b[0;36mPreparedRequest.prepare_body\u001b[0;34m(self, data, files, json)\u001b[0m\n\u001b[1;32m 508\u001b[0m content_type \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mapplication/json\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 510\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 511\u001b[0m body \u001b[39m=\u001b[39m complexjson\u001b[39m.\u001b[39;49mdumps(json, allow_nan\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m)\n\u001b[1;32m 512\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mValueError\u001b[39;00m \u001b[39mas\u001b[39;00m ve:\n\u001b[1;32m 513\u001b[0m \u001b[39mraise\u001b[39;00m InvalidJSONError(ve, request\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/__init__.py:234\u001b[0m, in \u001b[0;36mdumps\u001b[0;34m(obj, skipkeys, ensure_ascii, check_circular, allow_nan, cls, indent, separators, default, sort_keys, **kw)\u001b[0m\n\u001b[1;32m 232\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mcls\u001b[39m \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 233\u001b[0m \u001b[39mcls\u001b[39m \u001b[39m=\u001b[39m JSONEncoder\n\u001b[0;32m--> 234\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mcls\u001b[39;49m(\n\u001b[1;32m 235\u001b[0m skipkeys\u001b[39m=\u001b[39;49mskipkeys, ensure_ascii\u001b[39m=\u001b[39;49mensure_ascii,\n\u001b[1;32m 236\u001b[0m check_circular\u001b[39m=\u001b[39;49mcheck_circular, allow_nan\u001b[39m=\u001b[39;49mallow_nan, indent\u001b[39m=\u001b[39;49mindent,\n\u001b[1;32m 237\u001b[0m separators\u001b[39m=\u001b[39;49mseparators, default\u001b[39m=\u001b[39;49mdefault, sort_keys\u001b[39m=\u001b[39;49msort_keys,\n\u001b[1;32m 238\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkw)\u001b[39m.\u001b[39;49mencode(obj)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/encoder.py:199\u001b[0m, in \u001b[0;36mJSONEncoder.encode\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 195\u001b[0m \u001b[39mreturn\u001b[39;00m encode_basestring(o)\n\u001b[1;32m 196\u001b[0m \u001b[39m# This doesn't pass the iterator directly to ''.join() because the\u001b[39;00m\n\u001b[1;32m 197\u001b[0m \u001b[39m# exceptions aren't as detailed. The list call should be roughly\u001b[39;00m\n\u001b[1;32m 198\u001b[0m \u001b[39m# equivalent to the PySequence_Fast that ''.join() would do.\u001b[39;00m\n\u001b[0;32m--> 199\u001b[0m chunks \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49miterencode(o, _one_shot\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n\u001b[1;32m 200\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(chunks, (\u001b[39mlist\u001b[39m, \u001b[39mtuple\u001b[39m)):\n\u001b[1;32m 201\u001b[0m chunks \u001b[39m=\u001b[39m \u001b[39mlist\u001b[39m(chunks)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/encoder.py:257\u001b[0m, in \u001b[0;36mJSONEncoder.iterencode\u001b[0;34m(self, o, _one_shot)\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 253\u001b[0m _iterencode \u001b[39m=\u001b[39m _make_iterencode(\n\u001b[1;32m 254\u001b[0m markers, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdefault, _encoder, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mindent, floatstr,\n\u001b[1;32m 255\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mkey_separator, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mitem_separator, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msort_keys,\n\u001b[1;32m 256\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mskipkeys, _one_shot)\n\u001b[0;32m--> 257\u001b[0m \u001b[39mreturn\u001b[39;00m _iterencode(o, \u001b[39m0\u001b[39;49m)\n", + "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/encoder.py:179\u001b[0m, in \u001b[0;36mJSONEncoder.default\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mdefault\u001b[39m(\u001b[39mself\u001b[39m, o):\n\u001b[1;32m 161\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Implement this method in a subclass such that it returns\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[39m a serializable object for ``o``, or calls the base implementation\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \u001b[39m (to raise a ``TypeError``).\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 177\u001b[0m \n\u001b[1;32m 178\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 179\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39mObject of type \u001b[39m\u001b[39m{\u001b[39;00mo\u001b[39m.\u001b[39m\u001b[39m__class__\u001b[39m\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\u001b[39m}\u001b[39;00m\u001b[39m \u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m 180\u001b[0m \u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39mis not JSON serializable\u001b[39m\u001b[39m'\u001b[39m)\n", + "\u001b[0;31mTypeError\u001b[0m: Object of type int64 is not JSON serializable" + ] } ], "source": [ @@ -2875,7 +2896,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2913,7 +2934,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "id": "EDJHCuQ2NFN6" }, @@ -3078,7 +3099,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.9.17" } }, "nbformat": 4, From 7f5b64fa7a2e8b3fafee6c969b15214af666a3a1 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 18:09:14 +0100 Subject: [PATCH 13/18] Ensure all objects sent to requests are json serializable using int. --- boptestGymEnv.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/boptestGymEnv.py b/boptestGymEnv.py index b7800a4..5b67306 100644 --- a/boptestGymEnv.py +++ b/boptestGymEnv.py @@ -471,11 +471,11 @@ def find_start_time(): # Initialize the building simulation res = requests.put('{0}/initialize'.format(self.url), - json={'start_time':self.start_time, - 'warmup_period':self.warmup_period}).json()['payload'] + json={'start_time':int(self.start_time), + 'warmup_period':int(self.warmup_period)}).json()['payload'] # Set simulation step - requests.put('{0}/step'.format(self.url), json={'step':self.step_period}) + requests.put('{0}/step'.format(self.url), json={'step':int(self.step_period)}) # Set BOPTEST scenario requests.put('{0}/scenario'.format(self.url), json=self.scenario) @@ -718,8 +718,8 @@ def get_observations(self, res): for var in self.regressive_vars: res_var = requests.put('{0}/results'.format(self.url), json={'point_names':[var], - 'start_time':regr_index[-1], - 'final_time':regr_index[0]}).json()['payload'] + 'start_time':int(regr_index[-1]), + 'final_time':int(regr_index[0])}).json()['payload'] # fill_value='extrapolate' is needed for the very few cases when # res_var['time'] is not returned to be exactly between # regr_index[-1] and regr_index[0] but shorter. In these cases @@ -734,8 +734,8 @@ def get_observations(self, res): if self.is_predictive: predictions = requests.put('{0}/forecast'.format(self.url), json={'point_names': self.predictive_vars, - 'horizon': self.predictive_period, - 'interval': self.step_period}).json()['payload'] + 'horizon': int(self.predictive_period), + 'interval': int(self.step_period)}).json()['payload'] for var in self.predictive_vars: for i in range(self.pred_n): observations.append(predictions[var][i]) From 343a1168aee7cb61b236094546f925b29ca67b76 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Fri, 10 Nov 2023 19:37:28 +0100 Subject: [PATCH 14/18] Update DQN results for numerical differences. --- testing/references/tutorial_output_kpis_DQN_alg.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/testing/references/tutorial_output_kpis_DQN_alg.json b/testing/references/tutorial_output_kpis_DQN_alg.json index 3b019b3..4ab4bc9 100644 --- a/testing/references/tutorial_output_kpis_DQN_alg.json +++ b/testing/references/tutorial_output_kpis_DQN_alg.json @@ -1 +1 @@ -{"tdis_tot": 8.373469048100414, "idis_tot": 0, "ener_tot": 0.39652709037948375, "cost_tot": 0.10051961741119916, "emis_tot": 0.0662200240933738, "pele_tot": 0.021041607741500885, "pgas_tot": null, "pdih_tot": null} \ No newline at end of file +{"tdis_tot": 8.37342768290697, "idis_tot": 0, "ener_tot": 0.3965270991185415, "cost_tot": 0.10051961962655029, "emis_tot": 0.06622002555279644, "pele_tot": 0.02104161873770755, "pgas_tot": null, "pdih_tot": null} \ No newline at end of file From e4f2ce447e2a50482abfeb2d255ef8d11e1c8600 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Sat, 11 Nov 2023 12:06:18 +0100 Subject: [PATCH 15/18] Rerender tutorial notebook for correct display of gearing up section. --- ...ilding_Control_with_RL_using_BOPTEST.ipynb | 99 ++++++++----------- 1 file changed, 43 insertions(+), 56 deletions(-) diff --git a/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb b/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb index 20e9833..00790c3 100644 --- a/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb +++ b/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb @@ -378,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -436,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -670,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 23, "metadata": { "id": "V_qU6ukZghTb" }, @@ -708,7 +708,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -836,7 +836,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -891,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -976,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1036,7 +1036,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1078,7 +1078,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1171,7 +1171,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1217,7 +1217,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1264,7 +1264,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1679,7 +1679,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1719,7 +1719,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 34, "metadata": { "id": "MrO0o7hNf5pB" }, @@ -1756,7 +1756,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1933,7 +1933,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 36, "metadata": { "id": "9U81QUVcUfoW" }, @@ -2084,7 +2084,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 37, "metadata": { "id": "hTcc3XiVP-A6" }, @@ -2142,7 +2142,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2201,7 +2201,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 39, "metadata": { "id": "uCUZKrOMOIEN" }, @@ -2243,7 +2243,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2496,7 +2496,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2568,7 +2568,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2617,7 +2617,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2683,7 +2683,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2774,7 +2774,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2801,35 +2801,22 @@ ] }, { - "ename": "TypeError", - "evalue": "Object of type int64 is not JSON serializable", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/javier/workdir/project1-boptest-gym/docs/tutorials/CCAI_Summer_School_2022/Building_Control_with_RL_using_BOPTEST.ipynb Cell 126\u001b[0m line \u001b[0;36m3\n\u001b[1;32m 34\u001b[0m model \u001b[39m=\u001b[39m DQN(\u001b[39m'\u001b[39m\u001b[39mMlpPolicy\u001b[39m\u001b[39m'\u001b[39m, env, verbose\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m, gamma\u001b[39m=\u001b[39m\u001b[39m0.99\u001b[39m,\n\u001b[1;32m 35\u001b[0m learning_rate\u001b[39m=\u001b[39m\u001b[39m5e-4\u001b[39m, batch_size\u001b[39m=\u001b[39m\u001b[39m24\u001b[39m, seed\u001b[39m=\u001b[39m\u001b[39m123456\u001b[39m,\n\u001b[1;32m 36\u001b[0m buffer_size\u001b[39m=\u001b[39m\u001b[39m365\u001b[39m\u001b[39m*\u001b[39m\u001b[39m24\u001b[39m, learning_starts\u001b[39m=\u001b[39m\u001b[39m24\u001b[39m, train_freq\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m 38\u001b[0m \u001b[39m# Main training loop\u001b[39;00m\n\u001b[0;32m---> 39\u001b[0m model\u001b[39m.\u001b[39;49mlearn(total_timesteps\u001b[39m=\u001b[39;49m\u001b[39m10\u001b[39;49m)\n\u001b[1;32m 41\u001b[0m \u001b[39m# Loop for one episode of experience (one day as set in max_episode_length)\u001b[39;00m\n\u001b[1;32m 42\u001b[0m done \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/dqn/dqn.py:267\u001b[0m, in \u001b[0;36mDQN.learn\u001b[0;34m(self, total_timesteps, callback, log_interval, tb_log_name, reset_num_timesteps, progress_bar)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mlearn\u001b[39m(\n\u001b[1;32m 259\u001b[0m \u001b[39mself\u001b[39m: SelfDQN,\n\u001b[1;32m 260\u001b[0m total_timesteps: \u001b[39mint\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 265\u001b[0m progress_bar: \u001b[39mbool\u001b[39m \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 266\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m SelfDQN:\n\u001b[0;32m--> 267\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mlearn(\n\u001b[1;32m 268\u001b[0m total_timesteps\u001b[39m=\u001b[39;49mtotal_timesteps,\n\u001b[1;32m 269\u001b[0m callback\u001b[39m=\u001b[39;49mcallback,\n\u001b[1;32m 270\u001b[0m log_interval\u001b[39m=\u001b[39;49mlog_interval,\n\u001b[1;32m 271\u001b[0m tb_log_name\u001b[39m=\u001b[39;49mtb_log_name,\n\u001b[1;32m 272\u001b[0m reset_num_timesteps\u001b[39m=\u001b[39;49mreset_num_timesteps,\n\u001b[1;32m 273\u001b[0m progress_bar\u001b[39m=\u001b[39;49mprogress_bar,\n\u001b[1;32m 274\u001b[0m )\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/off_policy_algorithm.py:301\u001b[0m, in \u001b[0;36mOffPolicyAlgorithm.learn\u001b[0;34m(self, total_timesteps, callback, log_interval, tb_log_name, reset_num_timesteps, progress_bar)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mlearn\u001b[39m(\n\u001b[1;32m 293\u001b[0m \u001b[39mself\u001b[39m: SelfOffPolicyAlgorithm,\n\u001b[1;32m 294\u001b[0m total_timesteps: \u001b[39mint\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 299\u001b[0m progress_bar: \u001b[39mbool\u001b[39m \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 300\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m SelfOffPolicyAlgorithm:\n\u001b[0;32m--> 301\u001b[0m total_timesteps, callback \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_setup_learn(\n\u001b[1;32m 302\u001b[0m total_timesteps,\n\u001b[1;32m 303\u001b[0m callback,\n\u001b[1;32m 304\u001b[0m reset_num_timesteps,\n\u001b[1;32m 305\u001b[0m tb_log_name,\n\u001b[1;32m 306\u001b[0m progress_bar,\n\u001b[1;32m 307\u001b[0m )\n\u001b[1;32m 309\u001b[0m callback\u001b[39m.\u001b[39mon_training_start(\u001b[39mlocals\u001b[39m(), \u001b[39mglobals\u001b[39m())\n\u001b[1;32m 311\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnum_timesteps \u001b[39m<\u001b[39m total_timesteps:\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/off_policy_algorithm.py:284\u001b[0m, in \u001b[0;36mOffPolicyAlgorithm._setup_learn\u001b[0;34m(self, total_timesteps, callback, reset_num_timesteps, tb_log_name, progress_bar)\u001b[0m\n\u001b[1;32m 281\u001b[0m pos \u001b[39m=\u001b[39m (replay_buffer\u001b[39m.\u001b[39mpos \u001b[39m-\u001b[39m \u001b[39m1\u001b[39m) \u001b[39m%\u001b[39m replay_buffer\u001b[39m.\u001b[39mbuffer_size\n\u001b[1;32m 282\u001b[0m replay_buffer\u001b[39m.\u001b[39mdones[pos] \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[0;32m--> 284\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49m_setup_learn(\n\u001b[1;32m 285\u001b[0m total_timesteps,\n\u001b[1;32m 286\u001b[0m callback,\n\u001b[1;32m 287\u001b[0m reset_num_timesteps,\n\u001b[1;32m 288\u001b[0m tb_log_name,\n\u001b[1;32m 289\u001b[0m progress_bar,\n\u001b[1;32m 290\u001b[0m )\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/base_class.py:424\u001b[0m, in \u001b[0;36mBaseAlgorithm._setup_learn\u001b[0;34m(self, total_timesteps, callback, reset_num_timesteps, tb_log_name, progress_bar)\u001b[0m\n\u001b[1;32m 422\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39menv \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 423\u001b[0m \u001b[39m# pytype: disable=annotation-type-mismatch\u001b[39;00m\n\u001b[0;32m--> 424\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_last_obs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset() \u001b[39m# type: ignore[assignment]\u001b[39;00m\n\u001b[1;32m 425\u001b[0m \u001b[39m# pytype: enable=annotation-type-mismatch\u001b[39;00m\n\u001b[1;32m 426\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_last_episode_starts \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mones((\u001b[39mself\u001b[39m\u001b[39m.\u001b[39menv\u001b[39m.\u001b[39mnum_envs,), dtype\u001b[39m=\u001b[39m\u001b[39mbool\u001b[39m)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/vec_env/dummy_vec_env.py:76\u001b[0m, in \u001b[0;36mDummyVecEnv.reset\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreset\u001b[39m(\u001b[39mself\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m VecEnvObs:\n\u001b[1;32m 75\u001b[0m \u001b[39mfor\u001b[39;00m env_idx \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnum_envs):\n\u001b[0;32m---> 76\u001b[0m obs, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mreset_infos[env_idx] \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menvs[env_idx]\u001b[39m.\u001b[39;49mreset(seed\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_seeds[env_idx])\n\u001b[1;32m 77\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_save_obs(env_idx, obs)\n\u001b[1;32m 78\u001b[0m \u001b[39m# Seeds are only used once\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/stable_baselines3/common/monitor.py:83\u001b[0m, in \u001b[0;36mMonitor.reset\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mExpected you to pass keyword argument \u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m}\u001b[39;00m\u001b[39m into reset\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 82\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcurrent_reset_info[key] \u001b[39m=\u001b[39m value\n\u001b[0;32m---> 83\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/gymnasium/core.py:414\u001b[0m, in \u001b[0;36mWrapper.reset\u001b[0;34m(self, seed, options)\u001b[0m\n\u001b[1;32m 410\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreset\u001b[39m(\n\u001b[1;32m 411\u001b[0m \u001b[39mself\u001b[39m, \u001b[39m*\u001b[39m, seed: \u001b[39mint\u001b[39m \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m, options: \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any] \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 412\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mtuple\u001b[39m[WrapperObsType, \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any]]:\n\u001b[1;32m 413\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Uses the :meth:`reset` of the :attr:`env` that can be overwritten to change the returned data.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 414\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset(seed\u001b[39m=\u001b[39;49mseed, options\u001b[39m=\u001b[39;49moptions)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/gymnasium/core.py:462\u001b[0m, in \u001b[0;36mObservationWrapper.reset\u001b[0;34m(self, seed, options)\u001b[0m\n\u001b[1;32m 458\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreset\u001b[39m(\n\u001b[1;32m 459\u001b[0m \u001b[39mself\u001b[39m, \u001b[39m*\u001b[39m, seed: \u001b[39mint\u001b[39m \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m, options: \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any] \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 460\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mtuple\u001b[39m[WrapperObsType, \u001b[39mdict\u001b[39m[\u001b[39mstr\u001b[39m, Any]]:\n\u001b[1;32m 461\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Modifies the :attr:`env` after calling :meth:`reset`, returning a modified observation using :meth:`self.observation`.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 462\u001b[0m obs, info \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49menv\u001b[39m.\u001b[39;49mreset(seed\u001b[39m=\u001b[39;49mseed, options\u001b[39m=\u001b[39;49moptions)\n\u001b[1;32m 463\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobservation(obs), info\n", - "File \u001b[0;32m~/workdir/project1-boptest-gym/docs/tutorials/CCAI_Summer_School_2022/boptestGymService/boptestGymEnv.py:499\u001b[0m, in \u001b[0;36mBoptestGymEnv.reset\u001b[0;34m(self, seed, options)\u001b[0m\n\u001b[1;32m 496\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobjective_integrand \u001b[39m=\u001b[39m \u001b[39m0.\u001b[39m\n\u001b[1;32m 498\u001b[0m \u001b[39m# Get observations at the end of the initialization period\u001b[39;00m\n\u001b[0;32m--> 499\u001b[0m observations \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mget_observations(res)\n\u001b[1;32m 501\u001b[0m \u001b[39m# Optionally we can pass additional info, we are not using that for now\u001b[39;00m\n\u001b[1;32m 502\u001b[0m info \u001b[39m=\u001b[39m {}\n", - "File \u001b[0;32m~/workdir/project1-boptest-gym/docs/tutorials/CCAI_Summer_School_2022/boptestGymService/boptestGymEnv.py:747\u001b[0m, in \u001b[0;36mBoptestGymEnv.get_observations\u001b[0;34m(self, res)\u001b[0m\n\u001b[1;32m 745\u001b[0m regr_index \u001b[39m=\u001b[39m res[\u001b[39m'\u001b[39m\u001b[39mtime\u001b[39m\u001b[39m'\u001b[39m]\u001b[39m-\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstep_period\u001b[39m*\u001b[39mnp\u001b[39m.\u001b[39marange(\u001b[39m1\u001b[39m,\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mregr_n\u001b[39m+\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m 746\u001b[0m \u001b[39mfor\u001b[39;00m var \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mregressive_vars:\n\u001b[0;32m--> 747\u001b[0m res_var \u001b[39m=\u001b[39m requests\u001b[39m.\u001b[39;49mput(\u001b[39m'\u001b[39;49m\u001b[39m{0}\u001b[39;49;00m\u001b[39m/results/\u001b[39;49m\u001b[39m{1}\u001b[39;49;00m\u001b[39m'\u001b[39;49m\u001b[39m.\u001b[39;49mformat(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49murl, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtestid), \n\u001b[1;32m 748\u001b[0m json\u001b[39m=\u001b[39;49m{\u001b[39m'\u001b[39;49m\u001b[39mpoint_names\u001b[39;49m\u001b[39m'\u001b[39;49m:[var],\n\u001b[1;32m 749\u001b[0m \u001b[39m'\u001b[39;49m\u001b[39mstart_time\u001b[39;49m\u001b[39m'\u001b[39;49m:regr_index[\u001b[39m-\u001b[39;49m\u001b[39m1\u001b[39;49m], \n\u001b[1;32m 750\u001b[0m \u001b[39m'\u001b[39;49m\u001b[39mfinal_time\u001b[39;49m\u001b[39m'\u001b[39;49m:regr_index[\u001b[39m0\u001b[39;49m]})\u001b[39m.\u001b[39mjson()[\u001b[39m'\u001b[39m\u001b[39mpayload\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[1;32m 751\u001b[0m \u001b[39m# fill_value='extrapolate' is needed for the very few cases when\u001b[39;00m\n\u001b[1;32m 752\u001b[0m \u001b[39m# res_var['time'] is not returned to be exactly between \u001b[39;00m\n\u001b[1;32m 753\u001b[0m \u001b[39m# regr_index[-1] and regr_index[0] but shorter. In these cases\u001b[39;00m\n\u001b[1;32m 754\u001b[0m \u001b[39m# we extrapolate linearly to reach the desired value at the extreme\u001b[39;00m\n\u001b[1;32m 755\u001b[0m \u001b[39m# of the regression period. \u001b[39;00m\n\u001b[1;32m 756\u001b[0m f \u001b[39m=\u001b[39m interpolate\u001b[39m.\u001b[39minterp1d(res_var[\u001b[39m'\u001b[39m\u001b[39mtime\u001b[39m\u001b[39m'\u001b[39m],\n\u001b[1;32m 757\u001b[0m res_var[var], kind\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mlinear\u001b[39m\u001b[39m'\u001b[39m, fill_value\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mextrapolate\u001b[39m\u001b[39m'\u001b[39m) \n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/api.py:130\u001b[0m, in \u001b[0;36mput\u001b[0;34m(url, data, **kwargs)\u001b[0m\n\u001b[1;32m 118\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mput\u001b[39m(url, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 119\u001b[0m \u001b[39m \u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Sends a PUT request.\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \n\u001b[1;32m 121\u001b[0m \u001b[39m :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[39m :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m 128\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 130\u001b[0m \u001b[39mreturn\u001b[39;00m request(\u001b[39m\"\u001b[39;49m\u001b[39mput\u001b[39;49m\u001b[39m\"\u001b[39;49m, url, data\u001b[39m=\u001b[39;49mdata, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[39m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m 56\u001b[0m \u001b[39m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m 57\u001b[0m \u001b[39m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m 58\u001b[0m \u001b[39mwith\u001b[39;00m sessions\u001b[39m.\u001b[39mSession() \u001b[39mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m \u001b[39mreturn\u001b[39;00m session\u001b[39m.\u001b[39;49mrequest(method\u001b[39m=\u001b[39;49mmethod, url\u001b[39m=\u001b[39;49murl, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/sessions.py:575\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m 562\u001b[0m \u001b[39m# Create the Request.\u001b[39;00m\n\u001b[1;32m 563\u001b[0m req \u001b[39m=\u001b[39m Request(\n\u001b[1;32m 564\u001b[0m method\u001b[39m=\u001b[39mmethod\u001b[39m.\u001b[39mupper(),\n\u001b[1;32m 565\u001b[0m url\u001b[39m=\u001b[39murl,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 573\u001b[0m hooks\u001b[39m=\u001b[39mhooks,\n\u001b[1;32m 574\u001b[0m )\n\u001b[0;32m--> 575\u001b[0m prep \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mprepare_request(req)\n\u001b[1;32m 577\u001b[0m proxies \u001b[39m=\u001b[39m proxies \u001b[39mor\u001b[39;00m {}\n\u001b[1;32m 579\u001b[0m settings \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmerge_environment_settings(\n\u001b[1;32m 580\u001b[0m prep\u001b[39m.\u001b[39murl, proxies, stream, verify, cert\n\u001b[1;32m 581\u001b[0m )\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/sessions.py:486\u001b[0m, in \u001b[0;36mSession.prepare_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 483\u001b[0m auth \u001b[39m=\u001b[39m get_netrc_auth(request\u001b[39m.\u001b[39murl)\n\u001b[1;32m 485\u001b[0m p \u001b[39m=\u001b[39m PreparedRequest()\n\u001b[0;32m--> 486\u001b[0m p\u001b[39m.\u001b[39;49mprepare(\n\u001b[1;32m 487\u001b[0m method\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mmethod\u001b[39m.\u001b[39;49mupper(),\n\u001b[1;32m 488\u001b[0m url\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49murl,\n\u001b[1;32m 489\u001b[0m files\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mfiles,\n\u001b[1;32m 490\u001b[0m data\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mdata,\n\u001b[1;32m 491\u001b[0m json\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mjson,\n\u001b[1;32m 492\u001b[0m headers\u001b[39m=\u001b[39;49mmerge_setting(\n\u001b[1;32m 493\u001b[0m request\u001b[39m.\u001b[39;49mheaders, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mheaders, dict_class\u001b[39m=\u001b[39;49mCaseInsensitiveDict\n\u001b[1;32m 494\u001b[0m ),\n\u001b[1;32m 495\u001b[0m params\u001b[39m=\u001b[39;49mmerge_setting(request\u001b[39m.\u001b[39;49mparams, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mparams),\n\u001b[1;32m 496\u001b[0m auth\u001b[39m=\u001b[39;49mmerge_setting(auth, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mauth),\n\u001b[1;32m 497\u001b[0m cookies\u001b[39m=\u001b[39;49mmerged_cookies,\n\u001b[1;32m 498\u001b[0m hooks\u001b[39m=\u001b[39;49mmerge_hooks(request\u001b[39m.\u001b[39;49mhooks, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mhooks),\n\u001b[1;32m 499\u001b[0m )\n\u001b[1;32m 500\u001b[0m \u001b[39mreturn\u001b[39;00m p\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/models.py:371\u001b[0m, in \u001b[0;36mPreparedRequest.prepare\u001b[0;34m(self, method, url, headers, files, data, params, auth, cookies, hooks, json)\u001b[0m\n\u001b[1;32m 369\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_headers(headers)\n\u001b[1;32m 370\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_cookies(cookies)\n\u001b[0;32m--> 371\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mprepare_body(data, files, json)\n\u001b[1;32m 372\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_auth(auth, url)\n\u001b[1;32m 374\u001b[0m \u001b[39m# Note that prepare_auth must be last to enable authentication schemes\u001b[39;00m\n\u001b[1;32m 375\u001b[0m \u001b[39m# such as OAuth to work on a fully prepared request.\u001b[39;00m\n\u001b[1;32m 376\u001b[0m \n\u001b[1;32m 377\u001b[0m \u001b[39m# This MUST go after prepare_auth. Authenticators could add a hook\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/site-packages/requests/models.py:511\u001b[0m, in \u001b[0;36mPreparedRequest.prepare_body\u001b[0;34m(self, data, files, json)\u001b[0m\n\u001b[1;32m 508\u001b[0m content_type \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mapplication/json\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 510\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 511\u001b[0m body \u001b[39m=\u001b[39m complexjson\u001b[39m.\u001b[39;49mdumps(json, allow_nan\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m)\n\u001b[1;32m 512\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mValueError\u001b[39;00m \u001b[39mas\u001b[39;00m ve:\n\u001b[1;32m 513\u001b[0m \u001b[39mraise\u001b[39;00m InvalidJSONError(ve, request\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/__init__.py:234\u001b[0m, in \u001b[0;36mdumps\u001b[0;34m(obj, skipkeys, ensure_ascii, check_circular, allow_nan, cls, indent, separators, default, sort_keys, **kw)\u001b[0m\n\u001b[1;32m 232\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mcls\u001b[39m \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 233\u001b[0m \u001b[39mcls\u001b[39m \u001b[39m=\u001b[39m JSONEncoder\n\u001b[0;32m--> 234\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mcls\u001b[39;49m(\n\u001b[1;32m 235\u001b[0m skipkeys\u001b[39m=\u001b[39;49mskipkeys, ensure_ascii\u001b[39m=\u001b[39;49mensure_ascii,\n\u001b[1;32m 236\u001b[0m check_circular\u001b[39m=\u001b[39;49mcheck_circular, allow_nan\u001b[39m=\u001b[39;49mallow_nan, indent\u001b[39m=\u001b[39;49mindent,\n\u001b[1;32m 237\u001b[0m separators\u001b[39m=\u001b[39;49mseparators, default\u001b[39m=\u001b[39;49mdefault, sort_keys\u001b[39m=\u001b[39;49msort_keys,\n\u001b[1;32m 238\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkw)\u001b[39m.\u001b[39;49mencode(obj)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/encoder.py:199\u001b[0m, in \u001b[0;36mJSONEncoder.encode\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 195\u001b[0m \u001b[39mreturn\u001b[39;00m encode_basestring(o)\n\u001b[1;32m 196\u001b[0m \u001b[39m# This doesn't pass the iterator directly to ''.join() because the\u001b[39;00m\n\u001b[1;32m 197\u001b[0m \u001b[39m# exceptions aren't as detailed. The list call should be roughly\u001b[39;00m\n\u001b[1;32m 198\u001b[0m \u001b[39m# equivalent to the PySequence_Fast that ''.join() would do.\u001b[39;00m\n\u001b[0;32m--> 199\u001b[0m chunks \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49miterencode(o, _one_shot\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n\u001b[1;32m 200\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(chunks, (\u001b[39mlist\u001b[39m, \u001b[39mtuple\u001b[39m)):\n\u001b[1;32m 201\u001b[0m chunks \u001b[39m=\u001b[39m \u001b[39mlist\u001b[39m(chunks)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/encoder.py:257\u001b[0m, in \u001b[0;36mJSONEncoder.iterencode\u001b[0;34m(self, o, _one_shot)\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 253\u001b[0m _iterencode \u001b[39m=\u001b[39m _make_iterencode(\n\u001b[1;32m 254\u001b[0m markers, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdefault, _encoder, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mindent, floatstr,\n\u001b[1;32m 255\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mkey_separator, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mitem_separator, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msort_keys,\n\u001b[1;32m 256\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mskipkeys, _one_shot)\n\u001b[0;32m--> 257\u001b[0m \u001b[39mreturn\u001b[39;00m _iterencode(o, \u001b[39m0\u001b[39;49m)\n", - "File \u001b[0;32m~/miniconda3/envs/boptestgym/lib/python3.9/json/encoder.py:179\u001b[0m, in \u001b[0;36mJSONEncoder.default\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mdefault\u001b[39m(\u001b[39mself\u001b[39m, o):\n\u001b[1;32m 161\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Implement this method in a subclass such that it returns\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[39m a serializable object for ``o``, or calls the base implementation\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \u001b[39m (to raise a ``TypeError``).\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 177\u001b[0m \n\u001b[1;32m 178\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 179\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39mObject of type \u001b[39m\u001b[39m{\u001b[39;00mo\u001b[39m.\u001b[39m\u001b[39m__class__\u001b[39m\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\u001b[39m}\u001b[39;00m\u001b[39m \u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m 180\u001b[0m \u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39mis not JSON serializable\u001b[39m\u001b[39m'\u001b[39m)\n", - "\u001b[0;31mTypeError\u001b[0m: Object of type int64 is not JSON serializable" - ] + "data": { + "text/plain": [ + "{'tdis_tot': 8.37342768290697,\n", + " 'idis_tot': 0,\n", + " 'ener_tot': 0.3965270991185415,\n", + " 'cost_tot': 0.10051961962655029,\n", + " 'emis_tot': 0.06622002555279644,\n", + " 'pele_tot': 0.02104161873770755,\n", + " 'pgas_tot': None,\n", + " 'pdih_tot': None,\n", + " 'time_rat': 0.0009521376286391858}" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -2896,7 +2883,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2934,7 +2921,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": { "id": "EDJHCuQ2NFN6" }, From 9fdf4e995fa8671d2909a5d09e116353b50cc11d Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Sat, 11 Nov 2023 12:13:36 +0100 Subject: [PATCH 16/18] Add versioning and main dependencies section to README.md. --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index 40911f3..970e4cf 100644 --- a/README.md +++ b/README.md @@ -75,6 +75,12 @@ Running BOPTEST locally is substantially faster 2) Run a BOPTEST case with the building emulator model to be controlled (instructions [here](https://github.com/ibpsa/project1-boptest/blob/master/README.md)). 3) Check out the `master` branch of this repository and run the example above replacing the url to be `url = 'http://127.0.0.1:5000'` and avoiding the `testcase` argument to the `BoptestGymEnv` class. +## Versioning and main dependencies + +Current BOPTEST-Gym version is `v0.5.0` which is compatible with BOPTEST `v0.5.0` +(BOPTEST-Gym version should always be even with the BOPTEST version used). +The framework has been tested with `gymnasium==0.28.1` and `stable-baselines3==2.0.0`. +You can see [testing/Dockerfile](testing/Dockerfile) for a full description of the testing environment. ## Citing the project From 0d0f64a3962e454d2d52ca700d170a0962059e9c Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Sat, 11 Nov 2023 12:19:54 +0100 Subject: [PATCH 17/18] Remove blank lines. --- README.md | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/README.md b/README.md index 970e4cf..f6efa6a 100644 --- a/README.md +++ b/README.md @@ -96,7 +96,4 @@ Please use the following reference if you used this repository for your research address = {Bruges, Belgium}, } -``` - - - +``` \ No newline at end of file From b51c56ea23fa0051f092765e236f8faa5d5b1000 Mon Sep 17 00:00:00 2001 From: Javier Arroyo Date: Sat, 11 Nov 2023 12:20:05 +0100 Subject: [PATCH 18/18] Change release date. --- releasenotes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/releasenotes.md b/releasenotes.md index 5f1f229..76553e6 100644 --- a/releasenotes.md +++ b/releasenotes.md @@ -4,7 +4,7 @@ BOPTEST-Gym has two main dependencies: BOPTEST and Stable-Baselines3. For simpli ## BOPTEST-Gym v0.5.0 -Released on 10/11/2023. +Released on 11/11/2023. - Update for `BOPTEST v0.5.0`. This is for [#135](https://github.com/ibpsa/project1-boptest-gym/pull/136). - Remove arbitrarily small offset when requesting forecasts. This is for [#127](https://github.com/ibpsa/project1-boptest-gym/issues/127).