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feat: add pubsub topic validation (#32582) #29962

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feat: add pubsub topic validation (#32582)

feat: add pubsub topic validation (#32582) #29962

GitHub Actions / Test Results failed Oct 18, 2024 in 0s

12 fail, 94 skipped, 956 pass in 12m 23s

   32 files     32 suites   12m 23s ⏱️
1 062 tests   956 ✅  94 💤 12 ❌
3 761 runs  3 059 ✅ 690 💤 12 ❌

Results for commit 3b9d86d.

Annotations

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

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1 out of 4 runs failed: test_embeddings_with_inference_args (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
self = <apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_embeddings_with_inference_args>

    def test_embeddings_with_inference_args(self):
      model_name = DEFAULT_MODEL_NAME
    
      inference_args = {'convert_to_numpy': False}
      embedding_config = SentenceTransformerEmbeddings(
          model_name=model_name,
          columns=[test_query_column],
          inference_args=inference_args)
      with beam.Pipeline() as pipeline:
        result_pcoll = (
>           pipeline
            | "CreateData" >> beam.Create([{
                test_query_column: test_query
            }])
            | "MLTransform" >> MLTransform(
                write_artifact_location=self.artifact_location).with_transform(
                    embedding_config))

apache_beam/ml/transforms/embeddings/huggingface_test.py:235: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings
model_name = 'sentence-transformers/all-mpnet-base-v2', model_class = None
load_model_args = {}, min_batch_size = None, max_batch_size = None
max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

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@github-actions github-actions / Test Results

1 out of 4 runs failed: test_embeddings_with_read_artifact_location_0 (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
a = (<apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_embeddings_with_read_artifact_location_0>,)
kw = {}

    @wraps(func)
    def standalone_func(*a, **kw):
>       return func(*(a + p.args), **p.kwargs, **kw)

target/.tox-py39-embeddings/py39-embeddings/lib/python3.9/site-packages/parameterized/parameterized.py:620: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/embeddings/huggingface_test.py:157: in test_embeddings_with_read_artifact_location
    p
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings, model_name = 'thenlper/gte-base'
model_class = None, load_model_args = {}, min_batch_size = None
max_batch_size = None, max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

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@github-actions github-actions / Test Results

1 out of 4 runs failed: test_embeddings_with_read_artifact_location_1 (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
a = (<apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_embeddings_with_read_artifact_location_1>,)
kw = {}

    @wraps(func)
    def standalone_func(*a, **kw):
>       return func(*(a + p.args), **p.kwargs, **kw)

target/.tox-py39-embeddings/py39-embeddings/lib/python3.9/site-packages/parameterized/parameterized.py:620: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/embeddings/huggingface_test.py:157: in test_embeddings_with_read_artifact_location
    p
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings
model_name = 'sentence-transformers/all-mpnet-base-v2', model_class = None
load_model_args = {}, min_batch_size = None, max_batch_size = None
max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

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@github-actions github-actions / Test Results

1 out of 4 runs failed: test_embeddings_with_read_artifact_location_2 (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
a = (<apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_embeddings_with_read_artifact_location_2>,)
kw = {}

    @wraps(func)
    def standalone_func(*a, **kw):
>       return func(*(a + p.args), **p.kwargs, **kw)

target/.tox-py39-embeddings/py39-embeddings/lib/python3.9/site-packages/parameterized/parameterized.py:620: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/embeddings/huggingface_test.py:157: in test_embeddings_with_read_artifact_location
    p
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings, model_name = 'intfloat/e5-base-v2'
model_class = None, load_model_args = {}, min_batch_size = None
max_batch_size = None, max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_mltransform_to_ptransform_with_sentence_transformer (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
self = <apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_mltransform_to_ptransform_with_sentence_transformer>

    def test_mltransform_to_ptransform_with_sentence_transformer(self):
      model_name = ''
      transforms = [
          SentenceTransformerEmbeddings(columns=['x'], model_name=model_name),
          SentenceTransformerEmbeddings(
              columns=['y', 'z'], model_name=model_name)
      ]
      ptransform_mapper = base._MLTransformToPTransformMapper(
          transforms=transforms,
          artifact_location=self.artifact_location,
          artifact_mode=None)
    
>     ptransform_list = ptransform_mapper.create_and_save_ptransform_list()

apache_beam/ml/transforms/embeddings/huggingface_test.py:263: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings, model_name = '', model_class = None
load_model_args = {}, min_batch_size = None, max_batch_size = None
max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_sentence_transformer_embeddings (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
self = <apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_sentence_transformer_embeddings>

    def test_sentence_transformer_embeddings(self):
      model_name = DEFAULT_MODEL_NAME
      embedding_config = SentenceTransformerEmbeddings(
          model_name=model_name, columns=[test_query_column])
      with beam.Pipeline() as pipeline:
        result_pcoll = (
>           pipeline
            | "CreateData" >> beam.Create([{
                test_query_column: test_query
            }])
            | "MLTransform" >> MLTransform(
                write_artifact_location=self.artifact_location).with_transform(
                    embedding_config))

apache_beam/ml/transforms/embeddings/huggingface_test.py:113: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings
model_name = 'sentence-transformers/all-mpnet-base-v2', model_class = None
load_model_args = {}, min_batch_size = None, max_batch_size = None
max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_sentence_transformer_image_embeddings (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
self = <apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_sentence_transformer_image_embeddings>

    @unittest.skipIf(Image is None, 'Pillow is not installed.')
    def test_sentence_transformer_image_embeddings(self):
      embedding_config = SentenceTransformerEmbeddings(
          model_name=IMAGE_MODEL_NAME,
          columns=[test_query_column],
          image_model=True)
      img = self.generateRandomImage(256)
      with beam.Pipeline() as pipeline:
        result_pcoll = (
>           pipeline
            | "CreateData" >> beam.Create([{
                test_query_column: img
            }])
            | "MLTransform" >> MLTransform(
                write_artifact_location=self.artifact_location).with_transform(
                    embedding_config))

apache_beam/ml/transforms/embeddings/huggingface_test.py:301: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:159: in get_ptransform_for_processing
    model_handler=_ImageEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings, model_name = 'clip-ViT-B-32'
model_class = None, load_model_args = {}, min_batch_size = None
max_batch_size = None, max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

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@github-actions github-actions / Test Results

1 out of 4 runs failed: test_sentence_transformer_images_with_str_data_types (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
self = <apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_sentence_transformer_images_with_str_data_types>

    def test_sentence_transformer_images_with_str_data_types(self):
      embedding_config = SentenceTransformerEmbeddings(
          model_name=IMAGE_MODEL_NAME,
          columns=[test_query_column],
          image_model=True)
      with self.assertRaises(TypeError):
        with beam.Pipeline() as pipeline:
          _ = (
>             pipeline
              | "CreateData" >> beam.Create([{
                  test_query_column: "image.jpg"
              }])
              | "MLTransform" >> MLTransform(
                  write_artifact_location=self.artifact_location).with_transform(
                      embedding_config))

apache_beam/ml/transforms/embeddings/huggingface_test.py:322: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:159: in get_ptransform_for_processing
    model_handler=_ImageEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_sentence_transformer_with_int_data_types (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
self = <apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_sentence_transformer_with_int_data_types>

    def test_sentence_transformer_with_int_data_types(self):
      model_name = DEFAULT_MODEL_NAME
      embedding_config = SentenceTransformerEmbeddings(
          model_name=model_name, columns=[test_query_column])
      with self.assertRaises(TypeError):
        with beam.Pipeline() as pipeline:
          _ = (
>             pipeline
              | "CreateData" >> beam.Create([{
                  test_query_column: 1
              }])
              | "MLTransform" >> MLTransform(
                  write_artifact_location=self.artifact_location).with_transform(
                      embedding_config))

apache_beam/ml/transforms/embeddings/huggingface_test.py:187: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_with_gcs_artifact_location_0 (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
a = (<apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_with_gcs_artifact_location_0>,)
kw = {}

    @wraps(func)
    def standalone_func(*a, **kw):
>       return func(*(a + p.args), **p.kwargs, **kw)

target/.tox-py39-embeddings/py39-embeddings/lib/python3.9/site-packages/parameterized/parameterized.py:620: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/embeddings/huggingface_test.py:202: in test_with_gcs_artifact_location
    p
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings, model_name = 'thenlper/gte-base'
model_class = None, load_model_args = {}, min_batch_size = None
max_batch_size = None, max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_with_gcs_artifact_location_1 (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
a = (<apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_with_gcs_artifact_location_1>,)
kw = {}

    @wraps(func)
    def standalone_func(*a, **kw):
>       return func(*(a + p.args), **p.kwargs, **kw)

target/.tox-py39-embeddings/py39-embeddings/lib/python3.9/site-packages/parameterized/parameterized.py:620: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/embeddings/huggingface_test.py:202: in test_with_gcs_artifact_location
    p
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings
model_name = 'sentence-transformers/all-mpnet-base-v2', model_class = None
load_model_args = {}, min_batch_size = None, max_batch_size = None
max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check warning on line 0 in apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Test Results

1 out of 4 runs failed: test_with_gcs_artifact_location_2 (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) 

sdks/python/test-suites/tox/py39/build/srcs/sdks/python/pytest_py39-embeddings.xml [took 0s]
Raw output 
ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.
a = (<apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest testMethod=test_with_gcs_artifact_location_2>,)
kw = {}

    @wraps(func)
    def standalone_func(*a, **kw):
>       return func(*(a + p.args), **p.kwargs, **kw)

target/.tox-py39-embeddings/py39-embeddings/lib/python3.9/site-packages/parameterized/parameterized.py:620: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
apache_beam/ml/transforms/embeddings/huggingface_test.py:202: in test_with_gcs_artifact_location
    p
apache_beam/pvalue.py:138: in __or__
    return self.pipeline.apply(ptransform, self)
apache_beam/pipeline.py:681: in apply
    return self.apply(
apache_beam/pipeline.py:692: in apply
    return self.apply(transform, pvalueish)
apache_beam/pipeline.py:754: in apply
    pvalueish_result = self.runner.apply(transform, pvalueish, self._options)
apache_beam/runners/runner.py:191: in apply
    return self.apply_PTransform(transform, input, options)
apache_beam/runners/runner.py:195: in apply_PTransform
    return transform.expand(input)
apache_beam/ml/transforms/base.py:335: in expand
    ptransform_list = ptransform_partitioner.create_and_save_ptransform_list()
apache_beam/ml/transforms/base.py:547: in create_and_save_ptransform_list
    ptransform_list = self.create_ptransform_list()
apache_beam/ml/transforms/base.py:561: in create_ptransform_list
    current_ptransform = transform.get_ptransform_for_processing(
apache_beam/ml/transforms/embeddings/huggingface.py:164: in get_ptransform_for_processing
    model_handler=_TextEmbeddingHandler(self),
apache_beam/ml/transforms/base.py:612: in __init__
    self._underlying = self.embedding_config.get_model_handler()
apache_beam/ml/transforms/embeddings/huggingface.py:144: in get_model_handler
    return _SentenceTransformerModelHandler(
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = SentenceTransformerEmbeddings, model_name = 'intfloat/e5-base-v2'
model_class = None, load_model_args = {}, min_batch_size = None
max_batch_size = None, max_seq_length = None, large_model = False, kwargs = {}

    def __init__(
        self,
        model_name: str,
        model_class: Callable,
        load_model_args: Optional[dict] = None,
        min_batch_size: Optional[int] = None,
        max_batch_size: Optional[int] = None,
        max_seq_length: Optional[int] = None,
        large_model: bool = False,
        **kwargs):
      self._max_seq_length = max_seq_length
      self.model_name = model_name
      self._model_class = model_class
      self._load_model_args = load_model_args
      self._min_batch_size = min_batch_size
      self._max_batch_size = max_batch_size
      self._large_model = large_model
      self._kwargs = kwargs
    
      if not SentenceTransformer:
>       raise ImportError(
            "sentence-transformers is required to use "
            "SentenceTransformerEmbeddings."
            "Please install it with using `pip install sentence-transformers`.")
E       ImportError: sentence-transformers is required to use SentenceTransformerEmbeddings.Please install it with using `pip install sentence-transformers`.

apache_beam/ml/transforms/embeddings/huggingface.py:74: ImportError

Check notice on line 0 in .github

See this annotation in the file changed.

@github-actions github-actions / Test Results

94 skipped tests found 

There are 94 skipped tests, see "Raw output" for the full list of skipped tests.
Raw output 
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_rst_ipython
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_level_bool_only
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_level_numeric_only
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_map_na_action
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_aggregate_grouped_column
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_05_describe
apache_beam.dataframe.frames_test.InteractiveDataFrameTest ‑ test_collect_merged_dataframes
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_direct_read
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_direct_read_with_project
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_export_with_project
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_with_computation
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_8_html
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_9_excel
apache_beam.dataframe.io_test.ReadGbqTransformTests ‑ test_ReadGbq_unsupported_param
apache_beam.dataframe.io_test.ReadGbqTransformTests ‑ test_bad_schema_public_api_direct_read
apache_beam.dataframe.io_test.ReadGbqTransformTests ‑ test_unsupported_callable
apache_beam.examples.ml_transform.ml_transform_it_test
apache_beam.examples.snippets.transforms.elementwise.enrichment_test
apache_beam.examples.snippets.transforms.elementwise.mltransform_test
apache_beam.examples.snippets.transforms.elementwise.runinference_test
apache_beam.io.gcp.bigquery_file_loads_test
apache_beam.io.requestresponse_it_test
apache_beam.io.requestresponse_test
apache_beam.ml.inference.huggingface_inference_it_test
apache_beam.ml.inference.huggingface_inference_it_test.HuggingFaceInference ‑ test_hf_language_modeling
apache_beam.ml.inference.huggingface_inference_it_test.HuggingFaceInference ‑ test_hf_language_modeling_large_model
apache_beam.ml.inference.huggingface_inference_it_test.HuggingFaceInference ‑ test_hf_pipeline
apache_beam.ml.inference.huggingface_inference_test
apache_beam.ml.inference.onnx_inference_test
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_bert_for_masked_lm
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_bert_for_masked_lm_large_model
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_coco_maskrcnn_resnet50_fpn
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_coco_maskrcnn_resnet50_fpn_v1_and_v2
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_imagenet_mobilenetv2
apache_beam.ml.inference.pytorch_inference_test
apache_beam.ml.inference.sklearn_inference_it_test
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_imagenet_image_segmentation
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_mnist_classification
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_mnist_classification_large_model
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_mnist_with_weights_classification
apache_beam.ml.inference.tensorrt_inference_test
apache_beam.ml.inference.vertex_ai_inference_it_test
apache_beam.ml.inference.vertex_ai_inference_test
apache_beam.ml.inference.xgboost_inference_test
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_appends_transforms_to_process_handler_correctly
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_0
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_1
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_2
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_3
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_fail_for_non_global_windows_in_produce_mode
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_on_dict
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_on_list_dict
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_on_multiple_columns_single_transform
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transforms_on_multiple_columns_multiple_transforms
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_mltransform_with_counter
apache_beam.ml.transforms.base_test.TestImageEmbeddingHandler ‑ test_handler_with_dict_inputs
apache_beam.ml.transforms.base_test.TestImageEmbeddingHandler ‑ test_handler_with_incompatible_datatype
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_save_tft_process_handler
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_with_gcs_location_with_none_options
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_tfhub_text_embeddings
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_with_int_data_types
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_tfhub_text_embeddings
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_with_int_data_types
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubImageEmbeddingsTest ‑ test_sentence_transformer_image_embeddings
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubImageEmbeddingsTest ‑ test_with_str_data_types
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.handlers_test
apache_beam.ml.transforms.tft_test
apache_beam.runners.dask.dask_runner_test
apache_beam.testing.analyzers.perf_analysis_test
apache_beam.testing.benchmarks.cloudml.cloudml_benchmark_test
apache_beam.transforms.enrichment_handlers.bigquery_it_test
apache_beam.transforms.enrichment_handlers.bigquery_test
apache_beam.transforms.enrichment_handlers.bigtable_it_test
apache_beam.transforms.enrichment_handlers.bigtable_test
apache_beam.transforms.enrichment_handlers.feast_feature_store_it_test
apache_beam.transforms.enrichment_handlers.feast_feature_store_test
apache_beam.transforms.enrichment_handlers.vertex_ai_feature_store_it_test
apache_beam.transforms.enrichment_handlers.vertex_ai_feature_store_test
apache_beam.transforms.enrichment_it_test
apache_beam.transforms.enrichment_test
apache_beam.typehints.pytorch_type_compatibility_test
apache_beam.yaml.yaml_ml_test

Check notice on line 0 in .github

See this annotation in the file changed.

@github-actions github-actions / Test Results

1062 tests found (test 1 to 773) 

There are 1062 tests, see "Raw output" for the list of tests 1 to 773.
Raw output 
apache_beam.dataframe.convert_test.ConvertTest ‑ test_auto_convert
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert_memoization
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert_memoization_clears_cache
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert_non_deferred
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert_scalar
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert_with_none
apache_beam.dataframe.convert_test.ConvertTest ‑ test_convert_yield_pandas
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_failed_assignment
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_failure
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_file
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_file_uses_beam_dataframes
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_good
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_not_implemented
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_not_implemented_followed_by_name_error
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_rst_ipython
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_uses_beam_dataframes
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_wont_implement
apache_beam.dataframe.doctests_test.DoctestTest ‑ test_wont_implement_followed_by_name_error
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_computed_expression
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_constant_expresion
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_expression_proxy
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_expression_proxy_error
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_placeholder_expression
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_preserves_index_output_partitioning
apache_beam.dataframe.expressions_test.ExpressionTest ‑ test_preserves_singleton_output_partitioning
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_args_to_kwargs
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_args_to_kwargs_populates_default_handles_kw_only
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_args_to_kwargs_populates_defaults
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_elementwise_func
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_elementwise_func_kwarg
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_maybe_inplace
apache_beam.dataframe.frame_base_test.FrameBaseTest ‑ test_populate_defaults_overwrites_copy
apache_beam.dataframe.frames_test.AggregationTest ‑ test_agg_min_count
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_00_all
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_01_any
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_02_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_03_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_04_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_05_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_06_size
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_07_count
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_08_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_09_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_10_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_11_describe
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_12_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_13_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_14_kurt
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_15_kurtosis
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_16_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_17_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_18_corr
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_19_cov
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_20_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_21_mad
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_bool_only
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_level
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_level_bool_only
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_level_numeric_only
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_00_all
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_01_any
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_02_corr
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_03_count
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_04_cov
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_05_describe
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_06_kurt
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_07_kurtosis
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_08_mad
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_08_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_09_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_09_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_10_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_10_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_11_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_11_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_12_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_12_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_13_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_13_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_14_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_14_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_15_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_15_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_16_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_16_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_17_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_17_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_18_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_18_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_19_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_19_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_method_20_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_modes
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_multifunc_level
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_numeric_only_0
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_agg_numeric_only_1
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_mode
apache_beam.dataframe.frames_test.AggregationTest ‑ test_dataframe_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_df_agg_invalid_kwarg_raises
apache_beam.dataframe.frames_test.AggregationTest ‑ test_df_agg_method_invalid_kwarg_raises
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_00_all
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_01_any
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_02_count
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_03_describe
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_04_kurt
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_05_kurtosis
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_06_mad
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_06_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_07_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_07_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_08_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_08_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_09_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_09_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_10_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_10_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_11_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_11_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_12_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_12_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_13_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_13_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_14_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_14_size
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_15_size
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_15_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_16_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_16_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_17_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_17_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_18_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_18_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_19_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_level
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_00_all
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_01_any
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_02_count
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_03_describe
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_04_kurt
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_05_kurtosis
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_06_mad
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_06_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_07_max
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_07_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_08_mean
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_08_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_09_median
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_09_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_10_min
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_10_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_11_nunique
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_11_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_12_prod
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_12_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_13_quantile
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_13_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_14_sem
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_14_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_15_skew
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_15_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_16_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_16_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_17_sum
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_17_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_18_var
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_method_invalid_kwarg_raises
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_modes
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_multifunc_level
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_np_size
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_agg_std
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_mean_skipna
apache_beam.dataframe.frames_test.AggregationTest ‑ test_series_mode
apache_beam.dataframe.frames_test.AggregationTest ‑ test_std_all_na
apache_beam.dataframe.frames_test.AggregationTest ‑ test_std_mostly_na_with_ddof
apache_beam.dataframe.frames_test.AllowNonParallelTest ‑ test_allow_non_parallel_in_context
apache_beam.dataframe.frames_test.AllowNonParallelTest ‑ test_allow_non_parallel_nesting
apache_beam.dataframe.frames_test.AllowNonParallelTest ‑ test_disallow_non_parallel
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_astype_categorical_rejected
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_drop_duplicates_keep_any
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_drop_duplicates_keep_any_subset
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_duplicated_keep_any
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_get_dummies_bools_casted_to_string
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_get_dummies_comma_separator
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_get_dummies_not_categoricaldtype
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_get_dummies_pandas_doc_example1
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_get_dummies_pandas_doc_example2
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_get_dummies_pass_nan_as_category
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_nlargest_any
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_nsmallest_any
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_pivot_pandas_example2
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_sample
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_sample_with_missing_weights
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_sample_with_weights
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_sample_with_weights_distribution
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_series_drop_duplicates_keep_any
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_split_pandas_examples_expand_not_categorical
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_split_pandas_examples_expand_pat_is_regex
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_split_pandas_examples_expand_pat_is_string_literal1
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_split_pandas_examples_expand_pat_is_string_literal2
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_split_pandas_examples_no_expand
apache_beam.dataframe.frames_test.BeamSpecificTest ‑ test_split_pat_is_regex
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_categorical_ordered
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_categories
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_dataframe_columns
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_dataframe_dtypes
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_datetime_tz
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_get_column_default_None
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_groupby_ndim
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_groupby_project_ndim
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_dtype_0_str_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_dtype_1_int_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_dtype_2_flt_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_dtype_3_cat_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_dtype_4_datetime_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_name_0_str_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_name_1_int_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_name_2_flt_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_name_3_cat_col
apache_beam.dataframe.frames_test.ConstructionTimeTest ‑ test_series_name_4_datetime_col
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_add_prefix
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_add_suffix
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_append_sort
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_append_verify_integrity
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_applymap_na_action
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_astype_categorical
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_astype_categorical_with_unstack
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_cat
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_categorical_groupby
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_combine_Series
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_combine_dataframe
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_combine_dataframe_fill
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_combine_first_dataframe
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_combine_first_series
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_compare_dataframe
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_compare_series
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_corrwith_bad_axis
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_create_methods_0
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_create_methods_1
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_create_methods_2
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_arithmetic
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_column_fillna_constant_as_value
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_cov_corr
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_drop_ignore_errors
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_eval_query
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_fillna_dataframe_as_value
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_fillna_series_as_value
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_getitem
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_melt
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_sum_nonnumeric_raises
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_truncate
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dataframe_xs
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_drop_duplicates
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_method_0_month_name
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_method_1_day_name
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_method_2_normalize
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_method_3_strftime
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_method_4_tz_convert
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_00_date
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_01_day
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_02_dayofweek
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_03_dayofyear
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_04_days_in_month
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_05_daysinmonth
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_06_hour
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_07_is_leap_year
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_08_is_month_end
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_09_is_month_start
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_10_is_quarter_end
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_11_is_quarter_start
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_12_is_year_end
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_13_is_year_start
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_14_microsecond
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_15_minute
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_16_month
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_17_nanosecond
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_18_quarter
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_19_second
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_20_time
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_21_timetz
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_22_weekday
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_23_year
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_24_week
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_property_25_weekofyear
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_tz_localize_ambiguous_series
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_dt_tz_localize_nonexistent
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_fillna_columns
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_get_column
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_idxmax
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_idxmin
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_index_name_assignment
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_insert
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_insert_does_not_support_list_value
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_loc
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_map_na_action
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_merge
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_merge_left_join
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_merge_on_index
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_merge_same_key
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_merge_same_key_doctest
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_merge_same_key_suffix_collision
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pipe
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_no_index_provided_on_multiindex
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_no_index_provided_on_single_level_index
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_non_categorical
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_pandas_example1
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_pandas_example3
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_pandas_example4
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_pandas_example5
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_pivot_pandas_example6
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_quantile
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_replace
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_sample_columns
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_arithmetic
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_cov_corr
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_drop_ignore_errors
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_fillna_series_as_value
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_getitem
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_hasnans_0
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_hasnans_1
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_hasnans_2
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_hasnans_3
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_is_unique_0
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_is_unique_1
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_is_unique_2
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_is_unique_3
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_is_unique_4
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_set_axis
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_truncate
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_series_xs
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_set_axis
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_set_column
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_set_column_from_index
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_set_index
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_smallest_largest
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_sort_index_columns
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_swaplevel
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_tz_convert
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_tz_localize_ambiguous_series
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_tz_with_utc_zone_set_explicitly
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_bool
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_non_categorical_index
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_pandas_example1
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_pandas_example2
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_pandas_example3
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_pandas_series_not_multiindex
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_series_multiple_index_and_column_levels
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_unstack_series_multiple_index_levels
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_value_counts_does_not_support_sort
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_value_counts_dropna_false
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_value_counts_with_nans
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_where_callable_args
apache_beam.dataframe.frames_test.DeferredFrameTest ‑ test_where_concrete_args
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_0
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_1
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_2
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_3
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_4
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_5
apache_beam.dataframe.frames_test.DocstringTest ‑ test_docs_defined_6
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_dataframe_groupby_series_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_agg_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_aggregate_grouped_column
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_apply
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_apply_modified_index
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_apply_preserves_column_order
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_callable
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_count_na
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_dtypes
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_errors_bad_projection
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_errors_non_existent_label
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_0
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_1
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_2
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_3
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_4
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_5
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_6
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_level_agg_7
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_multiindex_keep_nans
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_pipe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_dataframe_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_project_series_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_series_apply
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_sum_min_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_transform
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_user_guide
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_groupby_with_filter_19_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_00_all
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_01_any
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_02_corr
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_03_count
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_04_cov
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_05_describe
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_06_mad
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_06_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_07_max
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_07_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_08_mean
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_08_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_09_median
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_09_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_10_min
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_10_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_11_nunique
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_11_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_12_prod
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_12_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_13_quantile
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_13_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_14_sem
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_14_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_15_size
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_15_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_16_skew
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_16_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_17_std
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_17_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_18_sum
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_18_var
apache_beam.dataframe.frames_test.GroupByTest ‑ test_series_groupby_series_19_var
apache_beam.dataframe.frames_test.InteractiveDataFrameTest ‑ test_collect_merged_dataframes
apache_beam.dataframe.frames_test.ReprTest ‑ test_basic_dataframe
apache_beam.dataframe.frames_test.ReprTest ‑ test_basic_series
apache_beam.dataframe.frames_test.ReprTest ‑ test_dataframe_with_multiple_column_and_multiple_index_levels
apache_beam.dataframe.frames_test.ReprTest ‑ test_dataframe_with_multiple_column_levels
apache_beam.dataframe.frames_test.ReprTest ‑ test_dataframe_with_named_index
apache_beam.dataframe.frames_test.ReprTest ‑ test_dataframe_with_named_multi_index
apache_beam.dataframe.frames_test.ReprTest ‑ test_dataframe_with_partial_named_index
apache_beam.dataframe.frames_test.ReprTest ‑ test_series_with_named_index
apache_beam.dataframe.frames_test.ReprTest ‑ test_series_with_named_multi_index
apache_beam.dataframe.frames_test.ReprTest ‑ test_series_with_partial_named_index
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_direct_read
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_direct_read_with_project
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_export_with_project
apache_beam.dataframe.io_it_test.ReadUsingReadGbqTests ‑ test_ReadGbq_with_computation
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_00_defaults
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_01_header
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_02_multi_header
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_03_multi_header
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_04_names
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_05_names_and_header
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_06_skip_blank_lines
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_07_skip_blank_lines
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_08_comment
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_09_comment
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_10_skiprows
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_11_skiprows
apache_beam.dataframe.io_test.IOTest ‑ test_csv_splitter_12_skiprows
apache_beam.dataframe.io_test.IOTest ‑ test_double_write
apache_beam.dataframe.io_test.IOTest ‑ test_file_not_found
apache_beam.dataframe.io_test.IOTest ‑ test_read_fwf
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_0_csv
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_1_csv
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_2_json
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_3_json
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_4_json
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_5_json
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_6_json
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_7_json
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_8_html
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_9_excel
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_csv
apache_beam.dataframe.io_test.IOTest ‑ test_read_write_parquet
apache_beam.dataframe.io_test.IOTest ‑ test_sharding_parameters
apache_beam.dataframe.io_test.IOTest ‑ test_truncating_filehandle
apache_beam.dataframe.io_test.IOTest ‑ test_truncating_filehandle_iter
apache_beam.dataframe.io_test.IOTest ‑ test_wide_csv_with_dtypes
apache_beam.dataframe.io_test.IOTest ‑ test_windowed_write
apache_beam.dataframe.io_test.ReadGbqTransformTests ‑ test_ReadGbq_unsupported_param
apache_beam.dataframe.io_test.ReadGbqTransformTests ‑ test_bad_schema_public_api_direct_read
apache_beam.dataframe.io_test.ReadGbqTransformTests ‑ test_unsupported_callable
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_dataframe_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_datetime_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_groupby_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_indexing_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_ndframe_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_series_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_string_tests
apache_beam.dataframe.pandas_doctests_test.DoctestTest ‑ test_top_level
apache_beam.dataframe.partitionings_test.PartitioningsTest ‑ test_index_is_subpartition
apache_beam.dataframe.partitionings_test.PartitioningsTest ‑ test_index_partition
apache_beam.dataframe.partitionings_test.PartitioningsTest ‑ test_nothing_subpartition
apache_beam.dataframe.partitionings_test.PartitioningsTest ‑ test_singleton_partition
apache_beam.dataframe.partitionings_test.PartitioningsTest ‑ test_singleton_subpartition
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_batch_with_df_transform
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_bytes_proxy_roundtrip
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_generate_proxy
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_generate_proxy_beam_typehint
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_nice_types_proxy_roundtrip
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_simple_df
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_simple_df_with_beam_row
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_datetime
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_include_index_column_conflict_raises
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_include_index_nonunique_index_raises
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_include_index_unnamed_index_raises
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_DataFrame[int32,int64,Int32,Int64,float64,float32,bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[Int32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[Int64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[bool]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[boolean]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[float32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[float64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[int32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[int64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[object]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_no_index_Series[string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[Int32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[Int64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[bool]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[boolean]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[float32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[float64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[int32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[int64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[object]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_series_with_index_warns_Series[string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[Int32,Int64,float64,float32,bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[Int64,float64,float32,bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[float32,bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[float64,float32,bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[int64,Int32,Int64,float64,float32,bool,object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[object,boolean,string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_DataFrame[string]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[Int32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[Int64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[bool]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[boolean]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[float32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[float64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[int32]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[int64]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[object]
apache_beam.dataframe.schemas_test.SchemasTest ‑ test_unbatch_with_index_Series[string]
apache_beam.dataframe.transforms_test.FusionTest ‑ test_column_manipulation
apache_beam.dataframe.transforms_test.FusionTest ‑ test_loc_filter
apache_beam.dataframe.transforms_test.TransformPartsTest ‑ test_rebatch
apache_beam.dataframe.transforms_test.TransformTest ‑ test_batching_beam_row_input
apache_beam.dataframe.transforms_test.TransformTest ‑ test_batching_beam_row_to_dataframe
apache_beam.dataframe.transforms_test.TransformTest ‑ test_batching_named_tuple_input
apache_beam.dataframe.transforms_test.TransformTest ‑ test_batching_passthrough_nested_array
apache_beam.dataframe.transforms_test.TransformTest ‑ test_batching_passthrough_nested_schema
apache_beam.dataframe.transforms_test.TransformTest ‑ test_cat

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1062 tests found (test 774 to 1062) 

There are 1062 tests, see "Raw output" for the list of tests 774 to 1062.
Raw output 
apache_beam.dataframe.transforms_test.TransformTest ‑ test_filter
apache_beam.dataframe.transforms_test.TransformTest ‑ test_getitem_projection
apache_beam.dataframe.transforms_test.TransformTest ‑ test_groupby_apply
apache_beam.dataframe.transforms_test.TransformTest ‑ test_groupby_sum_mean
apache_beam.dataframe.transforms_test.TransformTest ‑ test_identity
apache_beam.dataframe.transforms_test.TransformTest ‑ test_input_output_polymorphism
apache_beam.dataframe.transforms_test.TransformTest ‑ test_offset_elementwise
apache_beam.dataframe.transforms_test.TransformTest ‑ test_rename
apache_beam.dataframe.transforms_test.TransformTest ‑ test_repeat
apache_beam.dataframe.transforms_test.TransformTest ‑ test_scalar
apache_beam.dataframe.transforms_test.TransformTest ‑ test_unbatching_series
apache_beam.examples.ml_transform.ml_transform_it_test
apache_beam.examples.snippets.transforms.elementwise.enrichment_test
apache_beam.examples.snippets.transforms.elementwise.mltransform_test
apache_beam.examples.snippets.transforms.elementwise.runinference_test
apache_beam.examples.snippets.transforms.elementwise.runinference_test.RunInferenceStdoutTest ‑ test_check_torch_keyed_model_handler
apache_beam.examples.snippets.transforms.elementwise.runinference_test.RunInferenceStdoutTest ‑ test_check_torch_unkeyed_model_handler
apache_beam.io.gcp.bigquery_file_loads_test
apache_beam.io.parquetio_test.TestParquet ‑ test_batched_read
apache_beam.io.parquetio_test.TestParquet ‑ test_dynamic_work_rebalancing
apache_beam.io.parquetio_test.TestParquet ‑ test_int96_type_conversion
apache_beam.io.parquetio_test.TestParquet ‑ test_min_bundle_size
apache_beam.io.parquetio_test.TestParquet ‑ test_read_all_from_parquet_file_pattern
apache_beam.io.parquetio_test.TestParquet ‑ test_read_all_from_parquet_many_file_patterns
apache_beam.io.parquetio_test.TestParquet ‑ test_read_all_from_parquet_many_single_files
apache_beam.io.parquetio_test.TestParquet ‑ test_read_all_from_parquet_single_file
apache_beam.io.parquetio_test.TestParquet ‑ test_read_all_from_parquet_with_filename
apache_beam.io.parquetio_test.TestParquet ‑ test_read_display_data
apache_beam.io.parquetio_test.TestParquet ‑ test_read_reentrant
apache_beam.io.parquetio_test.TestParquet ‑ test_read_with_splitting
apache_beam.io.parquetio_test.TestParquet ‑ test_read_with_splitting_multiple_row_group
apache_beam.io.parquetio_test.TestParquet ‑ test_read_without_splitting
apache_beam.io.parquetio_test.TestParquet ‑ test_read_without_splitting_multiple_row_group
apache_beam.io.parquetio_test.TestParquet ‑ test_schema_read_write
apache_beam.io.parquetio_test.TestParquet ‑ test_selective_columns
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_display_data
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_batched
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_compliant_nested_type
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_compressed_0
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_compressed_1
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_compressed_2
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_compressed_3
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_compressed_4
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_int96
apache_beam.io.parquetio_test.TestParquet ‑ test_sink_transform_multiple_row_group
apache_beam.io.parquetio_test.TestParquet ‑ test_source_display_data
apache_beam.io.parquetio_test.TestParquet ‑ test_split_points
apache_beam.io.parquetio_test.TestParquet ‑ test_write_batched_display_data
apache_beam.io.parquetio_test.TestParquet ‑ test_write_display_data
apache_beam.io.requestresponse_it_test
apache_beam.io.requestresponse_test
apache_beam.ml.inference.huggingface_inference_it_test
apache_beam.ml.inference.huggingface_inference_it_test.HuggingFaceInference ‑ test_hf_language_modeling
apache_beam.ml.inference.huggingface_inference_it_test.HuggingFaceInference ‑ test_hf_language_modeling_large_model
apache_beam.ml.inference.huggingface_inference_it_test.HuggingFaceInference ‑ test_hf_pipeline
apache_beam.ml.inference.huggingface_inference_test
apache_beam.ml.inference.huggingface_inference_test.HuggingFaceInferenceTest ‑ test_framework_detection_tensorflow
apache_beam.ml.inference.huggingface_inference_test.HuggingFaceInferenceTest ‑ test_framework_detection_torch
apache_beam.ml.inference.huggingface_inference_test.HuggingFaceInferenceTest ‑ test_predict_tensor
apache_beam.ml.inference.huggingface_inference_test.HuggingFaceInferenceTest ‑ test_predict_tensor_with_inference_args
apache_beam.ml.inference.onnx_inference_test
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_bert_for_masked_lm
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_bert_for_masked_lm_large_model
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_coco_maskrcnn_resnet50_fpn
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_coco_maskrcnn_resnet50_fpn_v1_and_v2
apache_beam.ml.inference.pytorch_inference_it_test.PyTorchInference ‑ test_torch_run_inference_imagenet_mobilenetv2
apache_beam.ml.inference.pytorch_inference_test
apache_beam.ml.inference.pytorch_inference_test.PytorchInferenceTestWithMocks ‑ test_load_model_args_keyed_tensor
apache_beam.ml.inference.pytorch_inference_test.PytorchInferenceTestWithMocks ‑ test_load_model_args_tensor
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_env_vars_set_correctly_keyed_tensor_handler
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_env_vars_set_correctly_tensor_handler
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_gpu_auto_convert_to_cpu
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_inference_torch_script_model
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_invalid_input_type
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_load_torch_script_model
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_gcs_model
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_gcs_model_control_batching
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_local_model_extra_inference_args
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_local_model_extra_inference_args_batching_args
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_local_model_extra_inference_args_large
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_local_model_large
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_pipeline_local_model_simple
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_prediction_result_model_id_with_torch_model
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_prediction_result_model_id_with_torch_script_model
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_specify_torch_script_path_and_state_dict_path
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_torch_model_class_none
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferencePipelineTest ‑ test_torch_model_state_dict_none
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_inference_runner_inference_args
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_namespace
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_num_bytes
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_custom
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_helper
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_keyed
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_keyed_dict_output
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_keyed_helper
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_multiple_tensor_features
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_multiple_tensor_features_dict_output
apache_beam.ml.inference.pytorch_inference_test.PytorchRunInferenceTest ‑ test_run_inference_single_tensor_feature
apache_beam.ml.inference.sklearn_inference_it_test
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_imagenet_image_segmentation
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_mnist_classification
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_mnist_classification_large_model
apache_beam.ml.inference.tensorflow_inference_it_test.TensorflowInference ‑ test_tf_mnist_with_weights_classification
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_load_model_exception
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_keyed_numpy
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_keyed_tensor
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_numpy
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_numpy_with_batch_size
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_numpy_with_large_model
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_tensor
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_tensor_with_args
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_tensor_with_batch_size
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTest ‑ test_predict_tensor_with_large_model
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTestWithMocks ‑ test_env_vars_set_correctly_numpy
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTestWithMocks ‑ test_env_vars_set_correctly_tensor
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTestWithMocks ‑ test_load_model_args
apache_beam.ml.inference.tensorflow_inference_test.TFRunInferenceTestWithMocks ‑ test_load_model_with_args_and_custom_weights
apache_beam.ml.inference.tensorrt_inference_test
apache_beam.ml.inference.vertex_ai_inference_it_test
apache_beam.ml.inference.vertex_ai_inference_test
apache_beam.ml.inference.xgboost_inference_test
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_appends_transforms_to_process_handler_correctly
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_0
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_1
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_2
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_dict_output_pcoll_schema_3
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_fail_for_non_global_windows_in_produce_mode
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_on_dict
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_on_list_dict
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transform_on_multiple_columns_single_transform
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_ml_transforms_on_multiple_columns_multiple_transforms
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_mltransform_with_counter
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_non_ptransfrom_provider_class_to_mltransform
apache_beam.ml.transforms.base_test.BaseMLTransformTest ‑ test_read_mode_with_transforms
apache_beam.ml.transforms.base_test.MLTransformDLQTest ‑ test_dlq_with_embeddings
apache_beam.ml.transforms.base_test.MLTransformDLQTest ‑ test_mltransform_with_dlq_and_extract_tranform_name
apache_beam.ml.transforms.base_test.TestImageEmbeddingHandler ‑ test_handler_with_dict_inputs
apache_beam.ml.transforms.base_test.TestImageEmbeddingHandler ‑ test_handler_with_incompatible_datatype
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_mltransform_to_ptransform_wrapper
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_save_and_load_run_inference
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_save_run_inference
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_save_tft_process_handler
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_with_gcs_location_with_none_options
apache_beam.ml.transforms.base_test.TestJsonPickleTransformAttributeManager ‑ test_with_same_local_artifact_location
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_dict_of_lists_to_lists_of_dict_normal
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_dict_of_lists_to_lists_of_dict_unequal_length
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_list_of_dicts_to_dict_of_lists_normal
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_list_of_dicts_to_dict_of_lists_on_list_inputs
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_on_columns_not_exist_in_input_data
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_on_multiple_columns
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_with_batch_sizes
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_with_dict_inputs
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_with_incompatible_datatype
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_with_inconsistent_keys
apache_beam.ml.transforms.base_test.TextEmbeddingHandlerTest ‑ test_handler_with_list_data
apache_beam.ml.transforms.embeddings.huggingface_test.HuggingfaceInferenceAPIGCSLocationTest ‑ test_embeddings_with_inference_api
apache_beam.ml.transforms.embeddings.huggingface_test.HuggingfaceInferenceAPIGCSLocationTest ‑ test_get_api_url_and_when_model_name_not_provided
apache_beam.ml.transforms.embeddings.huggingface_test.HuggingfaceInferenceAPITest ‑ test_embeddings_with_inference_api
apache_beam.ml.transforms.embeddings.huggingface_test.HuggingfaceInferenceAPITest ‑ test_get_api_url_and_when_model_name_not_provided
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_embeddings_with_inference_args
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_embeddings_with_read_artifact_location_0
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_embeddings_with_read_artifact_location_1
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_embeddings_with_read_artifact_location_2
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_mltransform_to_ptransform_with_sentence_transformer
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_sentence_transformer_embeddings
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_sentence_transformer_image_embeddings
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_sentence_transformer_images_with_str_data_types
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_sentence_transformer_with_int_data_types
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_with_gcs_artifact_location_0
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_with_gcs_artifact_location_1
apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest ‑ test_with_gcs_artifact_location_2
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_tfhub_text_embeddings
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsGCSArtifactLocationTest ‑ test_with_int_data_types
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_tfhub_text_embeddings
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubEmbeddingsTest ‑ test_with_int_data_types
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubImageEmbeddingsTest ‑ test_sentence_transformer_image_embeddings
apache_beam.ml.transforms.embeddings.tensorflow_hub_test.TFHubImageEmbeddingsTest ‑ test_with_str_data_types
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_mltransform_to_ptransform_with_vertex
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_vertex_ai_text_embeddings
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_with_gcs_artifact_location
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIEmbeddingsTest ‑ test_with_int_data_types
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIImageEmbeddingsTest ‑ test_improper_dimension
apache_beam.ml.transforms.embeddings.vertex_ai_test.VertexAIImageEmbeddingsTest ‑ test_vertex_ai_image_embedding
apache_beam.ml.transforms.handlers_test
apache_beam.ml.transforms.tft_test
apache_beam.runners.dask.dask_runner_test
apache_beam.testing.analyzers.perf_analysis_test
apache_beam.testing.benchmarks.cloudml.cloudml_benchmark_test
apache_beam.transforms.enrichment_handlers.bigquery_it_test
apache_beam.transforms.enrichment_handlers.bigquery_test
apache_beam.transforms.enrichment_handlers.bigtable_it_test
apache_beam.transforms.enrichment_handlers.bigtable_test
apache_beam.transforms.enrichment_handlers.feast_feature_store_it_test
apache_beam.transforms.enrichment_handlers.feast_feature_store_test
apache_beam.transforms.enrichment_handlers.vertex_ai_feature_store_it_test
apache_beam.transforms.enrichment_handlers.vertex_ai_feature_store_test
apache_beam.transforms.enrichment_it_test
apache_beam.transforms.enrichment_test
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_combine_batches_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_combine_batches_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_combine_batches_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_equals
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_estimate_byte_size_implemented
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_estimate_byte_size_partitions_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_estimate_byte_size_partitions_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_estimate_byte_size_partitions_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_explode_rebatch
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_hash
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_type_check
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_type_check_element
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_0 ‑ test_typehint_validates
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_combine_batches_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_combine_batches_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_combine_batches_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_equals
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_estimate_byte_size_implemented
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_estimate_byte_size_partitions_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_estimate_byte_size_partitions_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_estimate_byte_size_partitions_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_explode_rebatch
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_hash
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_type_check
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_type_check_element
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_1 ‑ test_typehint_validates
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_combine_batches_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_combine_batches_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_combine_batches_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_equals
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_estimate_byte_size_implemented
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_estimate_byte_size_partitions_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_estimate_byte_size_partitions_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_estimate_byte_size_partitions_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_explode_rebatch
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_hash
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_type_check
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_type_check_element
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_2 ‑ test_typehint_validates
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_combine_batches_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_combine_batches_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_combine_batches_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_equals
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_estimate_byte_size_implemented
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_estimate_byte_size_partitions_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_estimate_byte_size_partitions_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_estimate_byte_size_partitions_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_explode_rebatch
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_hash
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_type_check
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_type_check_element
apache_beam.typehints.arrow_type_compatibility_test.ArrowBatchConverterTest_3 ‑ test_typehint_validates
apache_beam.typehints.arrow_type_compatibility_test.ArrowTypeCompatibilityTest ‑ test_beam_schema_survives_roundtrip_0
apache_beam.typehints.arrow_type_compatibility_test.ArrowTypeCompatibilityTest ‑ test_beam_schema_survives_roundtrip_1
apache_beam.typehints.arrow_type_compatibility_test.ArrowTypeCompatibilityTest ‑ test_beam_schema_survives_roundtrip_2
apache_beam.typehints.arrow_type_compatibility_test.ArrowTypeCompatibilityTest ‑ test_beam_schema_survives_roundtrip_3
apache_beam.typehints.arrow_type_compatibility_test.ArrowTypeCompatibilityTest ‑ test_beam_schema_survives_roundtrip_4
apache_beam.typehints.pytorch_type_compatibility_test
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_combine_batches_0
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_combine_batches_1
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_combine_batches_2
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_equals
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_explode_rebatch
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_get_length_0
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_get_length_1
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_get_length_2
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_hash
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_type_check_batch
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_type_check_element
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_0 ‑ test_typehint_validates
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_combine_batches_0
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_combine_batches_1
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_combine_batches_2
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_equals
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_explode_rebatch
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_get_length_0
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_get_length_1
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_get_length_2
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_hash
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_type_check_batch
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_type_check_element
apache_beam.typehints.pytorch_type_compatibility_test.PytorchBatchConverterTest_1 ‑ test_typehint_validates
apache_beam.yaml.yaml_ml_test
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