code stringlengths 114 1.05M | path stringlengths 3 312 | quality_prob float64 0.5 0.99 | learning_prob float64 0.2 1 | filename stringlengths 3 168 | kind stringclasses 1
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"""Executor specifications for components."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import functools
import operator
from typing import List, Optional, Text, Union
from tfx import types
from tfx.dsl.component.experimental import placeholders
from... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/component/experimental/executor_specs.py | 0.91103 | 0.238329 | executor_specs.py | pypi |
"""Utilities to evaluate and resolve Placeholders."""
import base64
import re
from typing import Any, Callable, Dict, Union
from absl import logging
import attr
from tfx.dsl.placeholder import placeholder as ph
from tfx.orchestration.portable import data_types
from tfx.proto.orchestration import placeholder_pb2
from ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/compiler/placeholder_utils.py | 0.852307 | 0.348839 | placeholder_utils.py | pypi |
"""Utility functions for DSL Compiler."""
# TODO(b/149535307): Remove __future__ imports
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Optional, Text, Type
from tfx import types
from tfx.dsl.components.base import base_node
from ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/compiler/compiler_utils.py | 0.736116 | 0.290012 | compiler_utils.py | pypi |
"""Compiles README.ml-pipelines-sdk.md TFX pipeline into README.ml-pipelines-sdk.md TFX DSL IR proto."""
import json
import re
from typing import cast, Iterable, List, Mapping
from tfx import types
from tfx.dsl.compiler import compiler_utils
from tfx.dsl.compiler import constants
from tfx.dsl.components.base import ba... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/compiler/compiler.py | 0.877899 | 0.258541 | compiler.py | pypi |
"""Placeholders represent not-yet-available values at the component authoring time."""
import abc
import copy
import enum
from typing import Optional, Type, Union, cast
from tfx import types
from tfx.proto.orchestration import placeholder_pb2
from tfx.utils import proto_utils
from google.protobuf import message
cla... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/placeholder/placeholder.py | 0.918845 | 0.356251 | placeholder.py | pypi |
"""Base class for TFX nodes."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
from typing import Any, Dict, Optional, Text, Type
from absl import logging
from six import with_metaclass
from tfx.dsl.components.base import base_driver
from tfx.... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/components/base/base_node.py | 0.951639 | 0.173131 | base_node.py | pypi |
"""TFX Resolver definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
from typing import Any, Dict, List, Optional, Text, Type
from six import with_metaclass
from tfx import types
from tfx.dsl.components.base import base_driver
from tfx... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/components/common/resolver.py | 0.860545 | 0.213224 | resolver.py | pypi |
"""Pluggable file I/O interface for use in TFX system and components."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Callable, Iterable, List, Text, Tuple, Type
from tfx.dsl.io import filesystem
from tfx.dsl.io import filesystem... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/io/fileio.py | 0.874091 | 0.298236 | fileio.py | pypi |
"""Local filesystem-based filesystem plugin."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import glob
import os
import shutil
from typing import Any, Callable, Iterable, List, Text, Tuple
from tfx.dsl.io import filesystem
from tfx.dsl.io import file... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/io/plugins/local.py | 0.778355 | 0.227351 | local.py | pypi |
"""Tensorflow GFile-based filesystem plugin."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Callable, Iterable, List, Text, Tuple
from tfx.dsl.io import filesystem
from tfx.dsl.io import filesystem_registry
from tfx.dsl.io.files... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/dsl/io/plugins/tensorflow_gfile.py | 0.853791 | 0.337995 | tensorflow_gfile.py | pypi |
import copy
from typing import Any, Dict, Iterator, List, Mapping, Text
import apache_beam as beam
import tensorflow as tf
from tfx.experimental.distributed_inference.graphdef_experiments.subgraph_partitioning import execution_spec
@beam.ptransform_fn
@beam.typehints.with_input_types(Dict[Text, Dict[Text, Any]])
@be... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/beam_pipeline.py | 0.883186 | 0.341871 | beam_pipeline.py | pypi |
import tensorflow as tf
tf.compat.v1.disable_eager_execution() # Disable eager mode
N = 1000 # number of embeddings
NDIMS = 16 # dimensionality of embeddings
def create_session(graph):
return tf.compat.v1.Session(
graph=graph,
config=tf.compat.v1.ConfigProto(inter_op_parallelism_threads=8))
# Def... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/create_complex_graph.py | 0.766818 | 0.348645 | create_complex_graph.py | pypi |
import collections
from typing import Dict, List, Mapping, Set, Text
import tensorflow as tf
from tfx.dsl.io import fileio
from tfx.experimental.distributed_inference.graphdef_experiments.subgraph_partitioning import execution_spec
def get_graph_name_to_graph_def(
graph_name_to_filepath: Mapping[Text, Text]
) -> ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/graph_partition.py | 0.924951 | 0.44059 | graph_partition.py | pypi |
"""Define LocalDagRunner to run the pipeline locally."""
import os
from absl import logging
from tfx.experimental.templates.penguin.pipeline import configs
from tfx.experimental.templates.penguin.pipeline import pipeline
from tfx.orchestration import metadata
from tfx.orchestration.local import local_dag_runner
from ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/templates/penguin/local_runner.py | 0.518059 | 0.277828 | local_runner.py | pypi |
from typing import List, Text
from absl import logging
import tensorflow as tf
from tensorflow import keras
import tensorflow_transform as tft
from tensorflow_transform.tf_metadata import schema_utils
from tfx.components.trainer.executor import TrainerFnArgs
from tfx.components.trainer.fn_args_utils import DataAccesso... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/templates/penguin/models/model.py | 0.914725 | 0.442817 | model.py | pypi |
"""Define LocalDagRunner to run the pipeline locally."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from absl import logging
from tfx.experimental.templates.taxi.pipeline import configs
from tfx.experimental.templates.taxi.pipeline import pi... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/templates/taxi/local_runner.py | 0.629775 | 0.161816 | local_runner.py | pypi |
from __future__ import division
from __future__ import print_function
import tensorflow as tf
import tensorflow_transform as tft
from tfx.experimental.templates.taxi.models import features
def _fill_in_missing(x):
"""Replace missing values in README.ml-pipelines-sdk.md SparseTensor.
Fills in missing values of ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/templates/taxi/models/preprocessing.py | 0.880399 | 0.478407 | preprocessing.py | pypi |
from __future__ import division
from __future__ import print_function
from absl import logging
import tensorflow as tf
import tensorflow_transform as tft
from tfx.experimental.templates.taxi.models import features
from tfx.experimental.templates.taxi.models.keras import constants
from tfx_bsl.tfxio import dataset_opt... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/templates/taxi/models/keras/model.py | 0.885307 | 0.468304 | model.py | pypi |
from __future__ import division
from __future__ import print_function
from absl import logging
import tensorflow as tf
import tensorflow_model_analysis as tfma
import tensorflow_transform as tft
from tensorflow_transform.tf_metadata import schema_utils
from tfx.experimental.templates.taxi.models import features
from t... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/experimental/templates/taxi/models/estimator/model.py | 0.955909 | 0.383988 | model.py | pypi |
from typing import Any, Dict, Text
import apache_beam as beam
from apache_beam.io.gcp import bigquery
import tensorflow as tf
from tfx.utils import telemetry_utils
@beam.ptransform_fn
@beam.typehints.with_input_types(beam.Pipeline)
@beam.typehints.with_output_types(beam.typehints.Dict[Text, Any])
def ReadFromBigQuer... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_big_query/utils.py | 0.831177 | 0.425963 | utils.py | pypi |
"""TFX BigQueryToElwcExampleGen component definition."""
from typing import Optional, Text
from tfx import types
from tfx.components.base import executor_spec
from tfx.components.example_gen import component
from tfx.components.example_gen import utils
from tfx.extensions.google_cloud_big_query.experimental.elwc_exam... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/component/component.py | 0.938667 | 0.500122 | component.py | pypi |
"""Generic TFX BigQueryToElwcExampleGen executor."""
from typing import Any, Dict, Iterable, List, Set, Text, Tuple
import apache_beam as beam
from google.cloud import bigquery
import tensorflow as tf
from tfx.components.example_gen import base_example_gen_executor
from tfx.extensions.google_cloud_big_query import ut... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/component/executor.py | 0.721841 | 0.422743 | executor.py | pypi |
"""TFX BigQueryExampleGen component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Optional, Text
from tfx import types
from tfx.components.example_gen import component
from tfx.components.example_gen import utils
from tf... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_big_query/example_gen/component.py | 0.939018 | 0.34834 | component.py | pypi |
"""Generic TFX BigQueryExampleGen executor."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, Optional, Text
import apache_beam as beam
from apache_beam.options import value_provider
from google.cloud import bigquery
import ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_big_query/example_gen/executor.py | 0.893658 | 0.314629 | executor.py | pypi |
"""Functions for creating container components from kubeflow components."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Callable, Dict, Text
from tfx.dsl.component.experimental import container_component
from tfx.dsl.component.e... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/experimental/kfp_compatibility/kfp_container_component.py | 0.754101 | 0.228716 | kfp_container_component.py | pypi |
"""An abstract class for the runner for both CAIP and uCAIP."""
import abc
import datetime
import json
from typing import Any, Dict, List, Optional, Text
from absl import logging
from googleapiclient import discovery
from googleapiclient import http
from tfx import types
from tfx.types import artifact_utils
from tfx... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_ai_platform/training_clients.py | 0.892674 | 0.330417 | training_clients.py | pypi |
"""Custom executor to push TFX model to AI Platform."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import time
from typing import Any, Dict, List, Text
from google.api_core import client_options # pylint: disable=unused-import
from googleapiclient imp... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_ai_platform/pusher/executor.py | 0.828523 | 0.216985 | executor.py | pypi |
"""Helper class to start TFX training jobs on AI Platform."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, List, Text
import absl
from tfx import types
from tfx.components.trainer import executor as tfx_trainer_executor
from... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_ai_platform/trainer/executor.py | 0.897007 | 0.282042 | executor.py | pypi |
"""BulkInferrer component for Cloud AI platform."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, Optional, Text, Union
from tfx import types
from tfx.components.base import base_component
from tfx.components.base import exe... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_ai_platform/bulk_inferrer/component.py | 0.908594 | 0.30562 | component.py | pypi |
"""BulkInferrer executor for Cloud AI platform."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import hashlib
import re
from typing import Any, Dict, List, Text
from absl import logging
from googleapiclient import discovery
import tensorflow as tf
from... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/extensions/google_cloud_ai_platform/bulk_inferrer/executor.py | 0.699049 | 0.221624 | executor.py | pypi |
import os
import pickle
from typing import Text, Tuple
import absl
import numpy as np
from sklearn.neural_network import MLPClassifier
from tfx.components.trainer.fn_args_utils import DataAccessor
from tfx.components.trainer.fn_args_utils import FnArgs
from tfx.dsl.io import fileio
from tfx.utils import io_utils
from... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/penguin/experimental/penguin_utils_sklearn.py | 0.798187 | 0.344361 | penguin_utils_sklearn.py | pypi |
"""Predict extractor for scikit-learn models."""
import copy
import os
import pickle
from typing import Dict, Iterable, List, Text
import apache_beam as beam
import numpy as np
import tensorflow as tf
import tensorflow_model_analysis as tfma
from tensorflow_model_analysis import constants
from tensorflow_model_analys... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/penguin/experimental/sklearn_predict_extractor.py | 0.896274 | 0.387661 | sklearn_predict_extractor.py | pypi |
"""Penguin example using TFX."""
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evaluator
from tfx.components import ExampleValidator
from tfx.components import Pusher
from tfx.components import ResolverN... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/penguin/experimental/penguin_pipeline_sklearn_local.py | 0.680135 | 0.382862 | penguin_pipeline_sklearn_local.py | pypi |
"""Penguin example using TFX on GCP."""
import os
from typing import Dict, List, Optional, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evaluator
from tfx.components import ExampleValidator
from tfx.components import Pusher
from tfx.comp... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/penguin/experimental/penguin_pipeline_sklearn_gcp.py | 0.742608 | 0.411761 | penguin_pipeline_sklearn_gcp.py | pypi |
from __future__ import division
from __future__ import print_function
import tensorflow as tf
import tensorflow_model_analysis as tfma
import tensorflow_transform as tft
from tensorflow_transform.tf_metadata import schema_utils
# Categorical features are assumed to each have README.ml-pipelines-sdk.md maximum value i... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bigquery_ml/taxi_utils_bqml.py | 0.935942 | 0.413951 | taxi_utils_bqml.py | pypi |
from typing import Optional, Text
from tfx import types
from tfx.dsl.components.base import base_component
from tfx.dsl.components.base import executor_spec
from tfx.examples.custom_components.slack.slack_component import executor
from tfx.types import standard_artifacts
from tfx.types.component_spec import ChannelPar... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/slack/slack_component/component.py | 0.919435 | 0.270534 | component.py | pypi |
import os
import signal
from typing import Any, Dict, List, Text
import absl
import attr
import slack
from tfx import types
from tfx.components.util import model_utils
from tfx.dsl.components.base import base_executor
from tfx.types import artifact_utils
from tfx.utils import io_utils
# Case-insensitive text messages... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/slack/slack_component/executor.py | 0.804021 | 0.164953 | executor.py | pypi |
import datetime
import os
from tfx.components import CsvExampleGen
from tfx.components import Evaluator
from tfx.components import ExampleValidator
from tfx.components import ModelValidator
from tfx.components import Pusher
from tfx.components import SchemaGen
from tfx.components import StatisticsGen
from tfx.componen... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/slack/example/taxi_pipeline_slack_kubeflow.py | 0.770896 | 0.228931 | taxi_pipeline_slack_kubeflow.py | pypi |
import os
import tensorflow as tf
import tensorflow_model_analysis as tfma
import tensorflow_transform as tft
from tensorflow_transform.beam.tft_beam_io import transform_fn_io
from tensorflow_transform.saved import saved_transform_io
from tensorflow_transform.tf_metadata import metadata_io
from tensorflow_transform.tf... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/slack/example/taxi_utils_slack.py | 0.877214 | 0.354517 | taxi_utils_slack.py | pypi |
import datetime
import os
from tfx.components import CsvExampleGen
from tfx.components import Evaluator
from tfx.components import ExampleValidator
from tfx.components import ModelValidator
from tfx.components import Pusher
from tfx.components import SchemaGen
from tfx.components import StatisticsGen
from tfx.componen... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/slack/example/taxi_pipeline_slack.py | 0.697506 | 0.309995 | taxi_pipeline_slack.py | pypi |
from typing import Optional, Text
from tfx import types
from tfx.dsl.components.base import base_component
from tfx.dsl.components.base import executor_spec
from tfx.examples.custom_components.hello_world.hello_component import executor
from tfx.types import channel_utils
from tfx.types import standard_artifacts
from ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/hello_world/hello_component/component.py | 0.914293 | 0.244307 | component.py | pypi |
import json
import os
from typing import Any, Dict, List, Text
from tfx import types
from tfx.dsl.components.base import base_executor
from tfx.dsl.io import fileio
from tfx.types import artifact_utils
from tfx.utils import io_utils
class Executor(base_executor.BaseExecutor):
"""Executor for HelloComponent."""
... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/hello_world/hello_component/executor.py | 0.836421 | 0.297974 | executor.py | pypi |
"""Chicago taxi example using TFX."""
import os
from typing import Text
import absl
from tfx.components import CsvExampleGen
from tfx.components import StatisticsGen
from tfx.examples.custom_components.hello_world.hello_component import component
from tfx.orchestration import metadata
from tfx.orchestration import pi... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/hello_world/example/taxi_pipeline_hello.py | 0.841435 | 0.400632 | taxi_pipeline_hello.py | pypi |
"""Container-based pipeline sample."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Text
from tfx.dsl.component.experimental import container_component
from tfx.dsl.component.experimental import placeholders
from tfx.types import stan... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/container_components/download_grep_print_pipeline.py | 0.670069 | 0.190122 | download_grep_print_pipeline.py | pypi |
"""TFX PrestoExampleGen component definition."""
from typing import Optional, Text
from tfx import types
from tfx.components.example_gen import component
from tfx.components.example_gen import utils
from tfx.dsl.components.base import executor_spec
from tfx.examples.custom_components.presto_example_gen.presto_compone... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/presto_example_gen/presto_component/component.py | 0.909773 | 0.333747 | component.py | pypi |
"""Generic TFX PrestoExampleGen executor."""
import datetime
from typing import Any, Dict, Iterable, Text, Tuple
import apache_beam as beam
import prestodb
import tensorflow as tf
from tfx.components.example_gen import base_example_gen_executor
from tfx.examples.custom_components.presto_example_gen.proto import prest... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/presto_example_gen/presto_component/executor.py | 0.801936 | 0.240842 | executor.py | pypi |
"""Chicago taxi example using TFX."""
import os
from typing import Text
import absl
from tfx.components import Evaluator
from tfx.components import ExampleValidator
from tfx.components import ModelValidator
from tfx.components import Pusher
from tfx.components import SchemaGen
from tfx.components import StatisticsGen... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/custom_components/presto_example_gen/example/taxi_pipeline_presto.py | 0.867457 | 0.393997 | taxi_pipeline_presto.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import Evaluator
from tfx.components import ExampleValidator
from tfx.components import ImportEx... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/cifar10/cifar10_pipeline_native_keras.py | 0.856122 | 0.305633 | cifar10_pipeline_native_keras.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow as tf
import tensorflow_transform as tft
from tfx.components.trainer.fn_args_utils import FnArgs
from tfx.components.trainer.rewriting impo... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/cifar10/cifar10_utils_native_keras.py | 0.929047 | 0.303383 | cifar10_utils_native_keras.py | pypi |
"""Chicago taxi example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import datetime
import os
from typing import List, Text
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evalu... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/airflow_workshop/setup/dags/taxi_pipeline_solution.py | 0.814864 | 0.290396 | taxi_pipeline_solution.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Text
import absl
import tensorflow as tf
import tensorflow_transform as tft
from tfx.components.trainer.executor import TrainerFnArgs
# Categorical features are assumed to each have ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/airflow_workshop/setup/dags/taxi_utils_solution.py | 0.883519 | 0.440289 | taxi_utils_solution.py | pypi |
"""Utils to query README.ml-pipelines-sdk.md TFX pipeline's ml-metadata store in README.ml-pipelines-sdk.md notebook."""
import os
import time
import papermill as pm
import tensorflow_data_validation as tfdv
import tensorflow_model_analysis as tfma
import utils
from ml_metadata.metadata_store import metadata_store
f... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/airflow_workshop/notebooks/tfx_utils.py | 0.936829 | 0.362433 | tfx_utils.py | pypi |
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import Evaluator
from tfx.components import ImportExampleGen
from tfx.components import Pusher
from tfx.components import SchemaGen
from tfx.components import StatisticsGen
from tfx.components import Traine... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/ranking/ranking_pipeline.py | 0.697609 | 0.21564 | ranking_pipeline.py | pypi |
"""Module file."""
import tensorflow as tf
import tensorflow_ranking as tfr
import tensorflow_transform as tft
from tfx.examples.ranking import features
from tfx.examples.ranking import struct2tensor_parsing_utils
from tfx_bsl.public import tfxio
def make_decoder():
"""Creates README.ml-pipelines-sdk.md data decod... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/ranking/ranking_utils.py | 0.776326 | 0.40342 | ranking_utils.py | pypi |
"""BERT Sentence Pair Classification example on MRPC using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tf... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bert/mrpc/bert_mrpc_pipeline.py | 0.807081 | 0.333395 | bert_mrpc_pipeline.py | pypi |
"""Python source file include mrpc pipeline functions and necessary utils."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Text
import tensorflow as tf
import tensorflow_hub as hub
import tensorflow_transform as tft
from tfx.com... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bert/mrpc/bert_mrpc_utils.py | 0.960473 | 0.376222 | bert_mrpc_utils.py | pypi |
"""Prepressing using tensorflow_text BertTokenizer."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Text
import tensorflow as tf
import tensorflow_hub as hub
import tensorflow_text as text
from tensorflow.python.eager.context import ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bert/utils/bert_tokenizer_utils.py | 0.912543 | 0.355691 | bert_tokenizer_utils.py | pypi |
"""Configurable fine-tuning BERT models for various tasks."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Text, Optional, List, Union
import tensorflow as tf
import tensorflow.keras as keras
def build_bert_classifier(bert_layer: tf... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bert/utils/bert_models.py | 0.969222 | 0.54353 | bert_models.py | pypi |
"""BERT Single Sentence Classification example on CoLA using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bert/cola/bert_cola_pipeline.py | 0.805173 | 0.343892 | bert_cola_pipeline.py | pypi |
"""Python source file include cola pipeline functions and necessary utils."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Text
import tensorflow as tf
import tensorflow_hub as hub
import tensorflow_transform as tft
from tfx.comp... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/bert/cola/bert_cola_utils.py | 0.963394 | 0.362715 | bert_cola_utils.py | pypi |
"""MNIST handwritten digit classification example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import Evaluator
from tfx.compo... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/mnist/mnist_pipeline_native_keras.py | 0.846546 | 0.445952 | mnist_pipeline_native_keras.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Text
import absl
import tensorflow as tf
import tensorflow_transform as tft
from tfx.components.trainer.fn_args_utils import DataAccessor
from tfx_bsl.tfxio import dataset_options
# M... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/mnist/mnist_utils_native_keras_base.py | 0.930872 | 0.474449 | mnist_utils_native_keras_base.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import tensorflow as tf
import tensorflow_transform as tft
from tfx.components.trainer.fn_args_utils import FnArgs
from tfx.examples.mnist import mnist_utils_native_keras_base as base
def _get_serve_tf_examp... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/mnist/mnist_utils_native_keras.py | 0.933529 | 0.25564 | mnist_utils_native_keras.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
import tensorflow as tf
import tensorflow_transform as tft
from tfx.components.trainer.fn_args_utils import FnArgs
from tfx.components.trainer.rewriting import converters
from tfx.components.trainer... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/mnist/mnist_utils_native_keras_lite.py | 0.862091 | 0.20836 | mnist_utils_native_keras_lite.py | pypi |
"""IMDB Sentiment Analysis example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components impor... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/imdb/imdb_pipeline_native_keras.py | 0.907633 | 0.272856 | imdb_pipeline_native_keras.py | pypi |
"""Chicago taxi example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evaluato... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_warmstart.py | 0.803251 | 0.333965 | taxi_pipeline_warmstart.py | pypi |
"""Chicago taxi example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import datetime
import os
from typing import List, Text
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evalua... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_simple.py | 0.784526 | 0.361756 | taxi_pipeline_simple.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Text
import tensorflow as tf
import tensorflow_model_analysis as tfma
import tensorflow_transform as tft
from tensorflow_transform.tf_metadata import schema_utils
from tfx.components.t... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_utils.py | 0.937096 | 0.374476 | taxi_utils.py | pypi |
"""Chicago Taxi example demonstrating the usage of RuntimeParameter."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import kfp
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
fr... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_runtime_parameter.py | 0.916841 | 0.329823 | taxi_pipeline_runtime_parameter.py | pypi |
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Text
import absl
import tensorflow as tf
import tensorflow_transform as tft
from tfx.components.trainer.fn_args_utils import DataAccessor
from tfx.components.trainer.fn_args_utils imp... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_utils_native_keras.py | 0.862887 | 0.356475 | taxi_utils_native_keras.py | pypi |
"""Chicago taxi example pipeline for training and offline inference."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import BulkInferrer
fr... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_with_inference.py | 0.908825 | 0.345795 | taxi_pipeline_with_inference.py | pypi |
"""Chicago taxi example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evaluato... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_beam.py | 0.806891 | 0.357848 | taxi_pipeline_beam.py | pypi |
"""Chicago taxi example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evaluato... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_local.py | 0.792745 | 0.324182 | taxi_pipeline_local.py | pypi |
"""Chicago taxi example using TFX."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import List, Text
import absl
import tensorflow_model_analysis as tfma
from tfx.components import CsvExampleGen
from tfx.components import Evaluator... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/taxi_pipeline_native_keras.py | 0.80077 | 0.315749 | taxi_pipeline_native_keras.py | pypi |
"""A client for the chicago_taxi demo."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import base64
import json
import os
import subprocess
import tempfile
import requests
from tensorflow_transform import coders as tft_coders
from tenso... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/examples/chicago_taxi_pipeline/serving/chicago_taxi_client.py | 0.807005 | 0.241199 | chicago_taxi_client.py | pypi |
"""TFX ExampleValidator component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Optional, Text
from absl import logging
from tfx import types
from tfx.components.example_validator import executor
from tfx.dsl.compon... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/example_validator/component.py | 0.949599 | 0.787319 | component.py | pypi |
"""Generic TFX example_validator executor."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import Any, Dict, List, Text
from absl import logging
import tensorflow_data_validation as tfdv
from tfx import types
from tfx.components.ex... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/example_validator/executor.py | 0.934545 | 0.273049 | executor.py | pypi |
"""TFX Transform component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, Optional, Text, Union
from tfx import types
from tfx.components.transform import executor
from tfx.dsl.components.base import base_compon... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/transform/component.py | 0.962232 | 0.729929 | component.py | pypi |
"""Invoke transform executor for data transformation."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import absl
from tfx.components.transform import labels
from tfx.components.transform.executor import Executor
from tfx.proto import exa... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/transform/run_executor.py | 0.767341 | 0.27523 | run_executor.py | pypi |
"""TFX Pusher component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, Optional, Text, Union
from tfx import types
from tfx.components.pusher import executor
from tfx.dsl.components.base import base_component
fr... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/pusher/component.py | 0.863923 | 0.712532 | component.py | pypi |
"""TFX DataViewBinder component definition."""
from typing import Optional, Text
from tfx import types
from tfx.components.experimental.data_view import binder_executor
from tfx.dsl.components.base import base_component
from tfx.dsl.components.base import executor_spec
from tfx.types import standard_artifacts
from tfx... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/experimental/data_view/binder_component.py | 0.929871 | 0.712407 | binder_component.py | pypi |
"""TFX DataViewProvider component definition."""
from typing import Optional, Text
from tfx import types
from tfx.components.experimental.data_view import provider_executor
from tfx.dsl.components.base import base_component
from tfx.dsl.components.base import executor_spec
from tfx.types import standard_artifacts
from... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/experimental/data_view/provider_component.py | 0.934612 | 0.66556 | provider_component.py | pypi |
"""TFX ModelValidator component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Optional, Text
from tfx import types
from tfx.components.model_validator import driver
from tfx.components.model_validator import executor
fro... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/model_validator/component.py | 0.944511 | 0.660309 | component.py | pypi |
"""Generic TFX model validator custom driver."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, Optional, Text, Tuple
import absl
from tfx.dsl.components.base import base_driver
from tfx.orchestration import data_types
cla... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/model_validator/driver.py | 0.591369 | 0.235933 | driver.py | pypi |
"""Generic TFX model validator executor."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import Any, Dict, List, Text
import absl
import apache_beam as beam
import tensorflow_model_analysis as tfma
from tfx import types
from tfx.c... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/model_validator/executor.py | 0.804713 | 0.292482 | executor.py | pypi |
"""TFX StatisticsGen component definition."""
from typing import List, Optional, Text
from absl import logging
import tensorflow_data_validation as tfdv
from tfx import types
from tfx.components.statistics_gen import executor
from tfx.dsl.components.base import base_component
from tfx.dsl.components.base import execut... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/statistics_gen/component.py | 0.898628 | 0.811415 | component.py | pypi |
"""TFX ExampleValidator component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import List, Optional, Text, Union
from absl import logging
from tfx import types
from tfx.components.schema_gen import executor
from tfx.dsl.compon... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/schema_gen/component.py | 0.882548 | 0.746786 | component.py | pypi |
"""Generic TFX schema_gen executor."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from typing import Any, Dict, List, Text
from absl import logging
import tensorflow_data_validation as tfdv
from tfx import types
from tfx.dsl.components.base ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/schema_gen/executor.py | 0.841923 | 0.242262 | executor.py | pypi |
"""Utility functions for building requests."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
import os
from typing import Any, Iterable, List, Mapping, Optional, Text
from absl import logging
import six
import tensorflow as tf
from tfx import ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/infra_validator/request_builder.py | 0.788949 | 0.231386 | request_builder.py | pypi |
"""TFX InfraValidator component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Optional, Text
from tfx import types
from tfx.components.infra_validator import executor
from tfx.dsl.components.base import base_component
fr... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/infra_validator/component.py | 0.930482 | 0.653072 | component.py | pypi |
"""Modules for organizing various model server binaries."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
import os
from typing import Any, Dict, List, Optional, Text
from docker import types as docker_types
import six
from tfx.components.inf... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/infra_validator/serving_bins.py | 0.936612 | 0.161651 | serving_bins.py | pypi |
"""TFX InfraValidator executor definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import contextlib
import functools
import os
import signal
import threading
import time
from typing import Any, Dict, List, Optional, Text
from absl import loggin... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/infra_validator/executor.py | 0.870432 | 0.170802 | executor.py | pypi |
"""Module for shared interface of every model server clients."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
import time
from typing import List
from absl import logging
import six
from tfx.components.infra_validator import error_types
from ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/infra_validator/model_server_clients/base_client.py | 0.911783 | 0.16099 | base_client.py | pypi |
"""Module for shared interface of every model server runners."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
from typing import Text
import six
class BaseModelServerRunner(six.with_metaclass(abc.ABCMeta, object)):
"""Shared interface of ... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/infra_validator/model_server_runners/base_runner.py | 0.921631 | 0.70216 | base_runner.py | pypi |
"""FnArgs for passing information to UDF."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Callable, Dict, Iterator, List, NamedTuple, Optional, Text
import absl
import attr
import pyarrow as pa
import tensorflow as tf
from tfx im... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/trainer/fn_args_utils.py | 0.909267 | 0.235718 | fn_args_utils.py | pypi |
"""TFX Trainer component definition."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Any, Dict, Optional, Text, Union
from tfx import types
from tfx.components.trainer import executor
from tfx.dsl.components.base import base_component
... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/trainer/component.py | 0.870184 | 0.736827 | component.py | pypi |
"""TFX local trainer executor."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import json
import os
from typing import Any, Dict, List, Text
import absl
import tensorflow as tf
import tensorflow_model_analysis as tfma
from tfx import types
from tfx.com... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/trainer/executor.py | 0.827619 | 0.267884 | executor.py | pypi |
"""Converters rewrite models using the provided rewriters."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
import time
from typing import Text
import tensorflow as tf
from tfx.components.trainer.rewriting import rewriter
from tfx.dsl.io impor... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/trainer/rewriting/converters.py | 0.940278 | 0.344554 | converters.py | pypi |
"""Rewriter that invokes the TFJS converter."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from typing import Text
import six
from tensorflowjs.converters import converter
from tfx.components.trainer.rewriting import rewriter
CONVERTER_SAVED_MODEL_... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/trainer/rewriting/tfjs_rewriter.py | 0.918462 | 0.255657 | tfjs_rewriter.py | pypi |
"""Base class that TFX rewriters inherit and invocation utilities."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import abc
import collections
import enum
from typing import Text
import six
ModelDescription = collections.namedtuple('ModelDescription... | /rflow_ml_pipelines_sdk-1.1.18-py3-none-any.whl/tfx/components/trainer/rewriting/rewriter.py | 0.945134 | 0.388038 | rewriter.py | pypi |
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