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Bump ray from 2.54.0 to 2.55.0 in /sdks/python/container/ml/py311

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Bump ray from 2.54.0 to 2.55.0 in /sdks/python/container/ml/py311 #38282

Bump ray from 2.54.0 to 2.55.0 in /sdks/python/container/ml/py311
2665aac
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GitHub Actions / Python 3.11 Test Results (self-hosted, ubuntu-24.04, main) failed Apr 24, 2026 in 0s

4 fail, 148 skipped, 414 pass in 16m 23s

  2 files    2 suites   16m 23s ⏱️
566 tests 414 ✅ 148 💤 4 ❌
582 runs  414 ✅ 164 💤 4 ❌

Results for commit 2665aac.

Annotations

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 / Python 3.11 Test Results (self-hosted, ubuntu-24.04, main)

test_sentence_transformer_image_embeddings (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) failed 

sdks/python/test-suites/tox/py311/build/srcs/sdks/python/pytest_py311-ml_no_xdist.xml [took 10s]
Raw output 
RuntimeError: Pipeline job-009 failed in state FAILED: bundle inst002 stage-003 failed:Traceback (most recent call last):
  File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    lifecycle_method()
  File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
    self.signature.setup_lifecycle_method.method_value()
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
    self._model = self._load_model()
                  ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
    model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
    return _shared_map.acquire(self._key, constructor_fn, tag)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
    result = control_block.acquire(constructor_fn, tag)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
    result = constructor_fn()
             ^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
    model = self._model_handler.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
    model = self._underlying.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
    model = self._model_class(self.model_name, **self._load_model_args)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
    super().__init__(
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
    modules, self.module_kwargs = self._load_modules(
                                  ^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
    return self._load_config_modules(model_name_or_path, **load_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
    module = module_class.load(
             ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
    return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
    super().__init__(model_name_or_path=model_name_or_path, **kwargs)
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
    self.processor = AutoProcessor.from_pretrained(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
    return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
    args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
    tokenizer = cls._load_tokenizer_from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
    tokenizer = auto_processor_class.from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
    return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
    return cls._from_pretrained(
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
    tokenizer = cls(*init_inputs, **init_kwargs)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
    self._tokenizer.post_processor = processors.RobertaProcessing(
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 316, in _execute
    response = task()
               ^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 390, in <lambda>
    lambda: self.create_worker().do_instruction(request), request)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 669, in do_instruction
    return getattr(self, request_type)(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 701, in process_bundle
    bundle_processor = self.bundle_processor_cache.get(
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 517, in get
    processor = bundle_processor.BundleProcessor(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/bundle_processor.py", line 1163, in __init__
    op.setup(self.data_sampler)
  File "apache_beam/runners/worker/operations.py", line 878, in apache_beam.runners.worker.operations.DoOperation.setup
    with self.scoped_start_state:
  File "apache_beam/runners/worker/operations.py", line 928, in apache_beam.runners.worker.operations.DoOperation.setup
    self.dofn_runner.setup()
  File "apache_beam/runners/common.py", line 1568, in apache_beam.runners.common.DoFnRunner.setup
    self._invoke_lifecycle_method(self.do_fn_invoker.invoke_setup)
  File "apache_beam/runners/common.py", line 1564, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    self._reraise_augmented(exn)
  File "apache_beam/runners/common.py", line 1609, in apache_beam.runners.common.DoFnRunner._reraise_augmented
    raise new_exn
  File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    lifecycle_method()
  File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
    self.signature.setup_lifecycle_method.method_value()
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
    self._model = self._load_model()
                  ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
    model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
    return _shared_map.acquire(self._key, constructor_fn, tag)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
    result = control_block.acquire(constructor_fn, tag)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
    result = constructor_fn()
             ^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
    model = self._model_handler.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
    model = self._underlying.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
    model = self._model_class(self.model_name, **self._load_model_args)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
    super().__init__(
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
    modules, self.module_kwargs = self._load_modules(
                                  ^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
    return self._load_config_modules(model_name_or_path, **load_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
    module = module_class.load(
             ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
    return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
    super().__init__(model_name_or_path=model_name_or_path, **kwargs)
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
    self.processor = AutoProcessor.from_pretrained(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
    return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
    args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
    tokenizer = cls._load_tokenizer_from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
    tokenizer = auto_processor_class.from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
    return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
    return cls._from_pretrained(
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
    tokenizer = cls(*init_inputs, **init_kwargs)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
    self._tokenizer.post_processor = processors.RobertaProcessing(
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls' [while running 'MLTransform/RunInference/BeamML_RunInference']
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:

apache_beam/ml/transforms/embeddings/huggingface_test.py:301: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/pipeline.py:655: in __exit__
    self.result.wait_until_finish()
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = <apache_beam.runners.portability.portable_runner.PipelineResult object at 0x7dcae0b76dd0>
duration = None

    def wait_until_finish(self, duration=None):
      """
      :param duration: The maximum time in milliseconds to wait for the result of
      the execution. If None or zero, will wait until the pipeline finishes.
      :return: The result of the pipeline, i.e. PipelineResult.
      """
      last_error_text = None
    
      def read_messages() -> None:
        nonlocal last_error_text
        previous_state = -1
        for message in self._message_stream:
          if message.HasField('message_response'):
            mr = message.message_response
            logging.log(MESSAGE_LOG_LEVELS[mr.importance], "%s", mr.message_text)
            if mr.importance == beam_job_api_pb2.JobMessage.JOB_MESSAGE_ERROR:
              last_error_text = mr.message_text
          else:
            current_state = message.state_response.state
            if current_state != previous_state:
              _LOGGER.info(
                  "Job state changed to %s",
                  self.runner_api_state_to_pipeline_state(current_state))
              previous_state = current_state
          self._messages.append(message)
    
      message_thread = threading.Thread(
          target=read_messages, name='wait_until_finish_read')
      message_thread.daemon = True
      message_thread.start()
    
      if duration:
        state_thread = threading.Thread(
            target=functools.partial(self._observe_state, message_thread),
            name='wait_until_finish_state_observer')
        state_thread.daemon = True
        state_thread.start()
        start_time = time.time()
        duration_secs = duration / 1000
        while (time.time() - start_time < duration_secs and
               state_thread.is_alive()):
          time.sleep(1)
      else:
        self._observe_state(message_thread)
    
      if self._runtime_exception:
>       raise self._runtime_exception
E       RuntimeError: Pipeline job-009 failed in state FAILED: bundle inst002 stage-003 failed:Traceback (most recent call last):
E         File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
E           lifecycle_method()
E         File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
E           self.signature.setup_lifecycle_method.method_value()
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
E           self._model = self._load_model()
E                         ^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
E           model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
E           return _shared_map.acquire(self._key, constructor_fn, tag)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
E           result = control_block.acquire(constructor_fn, tag)
E                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
E           result = constructor_fn()
E                    ^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
E           model = self._model_handler.load_model()
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
E           model = self._underlying.load_model()
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
E           model = self._model_class(self.model_name, **self._load_model_args)
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
E           return func(*args, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
E           super().__init__(
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
E           modules, self.module_kwargs = self._load_modules(
E                                         ^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
E           return self._load_config_modules(model_name_or_path, **load_kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
E           module = module_class.load(
E                    ^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
E           return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
E           super().__init__(model_name_or_path=model_name_or_path, **kwargs)
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
E           return func(*args, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
E           self.processor = AutoProcessor.from_pretrained(
E                            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
E           return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
E           args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
E           tokenizer = cls._load_tokenizer_from_pretrained(
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
E           tokenizer = auto_processor_class.from_pretrained(
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
E           return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
E           return cls._from_pretrained(
E                  ^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
E           tokenizer = cls(*init_inputs, **init_kwargs)
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
E           self._tokenizer.post_processor = processors.RobertaProcessing(
E                                            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls'
E       
E       During handling of the above exception, another exception occurred:
E       
E       Traceback (most recent call last):
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 316, in _execute
E           response = task()
E                      ^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 390, in <lambda>
E           lambda: self.create_worker().do_instruction(request), request)
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 669, in do_instruction
E           return getattr(self, request_type)(
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 701, in process_bundle
E           bundle_processor = self.bundle_processor_cache.get(
E                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 517, in get
E           processor = bundle_processor.BundleProcessor(
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/bundle_processor.py", line 1163, in __init__
E           op.setup(self.data_sampler)
E         File "apache_beam/runners/worker/operations.py", line 878, in apache_beam.runners.worker.operations.DoOperation.setup
E           with self.scoped_start_state:
E         File "apache_beam/runners/worker/operations.py", line 928, in apache_beam.runners.worker.operations.DoOperation.setup
E           self.dofn_runner.setup()
E         File "apache_beam/runners/common.py", line 1568, in apache_beam.runners.common.DoFnRunner.setup
E           self._invoke_lifecycle_method(self.do_fn_invoker.invoke_setup)
E         File "apache_beam/runners/common.py", line 1564, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
E           self._reraise_augmented(exn)
E         File "apache_beam/runners/common.py", line 1609, in apache_beam.runners.common.DoFnRunner._reraise_augmented
E           raise new_exn
E         File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
E           lifecycle_method()
E         File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
E           self.signature.setup_lifecycle_method.method_value()
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
E           self._model = self._load_model()
E                         ^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
E           model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
E           return _shared_map.acquire(self._key, constructor_fn, tag)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
E           result = control_block.acquire(constructor_fn, tag)
E                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
E           result = constructor_fn()
E                    ^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
E           model = self._model_handler.load_model()
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
E           model = self._underlying.load_model()
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
E           model = self._model_class(self.model_name, **self._load_model_args)
E                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
E           return func(*args, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
E           super().__init__(
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
E           modules, self.module_kwargs = self._load_modules(
E                                         ^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
E           return self._load_config_modules(model_name_or_path, **load_kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
E           module = module_class.load(
E                    ^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
E           return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
E           super().__init__(model_name_or_path=model_name_or_path, **kwargs)
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
E           return func(*args, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
E           self.processor = AutoProcessor.from_pretrained(
E                            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
E           return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
E           args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
E           tokenizer = cls._load_tokenizer_from_pretrained(
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
E           tokenizer = auto_processor_class.from_pretrained(
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
E           return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
E           return cls._from_pretrained(
E                  ^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
E           tokenizer = cls(*init_inputs, **init_kwargs)
E                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E         File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
E           self._tokenizer.post_processor = processors.RobertaProcessing(
E                                            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls' [while running 'MLTransform/RunInference/BeamML_RunInference']

target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/portability/portable_runner.py:574: RuntimeError

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 / Python 3.11 Test Results (self-hosted, ubuntu-24.04, main)

test_sentence_transformer_images_with_str_data_types (apache_beam.ml.transforms.embeddings.huggingface_test.SentenceTransformerEmbeddingsTest) failed 

sdks/python/test-suites/tox/py311/build/srcs/sdks/python/pytest_py311-ml_no_xdist.xml [took 2s]
Raw output 
AssertionError: "Embeddings can only be generated" does not match "Pipeline job-010 failed in state FAILED: bundle inst002 stage-003 failed:Traceback (most recent call last):
  File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    lifecycle_method()
  File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
    self.signature.setup_lifecycle_method.method_value()
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
    self._model = self._load_model()
                  ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
    model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
    return _shared_map.acquire(self._key, constructor_fn, tag)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
    result = control_block.acquire(constructor_fn, tag)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
    result = constructor_fn()
             ^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
    model = self._model_handler.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
    model = self._underlying.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
    model = self._model_class(self.model_name, **self._load_model_args)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
    super().__init__(
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
    modules, self.module_kwargs = self._load_modules(
                                  ^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
    return self._load_config_modules(model_name_or_path, **load_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
    module = module_class.load(
             ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
    return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
    super().__init__(model_name_or_path=model_name_or_path, **kwargs)
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
    self.processor = AutoProcessor.from_pretrained(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
    return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
    args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
    tokenizer = cls._load_tokenizer_from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
    tokenizer = auto_processor_class.from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
    return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
    return cls._from_pretrained(
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
    tokenizer = cls(*init_inputs, **init_kwargs)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
    self._tokenizer.post_processor = processors.RobertaProcessing(
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 316, in _execute
    response = task()
               ^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 390, in <lambda>
    lambda: self.create_worker().do_instruction(request), request)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 669, in do_instruction
    return getattr(self, request_type)(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 701, in process_bundle
    bundle_processor = self.bundle_processor_cache.get(
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 517, in get
    processor = bundle_processor.BundleProcessor(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/bundle_processor.py", line 1163, in __init__
    op.setup(self.data_sampler)
  File "apache_beam/runners/worker/operations.py", line 878, in apache_beam.runners.worker.operations.DoOperation.setup
    with self.scoped_start_state:
  File "apache_beam/runners/worker/operations.py", line 928, in apache_beam.runners.worker.operations.DoOperation.setup
    self.dofn_runner.setup()
  File "apache_beam/runners/common.py", line 1568, in apache_beam.runners.common.DoFnRunner.setup
    self._invoke_lifecycle_method(self.do_fn_invoker.invoke_setup)
  File "apache_beam/runners/common.py", line 1564, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    self._reraise_augmented(exn)
  File "apache_beam/runners/common.py", line 1609, in apache_beam.runners.common.DoFnRunner._reraise_augmented
    raise new_exn
  File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    lifecycle_method()
  File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
    self.signature.setup_lifecycle_method.method_value()
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
    self._model = self._load_model()
                  ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
    model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
    return _shared_map.acquire(self._key, constructor_fn, tag)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
    result = control_block.acquire(constructor_fn, tag)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
    result = constructor_fn()
             ^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
    model = self._model_handler.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
    model = self._underlying.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
    model = self._model_class(self.model_name, **self._load_model_args)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
    super().__init__(
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
    modules, self.module_kwargs = self._load_modules(
                                  ^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
    return self._load_config_modules(model_name_or_path, **load_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
    module = module_class.load(
             ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
    return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
    super().__init__(model_name_or_path=model_name_or_path, **kwargs)
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
    self.processor = AutoProcessor.from_pretrained(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
    return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
    args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
    tokenizer = cls._load_tokenizer_from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
    tokenizer = auto_processor_class.from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
    return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
    return cls._from_pretrained(
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
    tokenizer = cls(*init_inputs, **init_kwargs)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
    self._tokenizer.post_processor = processors.RobertaProcessing(
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls' [while running 'MLTransform/RunInference/BeamML_RunInference']
"
RuntimeError: Pipeline job-010 failed in state FAILED: bundle inst002 stage-003 failed:Traceback (most recent call last):
  File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    lifecycle_method()
  File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
    self.signature.setup_lifecycle_method.method_value()
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
    self._model = self._load_model()
                  ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
    model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
    return _shared_map.acquire(self._key, constructor_fn, tag)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
    result = control_block.acquire(constructor_fn, tag)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
    result = constructor_fn()
             ^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
    model = self._model_handler.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
    model = self._underlying.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
    model = self._model_class(self.model_name, **self._load_model_args)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
    super().__init__(
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
    modules, self.module_kwargs = self._load_modules(
                                  ^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
    return self._load_config_modules(model_name_or_path, **load_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
    module = module_class.load(
             ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
    return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
    super().__init__(model_name_or_path=model_name_or_path, **kwargs)
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
    self.processor = AutoProcessor.from_pretrained(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
    return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
    args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
    tokenizer = cls._load_tokenizer_from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
    tokenizer = auto_processor_class.from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
    return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
    return cls._from_pretrained(
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
    tokenizer = cls(*init_inputs, **init_kwargs)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
    self._tokenizer.post_processor = processors.RobertaProcessing(
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 316, in _execute
    response = task()
               ^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 390, in <lambda>
    lambda: self.create_worker().do_instruction(request), request)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 669, in do_instruction
    return getattr(self, request_type)(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 701, in process_bundle
    bundle_processor = self.bundle_processor_cache.get(
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 517, in get
    processor = bundle_processor.BundleProcessor(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/bundle_processor.py", line 1163, in __init__
    op.setup(self.data_sampler)
  File "apache_beam/runners/worker/operations.py", line 878, in apache_beam.runners.worker.operations.DoOperation.setup
    with self.scoped_start_state:
  File "apache_beam/runners/worker/operations.py", line 928, in apache_beam.runners.worker.operations.DoOperation.setup
    self.dofn_runner.setup()
  File "apache_beam/runners/common.py", line 1568, in apache_beam.runners.common.DoFnRunner.setup
    self._invoke_lifecycle_method(self.do_fn_invoker.invoke_setup)
  File "apache_beam/runners/common.py", line 1564, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    self._reraise_augmented(exn)
  File "apache_beam/runners/common.py", line 1609, in apache_beam.runners.common.DoFnRunner._reraise_augmented
    raise new_exn
  File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
    lifecycle_method()
  File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
    self.signature.setup_lifecycle_method.method_value()
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
    self._model = self._load_model()
                  ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
    model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
    return _shared_map.acquire(self._key, constructor_fn, tag)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
    result = control_block.acquire(constructor_fn, tag)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
    result = constructor_fn()
             ^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
    model = self._model_handler.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
    model = self._underlying.load_model()
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
    model = self._model_class(self.model_name, **self._load_model_args)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
    super().__init__(
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
    modules, self.module_kwargs = self._load_modules(
                                  ^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
    return self._load_config_modules(model_name_or_path, **load_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
    module = module_class.load(
             ^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
    return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
    super().__init__(model_name_or_path=model_name_or_path, **kwargs)
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
    self.processor = AutoProcessor.from_pretrained(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
    return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
    args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
    tokenizer = cls._load_tokenizer_from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
    tokenizer = auto_processor_class.from_pretrained(
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
    return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
    return cls._from_pretrained(
           ^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
    tokenizer = cls(*init_inputs, **init_kwargs)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
    self._tokenizer.post_processor = processors.RobertaProcessing(
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls' [while running 'MLTransform/RunInference/BeamML_RunInference']


During handling of the above exception, another exception occurred:

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.assertRaisesRegex(Exception, "Embeddings can only be generated"):
E     AssertionError: "Embeddings can only be generated" does not match "Pipeline job-010 failed in state FAILED: bundle inst002 stage-003 failed:Traceback (most recent call last):
E       File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
E         lifecycle_method()
E       File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
E         self.signature.setup_lifecycle_method.method_value()
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
E         self._model = self._load_model()
E                       ^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
E         model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
E         return _shared_map.acquire(self._key, constructor_fn, tag)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
E         result = control_block.acquire(constructor_fn, tag)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
E         result = constructor_fn()
E                  ^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
E         model = self._model_handler.load_model()
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
E         model = self._underlying.load_model()
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
E         model = self._model_class(self.model_name, **self._load_model_args)
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
E         return func(*args, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
E         super().__init__(
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
E         modules, self.module_kwargs = self._load_modules(
E                                       ^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
E         return self._load_config_modules(model_name_or_path, **load_kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
E         module = module_class.load(
E                  ^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
E         return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
E         super().__init__(model_name_or_path=model_name_or_path, **kwargs)
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
E         return func(*args, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
E         self.processor = AutoProcessor.from_pretrained(
E                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
E         return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
E         args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
E         tokenizer = cls._load_tokenizer_from_pretrained(
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
E         tokenizer = auto_processor_class.from_pretrained(
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
E         return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
E         return cls._from_pretrained(
E                ^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
E         tokenizer = cls(*init_inputs, **init_kwargs)
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
E         self._tokenizer.post_processor = processors.RobertaProcessing(
E                                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E     TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls'
E     
E     During handling of the above exception, another exception occurred:
E     
E     Traceback (most recent call last):
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 316, in _execute
E         response = task()
E                    ^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 390, in <lambda>
E         lambda: self.create_worker().do_instruction(request), request)
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 669, in do_instruction
E         return getattr(self, request_type)(
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 701, in process_bundle
E         bundle_processor = self.bundle_processor_cache.get(
E                            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/sdk_worker.py", line 517, in get
E         processor = bundle_processor.BundleProcessor(
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/worker/bundle_processor.py", line 1163, in __init__
E         op.setup(self.data_sampler)
E       File "apache_beam/runners/worker/operations.py", line 878, in apache_beam.runners.worker.operations.DoOperation.setup
E         with self.scoped_start_state:
E       File "apache_beam/runners/worker/operations.py", line 928, in apache_beam.runners.worker.operations.DoOperation.setup
E         self.dofn_runner.setup()
E       File "apache_beam/runners/common.py", line 1568, in apache_beam.runners.common.DoFnRunner.setup
E         self._invoke_lifecycle_method(self.do_fn_invoker.invoke_setup)
E       File "apache_beam/runners/common.py", line 1564, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
E         self._reraise_augmented(exn)
E       File "apache_beam/runners/common.py", line 1609, in apache_beam.runners.common.DoFnRunner._reraise_augmented
E         raise new_exn
E       File "apache_beam/runners/common.py", line 1562, in apache_beam.runners.common.DoFnRunner._invoke_lifecycle_method
E         lifecycle_method()
E       File "apache_beam/runners/common.py", line 602, in apache_beam.runners.common.DoFnInvoker.invoke_setup
E         self.signature.setup_lifecycle_method.method_value()
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2050, in setup
E         self._model = self._load_model()
E                       ^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 2016, in _load_model
E         model = self._shared_model_handle.acquire(load, tag=self._cur_tag)
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 289, in acquire
E         return _shared_map.acquire(self._key, constructor_fn, tag)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 236, in acquire
E         result = control_block.acquire(constructor_fn, tag)
E                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/utils/shared.py", line 133, in acquire
E         result = constructor_fn()
E                  ^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/inference/base.py", line 1982, in load
E         model = self._model_handler.load_model()
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/base.py", line 694, in load_model
E         model = self._underlying.load_model()
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/apache_beam/ml/transforms/embeddings/huggingface.py", line 87, in load_model
E         model = self._model_class(self.model_name, **self._load_model_args)
E                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 41, in wrapper
E         return func(*args, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/model.py", line 183, in __init__
E         super().__init__(
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 198, in __init__
E         modules, self.module_kwargs = self._load_modules(
E                                       ^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 974, in _load_modules
E         return self._load_config_modules(model_name_or_path, **load_kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/model.py", line 1165, in _load_config_modules
E         module = module_class.load(
E                  ^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 33, in load
E         return cls(model_name_or_path=model_name_or_path, _from_auto_load=True, **init_kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/sentence_transformer/modules/clip_model.py", line 28, in __init__
E         super().__init__(model_name_or_path=model_name_or_path, **kwargs)
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/util/decorators.py", line 87, in wrapper
E         return func(*args, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/sentence_transformers/base/modules/transformer.py", line 659, in __init__
E         self.processor = AutoProcessor.from_pretrained(
E                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/processing_auto.py", line 436, in from_pretrained
E         return PROCESSOR_MAPPING[type(config)].from_pretrained(pretrained_model_name_or_path, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1429, in from_pretrained
E         args = cls._get_arguments_from_pretrained(pretrained_model_name_or_path, processor_dict, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1543, in _get_arguments_from_pretrained
E         tokenizer = cls._load_tokenizer_from_pretrained(
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/processing_utils.py", line 1490, in _load_tokenizer_from_pretrained
E         tokenizer = auto_processor_class.from_pretrained(
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/auto/tokenization_auto.py", line 823, in from_pretrained
E         return tokenizer_class.from_pretrained(pretrained_model_name_or_path, *inputs, **kwargs)
E                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1740, in from_pretrained
E         return cls._from_pretrained(
E                ^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/tokenization_utils_base.py", line 1930, in _from_pretrained
E         tokenizer = cls(*init_inputs, **init_kwargs)
E                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       File "/runner/_work/beam/beam/sdks/python/test-suites/tox/py311/build/srcs/sdks/python/target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/transformers/models/clip/tokenization_clip.py", line 117, in __init__
E         self._tokenizer.post_processor = processors.RobertaProcessing(
E                                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E     TypeError: RobertaProcessing.__new__() got an unexpected keyword argument 'cls' [while running 'MLTransform/RunInference/BeamML_RunInference']
E     "

apache_beam/ml/transforms/embeddings/huggingface_test.py:321: AssertionError

Check warning on line 0 in apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Python 3.11 Test Results (self-hosted, ubuntu-24.04, main)

test_image_embedding_pipeline (apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest) failed 

sdks/python/test-suites/tox/py311/build/srcs/sdks/python/pytest_py311-ml.xml [took 5m 2s]
Raw output 
grpc._channel._MultiThreadedRendezvous: <_MultiThreadedRendezvous of RPC that terminated with:
	status = StatusCode.DEADLINE_EXCEEDED
	details = "Deadline Exceeded"
	debug_error_string = "UNKNOWN:Error received from peer  {grpc_message:"Deadline Exceeded", grpc_status:4}"
>
self = <apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest testMethod=test_image_embedding_pipeline>

    def test_image_embedding_pipeline(self):
      png_bytes = _create_png_bytes()
      test_items = [
          EmbeddableItem.from_image(
              png_bytes, id="img1", metadata={"source": "test"}),
      ]
    
      # clip-ViT-B-32 produces 512-dimensional embeddings
      expected = [
          EmbeddableItem(
              id="img1",
              embedding=Embedding(dense_embedding=[0.0] * 512),
              metadata={"source": "test"},
              content=Content(image=png_bytes)),
      ]
    
      embedder = HuggingfaceImageEmbeddings(model_name="clip-ViT-B-32")
    
>     with TestPipeline() as p:

apache_beam/ml/rag/embeddings/huggingface_test.py:191: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/pipeline.py:653: in __exit__
    self.result = self.run()
                  ^^^^^^^^^^
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/testing/test_pipeline.py:123: in run
    state = result.wait_until_finish(duration=self.timeout)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/portability/portable_runner.py:574: in wait_until_finish
    raise self._runtime_exception
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/portability/portable_runner.py:583: in _observe_state
    for state_response in self._state_stream:
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/grpc/_channel.py:538: in __next__
    return self._next()
           ^^^^^^^^^^^^
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = <_MultiThreadedRendezvous of RPC that terminated with:
	status = StatusCode.DEADLINE_EXCEEDED
	details = "Deadline Exceeded"
	debug_error_string = "UNKNOWN:Error received from peer  {grpc_message:"Deadline Exceeded", grpc_status:4}"
>

    def _next(self) -> Any:
        with self._state.condition:
            if self._state.code is None:
                event_handler = _event_handler(
                    self._state, self._response_deserializer
                )
                self._state.due.add(cygrpc.OperationType.receive_message)
                operating = self._call.operate(
                    (cygrpc.ReceiveMessageOperation(_EMPTY_FLAGS),),
                    event_handler,
                )
                if not operating:
                    self._state.due.remove(cygrpc.OperationType.receive_message)
            elif self._state.code is grpc.StatusCode.OK:
                raise StopIteration()
            else:
                raise self
    
            def _response_ready():
                return self._state.response is not None or (
                    cygrpc.OperationType.receive_message not in self._state.due
                    and self._state.code is not None
                )
    
            _common.wait(self._state.condition.wait, _response_ready)
            if self._state.response is not None:
                response = self._state.response
                self._state.response = None
                return response
            if cygrpc.OperationType.receive_message not in self._state.due:
                if self._state.code is grpc.StatusCode.OK:
                    raise StopIteration()
                if self._state.code is not None:
>                   raise self
E                   grpc._channel._MultiThreadedRendezvous: <_MultiThreadedRendezvous of RPC that terminated with:
E                   	status = StatusCode.DEADLINE_EXCEEDED
E                   	details = "Deadline Exceeded"
E                   	debug_error_string = "UNKNOWN:Error received from peer  {grpc_message:"Deadline Exceeded", grpc_status:4}"
E                   >

target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/grpc/_channel.py:956: _MultiThreadedRendezvous

Check warning on line 0 in apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest

See this annotation in the file changed.

@github-actions github-actions / Python 3.11 Test Results (self-hosted, ubuntu-24.04, main)

test_image_embedding_pipeline_from_path (apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest) failed 

sdks/python/test-suites/tox/py311/build/srcs/sdks/python/pytest_py311-ml.xml [took 5m 2s]
Raw output 
grpc._channel._MultiThreadedRendezvous: <_MultiThreadedRendezvous of RPC that terminated with:
	status = StatusCode.DEADLINE_EXCEEDED
	details = "Deadline Exceeded"
	debug_error_string = "UNKNOWN:Error received from peer  {grpc_status:4, grpc_message:"Deadline Exceeded"}"
>
self = <apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest testMethod=test_image_embedding_pipeline_from_path>

    def test_image_embedding_pipeline_from_path(self):
      png_bytes = _create_png_bytes()
      img_path = os.path.join(self.artifact_location, 'test_img.png')
      with open(img_path, 'wb') as f:
        f.write(png_bytes)
    
      test_items = [
          EmbeddableItem.from_image(
              img_path, id="img1", metadata={"source": "test"}),
      ]
    
      expected = [
          EmbeddableItem(
              id="img1",
              embedding=Embedding(dense_embedding=[0.0] * 512),
              metadata={"source": "test"},
              content=Content(image=img_path)),
      ]
    
      artifact_location = tempfile.mkdtemp(prefix='hf_image_path_')
      embedder = HuggingfaceImageEmbeddings(model_name="clip-ViT-B-32")
      try:
>       with TestPipeline() as p:

apache_beam/ml/rag/embeddings/huggingface_test.py:223: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/pipeline.py:653: in __exit__
    self.result = self.run()
                  ^^^^^^^^^^
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/testing/test_pipeline.py:123: in run
    state = result.wait_until_finish(duration=self.timeout)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/portability/portable_runner.py:574: in wait_until_finish
    raise self._runtime_exception
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/apache_beam/runners/portability/portable_runner.py:583: in _observe_state
    for state_response in self._state_stream:
target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/grpc/_channel.py:538: in __next__
    return self._next()
           ^^^^^^^^^^^^
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

self = <_MultiThreadedRendezvous of RPC that terminated with:
	status = StatusCode.DEADLINE_EXCEEDED
	details = "Deadline Exceeded"
	debug_error_string = "UNKNOWN:Error received from peer  {grpc_status:4, grpc_message:"Deadline Exceeded"}"
>

    def _next(self) -> Any:
        with self._state.condition:
            if self._state.code is None:
                event_handler = _event_handler(
                    self._state, self._response_deserializer
                )
                self._state.due.add(cygrpc.OperationType.receive_message)
                operating = self._call.operate(
                    (cygrpc.ReceiveMessageOperation(_EMPTY_FLAGS),),
                    event_handler,
                )
                if not operating:
                    self._state.due.remove(cygrpc.OperationType.receive_message)
            elif self._state.code is grpc.StatusCode.OK:
                raise StopIteration()
            else:
                raise self
    
            def _response_ready():
                return self._state.response is not None or (
                    cygrpc.OperationType.receive_message not in self._state.due
                    and self._state.code is not None
                )
    
            _common.wait(self._state.condition.wait, _response_ready)
            if self._state.response is not None:
                response = self._state.response
                self._state.response = None
                return response
            if cygrpc.OperationType.receive_message not in self._state.due:
                if self._state.code is grpc.StatusCode.OK:
                    raise StopIteration()
                if self._state.code is not None:
>                   raise self
E                   grpc._channel._MultiThreadedRendezvous: <_MultiThreadedRendezvous of RPC that terminated with:
E                   	status = StatusCode.DEADLINE_EXCEEDED
E                   	details = "Deadline Exceeded"
E                   	debug_error_string = "UNKNOWN:Error received from peer  {grpc_status:4, grpc_message:"Deadline Exceeded"}"
E                   >

target/.tox-py311-ml/py311-ml/lib/python3.11/site-packages/grpc/_channel.py:956: _MultiThreadedRendezvous

Check notice on line 0 in .github

See this annotation in the file changed.

@github-actions github-actions / Python 3.11 Test Results (self-hosted, ubuntu-24.04, main)

148 skipped tests found 

There are 148 skipped tests, see "Raw output" for the full list of skipped tests.
Raw output 
apache_beam.ml.anomaly.specifiable_test.TestInitCallCount ‑ test_on_dill_pickle
apache_beam.ml.gcp.cloud_dlp_it_test.CloudDLPIT ‑ test_deidentification
apache_beam.ml.gcp.cloud_dlp_it_test.CloudDLPIT ‑ test_inspection
apache_beam.ml.gcp.naturallanguageml_test_it.NaturalLanguageMlTestIT ‑ test_analyzing_syntax
apache_beam.ml.gcp.recommendations_ai_test_it.RecommendationAIIT ‑ test_create_catalog_item
apache_beam.ml.gcp.recommendations_ai_test_it.RecommendationAIIT ‑ test_create_user_event
apache_beam.ml.gcp.recommendations_ai_test_it.RecommendationAIIT ‑ test_predict
apache_beam.ml.gcp.videointelligenceml_test_it.VideoIntelligenceMlTestIT ‑ test_label_detection_with_video_context
apache_beam.ml.gcp.visionml_test_it.VisionMlTestIT ‑ test_text_detection_with_language_hint
apache_beam.ml.inference.anthropic_inference_it_test
apache_beam.ml.inference.anthropic_inference_test
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_with_side_inputin_streaming
apache_beam.ml.inference.gemini_inference_it_test.GeminiInference ‑ test_gemini_text_classification
apache_beam.ml.inference.huggingface_inference_it_test
apache_beam.ml.inference.huggingface_inference_test
apache_beam.ml.inference.model_manager_it_test
apache_beam.ml.inference.onnx_inference_it_test.OnnxInference ‑ test_onnx_run_inference_roberta_sentiment_classification
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.sklearn_inference_it_test.SklearnInference ‑ test_sklearn_mnist_classification
apache_beam.ml.inference.sklearn_inference_it_test.SklearnInference ‑ test_sklearn_mnist_classification_large_model
apache_beam.ml.inference.sklearn_inference_it_test.SklearnInference ‑ test_sklearn_regression
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.VertexAIInference ‑ test_vertex_ai_custom_prediction_route
apache_beam.ml.inference.vertex_ai_inference_it_test.VertexAIInference ‑ test_vertex_ai_run_flower_image_classification
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_datatable_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_datatable_single_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_numpy_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_numpy_single_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_numpy_single_batch_large_model
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_pandas_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_pandas_single_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_scipy_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_scipy_single_batch
apache_beam.ml.inference.xgboost_inference_test
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_empty_document_field
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_empty_text
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_huggingface_tokenizer_splitter
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_invalid_document_field
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_invalid_text_splitter
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_multiple_metadata_fields
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_no_metadata_fields
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_recursive_splitter_no_overlap
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_basic_vector_search
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_batched_metadata_filter_vector_search
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_condition_batching
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_empty_input
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_euclidean_distance_search
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_include_distance
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_metadata_filter_leakage
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_no_metadata_restriction
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_price_range_filter_with_callable
apache_beam.ml.rag.enrichment.milvus_search_it_test
apache_beam.ml.rag.enrichment.milvus_search_test
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_conflict_resolution_default_ignore
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_conflict_resolution_default_update_fields
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_conflict_resolution_update
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_custom_specs
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_default_id_embedding_specs
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_default_schema
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_defaults_with_args_specs
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_language_connector
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_metadata_spec_and_conflicts
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_custom_schema
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_default_schema
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_default_schema_missing_embedding
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_streaming_default_schema
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_composite_unique_constraint_conflicts_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_composite_unique_constraint_conflicts_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_2
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_3
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_4
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_5
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_column_names_and_value_functions_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_column_names_and_value_functions_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_type_conversion_with_default_columns_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_type_conversion_with_default_columns_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_config_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_config_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_id_embedding_specs_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_id_embedding_specs_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_metadata_field_extraction_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_metadata_field_extraction_1
apache_beam.ml.rag.ingestion.milvus_search_it_test
apache_beam.ml.rag.ingestion.milvus_search_test
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_conflict_resolution_default_ignore
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_conflict_resolution_default_update_fields
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_conflict_resolution_update
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_custom_specs
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_default_id_embedding_specs
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_default_schema
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_defaults_with_args_specs
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_metadata_spec_and_conflicts
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_custom_column
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_default_schema
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_flattened_metadata
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_minimal_schema
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_update_mode
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_with_converter
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_with_timestamp
apache_beam.ml.rag.test_utils
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.TestJsonPickleTransformAttributeManager ‑ test_save_tft_process_handler
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_scale_to_0_1
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_embeddings_with_dimensions
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_mltransform_to_ptransform_with_openai
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_openai_text_embeddings
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_with_artifact_location
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_with_int_data_types
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_it_test.VertexAIEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.handlers_test
apache_beam.ml.transforms.tft_test

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566 tests found 

There are 566 tests, see "Raw output" for the full list of tests.
Raw output 
apache_beam.ml.anomaly.aggregations_test.AllVoteTest ‑ test_default
apache_beam.ml.anomaly.aggregations_test.AnyVoteTest ‑ test_default
apache_beam.ml.anomaly.aggregations_test.AverageScoreTest ‑ test_default
apache_beam.ml.anomaly.aggregations_test.LabelAggTestWithMissingOrError ‑ test_default
apache_beam.ml.anomaly.aggregations_test.MajorityVoteTest ‑ test_default
apache_beam.ml.anomaly.aggregations_test.MajorityVoteTest ‑ test_tie_breaker
apache_beam.ml.anomaly.aggregations_test.MaxScoreTest ‑ test_default
apache_beam.ml.anomaly.aggregations_test.ScoreAggTestWithMissingOrError ‑ test_default
apache_beam.ml.anomaly.base_test.TestAnomalyDetector ‑ test_model_id_and_spec_0
apache_beam.ml.anomaly.base_test.TestAnomalyDetector ‑ test_model_id_and_spec_1
apache_beam.ml.anomaly.base_test.TestAnomalyDetector ‑ test_model_id_and_spec_2
apache_beam.ml.anomaly.base_test.TestAnomalyDetector ‑ test_model_id_and_spec_3
apache_beam.ml.anomaly.base_test.TestEnsembleAnomalyDetector ‑ test_model_id_and_spec_0
apache_beam.ml.anomaly.base_test.TestEnsembleAnomalyDetector ‑ test_model_id_and_spec_1
apache_beam.ml.anomaly.base_test.TestEnsembleAnomalyDetector ‑ test_model_id_and_spec_2
apache_beam.ml.anomaly.base_test.TestEnsembleAnomalyDetector ‑ test_model_id_and_spec_3
apache_beam.ml.anomaly.detectors.iqr_test.IQRTest ‑ test_with_default_trackers
apache_beam.ml.anomaly.detectors.pyod_adapter_test.PyODIForestTest ‑ test_scoring_with_matched_features_0
apache_beam.ml.anomaly.detectors.pyod_adapter_test.PyODIForestTest ‑ test_scoring_with_matched_features_1
apache_beam.ml.anomaly.detectors.pyod_adapter_test.PyODIForestTest ‑ test_scoring_with_unmatched_features
apache_beam.ml.anomaly.detectors.robust_zscore_test.RobustZScoreTest ‑ test_with_default_trackers
apache_beam.ml.anomaly.detectors.zscore_test.ZScoreTest ‑ test_with_custom_mean_tracker
apache_beam.ml.anomaly.detectors.zscore_test.ZScoreTest ‑ test_with_default_trackers
apache_beam.ml.anomaly.specifiable_test.TestClassAsArgument ‑ test_normal_class
apache_beam.ml.anomaly.specifiable_test.TestFunctionAsArgument ‑ test_lambda_function
apache_beam.ml.anomaly.specifiable_test.TestFunctionAsArgument ‑ test_normal_function
apache_beam.ml.anomaly.specifiable_test.TestInitCallCount ‑ test_just_in_time_init
apache_beam.ml.anomaly.specifiable_test.TestInitCallCount ‑ test_on_demand_and_just_in_time_init
apache_beam.ml.anomaly.specifiable_test.TestInitCallCount ‑ test_on_demand_init
apache_beam.ml.anomaly.specifiable_test.TestInitCallCount ‑ test_on_dill_pickle
apache_beam.ml.anomaly.specifiable_test.TestInitCallCount ‑ test_on_pickle
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_error_in_child
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_nested_specifiable_0
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_nested_specifiable_1
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_nested_specifiable_2
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_nested_specifiable_3
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_nested_specifiable_4
apache_beam.ml.anomaly.specifiable_test.TestNestedSpecifiable ‑ test_nested_specifiable_5
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_decorator_in_function_form
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_decorator_in_syntactic_sugar_form
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_from_spec_and_to_spec_0
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_from_spec_and_to_spec_1
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_from_spec_and_to_spec_2
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_from_spec_and_to_spec_3
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_from_spec_on_unknown_spec_type
apache_beam.ml.anomaly.specifiable_test.TestSpecifiable ‑ test_init_params_in_specifiable
apache_beam.ml.anomaly.specifiable_test.TestUncommonUsages ‑ test_double_specifiable
apache_beam.ml.anomaly.specifiable_test.TestUncommonUsages ‑ test_unspecifiable
apache_beam.ml.anomaly.thresholds_test.TestFixedThreshold ‑ test_apply_only
apache_beam.ml.anomaly.thresholds_test.TestQuantileThreshold ‑ test_apply_only
apache_beam.ml.anomaly.thresholds_test.TestQuantileThreshold ‑ test_quantile_tracker
apache_beam.ml.anomaly.transforms_test.TestAnomalyDetection ‑ test_multiple_detectors_without_aggregation_0
apache_beam.ml.anomaly.transforms_test.TestAnomalyDetection ‑ test_multiple_detectors_without_aggregation_1
apache_beam.ml.anomaly.transforms_test.TestAnomalyDetection ‑ test_multiple_sub_detectors_with_aggregation_0
apache_beam.ml.anomaly.transforms_test.TestAnomalyDetection ‑ test_multiple_sub_detectors_with_aggregation_1
apache_beam.ml.anomaly.transforms_test.TestAnomalyDetection ‑ test_one_detector_0
apache_beam.ml.anomaly.transforms_test.TestAnomalyDetection ‑ test_one_detector_1
apache_beam.ml.anomaly.transforms_test.TestOfflineDetector ‑ test_default_inference_fn_0
apache_beam.ml.anomaly.transforms_test.TestOfflineDetector ‑ test_default_inference_fn_1
apache_beam.ml.anomaly.transforms_test.TestOfflineDetector ‑ test_run_inference_args
apache_beam.ml.anomaly.transforms_test.TestStatefulThresholdDoFn ‑ test_dofn_on_single_prediction
apache_beam.ml.anomaly.transforms_test.TestStatelessThresholdDoFn ‑ test_dofn_on_multiple_predictions
apache_beam.ml.anomaly.transforms_test.TestStatelessThresholdDoFn ‑ test_dofn_on_single_prediction
apache_beam.ml.anomaly.univariate.mad_test.MadTest ‑ test_default_tracker
apache_beam.ml.anomaly.univariate.mean_test.LandmarkMeanTest ‑ test_accuracy_fuzz
apache_beam.ml.anomaly.univariate.mean_test.LandmarkMeanTest ‑ test_with_float64_max
apache_beam.ml.anomaly.univariate.mean_test.LandmarkMeanTest ‑ test_with_nan
apache_beam.ml.anomaly.univariate.mean_test.LandmarkMeanTest ‑ test_without_nan
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_accuracy_fuzz
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_with_float64_max_0
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_with_float64_max_1
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_with_nan_0
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_with_nan_1
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_without_nan_0
apache_beam.ml.anomaly.univariate.mean_test.SlidingMeanTest ‑ test_without_nan_1
apache_beam.ml.anomaly.univariate.median_test.MedianTest ‑ test_custom_tracker
apache_beam.ml.anomaly.univariate.median_test.MedianTest ‑ test_default_tracker
apache_beam.ml.anomaly.univariate.median_test.MedianTest ‑ test_wrong_tracker
apache_beam.ml.anomaly.univariate.perf_test.PerfTest ‑ test_mean_perf
apache_beam.ml.anomaly.univariate.perf_test.PerfTest ‑ test_quantile_perf
apache_beam.ml.anomaly.univariate.perf_test.PerfTest ‑ test_stdev_perf
apache_beam.ml.anomaly.univariate.quantile_test.LandmarkQuantileTest ‑ test_accuracy_fuzz
apache_beam.ml.anomaly.univariate.quantile_test.LandmarkQuantileTest ‑ test_with_nan
apache_beam.ml.anomaly.univariate.quantile_test.LandmarkQuantileTest ‑ test_without_nan
apache_beam.ml.anomaly.univariate.quantile_test.SlidingQuantileTest ‑ test_accuracy_fuzz
apache_beam.ml.anomaly.univariate.quantile_test.SlidingQuantileTest ‑ test_with_nan_0
apache_beam.ml.anomaly.univariate.quantile_test.SlidingQuantileTest ‑ test_with_nan_1
apache_beam.ml.anomaly.univariate.quantile_test.SlidingQuantileTest ‑ test_without_nan_0
apache_beam.ml.anomaly.univariate.stdev_test.LandmarkStdevTest ‑ test_accuracy_fuzz
apache_beam.ml.anomaly.univariate.stdev_test.LandmarkStdevTest ‑ test_with_nan
apache_beam.ml.anomaly.univariate.stdev_test.LandmarkStdevTest ‑ test_without_nan
apache_beam.ml.anomaly.univariate.stdev_test.SlidingStdevTest ‑ test_accuracy_fuzz
apache_beam.ml.anomaly.univariate.stdev_test.SlidingStdevTest ‑ test_stdev_with_nan_0
apache_beam.ml.anomaly.univariate.stdev_test.SlidingStdevTest ‑ test_stdev_with_nan_1
apache_beam.ml.anomaly.univariate.stdev_test.SlidingStdevTest ‑ test_without_nan_0
apache_beam.ml.anomaly.univariate.stdev_test.SlidingStdevTest ‑ test_without_nan_1
apache_beam.ml.gcp.cloud_dlp_it_test.CloudDLPIT ‑ test_deidentification
apache_beam.ml.gcp.cloud_dlp_it_test.CloudDLPIT ‑ test_inspection
apache_beam.ml.gcp.cloud_dlp_test.TestDeidentifyFn ‑ test_deidentify_called
apache_beam.ml.gcp.cloud_dlp_test.TestDeidentifyText ‑ test_exception_raised_when_no_config_is_provided
apache_beam.ml.gcp.cloud_dlp_test.TestInspectFn ‑ test_inspect_called
apache_beam.ml.gcp.cloud_dlp_test.TestInspectText ‑ test_exception_raised_then_no_config_provided
apache_beam.ml.gcp.naturallanguageml_test.NaturalLanguageMlTest ‑ test_document_source
apache_beam.ml.gcp.naturallanguageml_test_it.NaturalLanguageMlTestIT ‑ test_analyzing_syntax
apache_beam.ml.gcp.recommendations_ai_test.RecommendationsAICatalogItemTest ‑ test_CreateCatalogItem
apache_beam.ml.gcp.recommendations_ai_test.RecommendationsAICatalogItemTest ‑ test_ImportCatalogItems
apache_beam.ml.gcp.recommendations_ai_test.RecommendationsAIPredictTest ‑ test_Predict
apache_beam.ml.gcp.recommendations_ai_test.RecommendationsAIUserEventTest ‑ test_CreateUserEvent
apache_beam.ml.gcp.recommendations_ai_test.RecommendationsAIUserEventTest ‑ test_ImportUserEvents
apache_beam.ml.gcp.recommendations_ai_test_it.RecommendationAIIT ‑ test_create_catalog_item
apache_beam.ml.gcp.recommendations_ai_test_it.RecommendationAIIT ‑ test_create_user_event
apache_beam.ml.gcp.recommendations_ai_test_it.RecommendationAIIT ‑ test_predict
apache_beam.ml.gcp.videointelligenceml_test.VideoIntelligenceTest ‑ test_AnnotateVideoWithContext_b64_content
apache_beam.ml.gcp.videointelligenceml_test.VideoIntelligenceTest ‑ test_AnnotateVideoWithContext_bad_input
apache_beam.ml.gcp.videointelligenceml_test.VideoIntelligenceTest ‑ test_AnnotateVideo_URIs
apache_beam.ml.gcp.videointelligenceml_test.VideoIntelligenceTest ‑ test_AnnotateVideo_b64_content
apache_beam.ml.gcp.videointelligenceml_test.VideoIntelligenceTest ‑ test_AnnotateVideo_bad_input
apache_beam.ml.gcp.videointelligenceml_test.VideoIntelligenceTest ‑ test_AnnotateVideo_with_side_input_context
apache_beam.ml.gcp.videointelligenceml_test_it.VideoIntelligenceMlTestIT ‑ test_label_detection_with_video_context
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImageWithContext_URIs
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImageWithContext_bad_input
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImage_URI_with_side_input_context
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImage_URIs
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImage_URIs_large_batch
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImage_b64_content
apache_beam.ml.gcp.visionml_test.VisionTest ‑ test_AnnotateImage_bad_input
apache_beam.ml.gcp.visionml_test_it.VisionMlTestIT ‑ test_text_detection_with_language_hint
apache_beam.ml.inference.agent_development_kit_test.TestADKAgentModelHandlerInit ‑ test_accepts_agent_factory_callable
apache_beam.ml.inference.agent_development_kit_test.TestADKAgentModelHandlerInit ‑ test_accepts_agent_object
apache_beam.ml.inference.agent_development_kit_test.TestADKAgentModelHandlerInit ‑ test_custom_app_name
apache_beam.ml.inference.agent_development_kit_test.TestADKAgentModelHandlerInit ‑ test_default_app_name
apache_beam.ml.inference.agent_development_kit_test.TestADKAgentModelHandlerInit ‑ test_metrics_namespace
apache_beam.ml.inference.agent_development_kit_test.TestADKAgentModelHandlerInit ‑ test_raises_if_agent_is_none
apache_beam.ml.inference.agent_development_kit_test.TestLoadModel ‑ test_load_model_calls_factory
apache_beam.ml.inference.agent_development_kit_test.TestLoadModel ‑ test_load_model_with_agent_object
apache_beam.ml.inference.agent_development_kit_test.TestResponseExtraction ‑ test_invoke_agent_static_method_directly
apache_beam.ml.inference.agent_development_kit_test.TestResponseExtraction ‑ test_returns_none_when_final_event_has_no_content
apache_beam.ml.inference.agent_development_kit_test.TestResponseExtraction ‑ test_returns_none_when_no_final_response
apache_beam.ml.inference.agent_development_kit_test.TestResponseExtraction ‑ test_stops_after_first_final_response
apache_beam.ml.inference.agent_development_kit_test.TestRunInference ‑ test_batch_of_strings
apache_beam.ml.inference.agent_development_kit_test.TestRunInference ‑ test_content_object_input
apache_beam.ml.inference.agent_development_kit_test.TestRunInference ‑ test_custom_user_id_passed_to_runner
apache_beam.ml.inference.agent_development_kit_test.TestRunInference ‑ test_none_inference_args_uses_defaults
apache_beam.ml.inference.agent_development_kit_test.TestRunInference ‑ test_string_input_returns_prediction_result
apache_beam.ml.inference.agent_development_kit_test.TestSessionManagement ‑ test_each_element_gets_unique_session_by_default
apache_beam.ml.inference.agent_development_kit_test.TestSessionManagement ‑ test_session_created_with_correct_app_name
apache_beam.ml.inference.agent_development_kit_test.TestSessionManagement ‑ test_shared_session_id_from_inference_args
apache_beam.ml.inference.anthropic_inference_it_test
apache_beam.ml.inference.anthropic_inference_test
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batch_bucket_boundaries_without_batch_length_fn
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batch_elements_kwargs_all_args
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batch_elements_kwargs_empty_when_no_args
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batch_elements_kwargs_partial_args
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batch_length_fn_and_batch_bucket_boundaries
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batch_length_fn_only
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_batching_kwargs_none_values_omitted
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_default_model_copies_is_one
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_default_share_across_processes_is_false
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_env_vars_from_kwargs
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_large_model_sets_share_across_processes
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_max_batch_duration_secs_only
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_min_batch_size_only
apache_beam.ml.inference.base_test.ModelHandlerBatchingArgsTest ‑ test_model_copies_sets_share_across_processes
apache_beam.ml.inference.base_test.ModelManagerTest ‑ test_run_inference_impl_with_model_manager
apache_beam.ml.inference.base_test.ModelManagerTest ‑ test_run_inference_impl_with_model_manager_args
apache_beam.ml.inference.base_test.ModelManagerTest ‑ test_run_inference_impl_with_model_manager_oom
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_child_class_without_env_vars
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_counted_metrics
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_env_vars_set_correctly
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_failed_batches_counter_no_failures
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_forwards_batch_args
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_increment_failed_batches_counter
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_keyed_many_model_handlers_validation
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_keyed_model_handler_get_num_bytes
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_keyed_model_handler_multiple_models_get_num_bytes
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_handler_compatibility
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_handler_manager_evicts_models
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_handler_manager_evicts_models_after_being_incremented
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_handler_manager_evicts_models_after_update
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_handler_manager_loads_shared_model
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_status_provides_valid_garbage_collection
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_model_status_provides_valid_tags
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_empty_side_input
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_dlq
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_inference_args
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_keyed_mps_incrementing_multi_copy
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_mps_nobatch_incrementing_multi_copy
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_multi_process_shared_incrementing_multi_copy
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_simple_examples
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_simple_examples_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_simple_examples_multi_process_shared_multi_copy
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_keyed_examples
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_keyed_examples_many_mhs_max_models_hint
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_keyed_examples_many_model_handlers
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_keyed_examples_many_model_handlers_metrics
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_keyed_examples_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_maybe_keyed_examples
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_impl_with_maybe_keyed_examples_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_keyed_examples_with_unkeyed_model_handler
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_keyed_pre_and_post_processing
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_loads_different_models
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_loads_different_models_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_maybe_keyed_pre_and_post_processing
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_metrics_with_custom_namespace
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_postprocessing
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_postprocessing_dlq
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_postprocessing_multiple_fns
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_pre_and_post_processing_dlq
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_prebatched
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_prediction_result_with_model_id
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_preprocessing
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_preprocessing_dlq
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_preprocessing_multiple_fns
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_side_input_in_batch
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_side_input_in_batch_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_side_input_in_batch_per_key_models
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_side_input_in_batch_per_key_models_split_cohort
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_timeout_does_garbage_collection
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_timeout_not_hit
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_timeout_on_inference_dlq
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_timeout_on_load_dlq
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_unkeyed_examples_with_keyed_model_handler
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_watch_file_pattern_keyword_arg_side_input_label
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_watch_file_pattern_side_input_label
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_with_iterable_side_input
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_with_iterable_side_input_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_run_inference_with_side_inputin_streaming
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_runinference_loads_same_model_with_identifier_multi_process_shared
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_timing_metrics
apache_beam.ml.inference.base_test.RunInferenceBaseTest ‑ test_unexpected_inference_args_passed
apache_beam.ml.inference.base_test.RunInferenceLengthAwareBatchingTest ‑ test_run_inference_with_length_aware_batch_elements
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_exception_on_load_model_override
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_exception_on_run_inference_override
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_normal_model_execution
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_repeated_requests_fail
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_run_inference_with_rate_limiter
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_run_inference_with_rate_limiter_exceeded
apache_beam.ml.inference.base_test.RunInferenceRemoteTest ‑ test_works_on_retry
apache_beam.ml.inference.base_test.RunInferenceSizeTest ‑ test_kwargs_are_passed_correctly
apache_beam.ml.inference.base_test.RunInferenceSizeTest ‑ test_sizing_with_edge_cases
apache_beam.ml.inference.gemini_inference_it_test.GeminiInference ‑ test_gemini_image_generation
apache_beam.ml.inference.gemini_inference_it_test.GeminiInference ‑ test_gemini_text_classification
apache_beam.ml.inference.gemini_inference_test.ModelHandlerArgConditions ‑ test_all_params_set
apache_beam.ml.inference.gemini_inference_test.ModelHandlerArgConditions ‑ test_missing_all_params
apache_beam.ml.inference.gemini_inference_test.ModelHandlerArgConditions ‑ test_missing_vertex_location_param
apache_beam.ml.inference.gemini_inference_test.ModelHandlerArgConditions ‑ test_missing_vertex_project_param
apache_beam.ml.inference.gemini_inference_test.RetryOnClientErrorTest ‑ test_retry_on_client_error_negative
apache_beam.ml.inference.gemini_inference_test.RetryOnClientErrorTest ‑ test_retry_on_client_error_positive
apache_beam.ml.inference.gemini_inference_test.RetryOnClientErrorTest ‑ test_retry_on_server_error
apache_beam.ml.inference.gemini_inference_test.TestGeminiModelHandler ‑ test_create_client_with_flex_api
apache_beam.ml.inference.huggingface_inference_it_test
apache_beam.ml.inference.huggingface_inference_test
apache_beam.ml.inference.model_manager_it_test
apache_beam.ml.inference.model_manager_test.TestGPUMonitor ‑ test_init_hardware_detected
apache_beam.ml.inference.model_manager_test.TestGPUMonitor ‑ test_init_hardware_missing
apache_beam.ml.inference.model_manager_test.TestGPUMonitor ‑ test_polling_updates_stats
apache_beam.ml.inference.model_manager_test.TestGPUMonitor ‑ test_reset_peak
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_capacity_check
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_concurrent_execution
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_concurrent_mixed_workload_convergence
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_deletes_multiprocessshared_instances
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_force_reset_on_exception
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_metrics
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_oom_recovery
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_timeout_on_acquire
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_model_manager_unknown_model_runs_isolated
apache_beam.ml.inference.model_manager_test.TestModelManager ‑ test_single_model_convergence_with_fluctuations
apache_beam.ml.inference.model_manager_test.TestModelManagerEviction ‑ test_active_models_are_protected
apache_beam.ml.inference.model_manager_test.TestModelManagerEviction ‑ test_basic_lru_eviction
apache_beam.ml.inference.model_manager_test.TestModelManagerEviction ‑ test_chained_eviction
apache_beam.ml.inference.model_manager_test.TestModelManagerEviction ‑ test_concurrent_eviction_pressure
apache_beam.ml.inference.model_manager_test.TestModelManagerEviction ‑ test_starvation_prevention_overrides_demand
apache_beam.ml.inference.model_manager_test.TestModelManagerEviction ‑ test_unknown_model_clears_memory
apache_beam.ml.inference.model_manager_test.TestResourceEstimatorSolver ‑ test_solver_respects_min_data_points
apache_beam.ml.inference.model_manager_test.TestResourceEstimatorSolver ‑ test_solver_respects_unique_model_constraint
apache_beam.ml.inference.onnx_inference_it_test.OnnxInference ‑ test_onnx_run_inference_roberta_sentiment_classification
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.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.SklearnInference ‑ test_sklearn_mnist_classification
apache_beam.ml.inference.sklearn_inference_it_test.SklearnInference ‑ test_sklearn_mnist_classification_large_model
apache_beam.ml.inference.sklearn_inference_it_test.SklearnInference ‑ test_sklearn_regression
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_bad_file_raises
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_bad_input_type_raises
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_custom_inference_fn
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_data_vectorized
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_env_vars_set_correctly_numpy
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_infer_too_many_rows_in_dataframe
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_num_bytes_numpy
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_joblib
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_custom_batching
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_custom_inference
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_dict_out
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_env_vars_set_correctly
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_joblib
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_large_model
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pandas_with_keys
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pickled
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pickled_custom_batching
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_pipeline_pickled_large_model
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_predict_output
apache_beam.ml.inference.sklearn_inference_test.SkLearnRunInferenceTest ‑ test_predict_output_dict
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.utils_test.WatchFilePatternTest ‑ test_emitting_singleton_output
apache_beam.ml.inference.utils_test.WatchFilePatternTest ‑ test_latest_file_by_timestamp_default_value
apache_beam.ml.inference.utils_test.WatchFilePatternTest ‑ test_latest_file_with_timestamp_after_pipeline_construction_time
apache_beam.ml.inference.vertex_ai_inference_it_test.VertexAIInference ‑ test_vertex_ai_custom_prediction_route
apache_beam.ml.inference.vertex_ai_inference_it_test.VertexAIInference ‑ test_vertex_ai_run_flower_image_classification
apache_beam.ml.inference.vertex_ai_inference_test.ModelHandlerArgConditions ‑ test_exception_on_private_without_network
apache_beam.ml.inference.vertex_ai_inference_test.ParseInvokeResponseTest ‑ test_parse_invoke_response_list_format
apache_beam.ml.inference.vertex_ai_inference_test.ParseInvokeResponseTest ‑ test_parse_invoke_response_non_json
apache_beam.ml.inference.vertex_ai_inference_test.ParseInvokeResponseTest ‑ test_parse_invoke_response_single_prediction
apache_beam.ml.inference.vertex_ai_inference_test.ParseInvokeResponseTest ‑ test_parse_invoke_response_with_predictions_key
apache_beam.ml.inference.vertex_ai_inference_test.RetryOnClientErrorTest ‑ test_retry_on_client_error_negative
apache_beam.ml.inference.vertex_ai_inference_test.RetryOnClientErrorTest ‑ test_retry_on_client_error_positive
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_datatable_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_datatable_single_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_numpy_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_numpy_single_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_numpy_single_batch_large_model
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_pandas_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_pandas_single_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_scipy_multi_batch
apache_beam.ml.inference.xgboost_inference_it_test.XGBoostInference ‑ test_iris_classification_scipy_single_batch
apache_beam.ml.inference.xgboost_inference_test
apache_beam.ml.rag.chunking.base_test.ChunkingTransformProviderTest ‑ test_chunking_transform
apache_beam.ml.rag.chunking.base_test.ChunkingTransformProviderTest ‑ test_custom_chunk_id_fn
apache_beam.ml.rag.chunking.base_test.ChunkingTransformProviderTest ‑ test_doesnt_override_get_text_splitter_transform
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_empty_document_field
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_empty_text
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_huggingface_tokenizer_splitter
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_invalid_document_field
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_invalid_text_splitter
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_multiple_metadata_fields
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_no_metadata_fields
apache_beam.ml.rag.chunking.langchain_test.LangChainChunkingTest ‑ test_recursive_splitter_no_overlap
apache_beam.ml.rag.embeddings.base_test.ContentStringTest ‑ test_image_bytes_raises
apache_beam.ml.rag.embeddings.base_test.ContentStringTest ‑ test_image_uri_content
apache_beam.ml.rag.embeddings.base_test.ContentStringTest ‑ test_text_content
apache_beam.ml.rag.embeddings.base_test.ImageEmbeddableItemTest ‑ test_from_image_bytes
apache_beam.ml.rag.embeddings.base_test.ImageEmbeddableItemTest ‑ test_from_image_str
apache_beam.ml.rag.embeddings.base_test.ImageEmbeddableItemTest ‑ test_from_image_with_metadata
apache_beam.ml.rag.embeddings.base_test.RAGBaseEmbeddingsTest ‑ test_adapter_input_conversion
apache_beam.ml.rag.embeddings.base_test.RAGBaseEmbeddingsTest ‑ test_adapter_input_conversion_missing_text_content
apache_beam.ml.rag.embeddings.base_test.RAGBaseEmbeddingsTest ‑ test_adapter_output_conversion
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageAdapterTest ‑ test_image_adapter_bytes_input
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageAdapterTest ‑ test_image_adapter_missing_content
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageAdapterTest ‑ test_image_adapter_output
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageAdapterTest ‑ test_image_adapter_path_input
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest ‑ test_image_embedding_pipeline
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceImageEmbeddingsTest ‑ test_image_embedding_pipeline_from_path
apache_beam.ml.rag.embeddings.huggingface_test.HuggingfaceTextEmbeddingsTest ‑ test_embedding_pipeline
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAIImageAdapterTest ‑ test_image_adapter_bytes_input
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAIImageAdapterTest ‑ test_image_adapter_missing_content
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAIImageAdapterTest ‑ test_image_adapter_output
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAIImageAdapterTest ‑ test_image_adapter_str_input
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAIImageEmbeddingsTest ‑ test_image_embedding_pipeline
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAIImageEmbeddingsTest ‑ test_image_embedding_pipeline_from_path
apache_beam.ml.rag.embeddings.vertex_ai_test.VertexAITextEmbeddingsTest ‑ test_embedding_pipeline
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_basic_vector_search
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_batched_metadata_filter_vector_search
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_condition_batching
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_empty_input
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_euclidean_distance_search
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_include_distance
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_invalid_query
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_metadata_filter_leakage
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_missing_embedding
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_no_metadata_restriction
apache_beam.ml.rag.enrichment.bigquery_vector_search_it_test.TestBigQueryVectorSearchIT ‑ test_price_range_filter_with_callable
apache_beam.ml.rag.enrichment.milvus_search_it_test
apache_beam.ml.rag.enrichment.milvus_search_test
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_conflict_resolution_default_ignore
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_conflict_resolution_default_update_fields
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_conflict_resolution_update
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_custom_specs
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_default_id_embedding_specs
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_default_schema
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_defaults_with_args_specs
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_language_connector
apache_beam.ml.rag.ingestion.alloydb_it_test.AlloydbVectorWriterConfigTest ‑ test_metadata_spec_and_conflicts
apache_beam.ml.rag.ingestion.base_test.VectorDatabaseBaseTest ‑ test_invalid_config
apache_beam.ml.rag.ingestion.base_test.VectorDatabaseBaseTest ‑ test_pipeline_integration
apache_beam.ml.rag.ingestion.base_test.VectorDatabaseBaseTest ‑ test_write_transform_creation
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_custom_schema
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_default_schema
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_default_schema_missing_embedding
apache_beam.ml.rag.ingestion.bigquery_it_test.BigQueryVectorWriterConfigTest ‑ test_streaming_default_schema
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_composite_unique_constraint_conflicts_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_composite_unique_constraint_conflicts_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_2
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_3
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_4
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_conflict_resolution_5
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_column_names_and_value_functions_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_column_names_and_value_functions_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_type_conversion_with_default_columns_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_custom_type_conversion_with_default_columns_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_config_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_config_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_id_embedding_specs_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_default_id_embedding_specs_1
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_metadata_field_extraction_0
apache_beam.ml.rag.ingestion.cloudsql_it_test.CloudSQLVectorWriterConfigTest ‑ test_metadata_field_extraction_1
apache_beam.ml.rag.ingestion.milvus_search_it_test
apache_beam.ml.rag.ingestion.milvus_search_test
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_conflict_resolution_default_ignore
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_conflict_resolution_default_update_fields
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_conflict_resolution_update
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_custom_specs
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_default_id_embedding_specs
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_default_schema
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_defaults_with_args_specs
apache_beam.ml.rag.ingestion.postgres_it_test.PostgresVectorWriterConfigTest ‑ test_metadata_spec_and_conflicts
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_custom_column
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_default_schema
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_flattened_metadata
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_minimal_schema
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_update_mode
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_with_converter
apache_beam.ml.rag.ingestion.spanner_it_test.SpannerVectorWriterTest ‑ test_write_with_timestamp
apache_beam.ml.rag.test_utils
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_no_read_or_write_artifact_lcoation
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_non_dict_datatype
apache_beam.ml.transforms.base_test.TestImageEmbeddingHandler ‑ test_handler_with_non_image_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.TestMultiModalEmbeddingHandler ‑ test_handler_with_dict_inputs
apache_beam.ml.transforms.base_test.TestMultiModalEmbeddingHandler ‑ test_handler_with_incorrect_datatype
apache_beam.ml.transforms.base_test.TestMultiModalEmbeddingHandler ‑ test_handler_with_non_dict_datatype
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_dict_input_fn_normal
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_dict_input_fn_on_list_inputs
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_dict_output_fn_normal
apache_beam.ml.transforms.base_test.TestUtilFunctions ‑ test_dict_output_fn_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.base_test.TextEmbeddingHandlerTest ‑ test_no_columns_or_type_adapter
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.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_embeddings_with_dimensions
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_mltransform_to_ptransform_with_openai
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_openai_text_embeddings
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_with_artifact_location
apache_beam.ml.transforms.embeddings.open_ai_it_test.OpenAIEmbeddingsTest ‑ test_with_int_data_types
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_it_test.VertexAIEmbeddingsTest ‑ test_embeddings_with_read_artifact_location
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIEmbeddingsTest ‑ test_embeddings_with_scale_to_0_1
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIEmbeddingsTest ‑ test_mltransform_to_ptransform_with_vertex
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIEmbeddingsTest ‑ test_vertex_ai_text_embeddings
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIEmbeddingsTest ‑ test_with_gcs_artifact_location
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIEmbeddingsTest ‑ test_with_int_data_types
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIImageEmbeddingsTest ‑ test_improper_dimension
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIImageEmbeddingsTest ‑ test_vertex_ai_image_embedding
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIMultiModalEmbeddingsTest ‑ test_improper_dimension
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIMultiModalEmbeddingsTest ‑ test_improper_video_dimension
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIMultiModalEmbeddingsTest ‑ test_missing_columns
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIMultiModalEmbeddingsTest ‑ test_vertex_ai_multimodal_embedding_img_and_text
apache_beam.ml.transforms.embeddings.vertex_ai_it_test.VertexAIMultiModalEmbeddingsTest ‑ test_vertex_ai_multimodal_embedding_video
apache_beam.ml.transforms.handlers_test
apache_beam.ml.transforms.tft_test
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