diff --git a/components/alibi-detect-server/.dockerignore b/components/alibi-detect-server/.dockerignore new file mode 100644 index 0000000000..d2b9023344 --- /dev/null +++ b/components/alibi-detect-server/.dockerignore @@ -0,0 +1 @@ +_seldon_core/.tox \ No newline at end of file diff --git a/components/alibi-detect-server/Makefile b/components/alibi-detect-server/Makefile index 2a76325dfd..388703a57a 100644 --- a/components/alibi-detect-server/Makefile +++ b/components/alibi-detect-server/Makefile @@ -3,7 +3,7 @@ SHELL := /bin/bash VERSION ?= $(shell cat ../../version.txt) DOCKER_REGISTRY ?= seldonio -BASE_IMAGE ?= ${DOCKER_REGISTRY}/conda-ubi8 +BASE_IMAGE ?= ${DOCKER_REGISTRY}/conda-ubi9 IMAGE ?= ${DOCKER_REGISTRY}/alibi-detect-server KIND_NAME ?= kind diff --git a/components/alibi-detect-server/pyproject.toml b/components/alibi-detect-server/pyproject.toml index 747cfdd327..7db92c0bb0 100644 --- a/components/alibi-detect-server/pyproject.toml +++ b/components/alibi-detect-server/pyproject.toml @@ -1,18 +1,18 @@ [tool.poetry] name = "adserver" -version = "1.18.0" +version = "1.19.0-dev" description = "Model Explanation Server" authors = ["Seldon Technologies Ltd. "] license = "Business Source License 1.1" [tool.poetry.dependencies] -python = ">=3.8,<3.11" +python = ">=3.12, <3.13.0" alibi-detect = {version = "^0.11.4", extras = ["all"]} seldon-core = {path = "_seldon_core", develop = false} numpy = "*" cloudevents = "1.2.0" -tensorflow = "^2.12.0" -scikit-learn = "0.24.2" +tensorflow = "2.17.1" +scikit-learn = "1.7.2" elasticsearch = "7.9.1" diff --git a/components/alibi-explain-server/Dockerfile b/components/alibi-explain-server/Dockerfile index 724567fe7c..1927eac7ff 100644 --- a/components/alibi-explain-server/Dockerfile +++ b/components/alibi-explain-server/Dockerfile @@ -23,23 +23,22 @@ WORKDIR /microservice # Install Poetry ENV POETRY_HOME /microservice/.poetry -RUN curl -sSL https://install.python-poetry.org | python3 - --version 1.1.15 +RUN /opt/conda/bin/pip install --no-cache-dir "poetry==2.1.2" + +# Replace vulnerable pip wheel embedded inside virtualenv(CVE-2025-8869) +RUN find /opt/conda/lib/python3.12/site-packages/virtualenv/seed/wheels/embed/ -name "pip-*.whl" -delete && \ + /opt/conda/bin/pip wheel pip==25.3.0 --wheel-dir /opt/conda/lib/python3.12/site-packages/virtualenv/seed/wheels/embed/ ENV PATH "$POETRY_HOME/bin:$PATH" ENV POETRY_VIRTUALENVS_CREATE false -# Install the server +# Install the dependencies only COPY poetry.lock pyproject.toml ./ ## Disable Poetry's new installer to avoid JSONDecodeError ## https://github.com/python-poetry/poetry/issues/4210 ## NOTE: Removing explicitly requirements.txt file from subdeps test ## dependencies causing false positives in Snyk. -RUN poetry config experimental.new-installer false && \ - poetry install && \ - rm ~/.cache/pip -rf && \ - rm -f /opt/conda/lib/python3.8/site-packages/gslib/vendored/boto/requirements.txt \ - /opt/conda/lib/python3.8/site-packages/gslib/vendored/oauth2client/docs/requirements.txt \ - /opt/conda/lib/python3.8/site-packages/spacy/tests/package/requirements.txt +RUN poetry install --no-root # Add licences @@ -56,6 +55,9 @@ RUN python -m spacy download en_core_web_md COPY alibiexplainer alibiexplainer COPY README.md README.md +# Install the project code +RUN poetry install + FROM base as final WORKDIR /microservice diff --git a/components/alibi-explain-server/Makefile b/components/alibi-explain-server/Makefile index be732ba937..e655a522ad 100644 --- a/components/alibi-explain-server/Makefile +++ b/components/alibi-explain-server/Makefile @@ -4,7 +4,7 @@ SHELL := /bin/bash VERSION ?= $(shell cat ../../version.txt) DOCKER_REGISTRY ?= seldonio -BASE_IMAGE ?= ${DOCKER_REGISTRY}/conda-ubi8 +BASE_IMAGE ?= ${DOCKER_REGISTRY}/conda-ubi9 IMAGE ?= ${DOCKER_REGISTRY}/alibiexplainer KIND_NAME ?= kind @@ -27,7 +27,7 @@ build_apis: get_apis --grpc_python_out=./ \ --mypy_out=./ \ ./proto/prediction.proto - sed -i "s/from proto/from alibiexplainer.proto/g" alibiexplainer/proto/prediction_pb2_grpc.py + perl -0pi -e 's/from proto/from alibiexplainer.proto/g' alibiexplainer/proto/prediction_pb2_grpc.py dev_install: poetry install @@ -36,7 +36,7 @@ test: #type_check poetry run pytest -v -W ignore type_check: - mypy --ignore-missing-imports alibiexplainer --exclude proto + mypy --ignore-missing-imports --check-untyped-defs alibiexplainer --exclude proto lint: type_check isort --profile black --check . --skip proto --skip .eggs --skip .tox @@ -47,7 +47,7 @@ fmt: black . --exclude "(proto|.eggs|.tox)" docker-build: - docker build --file=Dockerfile --build-arg BASE_IMAGE=${BASE_IMAGE} --build-arg VERSION=${VERSION} -t ${IMAGE}:${VERSION} . + docker build --platform=linux/amd64 --file=Dockerfile --build-arg BASE_IMAGE=${BASE_IMAGE} --build-arg VERSION=${VERSION} -t ${IMAGE}:${VERSION} . docker-build-gpu: docker build --file=Dockerfile.gpu -t ${IMAGE}-gpu:${VERSION} . diff --git a/components/alibi-explain-server/alibiexplainer/anchor_text.py b/components/alibi-explain-server/alibiexplainer/anchor_text.py index 4c4592ed29..2bf697089f 100644 --- a/components/alibi-explain-server/alibiexplainer/anchor_text.py +++ b/components/alibi-explain-server/alibiexplainer/anchor_text.py @@ -43,7 +43,7 @@ def __init__( predict_fn: Callable, explainer: Optional[alibi.explainers.AnchorText], spacy_language_model: str = "en_core_web_md", - **kwargs + **kwargs, ): self.predict_fn = predict_fn if EXPLAIN_RANDOM_SEED == "True" and str(EXPLAIN_RANDOM_SEED_VALUE).isdigit(): diff --git a/components/alibi-explain-server/alibiexplainer/explainer_wrapper.py b/components/alibi-explain-server/alibiexplainer/explainer_wrapper.py index 0341c8da17..70736e51c5 100644 --- a/components/alibi-explain-server/alibiexplainer/explainer_wrapper.py +++ b/components/alibi-explain-server/alibiexplainer/explainer_wrapper.py @@ -18,12 +18,14 @@ # and since modified # -from typing import Dict, List, Optional +from typing import Any, List, Optional + +from alibi.api.interfaces import Explanation class ExplainerWrapper(object): - def validate(self, training_data_url: Optional[str]): + def validate(self, training_data_url: Optional[str]) -> Optional[Any]: pass - def explain(self, inputs: List) -> Dict: + def explain(self, inputs: List) -> Explanation: pass diff --git a/components/alibi-explain-server/alibiexplainer/integrated_gradients.py b/components/alibi-explain-server/alibiexplainer/integrated_gradients.py index 82c347e250..082e6a6732 100644 --- a/components/alibi-explain-server/alibiexplainer/integrated_gradients.py +++ b/components/alibi-explain-server/alibiexplainer/integrated_gradients.py @@ -20,7 +20,7 @@ def __init__( internal_batch_size: int = 100, method: str = "gausslegendre", layer: Optional[int] = None, - **kwargs + **kwargs, ): if keras_model is None: raise Exception("Integrated Gradients requires a Keras model") diff --git a/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.py b/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.py index 44299bafff..0f8af4e680 100644 --- a/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.py +++ b/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.py @@ -1,11 +1,12 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! # source: proto/prediction.proto - +# Protobuf Python Version: 4.25.1 +"""Generated protocol buffer code.""" from google.protobuf import descriptor as _descriptor -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection +from google.protobuf import descriptor_pool as _descriptor_pool from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -17,1487 +18,84 @@ from tensorflow.core.framework import tensor_pb2 as tensorflow_dot_core_dot_framework_dot_tensor__pb2 -DESCRIPTOR = _descriptor.FileDescriptor( - name='proto/prediction.proto', - package='seldon.protos', - syntax='proto3', - serialized_options=b'\n\020io.seldon.protosB\020PredictionProtosZBgithub.com/seldonio/seldon-core/incubating/wrappers/s2i/go/pkg/api', - create_key=_descriptor._internal_create_key, - 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_descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonMessageMetadata.name', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='datatype', full_name='seldon.protos.SeldonMessageMetadata.datatype', index=3, - number=4, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='shape', full_name='seldon.protos.SeldonMessageMetadata.shape', index=4, - number=5, type=3, cpp_type=2, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1833, - serialized_end=1964, -) - - -_SELDONMODELMETADATA_CUSTOMENTRY = _descriptor.Descriptor( - name='CustomEntry', - full_name='seldon.protos.SeldonModelMetadata.CustomEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.SeldonModelMetadata.CustomEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='seldon.protos.SeldonModelMetadata.CustomEntry.value', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2213, - serialized_end=2258, -) - -_SELDONMODELMETADATA = _descriptor.Descriptor( - name='SeldonModelMetadata', - full_name='seldon.protos.SeldonModelMetadata', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonModelMetadata.name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='versions', full_name='seldon.protos.SeldonModelMetadata.versions', index=1, - number=2, type=9, cpp_type=9, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='platform', full_name='seldon.protos.SeldonModelMetadata.platform', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='inputs', full_name='seldon.protos.SeldonModelMetadata.inputs', index=3, - number=4, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='outputs', full_name='seldon.protos.SeldonModelMetadata.outputs', index=4, - number=5, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='custom', full_name='seldon.protos.SeldonModelMetadata.custom', index=5, - number=6, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_SELDONMODELMETADATA_CUSTOMENTRY, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1967, - serialized_end=2258, -) - - -_SELDONGRAPHMETADATA_MODELSENTRY = _descriptor.Descriptor( - name='ModelsEntry', - full_name='seldon.protos.SeldonGraphMetadata.ModelsEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.SeldonGraphMetadata.ModelsEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='seldon.protos.SeldonGraphMetadata.ModelsEntry.value', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2471, - serialized_end=2552, -) - -_SELDONGRAPHMETADATA = _descriptor.Descriptor( - name='SeldonGraphMetadata', - full_name='seldon.protos.SeldonGraphMetadata', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonGraphMetadata.name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='models', full_name='seldon.protos.SeldonGraphMetadata.models', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='inputs', full_name='seldon.protos.SeldonGraphMetadata.inputs', index=2, - number=3, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='outputs', full_name='seldon.protos.SeldonGraphMetadata.outputs', index=3, - number=4, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_SELDONGRAPHMETADATA_MODELSENTRY, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2261, - serialized_end=2552, -) - -_SELDONMESSAGE.fields_by_name['status'].message_type = _STATUS -_SELDONMESSAGE.fields_by_name['meta'].message_type = _META -_SELDONMESSAGE.fields_by_name['data'].message_type = _DEFAULTDATA -_SELDONMESSAGE.fields_by_name['jsonData'].message_type = google_dot_protobuf_dot_struct__pb2._VALUE -_SELDONMESSAGE.fields_by_name['customData'].message_type = google_dot_protobuf_dot_any__pb2._ANY -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['data']) -_SELDONMESSAGE.fields_by_name['data'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['binData']) -_SELDONMESSAGE.fields_by_name['binData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['strData']) -_SELDONMESSAGE.fields_by_name['strData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['jsonData']) -_SELDONMESSAGE.fields_by_name['jsonData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['customData']) -_SELDONMESSAGE.fields_by_name['customData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_DEFAULTDATA.fields_by_name['tensor'].message_type = _TENSOR -_DEFAULTDATA.fields_by_name['ndarray'].message_type = google_dot_protobuf_dot_struct__pb2._LISTVALUE -_DEFAULTDATA.fields_by_name['tftensor'].message_type = tensorflow_dot_core_dot_framework_dot_tensor__pb2._TENSORPROTO -_DEFAULTDATA.oneofs_by_name['data_oneof'].fields.append( - _DEFAULTDATA.fields_by_name['tensor']) -_DEFAULTDATA.fields_by_name['tensor'].containing_oneof = _DEFAULTDATA.oneofs_by_name['data_oneof'] -_DEFAULTDATA.oneofs_by_name['data_oneof'].fields.append( - _DEFAULTDATA.fields_by_name['ndarray']) -_DEFAULTDATA.fields_by_name['ndarray'].containing_oneof = _DEFAULTDATA.oneofs_by_name['data_oneof'] -_DEFAULTDATA.oneofs_by_name['data_oneof'].fields.append( - _DEFAULTDATA.fields_by_name['tftensor']) -_DEFAULTDATA.fields_by_name['tftensor'].containing_oneof = _DEFAULTDATA.oneofs_by_name['data_oneof'] -_META_TAGSENTRY.fields_by_name['value'].message_type = google_dot_protobuf_dot_struct__pb2._VALUE -_META_TAGSENTRY.containing_type = _META -_META_ROUTINGENTRY.containing_type = _META -_META_REQUESTPATHENTRY.containing_type = _META -_META.fields_by_name['tags'].message_type = _META_TAGSENTRY -_META.fields_by_name['routing'].message_type = _META_ROUTINGENTRY -_META.fields_by_name['requestPath'].message_type = _META_REQUESTPATHENTRY -_META.fields_by_name['metrics'].message_type = _METRIC -_METRIC_TAGSENTRY.containing_type = _METRIC -_METRIC.fields_by_name['type'].enum_type = _METRIC_METRICTYPE -_METRIC.fields_by_name['tags'].message_type = _METRIC_TAGSENTRY -_METRIC_METRICTYPE.containing_type = _METRIC -_SELDONMESSAGELIST.fields_by_name['seldonMessages'].message_type = _SELDONMESSAGE -_STATUS.fields_by_name['status'].enum_type = _STATUS_STATUSFLAG -_STATUS_STATUSFLAG.containing_type = _STATUS -_FEEDBACK.fields_by_name['request'].message_type = _SELDONMESSAGE -_FEEDBACK.fields_by_name['response'].message_type = _SELDONMESSAGE -_FEEDBACK.fields_by_name['truth'].message_type = _SELDONMESSAGE -_REQUESTRESPONSE.fields_by_name['request'].message_type = _SELDONMESSAGE -_REQUESTRESPONSE.fields_by_name['response'].message_type = _SELDONMESSAGE -_SELDONMESSAGEMETADATA.fields_by_name['schema'].message_type = google_dot_protobuf_dot_struct__pb2._VALUE -_SELDONMODELMETADATA_CUSTOMENTRY.containing_type = _SELDONMODELMETADATA -_SELDONMODELMETADATA.fields_by_name['inputs'].message_type = _SELDONMESSAGEMETADATA -_SELDONMODELMETADATA.fields_by_name['outputs'].message_type = _SELDONMESSAGEMETADATA -_SELDONMODELMETADATA.fields_by_name['custom'].message_type = _SELDONMODELMETADATA_CUSTOMENTRY -_SELDONGRAPHMETADATA_MODELSENTRY.fields_by_name['value'].message_type = _SELDONMODELMETADATA -_SELDONGRAPHMETADATA_MODELSENTRY.containing_type = _SELDONGRAPHMETADATA -_SELDONGRAPHMETADATA.fields_by_name['models'].message_type = _SELDONGRAPHMETADATA_MODELSENTRY -_SELDONGRAPHMETADATA.fields_by_name['inputs'].message_type = _SELDONMESSAGEMETADATA -_SELDONGRAPHMETADATA.fields_by_name['outputs'].message_type = _SELDONMESSAGEMETADATA -DESCRIPTOR.message_types_by_name['SeldonMessage'] = _SELDONMESSAGE -DESCRIPTOR.message_types_by_name['DefaultData'] = _DEFAULTDATA -DESCRIPTOR.message_types_by_name['Tensor'] = _TENSOR -DESCRIPTOR.message_types_by_name['Meta'] = _META -DESCRIPTOR.message_types_by_name['Metric'] = _METRIC -DESCRIPTOR.message_types_by_name['SeldonMessageList'] = _SELDONMESSAGELIST -DESCRIPTOR.message_types_by_name['Status'] = _STATUS -DESCRIPTOR.message_types_by_name['Feedback'] = _FEEDBACK -DESCRIPTOR.message_types_by_name['RequestResponse'] = _REQUESTRESPONSE -DESCRIPTOR.message_types_by_name['SeldonModelMetadataRequest'] = _SELDONMODELMETADATAREQUEST -DESCRIPTOR.message_types_by_name['SeldonMessageMetadata'] = _SELDONMESSAGEMETADATA -DESCRIPTOR.message_types_by_name['SeldonModelMetadata'] = _SELDONMODELMETADATA -DESCRIPTOR.message_types_by_name['SeldonGraphMetadata'] = _SELDONGRAPHMETADATA -_sym_db.RegisterFileDescriptor(DESCRIPTOR) - -SeldonMessage = _reflection.GeneratedProtocolMessageType('SeldonMessage', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMESSAGE, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonMessage) - }) -_sym_db.RegisterMessage(SeldonMessage) - -DefaultData = _reflection.GeneratedProtocolMessageType('DefaultData', (_message.Message,), { - 'DESCRIPTOR' : _DEFAULTDATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.DefaultData) - }) -_sym_db.RegisterMessage(DefaultData) - -Tensor = _reflection.GeneratedProtocolMessageType('Tensor', (_message.Message,), { - 'DESCRIPTOR' : _TENSOR, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Tensor) - }) -_sym_db.RegisterMessage(Tensor) - -Meta = _reflection.GeneratedProtocolMessageType('Meta', (_message.Message,), { - - 'TagsEntry' : _reflection.GeneratedProtocolMessageType('TagsEntry', (_message.Message,), { - 'DESCRIPTOR' : _META_TAGSENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta.TagsEntry) - }) - , - - 'RoutingEntry' : _reflection.GeneratedProtocolMessageType('RoutingEntry', (_message.Message,), { - 'DESCRIPTOR' : _META_ROUTINGENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta.RoutingEntry) - }) - , - - 'RequestPathEntry' : _reflection.GeneratedProtocolMessageType('RequestPathEntry', (_message.Message,), { - 'DESCRIPTOR' : _META_REQUESTPATHENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta.RequestPathEntry) - }) - , - 'DESCRIPTOR' : _META, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta) - }) -_sym_db.RegisterMessage(Meta) -_sym_db.RegisterMessage(Meta.TagsEntry) -_sym_db.RegisterMessage(Meta.RoutingEntry) -_sym_db.RegisterMessage(Meta.RequestPathEntry) - -Metric = _reflection.GeneratedProtocolMessageType('Metric', (_message.Message,), { - - 'TagsEntry' : _reflection.GeneratedProtocolMessageType('TagsEntry', (_message.Message,), { - 'DESCRIPTOR' : _METRIC_TAGSENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Metric.TagsEntry) - }) - , - 'DESCRIPTOR' : _METRIC, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Metric) - }) -_sym_db.RegisterMessage(Metric) -_sym_db.RegisterMessage(Metric.TagsEntry) - -SeldonMessageList = _reflection.GeneratedProtocolMessageType('SeldonMessageList', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMESSAGELIST, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonMessageList) - }) -_sym_db.RegisterMessage(SeldonMessageList) - -Status = _reflection.GeneratedProtocolMessageType('Status', (_message.Message,), { - 'DESCRIPTOR' : _STATUS, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Status) - }) -_sym_db.RegisterMessage(Status) - -Feedback = _reflection.GeneratedProtocolMessageType('Feedback', (_message.Message,), { - 'DESCRIPTOR' : _FEEDBACK, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Feedback) - }) -_sym_db.RegisterMessage(Feedback) - -RequestResponse = _reflection.GeneratedProtocolMessageType('RequestResponse', (_message.Message,), { - 'DESCRIPTOR' : _REQUESTRESPONSE, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.RequestResponse) - }) -_sym_db.RegisterMessage(RequestResponse) - -SeldonModelMetadataRequest = _reflection.GeneratedProtocolMessageType('SeldonModelMetadataRequest', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMODELMETADATAREQUEST, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonModelMetadataRequest) - }) -_sym_db.RegisterMessage(SeldonModelMetadataRequest) - -SeldonMessageMetadata = _reflection.GeneratedProtocolMessageType('SeldonMessageMetadata', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMESSAGEMETADATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonMessageMetadata) - }) -_sym_db.RegisterMessage(SeldonMessageMetadata) - -SeldonModelMetadata = _reflection.GeneratedProtocolMessageType('SeldonModelMetadata', (_message.Message,), { - - 'CustomEntry' : _reflection.GeneratedProtocolMessageType('CustomEntry', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMODELMETADATA_CUSTOMENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonModelMetadata.CustomEntry) - }) - , - 'DESCRIPTOR' : _SELDONMODELMETADATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonModelMetadata) - }) -_sym_db.RegisterMessage(SeldonModelMetadata) -_sym_db.RegisterMessage(SeldonModelMetadata.CustomEntry) - -SeldonGraphMetadata = _reflection.GeneratedProtocolMessageType('SeldonGraphMetadata', (_message.Message,), { - - 'ModelsEntry' : _reflection.GeneratedProtocolMessageType('ModelsEntry', (_message.Message,), { - 'DESCRIPTOR' : _SELDONGRAPHMETADATA_MODELSENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonGraphMetadata.ModelsEntry) - }) - , - 'DESCRIPTOR' : _SELDONGRAPHMETADATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonGraphMetadata) - }) -_sym_db.RegisterMessage(SeldonGraphMetadata) -_sym_db.RegisterMessage(SeldonGraphMetadata.ModelsEntry) - - -DESCRIPTOR._options = None -_TENSOR.fields_by_name['shape']._options = None -_TENSOR.fields_by_name['values']._options = None -_META_TAGSENTRY._options = None -_META_ROUTINGENTRY._options = None -_META_REQUESTPATHENTRY._options = None -_METRIC_TAGSENTRY._options = None -_SELDONMODELMETADATA_CUSTOMENTRY._options = None -_SELDONGRAPHMETADATA_MODELSENTRY._options = None - -_GENERIC = _descriptor.ServiceDescriptor( - name='Generic', - full_name='seldon.protos.Generic', - file=DESCRIPTOR, - index=0, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=2555, - serialized_end=2948, - methods=[ - _descriptor.MethodDescriptor( - name='TransformInput', - full_name='seldon.protos.Generic.TransformInput', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='TransformOutput', - full_name='seldon.protos.Generic.TransformOutput', - index=1, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='Route', - full_name='seldon.protos.Generic.Route', - index=2, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='Aggregate', - full_name='seldon.protos.Generic.Aggregate', - index=3, - containing_service=None, - input_type=_SELDONMESSAGELIST, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='SendFeedback', - full_name='seldon.protos.Generic.SendFeedback', - index=4, - containing_service=None, - input_type=_FEEDBACK, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_GENERIC) - -DESCRIPTOR.services_by_name['Generic'] = _GENERIC - - -_MODEL = _descriptor.ServiceDescriptor( - name='Model', - full_name='seldon.protos.Model', - file=DESCRIPTOR, - index=1, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=2951, - serialized_end=3178, - methods=[ - _descriptor.MethodDescriptor( - name='Predict', - full_name='seldon.protos.Model.Predict', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='SendFeedback', - full_name='seldon.protos.Model.SendFeedback', - index=1, - containing_service=None, - input_type=_FEEDBACK, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='Metadata', - full_name='seldon.protos.Model.Metadata', - index=2, - containing_service=None, - input_type=google_dot_protobuf_dot_empty__pb2._EMPTY, - output_type=_SELDONMODELMETADATA, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_MODEL) - -DESCRIPTOR.services_by_name['Model'] = _MODEL - - -_ROUTER = _descriptor.ServiceDescriptor( - name='Router', - full_name='seldon.protos.Router', - file=DESCRIPTOR, - index=2, - serialized_options=None, - 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_globals['_COMBINER']._serialized_end=3621 + _globals['_SELDON']._serialized_start=3624 + _globals['_SELDON']._serialized_end=3955 # @@protoc_insertion_point(module_scope) diff --git a/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.pyi b/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.pyi index c0ba7f9aa0..8f2609b0e2 100644 --- a/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.pyi +++ b/components/alibi-explain-server/alibiexplainer/proto/prediction_pb2.pyi @@ -1,556 +1,495 @@ -# @generated by generate_proto_mypy_stubs.py. Do not edit! +""" +@generated by mypy-protobuf. Do not edit manually! +isort:skip_file +""" +import builtins +import collections.abc +import google.protobuf.any_pb2 +import google.protobuf.descriptor +import google.protobuf.internal.containers +import google.protobuf.internal.enum_type_wrapper +import google.protobuf.message +import google.protobuf.struct_pb2 import sys -from google.protobuf.any_pb2 import ( - Any as google___protobuf___any_pb2___Any, -) - -from google.protobuf.descriptor import ( - Descriptor as google___protobuf___descriptor___Descriptor, - EnumDescriptor as google___protobuf___descriptor___EnumDescriptor, - FileDescriptor as google___protobuf___descriptor___FileDescriptor, -) - -from google.protobuf.internal.containers import ( - RepeatedCompositeFieldContainer as google___protobuf___internal___containers___RepeatedCompositeFieldContainer, - RepeatedScalarFieldContainer as google___protobuf___internal___containers___RepeatedScalarFieldContainer, -) - -from google.protobuf.internal.enum_type_wrapper import ( - _EnumTypeWrapper as google___protobuf___internal___enum_type_wrapper____EnumTypeWrapper, -) - -from google.protobuf.message import ( - Message as google___protobuf___message___Message, -) - -from google.protobuf.struct_pb2 import ( - ListValue as google___protobuf___struct_pb2___ListValue, - Value as google___protobuf___struct_pb2___Value, -) - -from tensorflow.core.framework.tensor_pb2 import ( - TensorProto as tensorflow___core___framework___tensor_pb2___TensorProto, -) - -from typing import ( - Iterable as typing___Iterable, - Mapping as typing___Mapping, - MutableMapping as typing___MutableMapping, - NewType as typing___NewType, - Optional as typing___Optional, - Text as typing___Text, - Union as typing___Union, - cast as typing___cast, -) - -from typing_extensions import ( - Literal as typing_extensions___Literal, -) - - -builtin___bool = bool -builtin___bytes = bytes -builtin___float = float -builtin___int = int -if sys.version_info < (3,): - builtin___buffer = buffer - builtin___unicode = unicode - - -DESCRIPTOR: google___protobuf___descriptor___FileDescriptor = ... - -class SeldonMessage(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - binData: builtin___bytes = ... - strData: typing___Text = ... +import tensorflow.core.framework.tensor_pb2 +import typing - @property - def status(self) -> type___Status: ... +if sys.version_info >= (3, 10): + import typing as typing_extensions +else: + import typing_extensions - @property - def meta(self) -> type___Meta: ... +DESCRIPTOR: google.protobuf.descriptor.FileDescriptor - @property - def data(self) -> type___DefaultData: ... +@typing_extensions.final +class SeldonMessage(google.protobuf.message.Message): + """[START Messages]""" - @property - def jsonData(self) -> google___protobuf___struct_pb2___Value: ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + STATUS_FIELD_NUMBER: builtins.int + META_FIELD_NUMBER: builtins.int + DATA_FIELD_NUMBER: builtins.int + BINDATA_FIELD_NUMBER: builtins.int + STRDATA_FIELD_NUMBER: builtins.int + JSONDATA_FIELD_NUMBER: builtins.int + CUSTOMDATA_FIELD_NUMBER: builtins.int @property - def customData(self) -> google___protobuf___any_pb2___Any: ... - - def __init__(self, + def status(self) -> global___Status: ... + @property + def meta(self) -> global___Meta: ... + @property + def data(self) -> global___DefaultData: ... + binData: builtins.bytes + strData: builtins.str + @property + def jsonData(self) -> google.protobuf.struct_pb2.Value: ... + @property + def customData(self) -> google.protobuf.any_pb2.Any: ... + def __init__( + self, *, - status : typing___Optional[type___Status] = None, - meta : typing___Optional[type___Meta] = None, - data : typing___Optional[type___DefaultData] = None, - binData : typing___Optional[builtin___bytes] = None, - strData : typing___Optional[typing___Text] = None, - jsonData : typing___Optional[google___protobuf___struct_pb2___Value] = None, - customData : typing___Optional[google___protobuf___any_pb2___Any] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonMessage: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonMessage: ... - def HasField(self, field_name: typing_extensions___Literal[u"binData",b"binData",u"customData",b"customData",u"data",b"data",u"data_oneof",b"data_oneof",u"jsonData",b"jsonData",u"meta",b"meta",u"status",b"status",u"strData",b"strData"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"binData",b"binData",u"customData",b"customData",u"data",b"data",u"data_oneof",b"data_oneof",u"jsonData",b"jsonData",u"meta",b"meta",u"status",b"status",u"strData",b"strData"]) -> None: ... - def WhichOneof(self, oneof_group: typing_extensions___Literal[u"data_oneof",b"data_oneof"]) -> typing_extensions___Literal["data","binData","strData","jsonData","customData"]: ... -type___SeldonMessage = SeldonMessage - -class DefaultData(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - names: google___protobuf___internal___containers___RepeatedScalarFieldContainer[typing___Text] = ... - + status: global___Status | None = ..., + meta: global___Meta | None = ..., + data: global___DefaultData | None = ..., + binData: builtins.bytes = ..., + strData: builtins.str = ..., + jsonData: google.protobuf.struct_pb2.Value | None = ..., + customData: google.protobuf.any_pb2.Any | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["binData", b"binData", "customData", b"customData", "data", b"data", "data_oneof", b"data_oneof", "jsonData", b"jsonData", "meta", b"meta", "status", b"status", "strData", b"strData"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["binData", b"binData", "customData", b"customData", "data", b"data", "data_oneof", b"data_oneof", "jsonData", b"jsonData", "meta", b"meta", "status", b"status", "strData", b"strData"]) -> None: ... + def WhichOneof(self, oneof_group: typing_extensions.Literal["data_oneof", b"data_oneof"]) -> typing_extensions.Literal["data", "binData", "strData", "jsonData", "customData"] | None: ... + +global___SeldonMessage = SeldonMessage + +@typing_extensions.final +class DefaultData(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + NAMES_FIELD_NUMBER: builtins.int + TENSOR_FIELD_NUMBER: builtins.int + NDARRAY_FIELD_NUMBER: builtins.int + TFTENSOR_FIELD_NUMBER: builtins.int @property - def tensor(self) -> type___Tensor: ... - + def names(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ... @property - def ndarray(self) -> google___protobuf___struct_pb2___ListValue: ... - + def tensor(self) -> global___Tensor: ... @property - def tftensor(self) -> tensorflow___core___framework___tensor_pb2___TensorProto: ... - - def __init__(self, + def ndarray(self) -> google.protobuf.struct_pb2.ListValue: ... + @property + def tftensor(self) -> tensorflow.core.framework.tensor_pb2.TensorProto: ... + def __init__( + self, *, - names : typing___Optional[typing___Iterable[typing___Text]] = None, - tensor : typing___Optional[type___Tensor] = None, - ndarray : typing___Optional[google___protobuf___struct_pb2___ListValue] = None, - tftensor : typing___Optional[tensorflow___core___framework___tensor_pb2___TensorProto] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> DefaultData: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> DefaultData: ... - def HasField(self, field_name: typing_extensions___Literal[u"data_oneof",b"data_oneof",u"ndarray",b"ndarray",u"tensor",b"tensor",u"tftensor",b"tftensor"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"data_oneof",b"data_oneof",u"names",b"names",u"ndarray",b"ndarray",u"tensor",b"tensor",u"tftensor",b"tftensor"]) -> None: ... - def WhichOneof(self, oneof_group: typing_extensions___Literal[u"data_oneof",b"data_oneof"]) -> typing_extensions___Literal["tensor","ndarray","tftensor"]: ... -type___DefaultData = DefaultData - -class Tensor(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - shape: google___protobuf___internal___containers___RepeatedScalarFieldContainer[builtin___int] = ... - values: google___protobuf___internal___containers___RepeatedScalarFieldContainer[builtin___float] = ... - - def __init__(self, + names: collections.abc.Iterable[builtins.str] | None = ..., + tensor: global___Tensor | None = ..., + ndarray: google.protobuf.struct_pb2.ListValue | None = ..., + tftensor: tensorflow.core.framework.tensor_pb2.TensorProto | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["data_oneof", b"data_oneof", "ndarray", b"ndarray", "tensor", b"tensor", "tftensor", b"tftensor"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["data_oneof", b"data_oneof", "names", b"names", "ndarray", b"ndarray", "tensor", b"tensor", "tftensor", b"tftensor"]) -> None: ... + def WhichOneof(self, oneof_group: typing_extensions.Literal["data_oneof", b"data_oneof"]) -> typing_extensions.Literal["tensor", "ndarray", "tftensor"] | None: ... + +global___DefaultData = DefaultData + +@typing_extensions.final +class Tensor(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + SHAPE_FIELD_NUMBER: builtins.int + VALUES_FIELD_NUMBER: builtins.int + @property + def shape(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ... + @property + def values(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ... + def __init__( + self, *, - shape : typing___Optional[typing___Iterable[builtin___int]] = None, - values : typing___Optional[typing___Iterable[builtin___float]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Tensor: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Tensor: ... - def ClearField(self, field_name: typing_extensions___Literal[u"shape",b"shape",u"values",b"values"]) -> None: ... -type___Tensor = Tensor - -class Meta(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - class TagsEntry(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - key: typing___Text = ... + shape: collections.abc.Iterable[builtins.int] | None = ..., + values: collections.abc.Iterable[builtins.float] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["shape", b"shape", "values", b"values"]) -> None: ... - @property - def value(self) -> google___protobuf___struct_pb2___Value: ... +global___Tensor = Tensor + +@typing_extensions.final +class Meta(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor - def __init__(self, + @typing_extensions.final + class TagsEntry(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + KEY_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + key: builtins.str + @property + def value(self) -> google.protobuf.struct_pb2.Value: ... + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - value : typing___Optional[google___protobuf___struct_pb2___Value] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Meta.TagsEntry: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Meta.TagsEntry: ... - def HasField(self, field_name: typing_extensions___Literal[u"value",b"value"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"value",b"value"]) -> None: ... - type___TagsEntry = TagsEntry - - class RoutingEntry(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - key: typing___Text = ... - value: builtin___int = ... - - def __init__(self, + key: builtins.str = ..., + value: google.protobuf.struct_pb2.Value | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + + @typing_extensions.final + class RoutingEntry(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + KEY_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + key: builtins.str + value: builtins.int + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - value : typing___Optional[builtin___int] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Meta.RoutingEntry: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Meta.RoutingEntry: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"value",b"value"]) -> None: ... - type___RoutingEntry = RoutingEntry - - class RequestPathEntry(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - key: typing___Text = ... - value: typing___Text = ... - - def __init__(self, + key: builtins.str = ..., + value: builtins.int = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + + @typing_extensions.final + class RequestPathEntry(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + KEY_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + key: builtins.str + value: builtins.str + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - value : typing___Optional[typing___Text] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Meta.RequestPathEntry: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Meta.RequestPathEntry: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"value",b"value"]) -> None: ... - type___RequestPathEntry = RequestPathEntry - - puid: typing___Text = ... - + key: builtins.str = ..., + value: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + + PUID_FIELD_NUMBER: builtins.int + TAGS_FIELD_NUMBER: builtins.int + ROUTING_FIELD_NUMBER: builtins.int + REQUESTPATH_FIELD_NUMBER: builtins.int + METRICS_FIELD_NUMBER: builtins.int + puid: builtins.str @property - def tags(self) -> typing___MutableMapping[typing___Text, google___protobuf___struct_pb2___Value]: ... - + def tags(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, google.protobuf.struct_pb2.Value]: ... @property - def routing(self) -> typing___MutableMapping[typing___Text, builtin___int]: ... - + def routing(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.int]: ... @property - def requestPath(self) -> typing___MutableMapping[typing___Text, typing___Text]: ... - + def requestPath(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ... @property - def metrics(self) -> google___protobuf___internal___containers___RepeatedCompositeFieldContainer[type___Metric]: ... - - def __init__(self, + def metrics(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Metric]: ... + def __init__( + self, *, - puid : typing___Optional[typing___Text] = None, - tags : typing___Optional[typing___Mapping[typing___Text, google___protobuf___struct_pb2___Value]] = None, - routing : typing___Optional[typing___Mapping[typing___Text, builtin___int]] = None, - requestPath : typing___Optional[typing___Mapping[typing___Text, typing___Text]] = None, - metrics : typing___Optional[typing___Iterable[type___Metric]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Meta: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Meta: ... - def ClearField(self, field_name: typing_extensions___Literal[u"metrics",b"metrics",u"puid",b"puid",u"requestPath",b"requestPath",u"routing",b"routing",u"tags",b"tags"]) -> None: ... -type___Meta = Meta - -class Metric(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - MetricTypeValue = typing___NewType('MetricTypeValue', builtin___int) - type___MetricTypeValue = MetricTypeValue - MetricType: _MetricType - class _MetricType(google___protobuf___internal___enum_type_wrapper____EnumTypeWrapper[Metric.MetricTypeValue]): - DESCRIPTOR: google___protobuf___descriptor___EnumDescriptor = ... - COUNTER = typing___cast(Metric.MetricTypeValue, 0) - GAUGE = typing___cast(Metric.MetricTypeValue, 1) - TIMER = typing___cast(Metric.MetricTypeValue, 2) - COUNTER = typing___cast(Metric.MetricTypeValue, 0) - GAUGE = typing___cast(Metric.MetricTypeValue, 1) - TIMER = typing___cast(Metric.MetricTypeValue, 2) - type___MetricType = MetricType - - class TagsEntry(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - key: typing___Text = ... - value: typing___Text = ... - - def __init__(self, + puid: builtins.str = ..., + tags: collections.abc.Mapping[builtins.str, google.protobuf.struct_pb2.Value] | None = ..., + routing: collections.abc.Mapping[builtins.str, builtins.int] | None = ..., + requestPath: collections.abc.Mapping[builtins.str, builtins.str] | None = ..., + metrics: collections.abc.Iterable[global___Metric] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["metrics", b"metrics", "puid", b"puid", "requestPath", b"requestPath", "routing", b"routing", "tags", b"tags"]) -> None: ... + +global___Meta = Meta + +@typing_extensions.final +class Metric(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + class _MetricType: + ValueType = typing.NewType("ValueType", builtins.int) + V: typing_extensions.TypeAlias = ValueType + + class _MetricTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Metric._MetricType.ValueType], builtins.type): + DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor + COUNTER: Metric._MetricType.ValueType # 0 + GAUGE: Metric._MetricType.ValueType # 1 + TIMER: Metric._MetricType.ValueType # 2 + + class MetricType(_MetricType, metaclass=_MetricTypeEnumTypeWrapper): ... + COUNTER: Metric.MetricType.ValueType # 0 + GAUGE: Metric.MetricType.ValueType # 1 + TIMER: Metric.MetricType.ValueType # 2 + + @typing_extensions.final + class TagsEntry(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + KEY_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + key: builtins.str + value: builtins.str + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - value : typing___Optional[typing___Text] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Metric.TagsEntry: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Metric.TagsEntry: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"value",b"value"]) -> None: ... - type___TagsEntry = TagsEntry - - key: typing___Text = ... - type: type___Metric.MetricTypeValue = ... - value: builtin___float = ... - + key: builtins.str = ..., + value: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + + KEY_FIELD_NUMBER: builtins.int + TYPE_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + TAGS_FIELD_NUMBER: builtins.int + key: builtins.str + type: global___Metric.MetricType.ValueType + value: builtins.float @property - def tags(self) -> typing___MutableMapping[typing___Text, typing___Text]: ... - - def __init__(self, + def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ... + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - type : typing___Optional[type___Metric.MetricTypeValue] = None, - value : typing___Optional[builtin___float] = None, - tags : typing___Optional[typing___Mapping[typing___Text, typing___Text]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Metric: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Metric: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"tags",b"tags",u"type",b"type",u"value",b"value"]) -> None: ... -type___Metric = Metric - -class SeldonMessageList(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... + key: builtins.str = ..., + type: global___Metric.MetricType.ValueType = ..., + value: builtins.float = ..., + tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "tags", b"tags", "type", b"type", "value", b"value"]) -> None: ... - @property - def seldonMessages(self) -> google___protobuf___internal___containers___RepeatedCompositeFieldContainer[type___SeldonMessage]: ... +global___Metric = Metric + +@typing_extensions.final +class SeldonMessageList(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor - def __init__(self, + SELDONMESSAGES_FIELD_NUMBER: builtins.int + @property + def seldonMessages(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessage]: ... + def __init__( + self, *, - seldonMessages : typing___Optional[typing___Iterable[type___SeldonMessage]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonMessageList: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonMessageList: ... - def ClearField(self, field_name: typing_extensions___Literal[u"seldonMessages",b"seldonMessages"]) -> None: ... -type___SeldonMessageList = SeldonMessageList - -class Status(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - StatusFlagValue = typing___NewType('StatusFlagValue', builtin___int) - type___StatusFlagValue = StatusFlagValue - StatusFlag: _StatusFlag - class _StatusFlag(google___protobuf___internal___enum_type_wrapper____EnumTypeWrapper[Status.StatusFlagValue]): - DESCRIPTOR: google___protobuf___descriptor___EnumDescriptor = ... - SUCCESS = typing___cast(Status.StatusFlagValue, 0) - FAILURE = typing___cast(Status.StatusFlagValue, 1) - SUCCESS = typing___cast(Status.StatusFlagValue, 0) - FAILURE = typing___cast(Status.StatusFlagValue, 1) - type___StatusFlag = StatusFlag - - code: builtin___int = ... - info: typing___Text = ... - reason: typing___Text = ... - status: type___Status.StatusFlagValue = ... - - def __init__(self, + seldonMessages: collections.abc.Iterable[global___SeldonMessage] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["seldonMessages", b"seldonMessages"]) -> None: ... + +global___SeldonMessageList = SeldonMessageList + +@typing_extensions.final +class Status(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + class _StatusFlag: + ValueType = typing.NewType("ValueType", builtins.int) + V: typing_extensions.TypeAlias = ValueType + + class _StatusFlagEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Status._StatusFlag.ValueType], builtins.type): + DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor + SUCCESS: Status._StatusFlag.ValueType # 0 + FAILURE: Status._StatusFlag.ValueType # 1 + + class StatusFlag(_StatusFlag, metaclass=_StatusFlagEnumTypeWrapper): ... + SUCCESS: Status.StatusFlag.ValueType # 0 + FAILURE: Status.StatusFlag.ValueType # 1 + + CODE_FIELD_NUMBER: builtins.int + INFO_FIELD_NUMBER: builtins.int + REASON_FIELD_NUMBER: builtins.int + STATUS_FIELD_NUMBER: builtins.int + code: builtins.int + info: builtins.str + reason: builtins.str + status: global___Status.StatusFlag.ValueType + def __init__( + self, *, - code : typing___Optional[builtin___int] = None, - info : typing___Optional[typing___Text] = None, - reason : typing___Optional[typing___Text] = None, - status : typing___Optional[type___Status.StatusFlagValue] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Status: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Status: ... - def ClearField(self, field_name: typing_extensions___Literal[u"code",b"code",u"info",b"info",u"reason",b"reason",u"status",b"status"]) -> None: ... -type___Status = Status - -class Feedback(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - reward: builtin___float = ... - + code: builtins.int = ..., + info: builtins.str = ..., + reason: builtins.str = ..., + status: global___Status.StatusFlag.ValueType = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["code", b"code", "info", b"info", "reason", b"reason", "status", b"status"]) -> None: ... + +global___Status = Status + +@typing_extensions.final +class Feedback(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + REQUEST_FIELD_NUMBER: builtins.int + RESPONSE_FIELD_NUMBER: builtins.int + REWARD_FIELD_NUMBER: builtins.int + TRUTH_FIELD_NUMBER: builtins.int @property - def request(self) -> type___SeldonMessage: ... - + def request(self) -> global___SeldonMessage: ... @property - def response(self) -> type___SeldonMessage: ... - + def response(self) -> global___SeldonMessage: ... + reward: builtins.float @property - def truth(self) -> type___SeldonMessage: ... - - def __init__(self, + def truth(self) -> global___SeldonMessage: ... + def __init__( + self, *, - request : typing___Optional[type___SeldonMessage] = None, - response : typing___Optional[type___SeldonMessage] = None, - reward : typing___Optional[builtin___float] = None, - truth : typing___Optional[type___SeldonMessage] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> Feedback: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> Feedback: ... - def HasField(self, field_name: typing_extensions___Literal[u"request",b"request",u"response",b"response",u"truth",b"truth"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"request",b"request",u"response",b"response",u"reward",b"reward",u"truth",b"truth"]) -> None: ... -type___Feedback = Feedback - -class RequestResponse(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - + request: global___SeldonMessage | None = ..., + response: global___SeldonMessage | None = ..., + reward: builtins.float = ..., + truth: global___SeldonMessage | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response", "truth", b"truth"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response", "reward", b"reward", "truth", b"truth"]) -> None: ... + +global___Feedback = Feedback + +@typing_extensions.final +class RequestResponse(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + REQUEST_FIELD_NUMBER: builtins.int + RESPONSE_FIELD_NUMBER: builtins.int @property - def request(self) -> type___SeldonMessage: ... - + def request(self) -> global___SeldonMessage: ... @property - def response(self) -> type___SeldonMessage: ... - - def __init__(self, + def response(self) -> global___SeldonMessage: ... + def __init__( + self, *, - request : typing___Optional[type___SeldonMessage] = None, - response : typing___Optional[type___SeldonMessage] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> RequestResponse: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> RequestResponse: ... - def HasField(self, field_name: typing_extensions___Literal[u"request",b"request",u"response",b"response"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"request",b"request",u"response",b"response"]) -> None: ... -type___RequestResponse = RequestResponse - -class SeldonModelMetadataRequest(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - name: typing___Text = ... - - def __init__(self, + request: global___SeldonMessage | None = ..., + response: global___SeldonMessage | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response"]) -> None: ... + +global___RequestResponse = RequestResponse + +@typing_extensions.final +class SeldonModelMetadataRequest(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + NAME_FIELD_NUMBER: builtins.int + name: builtins.str + def __init__( + self, *, - name : typing___Optional[typing___Text] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonModelMetadataRequest: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonModelMetadataRequest: ... - def ClearField(self, field_name: typing_extensions___Literal[u"name",b"name"]) -> None: ... -type___SeldonModelMetadataRequest = SeldonModelMetadataRequest - -class SeldonMessageMetadata(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - messagetype: typing___Text = ... - name: typing___Text = ... - datatype: typing___Text = ... - shape: google___protobuf___internal___containers___RepeatedScalarFieldContainer[builtin___int] = ... - + name: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["name", b"name"]) -> None: ... + +global___SeldonModelMetadataRequest = SeldonModelMetadataRequest + +@typing_extensions.final +class SeldonMessageMetadata(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + MESSAGETYPE_FIELD_NUMBER: builtins.int + SCHEMA_FIELD_NUMBER: builtins.int + NAME_FIELD_NUMBER: builtins.int + DATATYPE_FIELD_NUMBER: builtins.int + SHAPE_FIELD_NUMBER: builtins.int + messagetype: builtins.str + """SeldonMessage Metadata fields""" @property - def schema(self) -> google___protobuf___struct_pb2___Value: ... - - def __init__(self, + def schema(self) -> google.protobuf.struct_pb2.Value: ... + name: builtins.str + """KFserving tesnor metadata fields""" + datatype: builtins.str + @property + def shape(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ... + def __init__( + self, *, - messagetype : typing___Optional[typing___Text] = None, - schema : typing___Optional[google___protobuf___struct_pb2___Value] = None, - name : typing___Optional[typing___Text] = None, - datatype : typing___Optional[typing___Text] = None, - shape : typing___Optional[typing___Iterable[builtin___int]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonMessageMetadata: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonMessageMetadata: ... - def HasField(self, field_name: typing_extensions___Literal[u"schema",b"schema"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"datatype",b"datatype",u"messagetype",b"messagetype",u"name",b"name",u"schema",b"schema",u"shape",b"shape"]) -> None: ... -type___SeldonMessageMetadata = SeldonMessageMetadata - -class SeldonModelMetadata(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - class CustomEntry(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - key: typing___Text = ... - value: typing___Text = ... - - def __init__(self, + messagetype: builtins.str = ..., + schema: google.protobuf.struct_pb2.Value | None = ..., + name: builtins.str = ..., + datatype: builtins.str = ..., + shape: collections.abc.Iterable[builtins.int] | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["schema", b"schema"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["datatype", b"datatype", "messagetype", b"messagetype", "name", b"name", "schema", b"schema", "shape", b"shape"]) -> None: ... + +global___SeldonMessageMetadata = SeldonMessageMetadata + +@typing_extensions.final +class SeldonModelMetadata(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + @typing_extensions.final + class CustomEntry(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + KEY_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + key: builtins.str + value: builtins.str + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - value : typing___Optional[typing___Text] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonModelMetadata.CustomEntry: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonModelMetadata.CustomEntry: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"value",b"value"]) -> None: ... - type___CustomEntry = CustomEntry - - name: typing___Text = ... - versions: google___protobuf___internal___containers___RepeatedScalarFieldContainer[typing___Text] = ... - platform: typing___Text = ... - + key: builtins.str = ..., + value: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + + NAME_FIELD_NUMBER: builtins.int + VERSIONS_FIELD_NUMBER: builtins.int + PLATFORM_FIELD_NUMBER: builtins.int + INPUTS_FIELD_NUMBER: builtins.int + OUTPUTS_FIELD_NUMBER: builtins.int + CUSTOM_FIELD_NUMBER: builtins.int + name: builtins.str @property - def inputs(self) -> google___protobuf___internal___containers___RepeatedCompositeFieldContainer[type___SeldonMessageMetadata]: ... - + def versions(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ... + platform: builtins.str @property - def outputs(self) -> google___protobuf___internal___containers___RepeatedCompositeFieldContainer[type___SeldonMessageMetadata]: ... - + def inputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... @property - def custom(self) -> typing___MutableMapping[typing___Text, typing___Text]: ... - - def __init__(self, + def outputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... + @property + def custom(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ... + def __init__( + self, *, - name : typing___Optional[typing___Text] = None, - versions : typing___Optional[typing___Iterable[typing___Text]] = None, - platform : typing___Optional[typing___Text] = None, - inputs : typing___Optional[typing___Iterable[type___SeldonMessageMetadata]] = None, - outputs : typing___Optional[typing___Iterable[type___SeldonMessageMetadata]] = None, - custom : typing___Optional[typing___Mapping[typing___Text, typing___Text]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonModelMetadata: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonModelMetadata: ... - def ClearField(self, field_name: typing_extensions___Literal[u"custom",b"custom",u"inputs",b"inputs",u"name",b"name",u"outputs",b"outputs",u"platform",b"platform",u"versions",b"versions"]) -> None: ... -type___SeldonModelMetadata = SeldonModelMetadata - -class SeldonGraphMetadata(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - class ModelsEntry(google___protobuf___message___Message): - DESCRIPTOR: google___protobuf___descriptor___Descriptor = ... - key: typing___Text = ... - + name: builtins.str = ..., + versions: collections.abc.Iterable[builtins.str] | None = ..., + platform: builtins.str = ..., + inputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + outputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + custom: collections.abc.Mapping[builtins.str, builtins.str] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["custom", b"custom", "inputs", b"inputs", "name", b"name", "outputs", b"outputs", "platform", b"platform", "versions", b"versions"]) -> None: ... + +global___SeldonModelMetadata = SeldonModelMetadata + +@typing_extensions.final +class SeldonGraphMetadata(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + @typing_extensions.final + class ModelsEntry(google.protobuf.message.Message): + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + KEY_FIELD_NUMBER: builtins.int + VALUE_FIELD_NUMBER: builtins.int + key: builtins.str @property - def value(self) -> type___SeldonModelMetadata: ... - - def __init__(self, + def value(self) -> global___SeldonModelMetadata: ... + def __init__( + self, *, - key : typing___Optional[typing___Text] = None, - value : typing___Optional[type___SeldonModelMetadata] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonGraphMetadata.ModelsEntry: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonGraphMetadata.ModelsEntry: ... - def HasField(self, field_name: typing_extensions___Literal[u"value",b"value"]) -> builtin___bool: ... - def ClearField(self, field_name: typing_extensions___Literal[u"key",b"key",u"value",b"value"]) -> None: ... - type___ModelsEntry = ModelsEntry - - name: typing___Text = ... - + key: builtins.str = ..., + value: global___SeldonModelMetadata | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + + NAME_FIELD_NUMBER: builtins.int + MODELS_FIELD_NUMBER: builtins.int + INPUTS_FIELD_NUMBER: builtins.int + OUTPUTS_FIELD_NUMBER: builtins.int + name: builtins.str @property - def models(self) -> typing___MutableMapping[typing___Text, type___SeldonModelMetadata]: ... - + def models(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, global___SeldonModelMetadata]: ... @property - def inputs(self) -> google___protobuf___internal___containers___RepeatedCompositeFieldContainer[type___SeldonMessageMetadata]: ... - + def inputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... @property - def outputs(self) -> google___protobuf___internal___containers___RepeatedCompositeFieldContainer[type___SeldonMessageMetadata]: ... - - def __init__(self, + def outputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... + def __init__( + self, *, - name : typing___Optional[typing___Text] = None, - models : typing___Optional[typing___Mapping[typing___Text, type___SeldonModelMetadata]] = None, - inputs : typing___Optional[typing___Iterable[type___SeldonMessageMetadata]] = None, - outputs : typing___Optional[typing___Iterable[type___SeldonMessageMetadata]] = None, - ) -> None: ... - if sys.version_info >= (3,): - @classmethod - def FromString(cls, s: builtin___bytes) -> SeldonGraphMetadata: ... - else: - @classmethod - def FromString(cls, s: typing___Union[builtin___bytes, builtin___buffer, builtin___unicode]) -> SeldonGraphMetadata: ... - def ClearField(self, field_name: typing_extensions___Literal[u"inputs",b"inputs",u"models",b"models",u"name",b"name",u"outputs",b"outputs"]) -> None: ... -type___SeldonGraphMetadata = SeldonGraphMetadata + name: builtins.str = ..., + models: collections.abc.Mapping[builtins.str, global___SeldonModelMetadata] | None = ..., + inputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + outputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["inputs", b"inputs", "models", b"models", "name", b"name", "outputs", b"outputs"]) -> None: ... + +global___SeldonGraphMetadata = SeldonGraphMetadata diff --git a/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/resource_handle.proto b/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/resource_handle.proto index 5a41750475..aa53f7ff16 100644 --- a/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/resource_handle.proto +++ b/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/resource_handle.proto @@ -34,7 +34,9 @@ message ResourceHandleProto { // Protocol buffer representing a pair of (data type, tensor shape). message DtypeAndShape { + // Data type of the tensor. DataType dtype = 1; + // Shape of the tensor. TensorShapeProto shape = 2; } diff --git a/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/tensor.proto b/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/tensor.proto index 86012a1045..9f5a29aec1 100644 --- a/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/tensor.proto +++ b/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/tensor.proto @@ -14,6 +14,7 @@ option go_package = "github.com/tensorflow/tensorflow/tensorflow/go/core/framewo // Protocol buffer representing a tensor. message TensorProto { + // Data type of the tensor. DataType dtype = 1; // Shape of the tensor. TODO(touts): sort out the 0-rank issues. diff --git a/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/types.proto b/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/types.proto index d0a973845f..bef9863cbb 100644 --- a/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/types.proto +++ b/components/alibi-explain-server/alibiexplainer/proto/tensorflow/core/framework/types.proto @@ -43,12 +43,17 @@ enum DataType { DT_FLOAT8_E5M2 = 24; // 5 exponent bits, 2 mantissa bits. DT_FLOAT8_E4M3FN = 25; // 4 exponent bits, 3 mantissa bits, finite-only, with // 2 NaNs (0bS1111111). - // TODO - b/299182407: Leaving room for remaining float8 types. - // DT_FLOAT8_E4M3FNUZ = 26; - // DT_FLOAT8_E4M3B11FNUZ = 27; - // DT_FLOAT8_E5M2FNUZ = 28; + DT_FLOAT8_E4M3FNUZ = 26; // 4 exponent bits, 3 mantissa bits, finite-only, + // with NaN. + DT_FLOAT8_E4M3B11FNUZ = 27; // 4 exponent bits, 3 mantissa bits, 11 bits + // bias, finite-only, with NaNs. + DT_FLOAT8_E5M2FNUZ = 28; // 5 exponent bits, 2 mantissa bits, finite-only, + // with NaN. + DT_INT4 = 29; DT_UINT4 = 30; + DT_INT2 = 31; + DT_UINT2 = 32; // Do not use! These are only for TF1's obsolete reference Variables. // Every enum above should have a corresponding value below (verified by @@ -78,12 +83,14 @@ enum DataType { DT_UINT64_REF = 123; DT_FLOAT8_E5M2_REF = 124; DT_FLOAT8_E4M3FN_REF = 125; - // TODO - b/299182407: Leaving room for remaining float8 types. - // DT_FLOAT8_E4M3FNUZ_REF = 126; - // DT_FLOAT8_E4M3B11FNUZ_REF = 127; - // DT_FLOAT8_E5M2FNUZ_REF = 128; + + DT_FLOAT8_E4M3FNUZ_REF = 126; + DT_FLOAT8_E4M3B11FNUZ_REF = 127; + DT_FLOAT8_E5M2FNUZ_REF = 128; DT_INT4_REF = 129; DT_UINT4_REF = 130; + DT_INT2_REF = 131; + DT_UINT2_REF = 132; } // LINT.ThenChange( // https://www.tensorflow.org/code/tensorflow/c/tf_datatype.h, diff --git a/components/alibi-explain-server/alibiexplainer/utils.py b/components/alibi-explain-server/alibiexplainer/utils.py index fdea9c1f33..336e6294f0 100644 --- a/components/alibi-explain-server/alibiexplainer/utils.py +++ b/components/alibi-explain-server/alibiexplainer/utils.py @@ -75,7 +75,7 @@ def construct_predict_fn( predictor_host: str, model_name: str, protocol: Protocol = Protocol.seldon_grpc, - tf_data_type: str = None, + tf_data_type: Optional[str] = None, ) -> Callable: def _predict_fn(arr: Union[np.ndarray, List]) -> np.ndarray: # type: ignore if type(arr) == list: diff --git a/components/alibi-explain-server/poetry.lock b/components/alibi-explain-server/poetry.lock index 187889f8d7..42fc154369 100644 --- a/components/alibi-explain-server/poetry.lock +++ b/components/alibi-explain-server/poetry.lock @@ -1,162 +1,457 @@ +# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. + [[package]] name = "absl-py" -version = "1.4.0" +version = "2.3.1" description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." -category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.8" +groups = ["main"] +files = [ + {file = "absl_py-2.3.1-py3-none-any.whl", hash = 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f61410872c..3885f531f0 100644 --- a/components/alibi-explain-server/pyproject.toml +++ b/components/alibi-explain-server/pyproject.toml @@ -1,39 +1,52 @@ [tool.poetry] name = "alibiexplainer" -version = "1.18.0" +version = "1.19.0-dev" description = "Model Explanation Server" authors = ["Seldon Technologies Ltd. "] license = "Business Source License 1.1" [tool.poetry.dependencies] -python = ">=3.8,<3.11" -alibi = {version = "^0.9.4", extras = ["shap"]} -numpy = "*" -tensorflow = "^2.12.0" -scikit-learn = "1.0.2" -xgboost = "1.5.2" -lightgbm = "3.3.2" +python = ">=3.12.0,<3.13" +alibi = {version = "^0.9.6", extras = ["shap"]} +numpy = "1.26.4" +tensorflow = "2.18.1" +scikit-learn = "1.7.2" +xgboost = "1.7.6" +lightgbm = "^4.6.0" +thinc="8.2.5" +safetensors="0.6.2" +pywavelets="1.9.0" +transformers = "^4.53.0" +catboost = "^1.2.8" +tf-keras = "2.18.0" -catboost = "^1.0" -tornado = "^6.1" -protobuf = "^3.17.3" +tornado = "6.5.2" +protobuf = "5.29.1" joblib = "1.2.0" +requests = "^2.32.5" +urllib3 = "^2.5.0" +jinja2 = "^3.1.6" +werkzeug = "^3.1.3" +pillow = "^10.4.0" +certifi = "^2024.7.4" +fonttools = "^4.43.0" +idna = "^3.7" +pydantic = "^1.10.13" +tqdm = "^4.66.3" -werkzeug = "^2.1.1" -pillow = "^9.0.1" - -[tool.poetry.dev-dependencies] -pytest = "^6.2.4" +[tool.poetry.group.dev.dependencies] +pytest = "8.4.2" pytest-tornasync = "^0.6.0" -mypy = "^0.910" -grpcio-tools = "1.31.0" -mypy-protobuf = "1.22" -pip-licenses = "^3.5.2" -black = "22.12.0" -isort = "5.9.0" +mypy = "1.18.2" +grpcio-tools = "1.70.0" +mypy-protobuf = "3.5.0" +pip-licenses = "5.5.0" +black = "25.9.0" +isort = "7.0.0" types-requests = "2.26.0" -gsutil = "5.5" +gcsfs = "2025.9.0" requests-mock = "1.9.3" +pip-audit = "*" [build-system] requires = ["poetry-core>=1.0.0"] diff --git a/components/alibi-explain-server/requirements-apis.txt b/components/alibi-explain-server/requirements-apis.txt index 6e9e06c57e..f93d2c02bc 100644 --- a/components/alibi-explain-server/requirements-apis.txt +++ b/components/alibi-explain-server/requirements-apis.txt @@ -1,2 +1,2 @@ -grpcio-tools==1.31.0 -mypy-protobuf==1.22 +grpcio-tools==1.62.3 +mypy-protobuf==3.5.0 \ No newline at end of file diff --git a/components/alibi-explain-server/tests/__init__.py b/components/alibi-explain-server/tests/__init__.py index 139597f9cb..8b13789179 100644 --- a/components/alibi-explain-server/tests/__init__.py +++ b/components/alibi-explain-server/tests/__init__.py @@ -1,2 +1 @@ - diff --git a/components/alibi-explain-server/tests/make_test_models.py b/components/alibi-explain-server/tests/make_test_models.py index ade19ca9e8..4b32109e3c 100644 --- a/components/alibi-explain-server/tests/make_test_models.py +++ b/components/alibi-explain-server/tests/make_test_models.py @@ -17,16 +17,42 @@ from sklearn.pipeline import Pipeline from sklearn.preprocessing import OneHotEncoder, StandardScaler from sklearn.svm import SVC +from tensorflow.keras.layers import Layer +from tensorflow.keras.models import load_model +from tensorflow.keras.utils import custom_object_scope + + +# TensorFlowOpLayer was removed from Keras 3 +class TensorFlowOpLayer(Layer): + def __init__(self, node_def=None, constants=None, **kwargs): + super().__init__(**kwargs) + self.node_def = node_def or {} + self.constants = constants or {} + self.op_type = self.node_def.get("op", None) + + def call(self, inputs): + # in the resnet32 model, a Mean operation was used over the inputs + if self.op_type == "Mean": + axes = self.constants.get("1", [1, 2]) + keepdims = False + attr = self.node_def.get("attr", {}) + if "keep_dims" in attr and "b" in attr["keep_dims"]: + keepdims = attr["keep_dims"]["b"] + return tf.reduce_mean(inputs, axis=axes, keepdims=keepdims) + return inputs def make_anchor_image(dirname: Optional[Path] = None) -> AnchorImage: url = "https://storage.googleapis.com/seldon-models/alibi-detect/classifier/" path_model = os.path.join(url, "cifar10", "resnet32", "model.h5") - save_path = tf.keras.utils.get_file("resnet32", path_model) - model = tf.keras.models.load_model(save_path) + save_path = tf.keras.utils.get_file("resnet32.h5", path_model) - # we drop the first batch dimension because AnchorImage expects a single image - image_shape = model.get_layer(index=0).input_shape[0][1:] + # register TensorFlowOpLayer during loading for backwards compatibility + with custom_object_scope({"TensorFlowOpLayer": TensorFlowOpLayer}): + model = load_model(save_path, compile=False) + + # drop the first batch dimension because AnchorImage expects a single image + image_shape = model.input_shape[1:] # (1,32,32,3) -> (32,32,3) alibi_model = AnchorImage(predictor=model.predict, image_shape=image_shape) diff --git a/components/alibi-explain-server/tests/test_anchor_images.py b/components/alibi-explain-server/tests/test_anchor_images.py index 25149471fe..94baa4d6b1 100644 --- a/components/alibi-explain-server/tests/test_anchor_images.py +++ b/components/alibi-explain-server/tests/test_anchor_images.py @@ -21,7 +21,7 @@ import json import numpy as np -import tensorflow as tf +from keras.datasets import cifar10 from alibiexplainer.anchor_images import AnchorImages @@ -32,7 +32,7 @@ def test_cifar10_images(): # pylint: disable-msg=too-many-locals alibi_model = make_anchor_image() anchor_images = AnchorImages(alibi_model) - _, test = tf.keras.datasets.cifar10.load_data() + _, test = cifar10.load_data() X_test, _ = test X_test = X_test.astype("float32") / 255 idx = 12 diff --git a/components/alibi-explain-server/tests/test_integrated_gradients.py b/components/alibi-explain-server/tests/test_integrated_gradients.py index e7574a00cf..d3cade3b76 100644 --- a/components/alibi-explain-server/tests/test_integrated_gradients.py +++ b/components/alibi-explain-server/tests/test_integrated_gradients.py @@ -7,7 +7,7 @@ from alibiexplainer.integrated_gradients import IntegratedGradients -from .utils import download_from_gs +from .utils import download_from_gcs IMDB_KERAS_MODEL_URI = "gs://seldon-models/keras/imdb/*" KERAS_MODEL_FILENAME = "model.h5" @@ -16,7 +16,7 @@ def test_integrated_gradients(): with tempfile.TemporaryDirectory() as model_dir: - download_from_gs(IMDB_KERAS_MODEL_URI, model_dir) + download_from_gcs(IMDB_KERAS_MODEL_URI, model_dir) keras_model_path = os.path.join(model_dir, KERAS_MODEL_FILENAME) keras_model = keras.models.load_model(keras_model_path) integrated_gradients = IntegratedGradients(keras_model, layer=1) diff --git a/components/alibi-explain-server/tests/utils.py b/components/alibi-explain-server/tests/utils.py index c99ac14446..04799e020b 100644 --- a/components/alibi-explain-server/tests/utils.py +++ b/components/alibi-explain-server/tests/utils.py @@ -1,8 +1,9 @@ import logging import os import tempfile -from typing import Dict, Iterable, List, Union +from typing import List, Union +import gcsfs import joblib import numpy as np @@ -10,8 +11,27 @@ logger = logging.getLogger(__name__) -def download_from_gs(gs_uri: str, dirname: str) -> None: - os.system(f"gsutil cp -r {gs_uri} {dirname}") +def download_from_gcs(gcs_uri: str, dirname: str) -> None: + # Parse model_uri to extract the prefix (folder path) + # e.g. gs://seldon-models/sklearn/iris-0.23.2/lr_model/* + bucket, prefix = gcs_uri[5:].split("/", 1) + prefix = prefix.rstrip("*").rstrip("/") # strip trailing /* if present + + fs = gcsfs.GCSFileSystem(token="anon") # public / anonymous access + + files = fs.find(f"{bucket}/{prefix}") + for path in files: + if path.endswith("/"): + continue # skip directory placeholders + + # Compute local destination preserving relative folder structure + rel_path = os.path.relpath(path, f"{bucket}/{prefix}") + local_path = os.path.join(dirname, rel_path) + + os.makedirs(os.path.dirname(local_path), exist_ok=True) + + with fs.open(path, "rb") as src, open(local_path, "wb") as dst: + dst.write(src.read()) class SKLearnServer: @@ -27,7 +47,7 @@ def __init__(self, model_uri: str = None, method: str = "predict_proba"): def load(self): logger.info("load") with tempfile.TemporaryDirectory() as model_dir: - download_from_gs(self.model_uri, model_dir) + download_from_gcs(self.model_uri, model_dir) model_file = os.path.join(model_dir, JOBLIB_FILE) logger.info(f"model file: {model_file}") self._joblib = joblib.load(model_file) diff --git a/components/routers/epsilon-greedy/Makefile b/components/routers/epsilon-greedy/Makefile index 92ee7685e1..3f4a7e554a 100644 --- a/components/routers/epsilon-greedy/Makefile +++ b/components/routers/epsilon-greedy/Makefile @@ -3,7 +3,7 @@ IMAGE_NAME=seldonio/mab_epsilon_greedy KIND_NAME ?= kind build: - s2i build . -E environment seldonio/seldon-core-s2i-python38:$(VERSION) $(IMAGE_NAME):$(VERSION) + s2i build . -E environment seldonio/seldon-core-s2i-python312:$(VERSION) $(IMAGE_NAME):$(VERSION) push: docker push $(IMAGE_NAME):$(VERSION) diff --git a/examples/models/mean_classifier/Makefile b/examples/models/mean_classifier/Makefile index 91ce2b86c1..8ea3d8637b 100644 --- a/examples/models/mean_classifier/Makefile +++ b/examples/models/mean_classifier/Makefile @@ -7,7 +7,7 @@ KIND_NAME ?= kind build: - s2i build -E environment . seldonio/seldon-core-s2i-python38:${VERSION} ${IMAGE_BASE}:${VERSION} + s2i build -E environment . seldonio/seldon-core-s2i-python312:${VERSION} ${IMAGE_BASE}:${VERSION} push: docker push ${IMAGE_BASE}:${VERSION} diff --git a/examples/models/sklearn_iris/.tool-versions b/examples/models/sklearn_iris/.tool-versions new file mode 100644 index 0000000000..8b869bd719 --- /dev/null +++ b/examples/models/sklearn_iris/.tool-versions @@ -0,0 +1 @@ +python 3.8.10 diff --git a/examples/models/testing/Makefile b/examples/models/testing/Makefile index 10a9aed6fd..d0b001d083 100644 --- a/examples/models/testing/Makefile +++ b/examples/models/testing/Makefile @@ -6,7 +6,7 @@ IMAGE_BASE=seldonio/${IMAGE_NAME_BASE} KIND_NAME ?= kind build_%: - s2i build -E environment_$* . seldonio/seldon-core-s2i-python38:${VERSION} ${IMAGE_BASE}$*:${VERSION} + s2i build -E environment_$* . seldonio/seldon-core-s2i-python312:${VERSION} ${IMAGE_BASE}$*:${VERSION} push_%: diff --git a/notebooks/convert.tpl b/notebooks/convert.tpl deleted file mode 100644 index e8451bdba1..0000000000 --- a/notebooks/convert.tpl +++ /dev/null @@ -1,19 +0,0 @@ -#!/usr/bin/env ipython -import time -{% extends 'python.tpl'%} - -{% block codecell %} -{% if "kubectl rollout status" in super() or "delete" in super() %} -time.sleep(10) -{{ super() }} -time.sleep(5) -{% elif "docker run" in super() %} -{{ super() }} -time.sleep(3) -{% elif "kubectl wait" in super() %} -{{ super() }} -time.sleep(5) -{% else %} -{{ super().replace("'inline'","'agg'") }} -{% endif %} -{% endblock codecell %} \ No newline at end of file diff --git a/notebooks/templates/convert/conf.json b/notebooks/templates/convert/conf.json new file mode 100644 index 0000000000..57ad60af80 --- /dev/null +++ b/notebooks/templates/convert/conf.json @@ -0,0 +1,3 @@ +{ + "base_template": "python" +} diff --git a/notebooks/templates/convert/index.j2 b/notebooks/templates/convert/index.j2 new file mode 100644 index 0000000000..542b062f42 --- /dev/null +++ b/notebooks/templates/convert/index.j2 @@ -0,0 +1,39 @@ +{%- extends 'python/index.j2' -%} + +{% block header %} +{% set base_header = super() %} +{% if "#!/usr/bin/env python" in base_header %} +{{ base_header.replace("/usr/bin/env python", "/usr/bin/env ipython") }} +{% else %} +#!/usr/bin/env ipython +{{ base_header }} +{% endif %} +import time + +try: + get_ipython +except NameError: + from IPython.terminal.interactiveshell import TerminalInteractiveShell + + _nbconvert_shell = TerminalInteractiveShell.instance() + + def get_ipython(): + return _nbconvert_shell +{% endblock header %} + +{% block codecell %} +{% set rendered_cell = super() %} +{% if "kubectl rollout status" in rendered_cell or "delete" in rendered_cell %} +time.sleep(10) +{{ rendered_cell }} +time.sleep(5) +{% elif "docker run" in rendered_cell %} +{{ rendered_cell }} +time.sleep(3) +{% elif "kubectl wait" in rendered_cell %} +{{ rendered_cell }} +time.sleep(5) +{% else %} +{{ rendered_cell.replace("'inline'","'agg'") }} +{% endif %} +{% endblock codecell %} diff --git a/operator/hack/csv_hack.py b/operator/hack/csv_hack.py index d313dce0c0..4cd7414893 100644 --- a/operator/hack/csv_hack.py +++ b/operator/hack/csv_hack.py @@ -37,9 +37,9 @@ def update_container_image(csv, version): ][0]["env"] ): if env["name"] == "EXECUTOR_CONTAINER_IMAGE_AND_VERSION": - csv["spec"]["install"]["spec"]["deployments"][0]["spec"]["template"]["spec"][ - "containers" - ][0]["env"][n]["value"] = ( + csv["spec"]["install"]["spec"]["deployments"][0]["spec"]["template"][ + "spec" + ]["containers"][0]["env"][n]["value"] = ( "docker.io/seldonio/seldon-core-executor:" + version ) return csv diff --git a/operator/helm/split_resources.py b/operator/helm/split_resources.py index a7dbe30135..4773b794cb 100644 --- a/operator/helm/split_resources.py +++ b/operator/helm/split_resources.py @@ -5,8 +5,7 @@ import yaml parser = argparse.ArgumentParser() -parser.add_argument("--prefix", default="xx", - help="find files matching prefix") +parser.add_argument("--prefix", default="xx", help="find files matching prefix") parser.add_argument("--folder", required=True, help="Output folder") args, _ = parser.parse_known_args() @@ -30,11 +29,13 @@ HELM_CREATERESOURCES_RBAC_IF_START = "{{- if .Values.managerCreateResources }}\n" HELM_K8S_V1_CRD_IF_START = '{{- if or (ge (int (regexFind "[0-9]+" .Capabilities.KubeVersion.Minor)) 18) (.Values.crd.forcev1) }}\n' HELM_K8S_V1BETA1_CRD_IF_START = '{{- if or (lt (int (regexFind "[0-9]+" .Capabilities.KubeVersion.Minor)) 18) (.Values.crd.forcev1beta1) }}\n' -HELM_CRD_ANNOTATIONS_WITH_START = '{{- with .Values.crd.annotations }}\n' -HELM_ANNOTATIONS_TOYAML4 = '{{- toYaml . | nindent 4}}\n' -HELM_ANNOTATIONS_TOYAML8 = '{{- toYaml . | nindent 8}}\n' -HELM_CONTROLER_DEP_ANNOTATIONS_WITH_START = '{{- with .Values.manager.annotations }}\n' -HELM_CONTROLER_DEP_POD_SEC_CTX_WITH_START = '{{- with .Values.manager.containerSecurityContext }}\n' +HELM_CRD_ANNOTATIONS_WITH_START = "{{- with .Values.crd.annotations }}\n" +HELM_ANNOTATIONS_TOYAML4 = "{{- toYaml . | nindent 4}}\n" +HELM_ANNOTATIONS_TOYAML8 = "{{- toYaml . | nindent 8}}\n" +HELM_CONTROLER_DEP_ANNOTATIONS_WITH_START = "{{- with .Values.manager.annotations }}\n" +HELM_CONTROLER_DEP_POD_SEC_CTX_WITH_START = ( + "{{- with .Values.manager.containerSecurityContext }}\n" +) HELM_IF_END = "{{- end }}\n" HELM_ENV_SUBST = { @@ -71,7 +72,7 @@ "EXECUTOR_REQUEST_LOGGER_WORK_QUEUE_SIZE": "executor.requestLogger.workQueueSize", "EXECUTOR_REQUEST_LOGGER_WRITE_TIMEOUT_MS": "executor.requestLogger.writeTimeoutMs", "DEPLOYMENT_NAME_AS_PREFIX": "manager.deploymentNameAsPrefix", - "EXECUTOR_FULL_HEALTH_CHECKS": "executor.fullHealthChecks" + "EXECUTOR_FULL_HEALTH_CHECKS": "executor.fullHealthChecks", } HELM_VALUES_IMAGE_PULL_POLICY = "{{ .Values.image.pullPolicy }}" @@ -100,8 +101,7 @@ def helm_namespace_override(): webhookData + '{{- $altNames := list ( printf "seldon-webhook-service.%s" (include "seldon.namespace" .) ) ( printf "seldon-webhook-service.%s.svc" (include "seldon.namespace" .) ) -}}\n' ) - webhookData = webhookData + \ - '{{- $ca := genCA "custom-metrics-ca" 365 -}}\n' + webhookData = webhookData + '{{- $ca := genCA "custom-metrics-ca" 365 -}}\n' webhookData = ( webhookData + '{{- $cert := genSignedCert "seldon-webhook-service" nil $altNames 365 $ca -}}\n' @@ -113,8 +113,7 @@ def helm_namespace_override(): kind = res["kind"].lower() name = res["metadata"]["name"].lower() version = res["apiVersion"] - filename = args.folder + "/" + \ - (kind + "_" + name).lower() + ".yaml" + filename = args.folder + "/" + (kind + "_" + name).lower() + ".yaml" print(filename) print(version) if ( @@ -156,9 +155,9 @@ def helm_namespace_override(): # controller manager if kind == "deployment" and name == "seldon-controller-manager": - res["spec"]["template"]["spec"]["containers"][0][ - "imagePullPolicy" - ] = helm_value("image.pullPolicy") + res["spec"]["template"]["spec"]["containers"][0]["imagePullPolicy"] = ( + helm_value("image.pullPolicy") + ) res["spec"]["template"]["spec"]["containers"][0][ "image" ] = "{{ .Values.image.registry }}/{{ .Values.image.repository }}:{{ .Values.image.tag }}" @@ -168,12 +167,14 @@ def helm_namespace_override(): "serviceAccount.name" ) # Security Context - res["spec"]["template"]["spec"]["securityContext"][ - "runAsUser" - ] = helm_value("managerUserID") + res["spec"]["template"]["spec"]["securityContext"]["runAsUser"] = ( + helm_value("managerUserID") + ) # Priority class name - res["spec"]["template"]["spec"]["priorityClassName"] = helm_value("manager.priorityClassName") + res["spec"]["template"]["spec"]["priorityClassName"] = helm_value( + "manager.priorityClassName" + ) # Resource requests res["spec"]["template"]["spec"]["containers"][0]["resources"][ @@ -193,9 +194,9 @@ def helm_namespace_override(): if env["name"] in HELM_ENV_SUBST: env["value"] = helm_value(HELM_ENV_SUBST[env["name"]]) elif env["name"] == "EXECUTOR_CONTAINER_IMAGE_AND_VERSION": - env[ - "value" - ] = "{{ .Values.executor.image.registry }}/{{ .Values.executor.image.repository }}:{{ .Values.executor.image.tag }}" + env["value"] = ( + "{{ .Values.executor.image.registry }}/{{ .Values.executor.image.repository }}:{{ .Values.executor.image.tag }}" + ) elif env["name"] == "CONTROLLER_ID": env["value"] = "{{ .Values.controllerId }}" @@ -206,8 +207,7 @@ def helm_namespace_override(): if portSpec["name"] == "webhook-server": portSpec["containerPort"] = helm_value("webhook.port") for argIdx in range( - 0, len(res["spec"]["template"]["spec"] - ["containers"][0]["args"]) + 0, len(res["spec"]["template"]["spec"]["containers"][0]["args"]) ): if ( res["spec"]["template"]["spec"]["containers"][0]["args"][argIdx] @@ -221,7 +221,9 @@ def helm_namespace_override(): ) # Update metrics port - res["spec"]["template"]["metadata"]["annotations"]["prometheus.io/port"] = helm_value("metrics.port") + res["spec"]["template"]["metadata"]["annotations"][ + "prometheus.io/port" + ] = helm_value("metrics.port") for portSpec in res["spec"]["template"]["spec"]["containers"][0][ "ports" ]: @@ -229,8 +231,7 @@ def helm_namespace_override(): portSpec["containerPort"] = helm_value("metrics.port") for argIdx in range( - 0, len(res["spec"]["template"]["spec"] - ["containers"][0]["args"]) + 0, len(res["spec"]["template"]["spec"]["containers"][0]["args"]) ): if ( res["spec"]["template"]["spec"]["containers"][0]["args"][argIdx] @@ -241,12 +242,13 @@ def helm_namespace_override(): ] = "--metrics-addr=:" + helm_value("metrics.port") # Networking - res["spec"]["template"]["spec"]["hostNetwork"] = helm_value("hostNetwork") + res["spec"]["template"]["spec"]["hostNetwork"] = helm_value( + "hostNetwork" + ) if kind == "configmap" and name == "seldon-config": res["data"]["credentials"] = helm_value_json("credentials") - res["data"]["predictor_servers"] = helm_value_json( - "predictor_servers") + res["data"]["predictor_servers"] = helm_value_json("predictor_servers") res["data"]["storageInitializer"] = helm_value_json( "storageInitializer" ) @@ -269,8 +271,7 @@ def helm_namespace_override(): res["roleRef"]["name"] + "-" + helm_namespace_override() ) if name == "seldon-manager-rolebinding": - res["subjects"][0]["name"] = helm_value( - "serviceAccount.name") + res["subjects"][0]["name"] = helm_value("serviceAccount.name") res["subjects"][0]["namespace"] = helm_namespace_override() elif name != "seldon-spartakus-volunteer": res["subjects"][0]["namespace"] = helm_namespace_override() @@ -283,8 +284,7 @@ def helm_namespace_override(): or name == "seldon1-manager-sas-rolebinding" or name == "seldon-leader-election-rolebinding" ): - res["subjects"][0]["name"] = helm_value( - "serviceAccount.name") + res["subjects"][0]["name"] = helm_value("serviceAccount.name") res["subjects"][0]["namespace"] = helm_namespace_override() # Update webhook certificates @@ -333,8 +333,7 @@ def helm_namespace_override(): # Update webhook service port if kind == "service" and name == "seldon-webhook-service": - res["spec"]["ports"][0]["targetPort"] = helm_value( - "webhook.port") + res["spec"]["ports"][0]["targetPort"] = helm_value("webhook.port") fdata = yaml.dump(res, width=1000) @@ -427,8 +426,10 @@ def helm_namespace_override(): + HELM_K8S_V1BETA1_CRD_IF_START + re.sub( r"(.*controller-gen.kubebuilder.io/version.*\n)", - r"\1" + HELM_CRD_ANNOTATIONS_WITH_START + - HELM_ANNOTATIONS_TOYAML4 + HELM_IF_END, + r"\1" + + HELM_CRD_ANNOTATIONS_WITH_START + + HELM_ANNOTATIONS_TOYAML4 + + HELM_IF_END, fdata, re.M, ) @@ -444,8 +445,10 @@ def helm_namespace_override(): + HELM_K8S_V1_CRD_IF_START + re.sub( r"(.*controller-gen.kubebuilder.io/version.*\n)", - r"\1" + HELM_CRD_ANNOTATIONS_WITH_START + - HELM_ANNOTATIONS_TOYAML4 + HELM_IF_END, + r"\1" + + HELM_CRD_ANNOTATIONS_WITH_START + + HELM_ANNOTATIONS_TOYAML4 + + HELM_IF_END, fdata, re.M, ) @@ -459,8 +462,10 @@ def helm_namespace_override(): elif kind == "deployment" and name == "seldon-controller-manager": fdata = re.sub( r"(.*template:\n.*metadata:\n.*annotations:\n)", - r"\1" + HELM_CONTROLER_DEP_ANNOTATIONS_WITH_START + - HELM_ANNOTATIONS_TOYAML8 + HELM_IF_END, + r"\1" + + HELM_CONTROLER_DEP_ANNOTATIONS_WITH_START + + HELM_ANNOTATIONS_TOYAML8 + + HELM_IF_END, fdata, re.M, ) @@ -480,8 +485,10 @@ def helm_namespace_override(): fdata = re.sub( r"(.*command:\n)", - HELM_CONTROLER_DEP_POD_SEC_CTX_WITH_START + - HELM_ANNOTATIONS_TOYAML8 + HELM_IF_END + r"\1", + HELM_CONTROLER_DEP_POD_SEC_CTX_WITH_START + + HELM_ANNOTATIONS_TOYAML8 + + HELM_IF_END + + r"\1", fdata, re.M, ) @@ -492,7 +499,8 @@ def helm_namespace_override(): ) # make sure metrics.port is not quoted as its an int fdata = fdata.replace( - "containerPort: '{{ .Values.metrics.port }}'", "containerPort: {{ .Values.metrics.port }}" + "containerPort: '{{ .Values.metrics.port }}'", + "containerPort: {{ .Values.metrics.port }}", ) # make sure webhook is not quoted as its an int fdata = fdata.replace( @@ -538,9 +546,7 @@ def helm_namespace_override(): ) webhookData = re.sub( r"(.*caBundle:.*\n)", - HELM_NOT_CERTMANAGER_IF_START - + r"\1" - + HELM_IF_END, + HELM_NOT_CERTMANAGER_IF_START + r"\1" + HELM_IF_END, webhookData, re.M, ) diff --git a/python/.tool-versions b/python/.tool-versions new file mode 100644 index 0000000000..22571c39dc --- /dev/null +++ b/python/.tool-versions @@ -0,0 +1 @@ +python 3.10.18 diff --git a/python/Makefile b/python/Makefile index cb12900136..8cc3670975 100644 --- a/python/Makefile +++ b/python/Makefile @@ -94,9 +94,6 @@ push_conda: @echo "Subsequent pushes: need to for the python-seldon-core feedstock" @echo "Alternatively use anaconda upload to publish on own channel" -setup_linter: - pip install black==20.8b1 isort==5.7.0 nbqa==0.10.0 - fmt: black \ ./ ../testing/scripts ../operator/helm ../operator/hack \ diff --git a/python/licenses/license.txt b/python/licenses/license.txt index d08f3abfdd..0b05798496 100644 --- a/python/licenses/license.txt +++ b/python/licenses/license.txt @@ -1,6 +1,6 @@ Flask -2.2.5 -BSD License +3.1.2 +BSD-3-Clause Copyright 2010 Pallets Redistribution and use in source and binary forms, with or without @@ -31,19 +31,8 @@ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -Flask-Cors -3.0.10 -MIT License -Copyright (C) 2016 Cory Dolphin, Olin College - -Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. - Flask-OpenTracing -1.1.0 +2.0.0 BSD License Copyright (c) 2016, opentracing-contrib All rights reserved. @@ -74,82 +63,77 @@ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -Keras-Preprocessing -1.1.2 -MIT License -COPYRIGHT - -Copyright (c) 2015 - 2018, the respective contributors. -All rights reserved. - -Each contributor holds copyright over their respective contributions. -The project versioning (Git) records all such contribution source information. -The initial code of this repository came from https://github.com/keras-team/keras -(the Keras repository), hence, for author information regarding commits -that occured earlier than the first commit in the present repository, -please see the original Keras repository. - -LICENSE +Jinja2 +3.1.6 +BSD License +Copyright 2007 Pallets -The MIT License (MIT) +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are +met: -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: +1. Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. +2. Redistributions in binary form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in the + documentation and/or other materials provided with the distribution. -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. +3. 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Markdown -3.4.4 -BSD License -Copyright 2007, 2008 The Python Markdown Project (v. 1.7 and later) -Copyright 2004, 2005, 2006 Yuri Takhteyev (v. 0.2-1.6b) -Copyright 2004 Manfred Stienstra (the original version) +3.10 +BSD-3-Clause +BSD 3-Clause License -All rights reserved. +Copyright 2007, 2008 The Python Markdown Project (v. 1.7 and later) +Copyright 2004, 2005, 2006 Yuri Takhteyev (v. 0.2-1.6b) +Copyright 2004 Manfred Stienstra (the original version) Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: -* Redistributions of source code must retain the above copyright - notice, this list of conditions and the following disclaimer. -* Redistributions in binary form must reproduce the above copyright - notice, this list of conditions and the following disclaimer in the - documentation and/or other materials provided with the distribution. -* Neither the name of the Python Markdown Project nor the - names of its contributors may be used to endorse or promote products - derived from this software without specific prior written permission. +1. 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Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. MarkupSafe -2.1.5 -BSD License +3.0.3 +BSD-3-Clause Copyright 2010 Pallets Redistribution and use in source and binary forms, with or without @@ -181,7 +165,7 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. PyYAML -6.0.1 +6.0.3 MIT License Copyright (c) 2017-2021 Ingy döt Net Copyright (c) 2006-2016 Kirill Simonov @@ -205,8 +189,38 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +Pygments +2.19.2 +BSD License +Copyright (c) 2006-2022 by the respective authors (see AUTHORS file). +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are +met: + +* Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in the + documentation and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +A PARTICULAR PURPOSE ARE DISCLAIMED. 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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, @@ -622,11 +633,11 @@ documentation is licensed as follows: charset-normalizer -3.3.2 -MIT License +3.4.4 +MIT MIT License -Copyright (c) 2019 TAHRI Ahmed R. +Copyright (c) 2025 TAHRI Ahmed R. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal @@ -646,9 +657,10 @@ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + click -8.0.4 -BSD License +8.3.0 +BSD-3-Clause Copyright 2014 Pallets Redistribution and use in source and binary forms, with or without @@ -680,55 +692,22 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. cryptography -41.0.7 -Apache Software License; BSD License +46.0.3 +Apache-2.0 OR BSD-3-Clause This software is made available under the terms of *either* of the licenses found in LICENSE.APACHE or LICENSE.BSD. Contributions to cryptography are made under the terms of *both* these licenses. -flatbuffers -1.12 -Apache Software License +flask-cors +6.0.1 +UNKNOWN UNKNOWN -gast -0.4.0 -BSD License -Copyright (c) 2016, Serge Guelton -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - - Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. - - Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - - Neither the name of HPCProject, Serge Guelton nor the names of its - contributors may be used to endorse or promote products derived from this - software without specific prior written permission. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND -ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED -WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. - - - - -google-auth -2.29.0 +flatbuffers +25.9.23 Apache Software License + Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ @@ -932,10 +911,43 @@ Apache Software License limitations under the License. -google-auth-oauthlib -0.4.6 -Apache Software License +gast +0.6.0 +BSD License +Copyright (c) 2016, Serge Guelton +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + + Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + + Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + + Neither the name of HPCProject, Serge Guelton nor the names of its + contributors may be used to endorse or promote products derived from this + software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + + +google-pasta +0.2.0 +Apache Software License Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ @@ -1139,9 +1151,10 @@ Apache Software License limitations under the License. -google-pasta -0.2.0 +grpcio +1.76.0 Apache Software License + Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ @@ -1344,228 +1357,21 @@ Apache Software License See the License for the specific language governing permissions and limitations under the License. +----------------------------------------------------------- -grpcio -1.62.2 -Apache Software License +BSD 3-Clause License - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ +Copyright 2016, Google Inc. - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: - 1. Definitions. +1. Redistributions of source code must retain the above copyright notice, +this list of conditions and the following disclaimer. - "License" shall mean the terms and conditions for use, reproduction, - and distribution as defined by Sections 1 through 9 of this document. - - "Licensor" shall mean the copyright owner or entity authorized by - the copyright owner that is granting the License. - - "Legal Entity" shall mean the union of the acting entity and all - other entities that control, are controlled by, or are under common - control with that entity. For the purposes of this definition, - "control" means (i) the power, direct or indirect, to cause the - direction or management of such entity, whether by contract or - otherwise, or (ii) ownership of fifty percent (50%) or more of the - outstanding shares, or (iii) beneficial ownership of such entity. - - "You" (or "Your") shall mean an individual or Legal Entity - exercising permissions granted by this License. - - "Source" form shall mean the preferred form for making modifications, - including but not limited to software source code, documentation - source, and configuration files. - - "Object" form shall mean any form resulting from mechanical - transformation or translation of a Source form, including but - not limited to compiled object code, generated documentation, - and conversions to other media types. - - "Work" shall mean the work of authorship, whether in Source or - Object form, made available under the License, as indicated by a - copyright notice that is included in or attached to the work - (an example is provided in the Appendix below). - - "Derivative Works" shall mean any work, whether in Source or Object - form, that is based on (or derived from) the Work and for which the - editorial revisions, annotations, elaborations, or other modifications - represent, as a whole, an original work of authorship. For the purposes - of this License, Derivative Works shall not include works that remain - separable from, or merely link (or bind by name) to the interfaces of, - the Work and Derivative Works thereof. - - "Contribution" shall mean any work of authorship, including - the original version of the Work and any modifications or additions - to that Work or Derivative Works thereof, that is intentionally - submitted to Licensor for inclusion in the Work by the copyright owner - or by an individual or Legal Entity authorized to submit on behalf of - the copyright owner. For the purposes of this definition, "submitted" - means any form of electronic, verbal, or written communication sent - to the Licensor or its representatives, including but not limited to - communication on electronic mailing lists, source code control systems, - and issue tracking systems that are managed by, or on behalf of, the - Licensor for the purpose of discussing and improving the Work, but - excluding communication that is conspicuously marked or otherwise - designated in writing by the copyright owner as "Not a Contribution." - - "Contributor" shall mean Licensor and any individual or Legal Entity - on behalf of whom a Contribution has been received by Licensor and - subsequently incorporated within the Work. - - 2. Grant of Copyright License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - copyright license to reproduce, prepare Derivative Works of, - publicly display, publicly perform, sublicense, and distribute the - Work and such Derivative Works in Source or Object form. - - 3. Grant of Patent License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - (except as stated in this section) patent license to make, have made, - use, offer to sell, sell, import, and otherwise transfer the Work, - where such license applies only to those patent claims licensable - by such Contributor that are necessarily infringed by their - Contribution(s) alone or by combination of their Contribution(s) - with the Work to which such Contribution(s) was submitted. If You - institute patent litigation against any entity (including a - cross-claim or counterclaim in a lawsuit) alleging that the Work - or a Contribution incorporated within the Work constitutes direct - or contributory patent infringement, then any patent licenses - granted to You under this License for that Work shall terminate - as of the date such litigation is filed. - - 4. Redistribution. You may reproduce and distribute copies of the - Work or Derivative Works thereof in any medium, with or without - modifications, and in Source or Object form, provided that You - meet the following conditions: - - (a) You must give any other recipients of the Work or - Derivative Works a copy of this License; and - - (b) You must cause any modified files to carry prominent notices - stating that You changed the files; and - - (c) You must retain, in the Source form of any Derivative Works - that You distribute, all copyright, patent, trademark, and - attribution notices from the Source form of the Work, - excluding those notices that do not pertain to any part of - the Derivative Works; and - - (d) If the Work includes a "NOTICE" text file as part of its - distribution, then any Derivative Works that You distribute must - include a readable copy of the attribution notices contained - within such NOTICE file, excluding those notices that do not - pertain to any part of the Derivative Works, in at least one - of the following places: within a NOTICE text file distributed - as part of the Derivative Works; within the Source form or - documentation, if provided along with the Derivative Works; or, - within a display generated by the Derivative Works, if and - wherever such third-party notices normally appear. The contents - of the NOTICE file are for informational purposes only and - do not modify the License. You may add Your own attribution - notices within Derivative Works that You distribute, alongside - or as an addendum to the NOTICE text from the Work, provided - that such additional attribution notices cannot be construed - as modifying the License. - - You may add Your own copyright statement to Your modifications and - may provide additional or different license terms and conditions - for use, reproduction, or distribution of Your modifications, or - for any such Derivative Works as a whole, provided Your use, - reproduction, and distribution of the Work otherwise complies with - the conditions stated in this License. - - 5. Submission of Contributions. Unless You explicitly state otherwise, - any Contribution intentionally submitted for inclusion in the Work - by You to the Licensor shall be under the terms and conditions of - this License, without any additional terms or conditions. - Notwithstanding the above, nothing herein shall supersede or modify - the terms of any separate license agreement you may have executed - with Licensor regarding such Contributions. - - 6. Trademarks. This License does not grant permission to use the trade - names, trademarks, service marks, or product names of the Licensor, - except as required for reasonable and customary use in describing the - origin of the Work and reproducing the content of the NOTICE file. - - 7. Disclaimer of Warranty. Unless required by applicable law or - agreed to in writing, Licensor provides the Work (and each - Contributor provides its Contributions) on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or - implied, including, without limitation, any warranties or conditions - of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A - PARTICULAR PURPOSE. You are solely responsible for determining the - appropriateness of using or redistributing the Work and assume any - risks associated with Your exercise of permissions under this License. - - 8. Limitation of Liability. In no event and under no legal theory, - whether in tort (including negligence), contract, or otherwise, - unless required by applicable law (such as deliberate and grossly - negligent acts) or agreed to in writing, shall any Contributor be - liable to You for damages, including any direct, indirect, special, - incidental, or consequential damages of any character arising as a - result of this License or out of the use or inability to use the - Work (including but not limited to damages for loss of goodwill, - work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. While redistributing - the Work or Derivative Works thereof, You may choose to offer, - and charge a fee for, acceptance of support, warranty, indemnity, - or other liability obligations and/or rights consistent with this - License. However, in accepting such obligations, You may act only - on Your own behalf and on Your sole responsibility, not on behalf - of any other Contributor, and only if You agree to indemnify, - defend, and hold each Contributor harmless for any liability - incurred by, or claims asserted against, such Contributor by reason - of your accepting any such warranty or additional liability. - - END OF TERMS AND CONDITIONS - - APPENDIX: How to apply the Apache License to your work. - - To apply the Apache License to your work, attach the following - boilerplate notice, with the fields enclosed by brackets "[]" - replaced with your own identifying information. (Don't include - the brackets!) The text should be enclosed in the appropriate - comment syntax for the file format. We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright [yyyy] [name of copyright owner] - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. - ------------------------------------------------------------ - -BSD 3-Clause License - -Copyright 2016, Google Inc. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -1. Redistributions of source code must retain the above copyright notice, -this list of conditions and the following disclaimer. - -2. Redistributions in binary form must reproduce the above copyright notice, -this list of conditions and the following disclaimer in the documentation -and/or other materials provided with the distribution. +2. Redistributions in binary form must reproduce the above copyright notice, +this list of conditions and the following disclaimer in the documentation +and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this @@ -2167,7 +1973,7 @@ Apache Software License grpcio-reflection -1.48.2 +1.62.3 Apache Software License Apache License @@ -2782,9 +2588,9 @@ Exhibit B - "Incompatible With Secondary Licenses" Notice gunicorn -20.1.0 +23.0.0 MIT License -2009-2018 (c) Benoît Chesneau +2009-2024 (c) Benoît Chesneau 2009-2015 (c) Paul J. Davis Permission is hereby granted, free of charge, to any person @@ -2810,8 +2616,8 @@ OTHER DEALINGS IN THE SOFTWARE. h5py -3.8.0 -BSD License +3.15.1 +BSD-3-Clause Copyright (c) 2008 Andrew Collette and contributors All rights reserved. @@ -2845,11 +2651,11 @@ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. idna -3.7 -BSD License +3.11 +BSD-3-Clause BSD 3-Clause License -Copyright (c) 2013-2024, Kim Davies and contributors. +Copyright (c) 2013-2025, Kim Davies and contributors. All rights reserved. Redistribution and use in source and binary forms, with or without @@ -2880,288 +2686,72 @@ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -importlib-metadata -4.13.0 -Apache Software License - - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ +itsdangerous +2.2.0 +BSD License +Copyright 2011 Pallets - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are +met: - 1. Definitions. +1. Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. - "License" shall mean the terms and conditions for use, reproduction, - and distribution as defined by Sections 1 through 9 of this document. +2. Redistributions in binary form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in the + documentation and/or other materials provided with the distribution. - "Licensor" shall mean the copyright owner or entity authorized by - the copyright owner that is granting the License. +3. Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. - "Legal Entity" shall mean the union of the acting entity and all - other entities that control, are controlled by, or are under common - control with that entity. For the purposes of this definition, - "control" means (i) the power, direct or indirect, to cause the - direction or management of such entity, whether by contract or - otherwise, or (ii) ownership of fifty percent (50%) or more of the - outstanding shares, or (iii) beneficial ownership of such entity. - - "You" (or "Your") shall mean an individual or Legal Entity - exercising permissions granted by this License. - - "Source" form shall mean the preferred form for making modifications, - including but not limited to software source code, documentation - source, and configuration files. - - "Object" form shall mean any form resulting from mechanical - transformation or translation of a Source form, including but - not limited to compiled object code, generated documentation, - and conversions to other media types. - - "Work" shall mean the work of authorship, whether in Source or - Object form, made available under the License, as indicated by a - copyright notice that is included in or attached to the work - (an example is provided in the Appendix below). - - "Derivative Works" shall mean any work, whether in Source or Object - form, that is based on (or derived from) the Work and for which the - editorial revisions, annotations, elaborations, or other modifications - represent, as a whole, an original work of authorship. For the purposes - of this License, Derivative Works shall not include works that remain - separable from, or merely link (or bind by name) to the interfaces of, - the Work and Derivative Works thereof. - - "Contribution" shall mean any work of authorship, including - the original version of the Work and any modifications or additions - to that Work or Derivative Works thereof, that is intentionally - submitted to Licensor for inclusion in the Work by the copyright owner - or by an individual or Legal Entity authorized to submit on behalf of - the copyright owner. For the purposes of this definition, "submitted" - means any form of electronic, verbal, or written communication sent - to the Licensor or its representatives, including but not limited to - communication on electronic mailing lists, source code control systems, - and issue tracking systems that are managed by, or on behalf of, the - Licensor for the purpose of discussing and improving the Work, but - excluding communication that is conspicuously marked or otherwise - designated in writing by the copyright owner as "Not a Contribution." - - "Contributor" shall mean Licensor and any individual or Legal Entity - on behalf of whom a Contribution has been received by Licensor and - subsequently incorporated within the Work. - - 2. Grant of Copyright License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - copyright license to reproduce, prepare Derivative Works of, - publicly display, publicly perform, sublicense, and distribute the - Work and such Derivative Works in Source or Object form. - - 3. Grant of Patent License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - (except as stated in this section) patent license to make, have made, - use, offer to sell, sell, import, and otherwise transfer the Work, - where such license applies only to those patent claims licensable - by such Contributor that are necessarily infringed by their - Contribution(s) alone or by combination of their Contribution(s) - with the Work to which such Contribution(s) was submitted. If You - institute patent litigation against any entity (including a - cross-claim or counterclaim in a lawsuit) alleging that the Work - or a Contribution incorporated within the Work constitutes direct - or contributory patent infringement, then any patent licenses - granted to You under this License for that Work shall terminate - as of the date such litigation is filed. - - 4. Redistribution. You may reproduce and distribute copies of the - Work or Derivative Works thereof in any medium, with or without - modifications, and in Source or Object form, provided that You - meet the following conditions: - - (a) You must give any other recipients of the Work or - Derivative Works a copy of this License; and - - (b) You must cause any modified files to carry prominent notices - stating that You changed the files; and - - (c) You must retain, in the Source form of any Derivative Works - that You distribute, all copyright, patent, trademark, and - attribution notices from the Source form of the Work, - excluding those notices that do not pertain to any part of - the Derivative Works; and - - (d) If the Work includes a "NOTICE" text file as part of its - distribution, then any Derivative Works that You distribute must - include a readable copy of the attribution notices contained - within such NOTICE file, excluding those notices that do not - pertain to any part of the Derivative Works, in at least one - of the following places: within a NOTICE text file distributed - as part of the Derivative Works; within the Source form or - documentation, if provided along with the Derivative Works; or, - within a display generated by the Derivative Works, if and - wherever such third-party notices normally appear. The contents - of the NOTICE file are for informational purposes only and - do not modify the License. You may add Your own attribution - notices within Derivative Works that You distribute, alongside - or as an addendum to the NOTICE text from the Work, provided - that such additional attribution notices cannot be construed - as modifying the License. - - You may add Your own copyright statement to Your modifications and - may provide additional or different license terms and conditions - for use, reproduction, or distribution of Your modifications, or - for any such Derivative Works as a whole, provided Your use, - reproduction, and distribution of the Work otherwise complies with - the conditions stated in this License. - - 5. Submission of Contributions. Unless You explicitly state otherwise, - any Contribution intentionally submitted for inclusion in the Work - by You to the Licensor shall be under the terms and conditions of - this License, without any additional terms or conditions. - Notwithstanding the above, nothing herein shall supersede or modify - the terms of any separate license agreement you may have executed - with Licensor regarding such Contributions. - - 6. Trademarks. This License does not grant permission to use the trade - names, trademarks, service marks, or product names of the Licensor, - except as required for reasonable and customary use in describing the - origin of the Work and reproducing the content of the NOTICE file. - - 7. Disclaimer of Warranty. Unless required by applicable law or - agreed to in writing, Licensor provides the Work (and each - Contributor provides its Contributions) on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or - implied, including, without limitation, any warranties or conditions - of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A - PARTICULAR PURPOSE. You are solely responsible for determining the - appropriateness of using or redistributing the Work and assume any - risks associated with Your exercise of permissions under this License. - - 8. Limitation of Liability. In no event and under no legal theory, - whether in tort (including negligence), contract, or otherwise, - unless required by applicable law (such as deliberate and grossly - negligent acts) or agreed to in writing, shall any Contributor be - liable to You for damages, including any direct, indirect, special, - incidental, or consequential damages of any character arising as a - result of this License or out of the use or inability to use the - Work (including but not limited to damages for loss of goodwill, - work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. While redistributing - the Work or Derivative Works thereof, You may choose to offer, - and charge a fee for, acceptance of support, warranty, indemnity, - or other liability obligations and/or rights consistent with this - License. However, in accepting such obligations, You may act only - on Your own behalf and on Your sole responsibility, not on behalf - of any other Contributor, and only if You agree to indemnify, - defend, and hold each Contributor harmless for any liability - incurred by, or claims asserted against, such Contributor by reason - of your accepting any such warranty or additional liability. - - END OF TERMS AND CONDITIONS - - APPENDIX: How to apply the Apache License to your work. - - To apply the Apache License to your work, attach the following - boilerplate notice, with the fields enclosed by brackets "[]" - replaced with your own identifying information. (Don't include - the brackets!) The text should be enclosed in the appropriate - comment syntax for the file format. We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright [yyyy] [name of copyright owner] - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. - - -itsdangerous -2.1.2 -BSD License -Copyright 2011 Pallets - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are -met: - -1. Redistributions of source code must retain the above copyright - notice, this list of conditions and the following disclaimer. - -2. Redistributions in binary form must reproduce the above copyright - notice, this list of conditions and the following disclaimer in the - documentation and/or other materials provided with the distribution. - -3. Neither the name of the copyright holder nor the names of its - contributors may be used to endorse or promote products derived from - this software without specific prior written permission. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS -"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT -LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A -PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT -HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, -SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED -TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR -PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF -LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING -NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS -SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A +PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT +HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED +TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR +PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF +LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING +NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS +SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. jaeger-client -4.4.0 +4.8.0 Apache Software License UNKNOWN -jinja2 -3.1.4 -BSD License -Copyright 2007 Pallets - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are -met: - -1. Redistributions of source code must retain the above copyright - notice, this list of conditions and the following disclaimer. +jsonschema +4.25.1 +MIT +Copyright (c) 2013 Julian Berman -2. Redistributions in binary form must reproduce the above copyright - notice, this list of conditions and the following disclaimer in the - documentation and/or other materials provided with the distribution. +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: -3. Neither the name of the copyright holder nor the names of its - contributors may be used to endorse or promote products derived from - this software without specific prior written permission. +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS -"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT -LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A -PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT -HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, -SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED -TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR -PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF -LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING -NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS -SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. -jsonschema -3.2.0 -MIT License -Copyright (c) 2013 Julian Berman +jsonschema-specifications +2025.9.1 +MIT +Copyright (c) 2022 Julian Berman Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal @@ -3183,16 +2773,24 @@ THE SOFTWARE. keras -2.9.0 +3.12.0 +Apache License 2.0 +UNKNOWN + +libclang +18.1.1 Apache Software License +============================================================================== +The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: +============================================================================== Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - 1. Definitions. + 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. @@ -3251,14 +2849,14 @@ Apache Software License on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. - 2. Grant of Copyright License. Subject to the terms and conditions of + 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. - 3. Grant of Patent License. Subject to the terms and conditions of + 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, @@ -3274,7 +2872,7 @@ Apache Software License granted to You under this License for that Work shall terminate as of the date such litigation is filed. - 4. Redistribution. You may reproduce and distribute copies of the + 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: @@ -3315,7 +2913,7 @@ Apache Software License reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. - 5. Submission of Contributions. Unless You explicitly state otherwise, + 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. @@ -3323,12 +2921,12 @@ Apache Software License the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. - 6. Trademarks. This License does not grant permission to use the trade + 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. - 7. Disclaimer of Warranty. Unless required by applicable law or + 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or @@ -3338,7 +2936,7 @@ Apache Software License appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. - 8. Limitation of Liability. In no event and under no legal theory, + 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be @@ -3350,7 +2948,7 @@ Apache Software License other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. - 9. Accepting Warranty or Additional Liability. While redistributing + 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this @@ -3361,9 +2959,9 @@ Apache Software License incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. - END OF TERMS AND CONDITIONS + END OF TERMS AND CONDITIONS - APPENDIX: How to apply the Apache License to your work. + APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" @@ -3374,34 +2972,182 @@ Apache Software License same "printed page" as the copyright notice for easier identification within third-party archives. - Copyright [yyyy] [name of copyright owner] + Copyright [yyyy] [name of copyright owner] - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + + +---- LLVM Exceptions to the Apache 2.0 License ---- + +As an exception, if, as a result of your compiling your source code, portions +of this Software are embedded into an Object form of such source code, you +may redistribute such embedded portions in such Object form without complying +with the conditions of Sections 4(a), 4(b) and 4(d) of the License. + +In addition, if you combine or link compiled forms of this Software with +software that is licensed under the GPLv2 ("Combined Software") and if a +court of competent jurisdiction determines that the patent provision (Section +3), the indemnity provision (Section 9) or other Section of the License +conflicts with the conditions of the GPLv2, you may retroactively and +prospectively choose to deem waived or otherwise exclude such Section(s) of +the License, but only in their entirety and only with respect to the Combined +Software. + +============================================================================== +Software from third parties included in the LLVM Project: +============================================================================== +The LLVM Project contains third party software which is under different license +terms. All such code will be identified clearly using at least one of two +mechanisms: +1) It will be in a separate directory tree with its own `LICENSE.txt` or + `LICENSE` file at the top containing the specific license and restrictions + which apply to that software, or +2) It will contain specific license and restriction terms at the top of every + file. + +============================================================================== +Legacy LLVM License (https://llvm.org/docs/DeveloperPolicy.html#legacy): +============================================================================== +University of Illinois/NCSA +Open Source License + +Copyright (c) 2007-2019 University of Illinois at Urbana-Champaign. +All rights reserved. + +Developed by: + + LLVM Team + + University of Illinois at Urbana-Champaign + + http://llvm.org + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal with +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies +of the Software, and to permit persons to whom the Software is furnished to do +so, subject to the following conditions: + + * Redistributions of source code must retain the above copyright notice, + this list of conditions and the following disclaimers. + + * Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimers in the + documentation and/or other materials provided with the distribution. + + * Neither the names of the LLVM Team, University of Illinois at + Urbana-Champaign, nor the names of its contributors may be used to + endorse or promote products derived from this Software without specific + prior written permission. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS WITH THE +SOFTWARE. + + +markdown-it-py +4.0.0 +MIT License +MIT License + +Copyright (c) 2020 ExecutableBookProject + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. + + +mdurl +0.1.2 +MIT License +Copyright (c) 2015 Vitaly Puzrin, Alex Kocharin. +Copyright (c) 2021 Taneli Hukkinen + +Permission is hereby granted, free of charge, to any person +obtaining a copy of this software and associated documentation +files (the "Software"), to deal in the Software without +restriction, including without limitation the rights to use, +copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the +Software is furnished to do so, subject to the following +conditions: + +The above copyright notice and this permission notice shall be +included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES +OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND +NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT +HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, +WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING +FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR +OTHER DEALINGS IN THE SOFTWARE. + +-------------------------------------------------------------------------------- + +.parse() is based on Joyent's node.js `url` code: + +Copyright Joyent, Inc. and other Node contributors. All rights reserved. +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to +deal in the Software without restriction, including without limitation the +rights to use, copy, modify, merge, publish, distribute, sublicense, and/or +sell copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING +FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS +IN THE SOFTWARE. + -libclang -18.1.1 -Apache Software License -============================================================================== -The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: -============================================================================== +ml_dtypes +0.5.3 +Apache-2.0 Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - 1. Definitions. + 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. @@ -3460,14 +3206,14 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. - 2. Grant of Copyright License. Subject to the terms and conditions of + 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. - 3. Grant of Patent License. Subject to the terms and conditions of + 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, @@ -3483,7 +3229,7 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: granted to You under this License for that Work shall terminate as of the date such litigation is filed. - 4. Redistribution. You may reproduce and distribute copies of the + 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: @@ -3524,7 +3270,7 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. - 5. Submission of Contributions. Unless You explicitly state otherwise, + 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. @@ -3532,12 +3278,12 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. - 6. Trademarks. This License does not grant permission to use the trade + 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. - 7. Disclaimer of Warranty. Unless required by applicable law or + 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or @@ -3547,7 +3293,7 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. - 8. Limitation of Liability. In no event and under no legal theory, + 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be @@ -3559,7 +3305,7 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. - 9. Accepting Warranty or Additional Liability. While redistributing + 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this @@ -3570,9 +3316,9 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. - END OF TERMS AND CONDITIONS + END OF TERMS AND CONDITIONS - APPENDIX: How to apply the Apache License to your work. + APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" @@ -3583,98 +3329,42 @@ The LLVM Project is under the Apache License v2.0 with LLVM Exceptions: same "printed page" as the copyright notice for easier identification within third-party archives. - Copyright [yyyy] [name of copyright owner] + Copyright [yyyy] [name of copyright owner] - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. - - ----- LLVM Exceptions to the Apache 2.0 License ---- - -As an exception, if, as a result of your compiling your source code, portions -of this Software are embedded into an Object form of such source code, you -may redistribute such embedded portions in such Object form without complying -with the conditions of Sections 4(a), 4(b) and 4(d) of the License. - -In addition, if you combine or link compiled forms of this Software with -software that is licensed under the GPLv2 ("Combined Software") and if a -court of competent jurisdiction determines that the patent provision (Section -3), the indemnity provision (Section 9) or other Section of the License -conflicts with the conditions of the GPLv2, you may retroactively and -prospectively choose to deem waived or otherwise exclude such Section(s) of -the License, but only in their entirety and only with respect to the Combined -Software. - -============================================================================== -Software from third parties included in the LLVM Project: -============================================================================== -The LLVM Project contains third party software which is under different license -terms. All such code will be identified clearly using at least one of two -mechanisms: -1) It will be in a separate directory tree with its own `LICENSE.txt` or - `LICENSE` file at the top containing the specific license and restrictions - which apply to that software, or -2) It will contain specific license and restriction terms at the top of every - file. - -============================================================================== -Legacy LLVM License (https://llvm.org/docs/DeveloperPolicy.html#legacy): -============================================================================== -University of Illinois/NCSA -Open Source License - -Copyright (c) 2007-2019 University of Illinois at Urbana-Champaign. -All rights reserved. - -Developed by: - - LLVM Team - - University of Illinois at Urbana-Champaign - - http://llvm.org - -Permission is hereby granted, free of charge, to any person obtaining a copy of -this software and associated documentation files (the "Software"), to deal with -the Software without restriction, including without limitation the rights to -use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies -of the Software, and to permit persons to whom the Software is furnished to do -so, subject to the following conditions: + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. - * Redistributions of source code must retain the above copyright notice, - this list of conditions and the following disclaimers. - * Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimers in the - documentation and/or other materials provided with the distribution. +namex +0.1.0 +UNKNOWN +Copyright 2023 fchollet - * Neither the names of the LLVM Team, University of Illinois at - Urbana-Champaign, nor the names of its contributors may be used to - endorse or promote products derived from this Software without specific - prior written permission. +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS -FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS WITH THE -SOFTWARE. + http://www.apache.org/licenses/LICENSE-2.0 +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. numpy -1.21.6 +1.26.4 BSD License -Copyright (c) 2005-2021, NumPy Developers. +Copyright (c) 2005-2023, NumPy Developers. All rights reserved. Redistribution and use in source and binary forms, with or without @@ -3707,14 +3397,53 @@ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. ---- +The NumPy repository and source distributions bundle several libraries that are +compatibly licensed. We list these here. + +Name: lapack-lite +Files: numpy/linalg/lapack_lite/* +License: BSD-3-Clause + For details, see numpy/linalg/lapack_lite/LICENSE.txt + +Name: tempita +Files: tools/npy_tempita/* +License: MIT + For details, see tools/npy_tempita/license.txt + +Name: dragon4 +Files: numpy/core/src/multiarray/dragon4.c +License: MIT + For license text, see numpy/core/src/multiarray/dragon4.c + +Name: libdivide +Files: numpy/core/include/numpy/libdivide/* +License: Zlib + For license text, see numpy/core/include/numpy/libdivide/LICENSE.txt + + +Note that the following files are vendored in the repository and sdist but not +installed in built numpy packages: + +Name: Meson +Files: vendored-meson/meson/* +License: Apache 2.0 + For license text, see vendored-meson/meson/COPYING + +Name: spin +Files: .spin/cmds.py +License: BSD-3 + For license text, see .spin/LICENSE + +---- + This binary distribution of NumPy also bundles the following software: Name: OpenBLAS -Files: .libs/libopenb*.so +Files: numpy.libs/libopenblas*.so Description: bundled as a dynamically linked library -Availability: https://github.com/xianyi/OpenBLAS/ -License: 3-clause BSD +Availability: https://github.com/OpenMathLib/OpenBLAS/ +License: BSD-3-Clause Copyright (c) 2011-2014, The OpenBLAS Project All rights reserved. @@ -3747,10 +3476,10 @@ License: 3-clause BSD Name: LAPACK -Files: .libs/libopenb*.so +Files: numpy.libs/libopenblas*.so Description: bundled in OpenBLAS -Availability: https://github.com/xianyi/OpenBLAS/ -License 3-clause BSD +Availability: https://github.com/OpenMathLib/OpenBLAS/ +License: BSD-3-Clause-Attribution Copyright (c) 1992-2013 The University of Tennessee and The University of Tennessee Research Foundation. All rights reserved. @@ -3802,10 +3531,10 @@ License 3-clause BSD Name: GCC runtime library -Files: .libs/libgfortran*.so +Files: numpy.libs/libgfortran*.so Description: dynamically linked to files compiled with gcc -Availability: https://gcc.gnu.org/viewcvs/gcc/ -License: GPLv3 + runtime exception +Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libgfortran +License: GPL-3.0-with-GCC-exception Copyright (C) 2002-2017 Free Software Foundation, Inc. Libgfortran is free software; you can redistribute it and/or modify @@ -4585,37 +4314,27 @@ the library. If this is what you want to do, use the GNU Lesser General Public License instead of this License. But first, please read . +Name: libquadmath +Files: numpy.libs/libquadmath*.so +Description: dynamically linked to files compiled with gcc +Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libquadmath +License: LGPL-2.1-or-later -oauthlib -3.2.2 -BSD License -Copyright (c) 2019 The OAuthlib Community -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - - 1. Redistributions of source code must retain the above copyright notice, - this list of conditions and the following disclaimer. - - 2. Redistributions in binary form must reproduce the above copyright - notice, this list of conditions and the following disclaimer in the - documentation and/or other materials provided with the distribution. + GCC Quad-Precision Math Library + Copyright (C) 2010-2019 Free Software Foundation, Inc. + Written by Francois-Xavier Coudert - 3. Neither the name of this project nor the names of its contributors may - be used to endorse or promote products derived from this software without - specific prior written permission. + This file is part of the libquadmath library. + Libquadmath is free software; you can redistribute it and/or + modify it under the terms of the GNU Library General Public + License as published by the Free Software Foundation; either + version 2.1 of the License, or (at your option) any later version. -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + Libquadmath is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU + Lesser General Public License for more details. + https://www.gnu.org/licenses/old-licenses/lgpl-2.1.html opentracing @@ -4824,8 +4543,8 @@ See the License for the specific language governing permissions and limitations under the License. -opt-einsum -3.3.0 +opt_einsum +3.4.0 MIT The MIT License (MIT) @@ -4851,17 +4570,10 @@ SOFTWARE. -packaging -24.0 -Apache Software License; BSD License -This software is made available under the terms of *either* of the licenses -found in LICENSE.APACHE or LICENSE.BSD. Contributions to this software is made -under the terms of *both* these licenses. - +optree +0.17.0 +Apache-2.0 -prometheus-client -0.8.0 -Apache Software License Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ @@ -5021,175 +4733,61 @@ Apache Software License liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the - Work (including but not limited to damages for loss of goodwill, - work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. 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We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright [yyyy] [name of copyright owner] - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. - - -protobuf -3.20.3 -BSD-3-Clause -UNKNOWN - -pyasn1 -0.5.1 -BSD License -Copyright (c) 2005-2020, Ilya Etingof -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - - * Redistributions of source code must retain the above copyright notice, - this list of conditions and the following disclaimer. - - * Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE -ARE DISCLAIMED. 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IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE -LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR -CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF -SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS -INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN -CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) -ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE -POSSIBILITY OF SUCH DAMAGE. - + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. -pycparser -2.21 -BSD License -pycparser -- A C parser in Python + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. -Copyright (c) 2008-2020, Eli Bendersky -All rights reserved. + END OF TERMS AND CONDITIONS -Redistribution and use in source and binary forms, with or without modification, -are permitted provided that the following conditions are met: + APPENDIX: How to apply the Apache License to your work. -* Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. -* Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. -* Neither the name of Eli Bendersky nor the names of its contributors may - be used to endorse or promote products derived from this software without - specific prior written permission. + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND -ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED -WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE -LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR -CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE -GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) -HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT -LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT -OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + Copyright 2022-2025 MetaOPT Team. All Rights Reserved. + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at -pyrsistent -0.19.3 -MIT License -Copyright (c) 2022 Tobias Gustafsson + http://www.apache.org/licenses/LICENSE-2.0 -Permission is hereby granted, free of charge, to any person -obtaining a copy of this software and associated documentation -files (the "Software"), to deal in the Software without -restriction, including without limitation the rights to use, -copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the -Software is furnished to do so, subject to the following -conditions: + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. -The above copyright notice and this permission notice shall be -included in all copies or substantial portions of the Software. -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, -EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES -OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND -NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT -HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, -WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING -FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR -OTHER DEALINGS IN THE SOFTWARE. +packaging +25.0 +Apache Software License; BSD License +This software is made available under the terms of *either* of the licenses +found in LICENSE.APACHE or LICENSE.BSD. Contributions to this software is made +under the terms of *both* these licenses. -requests -2.31.0 -Apache Software License +prometheus_client +0.23.1 +Apache-2.0 AND BSD-2-Clause Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ @@ -5365,149 +4963,130 @@ Apache Software License incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. + END OF TERMS AND CONDITIONS -requests-oauthlib -2.0.0 -BSD License -ISC License - -Copyright (c) 2014 Kenneth Reitz. - -Permission to use, copy, modify, and/or distribute this software for any -purpose with or without fee is hereby granted, provided that the above -copyright notice and this permission notice appear in all copies. - -THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES -WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF -MERCHANTABILITY AND FITNESS. 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Stüvel - -Licensed under the Apache License, Version 2.0 (the "License"); -you may not use this file except in compliance with the License. -You may obtain a copy of the License at - - https://www.apache.org/licenses/LICENSE-2.0 - -Unless required by applicable law or agreed to in writing, software -distributed under the License is distributed on an "AS IS" BASIS, -WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -See the License for the specific language governing permissions and -limitations under the License. - - -seldon-core -1.19.0.dev0 -Business Source License 1.1 -Parameters - -Licensor: Seldon Technologies Limited -Licensed Work: Seldon Core v1 - The Licensed Work is (c) January 2024 Seldon Technologies Limited - -Additional Use Grant: Non-profit educational institutions may use the Licensed Work for production use; provided, that such use does not include commercializing the Licensed Work or incorporating or including the Licensed Work into any models, products or services sold, licensed, marketed, or offered for sale to third-parties - -Change Date: Four years from the release date of each version of the Licensed Work - -Change License: Apache License, Version 2.0 - -For information about alternative licensing arrangements for Seldon’s software, including for production or commercial use, please visit: seldon.io/pricing - -Notice - -The Business Source License (this document, or the “License”) is not an Open Source license. However, the Licensed Work will eventually be made available under an Open Source License, as stated in this License. License text copyright (c) 2020 MariaDB Corporation Ab, All Rights Reserved. “Business Source License” is a trademark of MariaDB Corporation Ab. + APPENDIX: How to apply the Apache License to your work. -Business Source License 1.1 + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. -Terms + Copyright [yyyy] [name of copyright owner] -The Licensor hereby grants you the right to copy, modify, create derivative works, redistribute, and make non-production use of the Licensed Work. The Licensor may make an Additional Use Grant, above, permitting limited production use. + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at -Effective on the Change Date, or the fourth anniversary of the first publicly available distribution of a specific version of the Licensed Work under this License, whichever comes first, the Licensor hereby grants you rights under the terms of the Change License, and the rights granted in the paragraph above terminate. + http://www.apache.org/licenses/LICENSE-2.0 -If your use of the Licensed Work does not comply with the requirements currently in effect as described in this License, you must purchase a commercial license from the Licensor, its affiliated entities, or authorized resellers, or you must refrain from using the Licensed Work. + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. -All copies of the original and modified Licensed Work, and derivative works of the Licensed Work, are subject to this License. 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All rights reserved. -Any use of the Licensed Work in violation of this License will automatically terminate your rights under this License for the current and all other versions of the Licensed Work. +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are +met: -This License does not grant you any right in any trademark or logo of Licensor or its affiliates (provided that you may use a trademark or logo of Licensor as expressly required by this License). + * Redistributions of source code must retain the above copyright +notice, this list of conditions and the following disclaimer. + * Redistributions in binary form must reproduce the above +copyright notice, this list of conditions and the following disclaimer +in the documentation and/or other materials provided with the +distribution. + * Neither the name of Google Inc. nor the names of its +contributors may be used to endorse or promote products derived from +this software without specific prior written permission. -TO THE EXTENT PERMITTED BY APPLICABLE LAW, THE LICENSED WORK IS PROVIDED ON AN “AS IS” BASIS. 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IN NO EVENT SHALL THE COPYRIGHT +OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT +LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY +THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -MariaDB hereby grants you permission to use this License’s text to license your works, and to refer to it using the trademark “Business Source License”, as long as you comply with the Covenants of Licensor below. +Code generated by the Protocol Buffer compiler is owned by the owner +of the input file used when generating it. This code is not +standalone and requires a support library to be linked with it. This +support library is itself covered by the above license. -Covenants of Licensor -In consideration of the right to use this License’s text and the “Business Source License” name and trademark, Licensor covenants to MariaDB, and to all other recipients of the licensed work to be provided by Licensor: +pycparser +2.23 +BSD License +pycparser -- A C parser in Python -1. To specify as the Change License the GPL Version 2.0 or any later version, or a license that is compatible with GPL Version 2.0 or a later version, where “compatible” means that software provided under the Change License can be included in a program with software provided under GPL Version 2.0 or a later version. Licensor may specify additional Change Licenses without limitation. +Copyright (c) 2008-2022, Eli Bendersky +All rights reserved. -2. To either: (a) specify an additional grant of rights to use that does not impose any additional restriction on the right granted in this License, as the Additional Use Grant; or (b) insert the text “None”. +Redistribution and use in source and binary forms, with or without modification, +are permitted provided that the following conditions are met: -3. To specify a Change Date. +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. +* Neither the name of the copyright holder nor the names of its contributors may + be used to endorse or promote products derived from this software without + specific prior written permission. -4. Not to modify this License in any other way. +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE +GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) +HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT +LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT +OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -six -1.16.0 -MIT License -Copyright (c) 2010-2020 Benjamin Peterson +referencing +0.37.0 +MIT +Copyright (c) 2022 Julian Berman -Permission is hereby granted, free of charge, to any person obtaining a copy of -this software and associated documentation files (the "Software"), to deal in -the Software without restriction, including without limitation the rights to -use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of -the Software, and to permit persons to whom the Software is furnished to do so, -subject to the following conditions: +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS -FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR -COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER -IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN -CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. - - -tensorboard -2.9.0 -Apache Software License -# TensorBoard License - -TensorBoard is licensed Apache 2.0 and distributed with -vendored content licensed Apache 2.0, MIT, and BSD-3. - -## Table of Contents - -- tensorboard/pip_package/LICENSE.tensorflow -- external/npm/node_modules/d3/LICENSE -- external/com_google_fonts_roboto/LICENSE -- external/org_mozilla_bleach/LICENSE -- external/org_html5lib/LICENSE -- external/org_pythonhosted_webencodings/LICENSE -- third_party/bh_tsne.LICENSE - -## Licenses - - +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. -### tensorboard/pip_package/LICENSE.tensorflow -Copyright 2017 The TensorFlow Authors. All rights reserved. +requests +2.32.5 +Apache Software License Apache License Version 2.0, January 2004 @@ -5684,68 +5263,159 @@ Copyright 2017 The TensorFlow Authors. All rights reserved. incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. - END OF TERMS AND CONDITIONS - APPENDIX: How to apply the Apache License to your work. +rich +14.2.0 +MIT License +Copyright (c) 2020 Will McGugan - To apply the Apache License to your work, attach the following - boilerplate notice, with the fields enclosed by brackets "[]" - replaced with your own identifying information. (Don't include - the brackets!) The text should be enclosed in the appropriate - comment syntax for the file format. We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: - Copyright 2017, The TensorFlow Authors. +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. - http://www.apache.org/licenses/LICENSE-2.0 - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. +rpds-py +0.28.0 +MIT +Copyright (c) 2023 Julian Berman +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. -### external/npm/node_modules/d3/LICENSE +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. -Copyright 2010-2017 Mike Bostock -All rights reserved. -Redistribution and use in source and binary forms, with or without modification, -are permitted provided that the following conditions are met: +seldon-core +1.19.0.dev0 +Business Source License 1.1 +Parameters -* Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. +Licensor: Seldon Technologies Limited +Licensed Work: Seldon Core v1 + The Licensed Work is (c) January 2024 Seldon Technologies Limited -* Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. +Additional Use Grant: Non-profit educational institutions may use the Licensed Work for production use; provided, that such use does not include commercializing the Licensed Work or incorporating or including the Licensed Work into any models, products or services sold, licensed, marketed, or offered for sale to third-parties -* Neither the name of the author nor the names of contributors may be used to - endorse or promote products derived from this software without specific prior - written permission. +Change Date: Four years from the release date of each version of the Licensed Work -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND -ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED -WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR -ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES -(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; -LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON -ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT -(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS -SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +Change License: Apache License, Version 2.0 + +For information about alternative licensing arrangements for Seldon’s software, including for production or commercial use, please visit: seldon.io/pricing +Notice + +The Business Source License (this document, or the “License”) is not an Open Source license. However, the Licensed Work will eventually be made available under an Open Source License, as stated in this License. License text copyright (c) 2020 MariaDB Corporation Ab, All Rights Reserved. “Business Source License” is a trademark of MariaDB Corporation Ab. + +Business Source License 1.1 + +Terms + +The Licensor hereby grants you the right to copy, modify, create derivative works, redistribute, and make non-production use of the Licensed Work. The Licensor may make an Additional Use Grant, above, permitting limited production use. + +Effective on the Change Date, or the fourth anniversary of the first publicly available distribution of a specific version of the Licensed Work under this License, whichever comes first, the Licensor hereby grants you rights under the terms of the Change License, and the rights granted in the paragraph above terminate. + +If your use of the Licensed Work does not comply with the requirements currently in effect as described in this License, you must purchase a commercial license from the Licensor, its affiliated entities, or authorized resellers, or you must refrain from using the Licensed Work. + +All copies of the original and modified Licensed Work, and derivative works of the Licensed Work, are subject to this License. This License applies separately for each version of the Licensed Work and the Change Date may vary for each version of the Licensed Work released by Licensor. + +You must conspicuously display this License on each original or modified copy of the Licensed Work. If you receive the Licensed Work in original or modified form from a third party, the terms and conditions set forth in this License apply to your use of that work. + +Any use of the Licensed Work in violation of this License will automatically terminate your rights under this License for the current and all other versions of the Licensed Work. + +This License does not grant you any right in any trademark or logo of Licensor or its affiliates (provided that you may use a trademark or logo of Licensor as expressly required by this License). + +TO THE EXTENT PERMITTED BY APPLICABLE LAW, THE LICENSED WORK IS PROVIDED ON AN “AS IS” BASIS. LICENSOR HEREBY DISCLAIMS ALL WARRANTIES AND CONDITIONS, EXPRESS OR IMPLIED, INCLUDING (WITHOUT LIMITATION) WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, NON-INFRINGEMENT, AND TITLE. + +MariaDB hereby grants you permission to use this License’s text to license your works, and to refer to it using the trademark “Business Source License”, as long as you comply with the Covenants of Licensor below. + +Covenants of Licensor + +In consideration of the right to use this License’s text and the “Business Source License” name and trademark, Licensor covenants to MariaDB, and to all other recipients of the licensed work to be provided by Licensor: + +1. To specify as the Change License the GPL Version 2.0 or any later version, or a license that is compatible with GPL Version 2.0 or a later version, where “compatible” means that software provided under the Change License can be included in a program with software provided under GPL Version 2.0 or a later version. Licensor may specify additional Change Licenses without limitation. + +2. To either: (a) specify an additional grant of rights to use that does not impose any additional restriction on the right granted in this License, as the Additional Use Grant; or (b) insert the text “None”. + +3. To specify a Change Date. + +4. Not to modify this License in any other way. + + +six +1.17.0 +MIT License +Copyright (c) 2010-2024 Benjamin Peterson + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +the Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + + +tensorboard +2.18.0 +Apache Software License +# TensorBoard License + +TensorBoard is licensed Apache 2.0 and distributed with +vendored content licensed Apache 2.0, MIT, and BSD-3. + +## Table of Contents + +- tensorboard/pip_package/LICENSE.tensorflow +- external/npm/node_modules/d3/LICENSE +- external/com_google_fonts_roboto/LICENSE +- external/org_mozilla_bleach/LICENSE +- external/org_html5lib/LICENSE +- external/org_pythonhosted_webencodings/LICENSE +- third_party/bh_tsne.LICENSE + +## Licenses -### external/com_google_fonts_roboto/LICENSE + +### tensorboard/pip_package/LICENSE.tensorflow + +Copyright 2017 The TensorFlow Authors. All rights reserved. Apache License Version 2.0, January 2004 @@ -5908,166 +5578,83 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. While redistributing - the Work or Derivative Works thereof, You may choose to offer, - and charge a fee for, acceptance of support, warranty, indemnity, - or other liability obligations and/or rights consistent with this - License. However, in accepting such obligations, You may act only - on Your own behalf and on Your sole responsibility, not on behalf - of any other Contributor, and only if You agree to indemnify, - defend, and hold each Contributor harmless for any liability - incurred by, or claims asserted against, such Contributor by reason - of your accepting any such warranty or additional liability. - - END OF TERMS AND CONDITIONS - - APPENDIX: How to apply the Apache License to your work. - - To apply the Apache License to your work, attach the following - boilerplate notice, with the fields enclosed by brackets "[]" - replaced with your own identifying information. (Don't include - the brackets!) The text should be enclosed in the appropriate - comment syntax for the file format. We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright [yyyy] [name of copyright owner] - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. - - - -### external/org_mozilla_bleach/LICENSE - -Copyright (c) 2014-2017, Mozilla Foundation - -Licensed under the Apache License, Version 2.0 (the "License"); -you may not use this file except in compliance with the License. -You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - -Unless required by applicable law or agreed to in writing, software -distributed under the License is distributed on an "AS IS" BASIS, -WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -See the License for the specific language governing permissions and -limitations under the License. - - - -### external/org_html5lib/LICENSE - -Copyright (c) 2006-2013 James Graham and other contributors - -Permission is hereby granted, free of charge, to any person obtaining -a copy of this software and associated documentation files (the -"Software"), to deal in the Software without restriction, including -without limitation the rights to use, copy, modify, merge, publish, -distribute, sublicense, and/or sell copies of the Software, and to -permit persons to whom the Software is furnished to do so, subject to -the following conditions: - -The above copyright notice and this permission notice shall be -included in all copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, -EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF -MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND -NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE -LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION -OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION -WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. - + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. -### external/org_pythonhosted_webencodings/LICENSE + END OF TERMS AND CONDITIONS -Copyright (c) 2012 by Simon Sapin. + APPENDIX: How to apply the Apache License to your work. -Some rights reserved. + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are -met: + Copyright 2017, The TensorFlow Authors. - * Redistributions of source code must retain the above copyright - notice, this list of conditions and the following disclaimer. + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at - * Redistributions in binary form must reproduce the above - copyright notice, this list of conditions and the following - disclaimer in the documentation and/or other materials provided - with the distribution. + http://www.apache.org/licenses/LICENSE-2.0 - * The names of the contributors may not be used to endorse or - promote products derived from this software without specific - prior written permission. + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS -"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT -LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR -A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT -OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, -SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT -LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, -DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY -THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT -(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +### external/npm/node_modules/d3/LICENSE -### third_party/bh_tsne.LICENSE +Copyright 2010-2017 Mike Bostock +All rights reserved. -The MIT License (MIT) +Redistribution and use in source and binary forms, with or without modification, +are permitted provided that the following conditions are met: -Copyright (c) 2015 Andrej Karpathy +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. -The above copyright notice and this permission notice shall be included in -all copies or substantial portions of the Software. +* Neither the name of the author nor the names of contributors may be used to + endorse or promote products derived from this software without specific prior + written permission. -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN -THE SOFTWARE. +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR +ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES +(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; +LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON +ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS +SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -tensorboard-data-server -0.6.1 -Apache Software License -UNKNOWN -tensorboard-plugin-wit -1.8.1 -Apache 2.0 -UNKNOWN +### external/com_google_fonts_roboto/LICENSE -tensorflow -2.9.0 -Apache Software License Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ @@ -6270,67 +5857,124 @@ Apache Software License See the License for the specific language governing permissions and limitations under the License. -## Some of TensorFlow's code is derived from Caffe, which is subject to the following copyright notice: -COPYRIGHT -All contributions by the University of California: +### external/org_mozilla_bleach/LICENSE -Copyright (c) 2014, The Regents of the University of California (Regents) -All rights reserved. +Copyright (c) 2014-2017, Mozilla Foundation + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at -All other contributions: + http://www.apache.org/licenses/LICENSE-2.0 -Copyright (c) 2014, the respective contributors -All rights reserved. +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. -Caffe uses a shared copyright model: each contributor holds copyright over -their contributions to Caffe. The project versioning records all such -contribution and copyright details. If a contributor wants to further mark -their specific copyright on a particular contribution, they should indicate -their copyright solely in the commit message of the change when it is -committed. -LICENSE + +### external/org_html5lib/LICENSE + +Copyright (c) 2006-2013 James Graham and other contributors + +Permission is hereby granted, free of charge, to any person obtaining +a copy of this software and associated documentation files (the +"Software"), to deal in the Software without restriction, including +without limitation the rights to use, copy, modify, merge, publish, +distribute, sublicense, and/or sell copies of the Software, and to +permit persons to whom the Software is furnished to do so, subject to +the following conditions: + +The above copyright notice and this permission notice shall be +included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF +MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND +NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE +LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION +OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION +WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + + + +### external/org_pythonhosted_webencodings/LICENSE + +Copyright (c) 2012 by Simon Sapin. + +Some rights reserved. Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: +modification, are permitted provided that the following conditions are +met: -1. Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. + * Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. -2. Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. + * Redistributions in binary form must reproduce the above + copyright notice, this list of conditions and the following + disclaimer in the documentation and/or other materials provided + with the distribution. + + * The names of the contributors may not be used to endorse or + promote products derived from this software without specific + prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT +OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT +LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY +THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + + +### third_party/bh_tsne.LICENSE + +The MIT License (MIT) + +Copyright (c) 2015 Andrej Karpathy + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. - THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND - ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED - WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE - DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR - ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES - (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; - LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND - ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT - (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS - SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. - -CONTRIBUTION AGREEMENT - -By contributing to the BVLC/caffe repository through pull-request, comment, -or otherwise, the contributor releases their content to the -license and copyright terms herein. - -tensorflow-estimator -2.9.0 + +tensorboard-data-server +0.7.2 Apache Software License UNKNOWN -tensorflow-io-gcs-filesystem -0.34.0 +tensorflow +2.18.1 Apache Software License + Apache License Version 2.0, January 2004 - http://www.apache.org/licenses/ + https://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION @@ -6522,7 +6166,7 @@ Apache Software License you may not use this file except in compliance with the License. You may obtain a copy of the License at - http://www.apache.org/licenses/LICENSE-2.0 + https://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, @@ -6531,9 +6175,10 @@ Apache Software License limitations under the License. + termcolor -2.3.0 -MIT License +3.2.0 +MIT Copyright (c) 2008-2011 Volvox Development Team Permission is hereby granted, free of charge, to any person obtaining a copy @@ -6561,12 +6206,12 @@ MIT License UNKNOWN thrift -0.20.0 +0.22.0 Apache License 2.0 UNKNOWN tornado -6.2 +6.5.2 Apache Software License Apache License @@ -6772,9 +6417,9 @@ Apache Software License limitations under the License. -typing-extensions -4.7.1 -Python Software Foundation License +typing_extensions +4.15.0 +PSF-2.0 A. HISTORY OF THE SOFTWARE ========================== @@ -7057,11 +6702,11 @@ PERFORMANCE OF THIS SOFTWARE. urllib3 -1.26.18 -MIT License +2.5.0 +MIT MIT License -Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt) +Copyright (c) 2008-2020 Andrey Petrov and contributors. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal @@ -7083,9 +6728,8 @@ SOFTWARE. wrapt -1.16.0 -BSD License -Copyright (c) 2013-2023, Graham Dumpleton +2.0.1 +Copyright (c) 2013-2025, Graham Dumpleton All rights reserved. Redistribution and use in source and binary forms, with or without @@ -7110,28 +6754,29 @@ CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +Copyright (c) 2013-2025, Graham Dumpleton +All rights reserved. -zipp -3.15.0 -MIT License -Copyright Jason R. Coombs +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to -deal in the Software without restriction, including without limitation the -rights to use, copy, modify, merge, publish, distribute, sublicense, and/or -sell copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. -The above copyright notice and this permission notice shall be included in -all copies or substantial portions of the Software. +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING -FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS -IN THE SOFTWARE. +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +POSSIBILITY OF SUCH DAMAGE. diff --git a/python/licenses/license_info.csv b/python/licenses/license_info.csv index 87282138b2..351c1f2a1b 100644 --- a/python/licenses/license_info.csv +++ b/python/licenses/license_info.csv @@ -1,66 +1,86 @@ "Name","Version","License" -"Flask","2.2.5","BSD License" -"Flask-Cors","3.0.10","MIT License" -"Flask-OpenTracing","1.1.0","BSD License" -"Keras-Preprocessing","1.1.2","MIT License" -"Markdown","3.4.4","BSD License" -"MarkupSafe","2.1.5","BSD License" -"PyYAML","6.0.1","MIT License" -"Werkzeug","2.2.3","BSD License" -"absl-py","2.1.0","Apache Software License" +"Flask","3.1.2","BSD-3-Clause" +"Flask-OpenTracing","2.0.0","BSD License" +"Jinja2","3.1.6","BSD License" +"Markdown","3.10","BSD-3-Clause" +"MarkupSafe","3.0.3","BSD-3-Clause" +"PyYAML","6.0.3","MIT License" +"Pygments","2.19.2","BSD License" +"Werkzeug","3.1.3","BSD License" +"absl-py","2.3.1","Apache-2.0" "astunparse","1.6.3","BSD License" -"attrs","23.2.0","MIT License" -"cachetools","5.3.3","MIT License" -"certifi","2024.2.2","Mozilla Public License 2.0 (MPL 2.0)" -"cffi","1.15.1","MIT License" -"charset-normalizer","3.3.2","MIT License" -"click","8.0.4","BSD License" -"cryptography","41.0.7","Apache Software License; BSD License" -"flatbuffers","1.12","Apache Software License" -"gast","0.4.0","BSD License" -"google-auth","2.29.0","Apache Software License" -"google-auth-oauthlib","0.4.6","Apache Software License" +"attrs","25.4.0","MIT" +"blinker","1.9.0","MIT License" +"certifi","2025.10.5","Mozilla Public License 2.0 (MPL 2.0)" +"cffi","2.0.0","MIT" +"charset-normalizer","3.4.4","MIT" +"click","8.3.0","BSD-3-Clause" +"cryptography","46.0.3","Apache-2.0 OR BSD-3-Clause" +"flask-cors","6.0.1","UNKNOWN" +"flatbuffers","25.9.23","Apache Software License" +"gast","0.6.0","BSD License" "google-pasta","0.2.0","Apache Software License" -"grpcio","1.62.2","Apache Software License" +"grpcio","1.76.0","Apache Software License" "grpcio-opentracing","1.1.4","Apache Software License" -"grpcio-reflection","1.48.2","Apache Software License" -"gunicorn","20.1.0","MIT License" -"h5py","3.8.0","BSD License" -"idna","3.7","BSD License" -"importlib-metadata","4.13.0","Apache Software License" -"itsdangerous","2.1.2","BSD License" -"jaeger-client","4.4.0","Apache Software License" -"jinja2","3.1.4","BSD License" -"jsonschema","3.2.0","MIT License" -"keras","2.9.0","Apache Software License" +"grpcio-reflection","1.62.3","Apache Software License" +"gunicorn","23.0.0","MIT License" +"h5py","3.15.1","BSD-3-Clause" +"idna","3.11","BSD-3-Clause" +"itsdangerous","2.2.0","BSD License" +"jaeger-client","4.8.0","Apache Software License" +"jsonschema","4.25.1","MIT" +"jsonschema-specifications","2025.9.1","MIT" +"keras","3.12.0","Apache License 2.0" "libclang","18.1.1","Apache Software License" -"numpy","1.21.6","BSD License" -"oauthlib","3.2.2","BSD License" +"markdown-it-py","4.0.0","MIT License" +"mdurl","0.1.2","MIT License" +"ml_dtypes","0.5.3","Apache-2.0" +"namex","0.1.0","UNKNOWN" +"numpy","1.26.4","BSD License" "opentracing","2.4.0","Apache Software License" -"opt-einsum","3.3.0","MIT" -"packaging","24.0","Apache Software License; BSD License" -"prometheus-client","0.8.0","Apache Software License" -"protobuf","3.20.3","BSD-3-Clause" -"pyasn1","0.5.1","BSD License" -"pyasn1-modules","0.3.0","BSD License" -"pycparser","2.21","BSD License" -"pyrsistent","0.19.3","MIT License" -"requests","2.31.0","Apache Software License" -"requests-oauthlib","2.0.0","BSD License" -"rsa","4.9","Apache Software License" +"opt_einsum","3.4.0","MIT" +"optree","0.17.0","Apache-2.0" +"packaging","25.0","Apache Software License; BSD License" +"prometheus_client","0.23.1","Apache-2.0 AND BSD-2-Clause" +"protobuf","5.29.0","3-Clause BSD License" +"pycparser","2.23","BSD License" +"referencing","0.37.0","MIT" +"requests","2.32.5","Apache Software License" +"rich","14.2.0","MIT License" +"rpds-py","0.28.0","MIT" "seldon-core","1.19.0.dev0","Business Source License 1.1" -"six","1.16.0","MIT License" -"tensorboard","2.9.0","Apache Software License" -"tensorboard-data-server","0.6.1","Apache Software License" -"tensorboard-plugin-wit","1.8.1","Apache 2.0" -"tensorflow","2.9.0","Apache Software License" -"tensorflow-estimator","2.9.0","Apache Software License" -"tensorflow-io-gcs-filesystem","0.34.0","Apache Software License" -"termcolor","2.3.0","MIT License" +"six","1.17.0","MIT License" +"tensorboard","2.18.0","Apache Software License" +"tensorboard-data-server","0.7.2","Apache Software License" +"tensorflow","2.18.1","Apache Software License" +"termcolor","3.2.0","MIT" "threadloop","1.0.2","MIT License" -"thrift","0.20.0","Apache License 2.0" -"tornado","6.2","Apache Software License" -"typing-extensions","4.7.1","Python Software Foundation License" -"urllib3","1.26.18","MIT License" -"wrapt","1.16.0","BSD License" -"zipp","3.15.0","MIT License" \ No newline at end of file +"thrift","0.22.0","Apache License 2.0" +"tornado","6.5.2","Apache Software License" +"typing_extensions","4.15.0","PSF-2.0" +"urllib3","2.5.0","MIT" +"wrapt","2.0.1","Copyright (c) 2013-2025, Graham Dumpleton +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +POSSIBILITY OF SUCH DAMAGE. +" diff --git a/python/licenses/license_info.no_versions.csv b/python/licenses/license_info.no_versions.csv index e74b4cbfc5..7d267ebf41 100644 --- a/python/licenses/license_info.no_versions.csv +++ b/python/licenses/license_info.no_versions.csv @@ -1,66 +1,86 @@ "Name","License" -"Flask","BSD License" -"Flask-Cors","MIT License" +"Flask","BSD-3-Clause" "Flask-OpenTracing","BSD License" -"Keras-Preprocessing","MIT License" -"Markdown","BSD License" -"MarkupSafe","BSD License" +"Jinja2","BSD License" +"Markdown","BSD-3-Clause" +"MarkupSafe","BSD-3-Clause" "PyYAML","MIT License" +"Pygments","BSD License" "Werkzeug","BSD License" -"absl-py","Apache Software License" +"absl-py","Apache-2.0" "astunparse","BSD License" -"attrs","MIT License" -"cachetools","MIT License" +"attrs","MIT" +"blinker","MIT License" "certifi","Mozilla Public License 2.0 (MPL 2.0)" -"cffi","MIT License" -"charset-normalizer","MIT License" -"click","BSD License" -"cryptography","Apache Software License; BSD License" +"cffi","MIT" +"charset-normalizer","MIT" +"click","BSD-3-Clause" +"cryptography","Apache-2.0 OR BSD-3-Clause" +"flask-cors","UNKNOWN" "flatbuffers","Apache Software License" "gast","BSD License" -"google-auth","Apache Software License" -"google-auth-oauthlib","Apache Software License" "google-pasta","Apache Software License" "grpcio","Apache Software License" "grpcio-opentracing","Apache Software License" "grpcio-reflection","Apache Software License" "gunicorn","MIT License" -"h5py","BSD License" -"idna","BSD License" -"importlib-metadata","Apache Software License" +"h5py","BSD-3-Clause" +"idna","BSD-3-Clause" "itsdangerous","BSD License" "jaeger-client","Apache Software License" -"jinja2","BSD License" -"jsonschema","MIT License" -"keras","Apache Software License" +"jsonschema","MIT" +"jsonschema-specifications","MIT" +"keras","Apache License 2.0" "libclang","Apache Software License" +"markdown-it-py","MIT License" +"mdurl","MIT License" +"ml_dtypes","Apache-2.0" +"namex","UNKNOWN" "numpy","BSD License" -"oauthlib","BSD License" "opentracing","Apache Software License" -"opt-einsum","MIT" +"opt_einsum","MIT" +"optree","Apache-2.0" "packaging","Apache Software License; BSD License" -"prometheus-client","Apache Software License" -"protobuf","BSD-3-Clause" -"pyasn1","BSD License" -"pyasn1-modules","BSD License" +"prometheus_client","Apache-2.0 AND BSD-2-Clause" +"protobuf","3-Clause BSD License" "pycparser","BSD License" -"pyrsistent","MIT License" +"referencing","MIT" "requests","Apache Software License" -"requests-oauthlib","BSD License" -"rsa","Apache Software License" +"rich","MIT License" +"rpds-py","MIT" "seldon-core","Business Source License 1.1" "six","MIT License" "tensorboard","Apache Software License" "tensorboard-data-server","Apache Software License" -"tensorboard-plugin-wit","Apache 2.0" "tensorflow","Apache Software License" -"tensorflow-estimator","Apache Software License" -"tensorflow-io-gcs-filesystem","Apache Software License" -"termcolor","MIT License" +"termcolor","MIT" "threadloop","MIT License" "thrift","Apache License 2.0" "tornado","Apache Software License" -"typing-extensions","Python Software Foundation License" -"urllib3","MIT License" -"wrapt","BSD License" -"zipp","MIT License" +"typing_extensions","PSF-2.0" +"urllib3","MIT" +"wrapt","Copyright (c) 2013-2025 +All rights reserved. + +Redistribution and use in source and binary forms +modification + +* Redistributions of source code must retain the above copyright notice + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ""AS IS"" +AND ANY EXPRESS OR IMPLIED WARRANTIES, BUT NOT LIMITED TO +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INCIDENTAL +CONSEQUENTIAL DAMAGES (INCLUDING, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY +CONTRACT, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE +POSSIBILITY OF SUCH DAMAGE. +" diff --git a/python/requirements-dev.txt b/python/requirements-dev.txt index e08dbc257d..3d507902da 100644 --- a/python/requirements-dev.txt +++ b/python/requirements-dev.txt @@ -1,17 +1,27 @@ -# Test and linters -black==21.7b0 -coverage==5.4 # 2nd lvl dep on cov required to avoid sqllite dep -flake8==5.0.4 -grpcio-tools==1.37.1 -isort==5.9.0 -mypy-protobuf==2.4 -mypy<0.791 -pandas==1.1.0 # used in serving_test_gen -pillow==8.1.1 -pip-licenses==3.4.0 # fetch licenses -pytest-cov==2.10.1 -pytest==6.2.2 -pytest-mock==3.6.1 -tenacity==6.3.1 # tenacity - used for smart retrying -nbqa==1.1.0 -tox<4.0.0 +# === Formatting & Style === +black==25.9.0 # Latest stable; supports Python 3.10+ +isort==7.0.0 # Compatible with modern Black configs +flake8==7.3.0 # Updated linter engine + +# === Type Checking === +mypy==1.18.2 # Actively maintained type checker +mypy-protobuf==3.5.0 # Works with newer mypy versions + +# === Testing === +pytest==8.4.2 # Modern pytest with py3.10+ support +pytest-cov==7.0.0 # Compatible with coverage>=7 +pytest-mock==3.15.1 # For pytest>=8 +coverage==7.11.0 # Works with pytest-cov 5.x + +# === Utilities === +tenacity==9.1.2 # Smart retries +tox==4.31.0 # Modern tox (new core + config) +nbqa==1.9.1 # Run linters/formatters on notebooks +pip-licenses==5.5.0 # Fetch OSS licenses + +# === Data & ML Related (for test_gen etc.) === +pandas==2.3.3 # Modern release; requires numpy>=1.23 +pillow==10.4.0 # Stable, supports Python 3.10+ +grpcio-tools==1.70.0 # Prebuilt wheels for all py3.10+ +conda==3.5.0 +pip-audit==2.9.0 \ No newline at end of file diff --git a/python/seldon_core/env_utils.py b/python/seldon_core/env_utils.py index 4107b96467..3b1e021d0b 100644 --- a/python/seldon_core/env_utils.py +++ b/python/seldon_core/env_utils.py @@ -1,6 +1,7 @@ """ Utilities to deal with Environment variables """ + import json import os diff --git a/python/seldon_core/proto/prediction_pb2.py b/python/seldon_core/proto/prediction_pb2.py index 29ed555266..bec47b6f7c 100644 --- a/python/seldon_core/proto/prediction_pb2.py +++ b/python/seldon_core/proto/prediction_pb2.py @@ -1,11 +1,22 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! +# NO CHECKED-IN PROTOBUF GENCODE # source: proto/prediction.proto +# Protobuf Python Version: 5.29.0 """Generated protocol buffer code.""" from google.protobuf import descriptor as _descriptor -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import runtime_version as _runtime_version from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +_runtime_version.ValidateProtobufRuntimeVersion( + _runtime_version.Domain.PUBLIC, + 5, + 29, + 0, + '', + 'proto/prediction.proto' +) # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -17,1487 +28,84 @@ from seldon_core.proto.tensorflow.core.framework import tensor_pb2 as tensorflow_dot_core_dot_framework_dot_tensor__pb2 -DESCRIPTOR = _descriptor.FileDescriptor( - name='proto/prediction.proto', - package='seldon.protos', - syntax='proto3', - serialized_options=b'\n\020io.seldon.protosB\020PredictionProtosZBgithub.com/seldonio/seldon-core/incubating/wrappers/s2i/go/pkg/api', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n\x16proto/prediction.proto\x12\rseldon.protos\x1a\x19google/protobuf/any.proto\x1a\x1cgoogle/protobuf/struct.proto\x1a\x1bgoogle/protobuf/empty.proto\x1a&tensorflow/core/framework/tensor.proto\"\x91\x02\n\rSeldonMessage\x12%\n\x06status\x18\x01 \x01(\x0b\x32\x15.seldon.protos.Status\x12!\n\x04meta\x18\x02 \x01(\x0b\x32\x13.seldon.protos.Meta\x12*\n\x04\x64\x61ta\x18\x03 \x01(\x0b\x32\x1a.seldon.protos.DefaultDataH\x00\x12\x11\n\x07\x62inData\x18\x04 \x01(\x0cH\x00\x12\x11\n\x07strData\x18\x05 \x01(\tH\x00\x12*\n\x08jsonData\x18\x06 \x01(\x0b\x32\x16.google.protobuf.ValueH\x00\x12*\n\ncustomData\x18\x07 \x01(\x0b\x32\x14.google.protobuf.AnyH\x00\x42\x0c\n\ndata_oneof\"\xaf\x01\n\x0b\x44\x65\x66\x61ultData\x12\r\n\x05names\x18\x01 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number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=888, - serialized_end=955, -) - -_META_ROUTINGENTRY = _descriptor.Descriptor( - name='RoutingEntry', - full_name='seldon.protos.Meta.RoutingEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.Meta.RoutingEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='seldon.protos.Meta.RoutingEntry.value', index=1, - number=2, type=5, cpp_type=1, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=957, - serialized_end=1003, -) - -_META_REQUESTPATHENTRY = _descriptor.Descriptor( - name='RequestPathEntry', - full_name='seldon.protos.Meta.RequestPathEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - 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serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='routing', full_name='seldon.protos.Meta.routing', index=2, - number=3, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='requestPath', full_name='seldon.protos.Meta.requestPath', index=3, - number=4, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='metrics', full_name='seldon.protos.Meta.metrics', index=4, - number=5, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_META_TAGSENTRY, _META_ROUTINGENTRY, _META_REQUESTPATHENTRY, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=671, - serialized_end=1055, -) - - -_METRIC_TAGSENTRY = _descriptor.Descriptor( - name='TagsEntry', - full_name='seldon.protos.Metric.TagsEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.Metric.TagsEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='seldon.protos.Metric.TagsEntry.value', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1191, - serialized_end=1234, -) - -_METRIC = _descriptor.Descriptor( - name='Metric', - full_name='seldon.protos.Metric', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - 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file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='status', full_name='seldon.protos.Status.status', index=3, - number=4, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - _STATUS_STATUSFLAG, - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1361, - serialized_end=1503, -) - - -_FEEDBACK = _descriptor.Descriptor( - name='Feedback', - full_name='seldon.protos.Feedback', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='request', full_name='seldon.protos.Feedback.request', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='response', full_name='seldon.protos.Feedback.response', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='reward', full_name='seldon.protos.Feedback.reward', index=2, - number=3, type=2, cpp_type=6, label=1, - has_default_value=False, default_value=float(0), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='truth', full_name='seldon.protos.Feedback.truth', index=3, - number=4, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1506, - serialized_end=1672, -) - - -_REQUESTRESPONSE = _descriptor.Descriptor( - name='RequestResponse', - full_name='seldon.protos.RequestResponse', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='request', full_name='seldon.protos.RequestResponse.request', index=0, - number=1, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='response', full_name='seldon.protos.RequestResponse.response', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1674, - serialized_end=1786, -) - - -_SELDONMODELMETADATAREQUEST = _descriptor.Descriptor( - name='SeldonModelMetadataRequest', - full_name='seldon.protos.SeldonModelMetadataRequest', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonModelMetadataRequest.name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1788, - serialized_end=1830, -) - - -_SELDONMESSAGEMETADATA = _descriptor.Descriptor( - name='SeldonMessageMetadata', - full_name='seldon.protos.SeldonMessageMetadata', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='messagetype', full_name='seldon.protos.SeldonMessageMetadata.messagetype', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='schema', full_name='seldon.protos.SeldonMessageMetadata.schema', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonMessageMetadata.name', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='datatype', full_name='seldon.protos.SeldonMessageMetadata.datatype', index=3, - number=4, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='shape', full_name='seldon.protos.SeldonMessageMetadata.shape', index=4, - number=5, type=3, cpp_type=2, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1833, - serialized_end=1964, -) - - -_SELDONMODELMETADATA_CUSTOMENTRY = _descriptor.Descriptor( - name='CustomEntry', - full_name='seldon.protos.SeldonModelMetadata.CustomEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.SeldonModelMetadata.CustomEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='seldon.protos.SeldonModelMetadata.CustomEntry.value', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2213, - serialized_end=2258, -) - -_SELDONMODELMETADATA = _descriptor.Descriptor( - name='SeldonModelMetadata', - full_name='seldon.protos.SeldonModelMetadata', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonModelMetadata.name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='versions', full_name='seldon.protos.SeldonModelMetadata.versions', index=1, - number=2, type=9, cpp_type=9, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='platform', full_name='seldon.protos.SeldonModelMetadata.platform', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='inputs', full_name='seldon.protos.SeldonModelMetadata.inputs', index=3, - number=4, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='outputs', full_name='seldon.protos.SeldonModelMetadata.outputs', index=4, - number=5, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='custom', full_name='seldon.protos.SeldonModelMetadata.custom', index=5, - number=6, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_SELDONMODELMETADATA_CUSTOMENTRY, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1967, - serialized_end=2258, -) - - -_SELDONGRAPHMETADATA_MODELSENTRY = _descriptor.Descriptor( - name='ModelsEntry', - full_name='seldon.protos.SeldonGraphMetadata.ModelsEntry', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.SeldonGraphMetadata.ModelsEntry.key', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='value', full_name='seldon.protos.SeldonGraphMetadata.ModelsEntry.value', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=b'8\001', - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2471, - serialized_end=2552, -) - -_SELDONGRAPHMETADATA = _descriptor.Descriptor( - name='SeldonGraphMetadata', - full_name='seldon.protos.SeldonGraphMetadata', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='name', full_name='seldon.protos.SeldonGraphMetadata.name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='models', full_name='seldon.protos.SeldonGraphMetadata.models', index=1, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='inputs', full_name='seldon.protos.SeldonGraphMetadata.inputs', index=2, - number=3, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='outputs', full_name='seldon.protos.SeldonGraphMetadata.outputs', index=3, - number=4, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_SELDONGRAPHMETADATA_MODELSENTRY, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=2261, - serialized_end=2552, -) - -_SELDONMESSAGE.fields_by_name['status'].message_type = _STATUS -_SELDONMESSAGE.fields_by_name['meta'].message_type = _META -_SELDONMESSAGE.fields_by_name['data'].message_type = _DEFAULTDATA -_SELDONMESSAGE.fields_by_name['jsonData'].message_type = google_dot_protobuf_dot_struct__pb2._VALUE -_SELDONMESSAGE.fields_by_name['customData'].message_type = google_dot_protobuf_dot_any__pb2._ANY -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['data']) -_SELDONMESSAGE.fields_by_name['data'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['binData']) -_SELDONMESSAGE.fields_by_name['binData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['strData']) -_SELDONMESSAGE.fields_by_name['strData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['jsonData']) -_SELDONMESSAGE.fields_by_name['jsonData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_SELDONMESSAGE.oneofs_by_name['data_oneof'].fields.append( - _SELDONMESSAGE.fields_by_name['customData']) -_SELDONMESSAGE.fields_by_name['customData'].containing_oneof = _SELDONMESSAGE.oneofs_by_name['data_oneof'] -_DEFAULTDATA.fields_by_name['tensor'].message_type = _TENSOR -_DEFAULTDATA.fields_by_name['ndarray'].message_type = google_dot_protobuf_dot_struct__pb2._LISTVALUE -_DEFAULTDATA.fields_by_name['tftensor'].message_type = tensorflow_dot_core_dot_framework_dot_tensor__pb2._TENSORPROTO -_DEFAULTDATA.oneofs_by_name['data_oneof'].fields.append( - _DEFAULTDATA.fields_by_name['tensor']) -_DEFAULTDATA.fields_by_name['tensor'].containing_oneof = _DEFAULTDATA.oneofs_by_name['data_oneof'] -_DEFAULTDATA.oneofs_by_name['data_oneof'].fields.append( - _DEFAULTDATA.fields_by_name['ndarray']) -_DEFAULTDATA.fields_by_name['ndarray'].containing_oneof = _DEFAULTDATA.oneofs_by_name['data_oneof'] -_DEFAULTDATA.oneofs_by_name['data_oneof'].fields.append( - _DEFAULTDATA.fields_by_name['tftensor']) -_DEFAULTDATA.fields_by_name['tftensor'].containing_oneof = _DEFAULTDATA.oneofs_by_name['data_oneof'] -_META_TAGSENTRY.fields_by_name['value'].message_type = google_dot_protobuf_dot_struct__pb2._VALUE -_META_TAGSENTRY.containing_type = _META -_META_ROUTINGENTRY.containing_type = _META -_META_REQUESTPATHENTRY.containing_type = _META -_META.fields_by_name['tags'].message_type = _META_TAGSENTRY -_META.fields_by_name['routing'].message_type = _META_ROUTINGENTRY -_META.fields_by_name['requestPath'].message_type = _META_REQUESTPATHENTRY -_META.fields_by_name['metrics'].message_type = _METRIC -_METRIC_TAGSENTRY.containing_type = _METRIC -_METRIC.fields_by_name['type'].enum_type = _METRIC_METRICTYPE -_METRIC.fields_by_name['tags'].message_type = _METRIC_TAGSENTRY -_METRIC_METRICTYPE.containing_type = _METRIC -_SELDONMESSAGELIST.fields_by_name['seldonMessages'].message_type = _SELDONMESSAGE -_STATUS.fields_by_name['status'].enum_type = _STATUS_STATUSFLAG -_STATUS_STATUSFLAG.containing_type = _STATUS -_FEEDBACK.fields_by_name['request'].message_type = _SELDONMESSAGE -_FEEDBACK.fields_by_name['response'].message_type = _SELDONMESSAGE -_FEEDBACK.fields_by_name['truth'].message_type = _SELDONMESSAGE -_REQUESTRESPONSE.fields_by_name['request'].message_type = _SELDONMESSAGE -_REQUESTRESPONSE.fields_by_name['response'].message_type = _SELDONMESSAGE -_SELDONMESSAGEMETADATA.fields_by_name['schema'].message_type = google_dot_protobuf_dot_struct__pb2._VALUE -_SELDONMODELMETADATA_CUSTOMENTRY.containing_type = _SELDONMODELMETADATA -_SELDONMODELMETADATA.fields_by_name['inputs'].message_type = _SELDONMESSAGEMETADATA -_SELDONMODELMETADATA.fields_by_name['outputs'].message_type = _SELDONMESSAGEMETADATA -_SELDONMODELMETADATA.fields_by_name['custom'].message_type = _SELDONMODELMETADATA_CUSTOMENTRY -_SELDONGRAPHMETADATA_MODELSENTRY.fields_by_name['value'].message_type = _SELDONMODELMETADATA -_SELDONGRAPHMETADATA_MODELSENTRY.containing_type = _SELDONGRAPHMETADATA -_SELDONGRAPHMETADATA.fields_by_name['models'].message_type = _SELDONGRAPHMETADATA_MODELSENTRY -_SELDONGRAPHMETADATA.fields_by_name['inputs'].message_type = _SELDONMESSAGEMETADATA -_SELDONGRAPHMETADATA.fields_by_name['outputs'].message_type = _SELDONMESSAGEMETADATA -DESCRIPTOR.message_types_by_name['SeldonMessage'] = _SELDONMESSAGE -DESCRIPTOR.message_types_by_name['DefaultData'] = _DEFAULTDATA -DESCRIPTOR.message_types_by_name['Tensor'] = _TENSOR -DESCRIPTOR.message_types_by_name['Meta'] = _META -DESCRIPTOR.message_types_by_name['Metric'] = _METRIC -DESCRIPTOR.message_types_by_name['SeldonMessageList'] = _SELDONMESSAGELIST -DESCRIPTOR.message_types_by_name['Status'] = _STATUS -DESCRIPTOR.message_types_by_name['Feedback'] = _FEEDBACK -DESCRIPTOR.message_types_by_name['RequestResponse'] = _REQUESTRESPONSE -DESCRIPTOR.message_types_by_name['SeldonModelMetadataRequest'] = _SELDONMODELMETADATAREQUEST -DESCRIPTOR.message_types_by_name['SeldonMessageMetadata'] = _SELDONMESSAGEMETADATA -DESCRIPTOR.message_types_by_name['SeldonModelMetadata'] = _SELDONMODELMETADATA -DESCRIPTOR.message_types_by_name['SeldonGraphMetadata'] = _SELDONGRAPHMETADATA -_sym_db.RegisterFileDescriptor(DESCRIPTOR) - -SeldonMessage = _reflection.GeneratedProtocolMessageType('SeldonMessage', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMESSAGE, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonMessage) - }) -_sym_db.RegisterMessage(SeldonMessage) - -DefaultData = _reflection.GeneratedProtocolMessageType('DefaultData', (_message.Message,), { - 'DESCRIPTOR' : _DEFAULTDATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.DefaultData) - }) -_sym_db.RegisterMessage(DefaultData) - -Tensor = _reflection.GeneratedProtocolMessageType('Tensor', (_message.Message,), { - 'DESCRIPTOR' : _TENSOR, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Tensor) - }) -_sym_db.RegisterMessage(Tensor) - -Meta = _reflection.GeneratedProtocolMessageType('Meta', (_message.Message,), { - - 'TagsEntry' : _reflection.GeneratedProtocolMessageType('TagsEntry', (_message.Message,), { - 'DESCRIPTOR' : _META_TAGSENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta.TagsEntry) - }) - , - - 'RoutingEntry' : _reflection.GeneratedProtocolMessageType('RoutingEntry', (_message.Message,), { - 'DESCRIPTOR' : _META_ROUTINGENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta.RoutingEntry) - }) - , - - 'RequestPathEntry' : _reflection.GeneratedProtocolMessageType('RequestPathEntry', (_message.Message,), { - 'DESCRIPTOR' : _META_REQUESTPATHENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta.RequestPathEntry) - }) - , - 'DESCRIPTOR' : _META, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Meta) - }) -_sym_db.RegisterMessage(Meta) -_sym_db.RegisterMessage(Meta.TagsEntry) -_sym_db.RegisterMessage(Meta.RoutingEntry) -_sym_db.RegisterMessage(Meta.RequestPathEntry) - -Metric = _reflection.GeneratedProtocolMessageType('Metric', (_message.Message,), { - - 'TagsEntry' : _reflection.GeneratedProtocolMessageType('TagsEntry', (_message.Message,), { - 'DESCRIPTOR' : _METRIC_TAGSENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Metric.TagsEntry) - }) - , - 'DESCRIPTOR' : _METRIC, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Metric) - }) -_sym_db.RegisterMessage(Metric) -_sym_db.RegisterMessage(Metric.TagsEntry) - -SeldonMessageList = _reflection.GeneratedProtocolMessageType('SeldonMessageList', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMESSAGELIST, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonMessageList) - }) -_sym_db.RegisterMessage(SeldonMessageList) - -Status = _reflection.GeneratedProtocolMessageType('Status', (_message.Message,), { - 'DESCRIPTOR' : _STATUS, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Status) - }) -_sym_db.RegisterMessage(Status) - -Feedback = _reflection.GeneratedProtocolMessageType('Feedback', (_message.Message,), { - 'DESCRIPTOR' : _FEEDBACK, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.Feedback) - }) -_sym_db.RegisterMessage(Feedback) - -RequestResponse = _reflection.GeneratedProtocolMessageType('RequestResponse', (_message.Message,), { - 'DESCRIPTOR' : _REQUESTRESPONSE, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.RequestResponse) - }) -_sym_db.RegisterMessage(RequestResponse) - -SeldonModelMetadataRequest = _reflection.GeneratedProtocolMessageType('SeldonModelMetadataRequest', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMODELMETADATAREQUEST, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonModelMetadataRequest) - }) -_sym_db.RegisterMessage(SeldonModelMetadataRequest) - -SeldonMessageMetadata = _reflection.GeneratedProtocolMessageType('SeldonMessageMetadata', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMESSAGEMETADATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonMessageMetadata) - }) -_sym_db.RegisterMessage(SeldonMessageMetadata) - -SeldonModelMetadata = _reflection.GeneratedProtocolMessageType('SeldonModelMetadata', (_message.Message,), { - - 'CustomEntry' : _reflection.GeneratedProtocolMessageType('CustomEntry', (_message.Message,), { - 'DESCRIPTOR' : _SELDONMODELMETADATA_CUSTOMENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonModelMetadata.CustomEntry) - }) - , - 'DESCRIPTOR' : _SELDONMODELMETADATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonModelMetadata) - }) -_sym_db.RegisterMessage(SeldonModelMetadata) -_sym_db.RegisterMessage(SeldonModelMetadata.CustomEntry) - -SeldonGraphMetadata = _reflection.GeneratedProtocolMessageType('SeldonGraphMetadata', (_message.Message,), { - - 'ModelsEntry' : _reflection.GeneratedProtocolMessageType('ModelsEntry', (_message.Message,), { - 'DESCRIPTOR' : _SELDONGRAPHMETADATA_MODELSENTRY, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonGraphMetadata.ModelsEntry) - }) - , - 'DESCRIPTOR' : _SELDONGRAPHMETADATA, - '__module__' : 'proto.prediction_pb2' - # @@protoc_insertion_point(class_scope:seldon.protos.SeldonGraphMetadata) - }) -_sym_db.RegisterMessage(SeldonGraphMetadata) -_sym_db.RegisterMessage(SeldonGraphMetadata.ModelsEntry) - - -DESCRIPTOR._options = None -_TENSOR.fields_by_name['shape']._options = None -_TENSOR.fields_by_name['values']._options = None -_META_TAGSENTRY._options = None -_META_ROUTINGENTRY._options = None -_META_REQUESTPATHENTRY._options = None -_METRIC_TAGSENTRY._options = None -_SELDONMODELMETADATA_CUSTOMENTRY._options = None -_SELDONGRAPHMETADATA_MODELSENTRY._options = None - -_GENERIC = _descriptor.ServiceDescriptor( - name='Generic', - full_name='seldon.protos.Generic', - file=DESCRIPTOR, - index=0, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=2555, - serialized_end=2948, - methods=[ - _descriptor.MethodDescriptor( - name='TransformInput', - full_name='seldon.protos.Generic.TransformInput', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='TransformOutput', - full_name='seldon.protos.Generic.TransformOutput', - index=1, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='Route', - full_name='seldon.protos.Generic.Route', - index=2, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='Aggregate', - full_name='seldon.protos.Generic.Aggregate', - index=3, - containing_service=None, - input_type=_SELDONMESSAGELIST, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='SendFeedback', - full_name='seldon.protos.Generic.SendFeedback', - index=4, - containing_service=None, - input_type=_FEEDBACK, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_GENERIC) - -DESCRIPTOR.services_by_name['Generic'] = _GENERIC - - -_MODEL = _descriptor.ServiceDescriptor( - name='Model', - full_name='seldon.protos.Model', - file=DESCRIPTOR, - index=1, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=2951, - serialized_end=3178, - methods=[ - _descriptor.MethodDescriptor( - name='Predict', - full_name='seldon.protos.Model.Predict', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='SendFeedback', - full_name='seldon.protos.Model.SendFeedback', - index=1, - containing_service=None, - input_type=_FEEDBACK, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='Metadata', - full_name='seldon.protos.Model.Metadata', - index=2, - containing_service=None, - input_type=google_dot_protobuf_dot_empty__pb2._EMPTY, - output_type=_SELDONMODELMETADATA, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_MODEL) - -DESCRIPTOR.services_by_name['Model'] = _MODEL - - -_ROUTER = _descriptor.ServiceDescriptor( - name='Router', - full_name='seldon.protos.Router', - file=DESCRIPTOR, - index=2, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=3181, - serialized_end=3333, - methods=[ - _descriptor.MethodDescriptor( - name='Route', - full_name='seldon.protos.Router.Route', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='SendFeedback', - full_name='seldon.protos.Router.SendFeedback', - index=1, - containing_service=None, - input_type=_FEEDBACK, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_ROUTER) - -DESCRIPTOR.services_by_name['Router'] = _ROUTER - - -_TRANSFORMER = _descriptor.ServiceDescriptor( - name='Transformer', - full_name='seldon.protos.Transformer', - file=DESCRIPTOR, - index=3, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=3335, - serialized_end=3428, - methods=[ - _descriptor.MethodDescriptor( - name='TransformInput', - full_name='seldon.protos.Transformer.TransformInput', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_TRANSFORMER) - -DESCRIPTOR.services_by_name['Transformer'] = _TRANSFORMER - - -_OUTPUTTRANSFORMER = _descriptor.ServiceDescriptor( - name='OutputTransformer', - full_name='seldon.protos.OutputTransformer', - file=DESCRIPTOR, - index=4, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=3430, - serialized_end=3530, - methods=[ - _descriptor.MethodDescriptor( - name='TransformOutput', - full_name='seldon.protos.OutputTransformer.TransformOutput', - index=0, - containing_service=None, - input_type=_SELDONMESSAGE, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_OUTPUTTRANSFORMER) - -DESCRIPTOR.services_by_name['OutputTransformer'] = _OUTPUTTRANSFORMER - - -_COMBINER = _descriptor.ServiceDescriptor( - name='Combiner', - full_name='seldon.protos.Combiner', - file=DESCRIPTOR, - index=5, - serialized_options=None, - create_key=_descriptor._internal_create_key, - serialized_start=3532, - serialized_end=3621, - methods=[ - _descriptor.MethodDescriptor( - name='Aggregate', - full_name='seldon.protos.Combiner.Aggregate', - index=0, - containing_service=None, - input_type=_SELDONMESSAGELIST, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), -]) -_sym_db.RegisterServiceDescriptor(_COMBINER) - -DESCRIPTOR.services_by_name['Combiner'] = _COMBINER - - -_SELDON = _descriptor.ServiceDescriptor( - name='Seldon', - full_name='seldon.protos.Seldon', - file=DESCRIPTOR, - index=6, - serialized_options=None, - 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.seldon.protos.SeldonMessageList\x1a\x1c.seldon.protos.SeldonMessage\"\x00\x32\xcb\x02\n\x06Seldon\x12G\n\x07Predict\x12\x1c.seldon.protos.SeldonMessage\x1a\x1c.seldon.protos.SeldonMessage\"\x00\x12G\n\x0cSendFeedback\x12\x17.seldon.protos.Feedback\x1a\x1c.seldon.protos.SeldonMessage\"\x00\x12`\n\rModelMetadata\x12).seldon.protos.SeldonModelMetadataRequest\x1a\".seldon.protos.SeldonModelMetadata\"\x00\x12M\n\rGraphMetadata\x12\x16.google.protobuf.Empty\x1a\".seldon.protos.SeldonGraphMetadata\"\x00\x42h\n\x10io.seldon.protosB\x10PredictionProtosZBgithub.com/seldonio/seldon-core/incubating/wrappers/s2i/go/pkg/apib\x06proto3') + +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'proto.prediction_pb2', _globals) +if not _descriptor._USE_C_DESCRIPTORS: + _globals['DESCRIPTOR']._loaded_options = None + _globals['DESCRIPTOR']._serialized_options = b'\n\020io.seldon.protosB\020PredictionProtosZBgithub.com/seldonio/seldon-core/incubating/wrappers/s2i/go/pkg/api' + _globals['_TENSOR'].fields_by_name['shape']._loaded_options = None + _globals['_TENSOR'].fields_by_name['shape']._serialized_options = b'\020\001' + _globals['_TENSOR'].fields_by_name['values']._loaded_options = None + _globals['_TENSOR'].fields_by_name['values']._serialized_options = b'\020\001' + _globals['_META_TAGSENTRY']._loaded_options = None + _globals['_META_TAGSENTRY']._serialized_options = b'8\001' + _globals['_META_ROUTINGENTRY']._loaded_options = None + _globals['_META_ROUTINGENTRY']._serialized_options = b'8\001' + _globals['_META_REQUESTPATHENTRY']._loaded_options = None + _globals['_META_REQUESTPATHENTRY']._serialized_options = b'8\001' + _globals['_METRIC_TAGSENTRY']._loaded_options = None + _globals['_METRIC_TAGSENTRY']._serialized_options = b'8\001' + _globals['_SELDONMODELMETADATA_CUSTOMENTRY']._loaded_options = None + _globals['_SELDONMODELMETADATA_CUSTOMENTRY']._serialized_options = b'8\001' + _globals['_SELDONGRAPHMETADATA_MODELSENTRY']._loaded_options = None + _globals['_SELDONGRAPHMETADATA_MODELSENTRY']._serialized_options = b'8\001' + _globals['_SELDONMESSAGE']._serialized_start=168 + _globals['_SELDONMESSAGE']._serialized_end=441 + _globals['_DEFAULTDATA']._serialized_start=444 + _globals['_DEFAULTDATA']._serialized_end=619 + _globals['_TENSOR']._serialized_start=621 + _globals['_TENSOR']._serialized_end=668 + _globals['_META']._serialized_start=671 + _globals['_META']._serialized_end=1055 + _globals['_META_TAGSENTRY']._serialized_start=888 + _globals['_META_TAGSENTRY']._serialized_end=955 + _globals['_META_ROUTINGENTRY']._serialized_start=957 + _globals['_META_ROUTINGENTRY']._serialized_end=1003 + _globals['_META_REQUESTPATHENTRY']._serialized_start=1005 + _globals['_META_REQUESTPATHENTRY']._serialized_end=1055 + _globals['_METRIC']._serialized_start=1058 + _globals['_METRIC']._serialized_end=1283 + _globals['_METRIC_TAGSENTRY']._serialized_start=1191 + _globals['_METRIC_TAGSENTRY']._serialized_end=1234 + _globals['_METRIC_METRICTYPE']._serialized_start=1236 + _globals['_METRIC_METRICTYPE']._serialized_end=1283 + _globals['_SELDONMESSAGELIST']._serialized_start=1285 + _globals['_SELDONMESSAGELIST']._serialized_end=1358 + _globals['_STATUS']._serialized_start=1361 + _globals['_STATUS']._serialized_end=1503 + _globals['_STATUS_STATUSFLAG']._serialized_start=1465 + _globals['_STATUS_STATUSFLAG']._serialized_end=1503 + _globals['_FEEDBACK']._serialized_start=1506 + _globals['_FEEDBACK']._serialized_end=1672 + _globals['_REQUESTRESPONSE']._serialized_start=1674 + _globals['_REQUESTRESPONSE']._serialized_end=1786 + _globals['_SELDONMODELMETADATAREQUEST']._serialized_start=1788 + _globals['_SELDONMODELMETADATAREQUEST']._serialized_end=1830 + _globals['_SELDONMESSAGEMETADATA']._serialized_start=1833 + _globals['_SELDONMESSAGEMETADATA']._serialized_end=1964 + _globals['_SELDONMODELMETADATA']._serialized_start=1967 + _globals['_SELDONMODELMETADATA']._serialized_end=2258 + _globals['_SELDONMODELMETADATA_CUSTOMENTRY']._serialized_start=2213 + _globals['_SELDONMODELMETADATA_CUSTOMENTRY']._serialized_end=2258 + _globals['_SELDONGRAPHMETADATA']._serialized_start=2261 + _globals['_SELDONGRAPHMETADATA']._serialized_end=2552 + _globals['_SELDONGRAPHMETADATA_MODELSENTRY']._serialized_start=2471 + _globals['_SELDONGRAPHMETADATA_MODELSENTRY']._serialized_end=2552 + _globals['_GENERIC']._serialized_start=2555 + _globals['_GENERIC']._serialized_end=2948 + _globals['_MODEL']._serialized_start=2951 + _globals['_MODEL']._serialized_end=3178 + _globals['_ROUTER']._serialized_start=3181 + _globals['_ROUTER']._serialized_end=3333 + _globals['_TRANSFORMER']._serialized_start=3335 + _globals['_TRANSFORMER']._serialized_end=3428 + _globals['_OUTPUTTRANSFORMER']._serialized_start=3430 + _globals['_OUTPUTTRANSFORMER']._serialized_end=3530 + _globals['_COMBINER']._serialized_start=3532 + _globals['_COMBINER']._serialized_end=3621 + _globals['_SELDON']._serialized_start=3624 + _globals['_SELDON']._serialized_end=3955 # @@protoc_insertion_point(module_scope) diff --git a/python/seldon_core/proto/prediction_pb2.pyi b/python/seldon_core/proto/prediction_pb2.pyi index a3fcd0dcb1..8f2609b0e2 100644 --- a/python/seldon_core/proto/prediction_pb2.pyi +++ b/python/seldon_core/proto/prediction_pb2.pyi @@ -3,20 +3,30 @@ isort:skip_file """ import builtins +import collections.abc import google.protobuf.any_pb2 import google.protobuf.descriptor import google.protobuf.internal.containers import google.protobuf.internal.enum_type_wrapper import google.protobuf.message import google.protobuf.struct_pb2 +import sys import tensorflow.core.framework.tensor_pb2 import typing -import typing_extensions -DESCRIPTOR: google.protobuf.descriptor.FileDescriptor = ... +if sys.version_info >= (3, 10): + import typing as typing_extensions +else: + import typing_extensions +DESCRIPTOR: google.protobuf.descriptor.FileDescriptor + +@typing_extensions.final class SeldonMessage(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + """[START Messages]""" + + DESCRIPTOR: google.protobuf.descriptor.Descriptor + STATUS_FIELD_NUMBER: builtins.int META_FIELD_NUMBER: builtins.int DATA_FIELD_NUMBER: builtins.int @@ -24,354 +34,390 @@ class SeldonMessage(google.protobuf.message.Message): STRDATA_FIELD_NUMBER: builtins.int JSONDATA_FIELD_NUMBER: builtins.int CUSTOMDATA_FIELD_NUMBER: builtins.int - binData: builtins.bytes = ... - strData: typing.Text = ... - @property def status(self) -> global___Status: ... - @property def meta(self) -> global___Meta: ... - @property def data(self) -> global___DefaultData: ... - + binData: builtins.bytes + strData: builtins.str @property def jsonData(self) -> google.protobuf.struct_pb2.Value: ... - @property def customData(self) -> google.protobuf.any_pb2.Any: ... - - def __init__(self, + def __init__( + self, *, - status : typing.Optional[global___Status] = ..., - meta : typing.Optional[global___Meta] = ..., - data : typing.Optional[global___DefaultData] = ..., - binData : builtins.bytes = ..., - strData : typing.Text = ..., - jsonData : typing.Optional[google.protobuf.struct_pb2.Value] = ..., - customData : typing.Optional[google.protobuf.any_pb2.Any] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"binData",b"binData",u"customData",b"customData",u"data",b"data",u"data_oneof",b"data_oneof",u"jsonData",b"jsonData",u"meta",b"meta",u"status",b"status",u"strData",b"strData"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"binData",b"binData",u"customData",b"customData",u"data",b"data",u"data_oneof",b"data_oneof",u"jsonData",b"jsonData",u"meta",b"meta",u"status",b"status",u"strData",b"strData"]) -> None: ... - def WhichOneof(self, oneof_group: typing_extensions.Literal[u"data_oneof",b"data_oneof"]) -> typing_extensions.Literal["data","binData","strData","jsonData","customData"]: ... + status: global___Status | None = ..., + meta: global___Meta | None = ..., + data: global___DefaultData | None = ..., + binData: builtins.bytes = ..., + strData: builtins.str = ..., + jsonData: google.protobuf.struct_pb2.Value | None = ..., + customData: google.protobuf.any_pb2.Any | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["binData", b"binData", "customData", b"customData", "data", b"data", "data_oneof", b"data_oneof", "jsonData", b"jsonData", "meta", b"meta", "status", b"status", "strData", b"strData"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["binData", b"binData", "customData", b"customData", "data", b"data", "data_oneof", b"data_oneof", "jsonData", b"jsonData", "meta", b"meta", "status", b"status", "strData", b"strData"]) -> None: ... + def WhichOneof(self, oneof_group: typing_extensions.Literal["data_oneof", b"data_oneof"]) -> typing_extensions.Literal["data", "binData", "strData", "jsonData", "customData"] | None: ... + global___SeldonMessage = SeldonMessage +@typing_extensions.final class DefaultData(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + NAMES_FIELD_NUMBER: builtins.int TENSOR_FIELD_NUMBER: builtins.int NDARRAY_FIELD_NUMBER: builtins.int TFTENSOR_FIELD_NUMBER: builtins.int - names: google.protobuf.internal.containers.RepeatedScalarFieldContainer[typing.Text] = ... - + @property + def names(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ... @property def tensor(self) -> global___Tensor: ... - @property def ndarray(self) -> google.protobuf.struct_pb2.ListValue: ... - @property def tftensor(self) -> tensorflow.core.framework.tensor_pb2.TensorProto: ... - - def __init__(self, + def __init__( + self, *, - names : typing.Optional[typing.Iterable[typing.Text]] = ..., - tensor : typing.Optional[global___Tensor] = ..., - ndarray : typing.Optional[google.protobuf.struct_pb2.ListValue] = ..., - tftensor : typing.Optional[tensorflow.core.framework.tensor_pb2.TensorProto] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"data_oneof",b"data_oneof",u"ndarray",b"ndarray",u"tensor",b"tensor",u"tftensor",b"tftensor"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"data_oneof",b"data_oneof",u"names",b"names",u"ndarray",b"ndarray",u"tensor",b"tensor",u"tftensor",b"tftensor"]) -> None: ... - def WhichOneof(self, oneof_group: typing_extensions.Literal[u"data_oneof",b"data_oneof"]) -> typing_extensions.Literal["tensor","ndarray","tftensor"]: ... + names: collections.abc.Iterable[builtins.str] | None = ..., + tensor: global___Tensor | None = ..., + ndarray: google.protobuf.struct_pb2.ListValue | None = ..., + tftensor: tensorflow.core.framework.tensor_pb2.TensorProto | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["data_oneof", b"data_oneof", "ndarray", b"ndarray", "tensor", b"tensor", "tftensor", b"tftensor"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["data_oneof", b"data_oneof", "names", b"names", "ndarray", b"ndarray", "tensor", b"tensor", "tftensor", b"tftensor"]) -> None: ... + def WhichOneof(self, oneof_group: typing_extensions.Literal["data_oneof", b"data_oneof"]) -> typing_extensions.Literal["tensor", "ndarray", "tftensor"] | None: ... + global___DefaultData = DefaultData +@typing_extensions.final class Tensor(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + SHAPE_FIELD_NUMBER: builtins.int VALUES_FIELD_NUMBER: builtins.int - shape: google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int] = ... - values: google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float] = ... - - def __init__(self, + @property + def shape(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ... + @property + def values(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ... + def __init__( + self, *, - shape : typing.Optional[typing.Iterable[builtins.int]] = ..., - values : typing.Optional[typing.Iterable[builtins.float]] = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"shape",b"shape",u"values",b"values"]) -> None: ... + shape: collections.abc.Iterable[builtins.int] | None = ..., + values: collections.abc.Iterable[builtins.float] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["shape", b"shape", "values", b"values"]) -> None: ... + global___Tensor = Tensor +@typing_extensions.final class Meta(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + @typing_extensions.final class TagsEntry(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + KEY_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int - key: typing.Text = ... - + key: builtins.str @property def value(self) -> google.protobuf.struct_pb2.Value: ... - - def __init__(self, + def __init__( + self, *, - key : typing.Text = ..., - value : typing.Optional[google.protobuf.struct_pb2.Value] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"value",b"value"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + value: google.protobuf.struct_pb2.Value | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + @typing_extensions.final class RoutingEntry(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + KEY_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int - key: typing.Text = ... - value: builtins.int = ... - - def __init__(self, + key: builtins.str + value: builtins.int + def __init__( + self, *, - key : typing.Text = ..., - value : builtins.int = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + value: builtins.int = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... + @typing_extensions.final class RequestPathEntry(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + KEY_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int - key: typing.Text = ... - value: typing.Text = ... - - def __init__(self, + key: builtins.str + value: builtins.str + def __init__( + self, *, - key : typing.Text = ..., - value : typing.Text = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + value: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... PUID_FIELD_NUMBER: builtins.int TAGS_FIELD_NUMBER: builtins.int ROUTING_FIELD_NUMBER: builtins.int REQUESTPATH_FIELD_NUMBER: builtins.int METRICS_FIELD_NUMBER: builtins.int - puid: typing.Text = ... - + puid: builtins.str @property - def tags(self) -> google.protobuf.internal.containers.MessageMap[typing.Text, google.protobuf.struct_pb2.Value]: ... - + def tags(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, google.protobuf.struct_pb2.Value]: ... @property - def routing(self) -> google.protobuf.internal.containers.ScalarMap[typing.Text, builtins.int]: ... - + def routing(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.int]: ... @property - def requestPath(self) -> google.protobuf.internal.containers.ScalarMap[typing.Text, typing.Text]: ... - + def requestPath(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ... @property def metrics(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Metric]: ... - - def __init__(self, + def __init__( + self, *, - puid : typing.Text = ..., - tags : typing.Optional[typing.Mapping[typing.Text, google.protobuf.struct_pb2.Value]] = ..., - routing : typing.Optional[typing.Mapping[typing.Text, builtins.int]] = ..., - requestPath : typing.Optional[typing.Mapping[typing.Text, typing.Text]] = ..., - metrics : typing.Optional[typing.Iterable[global___Metric]] = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"metrics",b"metrics",u"puid",b"puid",u"requestPath",b"requestPath",u"routing",b"routing",u"tags",b"tags"]) -> None: ... + puid: builtins.str = ..., + tags: collections.abc.Mapping[builtins.str, google.protobuf.struct_pb2.Value] | None = ..., + routing: collections.abc.Mapping[builtins.str, builtins.int] | None = ..., + requestPath: collections.abc.Mapping[builtins.str, builtins.str] | None = ..., + metrics: collections.abc.Iterable[global___Metric] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["metrics", b"metrics", "puid", b"puid", "requestPath", b"requestPath", "routing", b"routing", "tags", b"tags"]) -> None: ... + global___Meta = Meta +@typing_extensions.final class Metric(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... - class _MetricType(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[MetricType.V], builtins.type): - DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor = ... - COUNTER = Metric.MetricType.V(0) - GAUGE = Metric.MetricType.V(1) - TIMER = Metric.MetricType.V(2) - class MetricType(metaclass=_MetricType): - V = typing.NewType('V', builtins.int) - COUNTER = Metric.MetricType.V(0) - GAUGE = Metric.MetricType.V(1) - TIMER = Metric.MetricType.V(2) + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + class _MetricType: + ValueType = typing.NewType("ValueType", builtins.int) + V: typing_extensions.TypeAlias = ValueType + + class _MetricTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Metric._MetricType.ValueType], builtins.type): + DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor + COUNTER: Metric._MetricType.ValueType # 0 + GAUGE: Metric._MetricType.ValueType # 1 + TIMER: Metric._MetricType.ValueType # 2 + + class MetricType(_MetricType, metaclass=_MetricTypeEnumTypeWrapper): ... + COUNTER: Metric.MetricType.ValueType # 0 + GAUGE: Metric.MetricType.ValueType # 1 + TIMER: Metric.MetricType.ValueType # 2 + @typing_extensions.final class TagsEntry(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + KEY_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int - key: typing.Text = ... - value: typing.Text = ... - - def __init__(self, + key: builtins.str + value: builtins.str + def __init__( + self, *, - key : typing.Text = ..., - value : typing.Text = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + value: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... KEY_FIELD_NUMBER: builtins.int TYPE_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int TAGS_FIELD_NUMBER: builtins.int - key: typing.Text = ... - type: global___Metric.MetricType.V = ... - value: builtins.float = ... - + key: builtins.str + type: global___Metric.MetricType.ValueType + value: builtins.float @property - def tags(self) -> google.protobuf.internal.containers.ScalarMap[typing.Text, typing.Text]: ... - - def __init__(self, + def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ... + def __init__( + self, *, - key : typing.Text = ..., - type : global___Metric.MetricType.V = ..., - value : builtins.float = ..., - tags : typing.Optional[typing.Mapping[typing.Text, typing.Text]] = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"tags",b"tags",u"type",b"type",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + type: global___Metric.MetricType.ValueType = ..., + value: builtins.float = ..., + tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "tags", b"tags", "type", b"type", "value", b"value"]) -> None: ... + global___Metric = Metric +@typing_extensions.final class SeldonMessageList(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... - SELDONMESSAGES_FIELD_NUMBER: builtins.int + DESCRIPTOR: google.protobuf.descriptor.Descriptor + SELDONMESSAGES_FIELD_NUMBER: builtins.int @property def seldonMessages(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessage]: ... - - def __init__(self, + def __init__( + self, *, - seldonMessages : typing.Optional[typing.Iterable[global___SeldonMessage]] = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"seldonMessages",b"seldonMessages"]) -> None: ... + seldonMessages: collections.abc.Iterable[global___SeldonMessage] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["seldonMessages", b"seldonMessages"]) -> None: ... + global___SeldonMessageList = SeldonMessageList +@typing_extensions.final class Status(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... - class _StatusFlag(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[StatusFlag.V], builtins.type): - DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor = ... - SUCCESS = Status.StatusFlag.V(0) - FAILURE = Status.StatusFlag.V(1) - class StatusFlag(metaclass=_StatusFlag): - V = typing.NewType('V', builtins.int) - SUCCESS = Status.StatusFlag.V(0) - FAILURE = Status.StatusFlag.V(1) + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + class _StatusFlag: + ValueType = typing.NewType("ValueType", builtins.int) + V: typing_extensions.TypeAlias = ValueType + + class _StatusFlagEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Status._StatusFlag.ValueType], builtins.type): + DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor + SUCCESS: Status._StatusFlag.ValueType # 0 + FAILURE: Status._StatusFlag.ValueType # 1 + + class StatusFlag(_StatusFlag, metaclass=_StatusFlagEnumTypeWrapper): ... + SUCCESS: Status.StatusFlag.ValueType # 0 + FAILURE: Status.StatusFlag.ValueType # 1 CODE_FIELD_NUMBER: builtins.int INFO_FIELD_NUMBER: builtins.int REASON_FIELD_NUMBER: builtins.int STATUS_FIELD_NUMBER: builtins.int - code: builtins.int = ... - info: typing.Text = ... - reason: typing.Text = ... - status: global___Status.StatusFlag.V = ... - - def __init__(self, + code: builtins.int + info: builtins.str + reason: builtins.str + status: global___Status.StatusFlag.ValueType + def __init__( + self, *, - code : builtins.int = ..., - info : typing.Text = ..., - reason : typing.Text = ..., - status : global___Status.StatusFlag.V = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"code",b"code",u"info",b"info",u"reason",b"reason",u"status",b"status"]) -> None: ... + code: builtins.int = ..., + info: builtins.str = ..., + reason: builtins.str = ..., + status: global___Status.StatusFlag.ValueType = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["code", b"code", "info", b"info", "reason", b"reason", "status", b"status"]) -> None: ... + global___Status = Status +@typing_extensions.final class Feedback(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + REQUEST_FIELD_NUMBER: builtins.int RESPONSE_FIELD_NUMBER: builtins.int REWARD_FIELD_NUMBER: builtins.int TRUTH_FIELD_NUMBER: builtins.int - reward: builtins.float = ... - @property def request(self) -> global___SeldonMessage: ... - @property def response(self) -> global___SeldonMessage: ... - + reward: builtins.float @property def truth(self) -> global___SeldonMessage: ... - - def __init__(self, + def __init__( + self, *, - request : typing.Optional[global___SeldonMessage] = ..., - response : typing.Optional[global___SeldonMessage] = ..., - reward : builtins.float = ..., - truth : typing.Optional[global___SeldonMessage] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"request",b"request",u"response",b"response",u"truth",b"truth"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"request",b"request",u"response",b"response",u"reward",b"reward",u"truth",b"truth"]) -> None: ... + request: global___SeldonMessage | None = ..., + response: global___SeldonMessage | None = ..., + reward: builtins.float = ..., + truth: global___SeldonMessage | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response", "truth", b"truth"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response", "reward", b"reward", "truth", b"truth"]) -> None: ... + global___Feedback = Feedback +@typing_extensions.final class RequestResponse(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + REQUEST_FIELD_NUMBER: builtins.int RESPONSE_FIELD_NUMBER: builtins.int - @property def request(self) -> global___SeldonMessage: ... - @property def response(self) -> global___SeldonMessage: ... - - def __init__(self, + def __init__( + self, *, - request : typing.Optional[global___SeldonMessage] = ..., - response : typing.Optional[global___SeldonMessage] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"request",b"request",u"response",b"response"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"request",b"request",u"response",b"response"]) -> None: ... + request: global___SeldonMessage | None = ..., + response: global___SeldonMessage | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["request", b"request", "response", b"response"]) -> None: ... + global___RequestResponse = RequestResponse +@typing_extensions.final class SeldonModelMetadataRequest(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... - NAME_FIELD_NUMBER: builtins.int - name: typing.Text = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor - def __init__(self, + NAME_FIELD_NUMBER: builtins.int + name: builtins.str + def __init__( + self, *, - name : typing.Text = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"name",b"name"]) -> None: ... + name: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["name", b"name"]) -> None: ... + global___SeldonModelMetadataRequest = SeldonModelMetadataRequest +@typing_extensions.final class SeldonMessageMetadata(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + MESSAGETYPE_FIELD_NUMBER: builtins.int SCHEMA_FIELD_NUMBER: builtins.int NAME_FIELD_NUMBER: builtins.int DATATYPE_FIELD_NUMBER: builtins.int SHAPE_FIELD_NUMBER: builtins.int - messagetype: typing.Text = ... - name: typing.Text = ... - datatype: typing.Text = ... - shape: google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int] = ... - + messagetype: builtins.str + """SeldonMessage Metadata fields""" @property def schema(self) -> google.protobuf.struct_pb2.Value: ... - - def __init__(self, + name: builtins.str + """KFserving tesnor metadata fields""" + datatype: builtins.str + @property + def shape(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ... + def __init__( + self, *, - messagetype : typing.Text = ..., - schema : typing.Optional[google.protobuf.struct_pb2.Value] = ..., - name : typing.Text = ..., - datatype : typing.Text = ..., - shape : typing.Optional[typing.Iterable[builtins.int]] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"schema",b"schema"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"datatype",b"datatype",u"messagetype",b"messagetype",u"name",b"name",u"schema",b"schema",u"shape",b"shape"]) -> None: ... + messagetype: builtins.str = ..., + schema: google.protobuf.struct_pb2.Value | None = ..., + name: builtins.str = ..., + datatype: builtins.str = ..., + shape: collections.abc.Iterable[builtins.int] | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["schema", b"schema"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["datatype", b"datatype", "messagetype", b"messagetype", "name", b"name", "schema", b"schema", "shape", b"shape"]) -> None: ... + global___SeldonMessageMetadata = SeldonMessageMetadata +@typing_extensions.final class SeldonModelMetadata(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + @typing_extensions.final class CustomEntry(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + KEY_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int - key: typing.Text = ... - value: typing.Text = ... - - def __init__(self, + key: builtins.str + value: builtins.str + def __init__( + self, *, - key : typing.Text = ..., - value : typing.Text = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + value: builtins.str = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... NAME_FIELD_NUMBER: builtins.int VERSIONS_FIELD_NUMBER: builtins.int @@ -379,71 +425,71 @@ class SeldonModelMetadata(google.protobuf.message.Message): INPUTS_FIELD_NUMBER: builtins.int OUTPUTS_FIELD_NUMBER: builtins.int CUSTOM_FIELD_NUMBER: builtins.int - name: typing.Text = ... - versions: google.protobuf.internal.containers.RepeatedScalarFieldContainer[typing.Text] = ... - platform: typing.Text = ... - + name: builtins.str + @property + def versions(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ... + platform: builtins.str @property def inputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... - @property def outputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... - @property - def custom(self) -> google.protobuf.internal.containers.ScalarMap[typing.Text, typing.Text]: ... - - def __init__(self, + def custom(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ... + def __init__( + self, *, - name : typing.Text = ..., - versions : typing.Optional[typing.Iterable[typing.Text]] = ..., - platform : typing.Text = ..., - inputs : typing.Optional[typing.Iterable[global___SeldonMessageMetadata]] = ..., - outputs : typing.Optional[typing.Iterable[global___SeldonMessageMetadata]] = ..., - custom : typing.Optional[typing.Mapping[typing.Text, typing.Text]] = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"custom",b"custom",u"inputs",b"inputs",u"name",b"name",u"outputs",b"outputs",u"platform",b"platform",u"versions",b"versions"]) -> None: ... + name: builtins.str = ..., + versions: collections.abc.Iterable[builtins.str] | None = ..., + platform: builtins.str = ..., + inputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + outputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + custom: collections.abc.Mapping[builtins.str, builtins.str] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["custom", b"custom", "inputs", b"inputs", "name", b"name", "outputs", b"outputs", "platform", b"platform", "versions", b"versions"]) -> None: ... + global___SeldonModelMetadata = SeldonModelMetadata +@typing_extensions.final class SeldonGraphMetadata(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + + @typing_extensions.final class ModelsEntry(google.protobuf.message.Message): - DESCRIPTOR: google.protobuf.descriptor.Descriptor = ... + DESCRIPTOR: google.protobuf.descriptor.Descriptor + KEY_FIELD_NUMBER: builtins.int VALUE_FIELD_NUMBER: builtins.int - key: typing.Text = ... - + key: builtins.str @property def value(self) -> global___SeldonModelMetadata: ... - - def __init__(self, + def __init__( + self, *, - key : typing.Text = ..., - value : typing.Optional[global___SeldonModelMetadata] = ..., - ) -> None: ... - def HasField(self, field_name: typing_extensions.Literal[u"value",b"value"]) -> builtins.bool: ... - def ClearField(self, field_name: typing_extensions.Literal[u"key",b"key",u"value",b"value"]) -> None: ... + key: builtins.str = ..., + value: global___SeldonModelMetadata | None = ..., + ) -> None: ... + def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ... + def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ... NAME_FIELD_NUMBER: builtins.int MODELS_FIELD_NUMBER: builtins.int INPUTS_FIELD_NUMBER: builtins.int OUTPUTS_FIELD_NUMBER: builtins.int - name: typing.Text = ... - + name: builtins.str @property - def models(self) -> google.protobuf.internal.containers.MessageMap[typing.Text, global___SeldonModelMetadata]: ... - + def models(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, global___SeldonModelMetadata]: ... @property def inputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... - @property def outputs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___SeldonMessageMetadata]: ... - - def __init__(self, + def __init__( + self, *, - name : typing.Text = ..., - models : typing.Optional[typing.Mapping[typing.Text, global___SeldonModelMetadata]] = ..., - inputs : typing.Optional[typing.Iterable[global___SeldonMessageMetadata]] = ..., - outputs : typing.Optional[typing.Iterable[global___SeldonMessageMetadata]] = ..., - ) -> None: ... - def ClearField(self, field_name: typing_extensions.Literal[u"inputs",b"inputs",u"models",b"models",u"name",b"name",u"outputs",b"outputs"]) -> None: ... + name: builtins.str = ..., + models: collections.abc.Mapping[builtins.str, global___SeldonModelMetadata] | None = ..., + inputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + outputs: collections.abc.Iterable[global___SeldonMessageMetadata] | None = ..., + ) -> None: ... + def ClearField(self, field_name: typing_extensions.Literal["inputs", b"inputs", "models", b"models", "name", b"name", "outputs", b"outputs"]) -> None: ... + global___SeldonGraphMetadata = SeldonGraphMetadata diff --git a/python/seldon_core/proto/prediction_pb2_grpc.py b/python/seldon_core/proto/prediction_pb2_grpc.py index c9426183d1..32eb8fd749 100644 --- a/python/seldon_core/proto/prediction_pb2_grpc.py +++ b/python/seldon_core/proto/prediction_pb2_grpc.py @@ -1,10 +1,30 @@ # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT! """Client and server classes corresponding to protobuf-defined services.""" import grpc +import warnings from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2 from seldon_core.proto import prediction_pb2 as proto_dot_prediction__pb2 +GRPC_GENERATED_VERSION = '1.70.0' +GRPC_VERSION = grpc.__version__ +_version_not_supported = False + +try: + from grpc._utilities import first_version_is_lower + _version_not_supported = first_version_is_lower(GRPC_VERSION, GRPC_GENERATED_VERSION) +except ImportError: + _version_not_supported = True + +if _version_not_supported: + raise RuntimeError( + f'The grpc package installed is at version {GRPC_VERSION},' + + f' but the generated code in proto/prediction_pb2_grpc.py depends on' + + f' grpcio>={GRPC_GENERATED_VERSION}.' + + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}' + + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.' + ) + class GenericStub(object): """[END Messages] @@ -23,27 +43,27 @@ def __init__(self, channel): '/seldon.protos.Generic/TransformInput', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.TransformOutput = channel.unary_unary( '/seldon.protos.Generic/TransformOutput', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.Route = channel.unary_unary( '/seldon.protos.Generic/Route', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.Aggregate = channel.unary_unary( '/seldon.protos.Generic/Aggregate', request_serializer=proto_dot_prediction__pb2.SeldonMessageList.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.SendFeedback = channel.unary_unary( '/seldon.protos.Generic/SendFeedback', request_serializer=proto_dot_prediction__pb2.Feedback.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) class GenericServicer(object): @@ -115,6 +135,7 @@ def add_GenericServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.Generic', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.Generic', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -136,11 +157,21 @@ def TransformInput(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Generic/TransformInput', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Generic/TransformInput', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def TransformOutput(request, @@ -153,11 +184,21 @@ def TransformOutput(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Generic/TransformOutput', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Generic/TransformOutput', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def Route(request, @@ -170,11 +211,21 @@ def Route(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Generic/Route', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Generic/Route', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def Aggregate(request, @@ -187,11 +238,21 @@ def Aggregate(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Generic/Aggregate', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Generic/Aggregate', proto_dot_prediction__pb2.SeldonMessageList.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def SendFeedback(request, @@ -204,11 +265,21 @@ def SendFeedback(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Generic/SendFeedback', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Generic/SendFeedback', proto_dot_prediction__pb2.Feedback.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) class ModelStub(object): @@ -224,17 +295,17 @@ def __init__(self, channel): '/seldon.protos.Model/Predict', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.SendFeedback = channel.unary_unary( '/seldon.protos.Model/SendFeedback', request_serializer=proto_dot_prediction__pb2.Feedback.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.Metadata = channel.unary_unary( '/seldon.protos.Model/Metadata', request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonModelMetadata.FromString, - ) + _registered_method=True) class ModelServicer(object): @@ -280,6 +351,7 @@ def add_ModelServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.Model', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.Model', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -297,11 +369,21 @@ def Predict(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Model/Predict', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Model/Predict', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def SendFeedback(request, @@ -314,11 +396,21 @@ def SendFeedback(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Model/SendFeedback', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Model/SendFeedback', proto_dot_prediction__pb2.Feedback.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def Metadata(request, @@ -331,11 +423,21 @@ def Metadata(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Model/Metadata', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Model/Metadata', google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, proto_dot_prediction__pb2.SeldonModelMetadata.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) class RouterStub(object): @@ -351,12 +453,12 @@ def __init__(self, channel): '/seldon.protos.Router/Route', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.SendFeedback = channel.unary_unary( '/seldon.protos.Router/SendFeedback', request_serializer=proto_dot_prediction__pb2.Feedback.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) class RouterServicer(object): @@ -391,6 +493,7 @@ def add_RouterServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.Router', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.Router', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -408,11 +511,21 @@ def Route(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Router/Route', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Router/Route', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def SendFeedback(request, @@ -425,11 +538,21 @@ def SendFeedback(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Router/SendFeedback', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Router/SendFeedback', proto_dot_prediction__pb2.Feedback.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) class TransformerStub(object): @@ -445,7 +568,7 @@ def __init__(self, channel): '/seldon.protos.Transformer/TransformInput', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) class TransformerServicer(object): @@ -469,6 +592,7 @@ def add_TransformerServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.Transformer', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.Transformer', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -486,11 +610,21 @@ def TransformInput(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Transformer/TransformInput', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Transformer/TransformInput', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) class OutputTransformerStub(object): @@ -506,7 +640,7 @@ def __init__(self, channel): '/seldon.protos.OutputTransformer/TransformOutput', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) class OutputTransformerServicer(object): @@ -530,6 +664,7 @@ def add_OutputTransformerServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.OutputTransformer', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.OutputTransformer', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -547,11 +682,21 @@ def TransformOutput(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.OutputTransformer/TransformOutput', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.OutputTransformer/TransformOutput', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) class CombinerStub(object): @@ -567,7 +712,7 @@ def __init__(self, channel): '/seldon.protos.Combiner/Aggregate', request_serializer=proto_dot_prediction__pb2.SeldonMessageList.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) class CombinerServicer(object): @@ -591,6 +736,7 @@ def add_CombinerServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.Combiner', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.Combiner', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -608,11 +754,21 @@ def Aggregate(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Combiner/Aggregate', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Combiner/Aggregate', proto_dot_prediction__pb2.SeldonMessageList.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) class SeldonStub(object): @@ -628,22 +784,22 @@ def __init__(self, channel): '/seldon.protos.Seldon/Predict', request_serializer=proto_dot_prediction__pb2.SeldonMessage.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.SendFeedback = channel.unary_unary( '/seldon.protos.Seldon/SendFeedback', request_serializer=proto_dot_prediction__pb2.Feedback.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonMessage.FromString, - ) + _registered_method=True) self.ModelMetadata = channel.unary_unary( '/seldon.protos.Seldon/ModelMetadata', request_serializer=proto_dot_prediction__pb2.SeldonModelMetadataRequest.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonModelMetadata.FromString, - ) + _registered_method=True) self.GraphMetadata = channel.unary_unary( '/seldon.protos.Seldon/GraphMetadata', request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, response_deserializer=proto_dot_prediction__pb2.SeldonGraphMetadata.FromString, - ) + _registered_method=True) class SeldonServicer(object): @@ -700,6 +856,7 @@ def add_SeldonServicer_to_server(servicer, server): generic_handler = grpc.method_handlers_generic_handler( 'seldon.protos.Seldon', rpc_method_handlers) server.add_generic_rpc_handlers((generic_handler,)) + server.add_registered_method_handlers('seldon.protos.Seldon', rpc_method_handlers) # This class is part of an EXPERIMENTAL API. @@ -717,11 +874,21 @@ def Predict(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Seldon/Predict', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Seldon/Predict', proto_dot_prediction__pb2.SeldonMessage.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def SendFeedback(request, @@ -734,11 +901,21 @@ def SendFeedback(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Seldon/SendFeedback', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Seldon/SendFeedback', proto_dot_prediction__pb2.Feedback.SerializeToString, proto_dot_prediction__pb2.SeldonMessage.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def ModelMetadata(request, @@ -751,11 +928,21 @@ def ModelMetadata(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Seldon/ModelMetadata', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Seldon/ModelMetadata', proto_dot_prediction__pb2.SeldonModelMetadataRequest.SerializeToString, proto_dot_prediction__pb2.SeldonModelMetadata.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) @staticmethod def GraphMetadata(request, @@ -768,8 +955,18 @@ def GraphMetadata(request, wait_for_ready=None, timeout=None, metadata=None): - return grpc.experimental.unary_unary(request, target, '/seldon.protos.Seldon/GraphMetadata', + return grpc.experimental.unary_unary( + request, + target, + '/seldon.protos.Seldon/GraphMetadata', google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString, proto_dot_prediction__pb2.SeldonGraphMetadata.FromString, - options, channel_credentials, - insecure, call_credentials, compression, wait_for_ready, timeout, metadata) + options, + channel_credentials, + insecure, + call_credentials, + compression, + wait_for_ready, + timeout, + metadata, + _registered_method=True) diff --git a/python/seldon_core/proto/tensorflow/core/framework/resource_handle.proto b/python/seldon_core/proto/tensorflow/core/framework/resource_handle.proto index 5a41750475..aa53f7ff16 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/resource_handle.proto +++ b/python/seldon_core/proto/tensorflow/core/framework/resource_handle.proto @@ -34,7 +34,9 @@ message ResourceHandleProto { // Protocol buffer representing a pair of (data type, tensor shape). message DtypeAndShape { + // Data type of the tensor. DataType dtype = 1; + // Shape of the tensor. TensorShapeProto shape = 2; } diff --git a/python/seldon_core/proto/tensorflow/core/framework/resource_handle_pb2.py b/python/seldon_core/proto/tensorflow/core/framework/resource_handle_pb2.py index 6283cac73d..db7652cd1e 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/resource_handle_pb2.py +++ b/python/seldon_core/proto/tensorflow/core/framework/resource_handle_pb2.py @@ -1,11 +1,22 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! +# NO CHECKED-IN PROTOBUF GENCODE # source: tensorflow/core/framework/resource_handle.proto +# Protobuf Python Version: 5.29.0 """Generated protocol buffer code.""" from google.protobuf import descriptor as _descriptor -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import runtime_version as _runtime_version from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +_runtime_version.ValidateProtobufRuntimeVersion( + _runtime_version.Domain.PUBLIC, + 5, + 29, + 0, + '', + 'tensorflow/core/framework/resource_handle.proto' +) # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -15,145 +26,16 @@ from . import types_pb2 as tensorflow_dot_core_dot_framework_dot_types__pb2 -DESCRIPTOR = _descriptor.FileDescriptor( - name='tensorflow/core/framework/resource_handle.proto', - package='tensorflow', - syntax='proto3', - serialized_options=b'\n\030org.tensorflow.frameworkB\016ResourceHandleP\001ZVgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/resource_handle_go_proto\370\001\001', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n/tensorflow/core/framework/resource_handle.proto\x12\ntensorflow\x1a,tensorflow/core/framework/tensor_shape.proto\x1a%tensorflow/core/framework/types.proto\"\xa5\x02\n\x13ResourceHandleProto\x12\x0e\n\x06\x64\x65vice\x18\x01 \x01(\t\x12\x11\n\tcontainer\x18\x02 \x01(\t\x12\x0c\n\x04name\x18\x03 \x01(\t\x12\x11\n\thash_code\x18\x04 \x01(\x04\x12\x17\n\x0fmaybe_type_name\x18\x05 \x01(\t\x12H\n\x11\x64types_and_shapes\x18\x06 \x03(\x0b\x32-.tensorflow.ResourceHandleProto.DtypeAndShape\x1a\x61\n\rDtypeAndShape\x12#\n\x05\x64type\x18\x01 \x01(\x0e\x32\x14.tensorflow.DataType\x12+\n\x05shape\x18\x02 \x01(\x0b\x32\x1c.tensorflow.TensorShapeProtoJ\x04\x08\x07\x10\x08\x42\x87\x01\n\x18org.tensorflow.frameworkB\x0eResourceHandleP\x01ZVgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/resource_handle_go_proto\xf8\x01\x01\x62\x06proto3' - , - dependencies=[tensorflow_dot_core_dot_framework_dot_tensor__shape__pb2.DESCRIPTOR,tensorflow_dot_core_dot_framework_dot_types__pb2.DESCRIPTOR,]) - - - - -_RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor( - name='DtypeAndShape', - full_name='tensorflow.ResourceHandleProto.DtypeAndShape', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='dtype', full_name='tensorflow.ResourceHandleProto.DtypeAndShape.dtype', index=0, - number=1, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='shape', full_name='tensorflow.ResourceHandleProto.DtypeAndShape.shape', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=339, - serialized_end=436, -) - -_RESOURCEHANDLEPROTO = _descriptor.Descriptor( - name='ResourceHandleProto', - full_name='tensorflow.ResourceHandleProto', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='device', full_name='tensorflow.ResourceHandleProto.device', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='container', full_name='tensorflow.ResourceHandleProto.container', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='name', full_name='tensorflow.ResourceHandleProto.name', index=2, - number=3, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='hash_code', full_name='tensorflow.ResourceHandleProto.hash_code', index=3, - number=4, type=4, cpp_type=4, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='maybe_type_name', full_name='tensorflow.ResourceHandleProto.maybe_type_name', index=4, - number=5, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dtypes_and_shapes', full_name='tensorflow.ResourceHandleProto.dtypes_and_shapes', index=5, - number=6, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_RESOURCEHANDLEPROTO_DTYPEANDSHAPE, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=149, - serialized_end=442, -) - -_RESOURCEHANDLEPROTO_DTYPEANDSHAPE.fields_by_name['dtype'].enum_type = tensorflow_dot_core_dot_framework_dot_types__pb2._DATATYPE -_RESOURCEHANDLEPROTO_DTYPEANDSHAPE.fields_by_name['shape'].message_type = tensorflow_dot_core_dot_framework_dot_tensor__shape__pb2._TENSORSHAPEPROTO -_RESOURCEHANDLEPROTO_DTYPEANDSHAPE.containing_type = _RESOURCEHANDLEPROTO -_RESOURCEHANDLEPROTO.fields_by_name['dtypes_and_shapes'].message_type = _RESOURCEHANDLEPROTO_DTYPEANDSHAPE -DESCRIPTOR.message_types_by_name['ResourceHandleProto'] = _RESOURCEHANDLEPROTO -_sym_db.RegisterFileDescriptor(DESCRIPTOR) - -ResourceHandleProto = _reflection.GeneratedProtocolMessageType('ResourceHandleProto', (_message.Message,), { - - 'DtypeAndShape' : _reflection.GeneratedProtocolMessageType('DtypeAndShape', (_message.Message,), { - 'DESCRIPTOR' : _RESOURCEHANDLEPROTO_DTYPEANDSHAPE, - '__module__' : 'tensorflow.core.framework.resource_handle_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.ResourceHandleProto.DtypeAndShape) - }) - , - 'DESCRIPTOR' : _RESOURCEHANDLEPROTO, - '__module__' : 'tensorflow.core.framework.resource_handle_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.ResourceHandleProto) - }) -_sym_db.RegisterMessage(ResourceHandleProto) -_sym_db.RegisterMessage(ResourceHandleProto.DtypeAndShape) - +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n/tensorflow/core/framework/resource_handle.proto\x12\ntensorflow\x1a,tensorflow/core/framework/tensor_shape.proto\x1a%tensorflow/core/framework/types.proto\"\xa5\x02\n\x13ResourceHandleProto\x12\x0e\n\x06\x64\x65vice\x18\x01 \x01(\t\x12\x11\n\tcontainer\x18\x02 \x01(\t\x12\x0c\n\x04name\x18\x03 \x01(\t\x12\x11\n\thash_code\x18\x04 \x01(\x04\x12\x17\n\x0fmaybe_type_name\x18\x05 \x01(\t\x12H\n\x11\x64types_and_shapes\x18\x06 \x03(\x0b\x32-.tensorflow.ResourceHandleProto.DtypeAndShape\x1a\x61\n\rDtypeAndShape\x12#\n\x05\x64type\x18\x01 \x01(\x0e\x32\x14.tensorflow.DataType\x12+\n\x05shape\x18\x02 \x01(\x0b\x32\x1c.tensorflow.TensorShapeProtoJ\x04\x08\x07\x10\x08\x42\x87\x01\n\x18org.tensorflow.frameworkB\x0eResourceHandleP\x01ZVgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/resource_handle_go_proto\xf8\x01\x01\x62\x06proto3') -DESCRIPTOR._options = None +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'tensorflow.core.framework.resource_handle_pb2', _globals) +if not _descriptor._USE_C_DESCRIPTORS: + _globals['DESCRIPTOR']._loaded_options = None + _globals['DESCRIPTOR']._serialized_options = b'\n\030org.tensorflow.frameworkB\016ResourceHandleP\001ZVgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/resource_handle_go_proto\370\001\001' + _globals['_RESOURCEHANDLEPROTO']._serialized_start=149 + _globals['_RESOURCEHANDLEPROTO']._serialized_end=442 + _globals['_RESOURCEHANDLEPROTO_DTYPEANDSHAPE']._serialized_start=339 + _globals['_RESOURCEHANDLEPROTO_DTYPEANDSHAPE']._serialized_end=436 # @@protoc_insertion_point(module_scope) diff --git a/python/seldon_core/proto/tensorflow/core/framework/tensor.proto b/python/seldon_core/proto/tensorflow/core/framework/tensor.proto index 86012a1045..9f5a29aec1 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/tensor.proto +++ b/python/seldon_core/proto/tensorflow/core/framework/tensor.proto @@ -14,6 +14,7 @@ option go_package = "github.com/tensorflow/tensorflow/tensorflow/go/core/framewo // Protocol buffer representing a tensor. message TensorProto { + // Data type of the tensor. DataType dtype = 1; // Shape of the tensor. TODO(touts): sort out the 0-rank issues. diff --git a/python/seldon_core/proto/tensorflow/core/framework/tensor_pb2.py b/python/seldon_core/proto/tensorflow/core/framework/tensor_pb2.py index 44a58cc113..4ef1a940a4 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/tensor_pb2.py +++ b/python/seldon_core/proto/tensorflow/core/framework/tensor_pb2.py @@ -1,11 +1,22 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! +# NO CHECKED-IN PROTOBUF GENCODE # source: tensorflow/core/framework/tensor.proto +# Protobuf Python Version: 5.29.0 """Generated protocol buffer code.""" from google.protobuf import descriptor as _descriptor -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import runtime_version as _runtime_version from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +_runtime_version.ValidateProtobufRuntimeVersion( + _runtime_version.Domain.PUBLIC, + 5, + 29, + 0, + '', + 'tensorflow/core/framework/tensor.proto' +) # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -16,248 +27,36 @@ from . import types_pb2 as tensorflow_dot_core_dot_framework_dot_types__pb2 -DESCRIPTOR = _descriptor.FileDescriptor( - name='tensorflow/core/framework/tensor.proto', - package='tensorflow', - syntax='proto3', - serialized_options=b'\n\030org.tensorflow.frameworkB\014TensorProtosP\001ZMgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_go_proto\370\001\001', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n&tensorflow/core/framework/tensor.proto\x12\ntensorflow\x1a/tensorflow/core/framework/resource_handle.proto\x1a,tensorflow/core/framework/tensor_shape.proto\x1a%tensorflow/core/framework/types.proto\"\xa0\x04\n\x0bTensorProto\x12#\n\x05\x64type\x18\x01 \x01(\x0e\x32\x14.tensorflow.DataType\x12\x32\n\x0ctensor_shape\x18\x02 \x01(\x0b\x32\x1c.tensorflow.TensorShapeProto\x12\x16\n\x0eversion_number\x18\x03 \x01(\x05\x12\x16\n\x0etensor_content\x18\x04 \x01(\x0c\x12\x14\n\x08half_val\x18\r \x03(\x05\x42\x02\x10\x01\x12\x15\n\tfloat_val\x18\x05 \x03(\x02\x42\x02\x10\x01\x12\x16\n\ndouble_val\x18\x06 \x03(\x01\x42\x02\x10\x01\x12\x13\n\x07int_val\x18\x07 \x03(\x05\x42\x02\x10\x01\x12\x12\n\nstring_val\x18\x08 \x03(\x0c\x12\x18\n\x0cscomplex_val\x18\t \x03(\x02\x42\x02\x10\x01\x12\x15\n\tint64_val\x18\n \x03(\x03\x42\x02\x10\x01\x12\x14\n\x08\x62ool_val\x18\x0b \x03(\x08\x42\x02\x10\x01\x12\x18\n\x0c\x64\x63omplex_val\x18\x0c \x03(\x01\x42\x02\x10\x01\x12<\n\x13resource_handle_val\x18\x0e \x03(\x0b\x32\x1f.tensorflow.ResourceHandleProto\x12\x37\n\x0bvariant_val\x18\x0f \x03(\x0b\x32\".tensorflow.VariantTensorDataProto\x12\x16\n\nuint32_val\x18\x10 \x03(\rB\x02\x10\x01\x12\x16\n\nuint64_val\x18\x11 \x03(\x04\x42\x02\x10\x01\x12\x12\n\nfloat8_val\x18\x12 \x01(\x0c\"g\n\x16VariantTensorDataProto\x12\x11\n\ttype_name\x18\x01 \x01(\t\x12\x10\n\x08metadata\x18\x02 \x01(\x0c\x12(\n\x07tensors\x18\x03 \x03(\x0b\x32\x17.tensorflow.TensorProtoB|\n\x18org.tensorflow.frameworkB\x0cTensorProtosP\x01ZMgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_go_proto\xf8\x01\x01\x62\x06proto3' - , - dependencies=[tensorflow_dot_core_dot_framework_dot_resource__handle__pb2.DESCRIPTOR,tensorflow_dot_core_dot_framework_dot_tensor__shape__pb2.DESCRIPTOR,tensorflow_dot_core_dot_framework_dot_types__pb2.DESCRIPTOR,]) - - - - -_TENSORPROTO = _descriptor.Descriptor( - name='TensorProto', - full_name='tensorflow.TensorProto', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='dtype', full_name='tensorflow.TensorProto.dtype', index=0, - number=1, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='tensor_shape', full_name='tensorflow.TensorProto.tensor_shape', index=1, - number=2, type=11, cpp_type=10, label=1, - has_default_value=False, default_value=None, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='version_number', full_name='tensorflow.TensorProto.version_number', index=2, - number=3, type=5, cpp_type=1, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='tensor_content', full_name='tensorflow.TensorProto.tensor_content', index=3, - number=4, type=12, cpp_type=9, label=1, - has_default_value=False, default_value=b"", - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='half_val', full_name='tensorflow.TensorProto.half_val', index=4, - number=13, type=5, cpp_type=1, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='float_val', full_name='tensorflow.TensorProto.float_val', index=5, - number=5, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='double_val', full_name='tensorflow.TensorProto.double_val', index=6, - number=6, type=1, cpp_type=5, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='int_val', full_name='tensorflow.TensorProto.int_val', index=7, - number=7, type=5, cpp_type=1, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='string_val', full_name='tensorflow.TensorProto.string_val', index=8, - number=8, type=12, cpp_type=9, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='scomplex_val', full_name='tensorflow.TensorProto.scomplex_val', index=9, - number=9, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='int64_val', full_name='tensorflow.TensorProto.int64_val', index=10, - number=10, type=3, cpp_type=2, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='bool_val', full_name='tensorflow.TensorProto.bool_val', index=11, - number=11, type=8, cpp_type=7, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='dcomplex_val', full_name='tensorflow.TensorProto.dcomplex_val', index=12, - number=12, type=1, cpp_type=5, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='resource_handle_val', full_name='tensorflow.TensorProto.resource_handle_val', index=13, - number=14, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='variant_val', full_name='tensorflow.TensorProto.variant_val', index=14, - number=15, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='uint32_val', full_name='tensorflow.TensorProto.uint32_val', index=15, - number=16, type=13, cpp_type=3, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='uint64_val', full_name='tensorflow.TensorProto.uint64_val', index=16, - number=17, type=4, cpp_type=4, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=b'\020\001', file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='float8_val', full_name='tensorflow.TensorProto.float8_val', index=17, - number=18, type=12, cpp_type=9, label=1, - has_default_value=False, default_value=b"", - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=189, - serialized_end=733, -) - - -_VARIANTTENSORDATAPROTO = _descriptor.Descriptor( - name='VariantTensorDataProto', - full_name='tensorflow.VariantTensorDataProto', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='type_name', full_name='tensorflow.VariantTensorDataProto.type_name', index=0, - number=1, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='metadata', full_name='tensorflow.VariantTensorDataProto.metadata', index=1, - number=2, type=12, cpp_type=9, label=1, - has_default_value=False, default_value=b"", - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='tensors', full_name='tensorflow.VariantTensorDataProto.tensors', index=2, - number=3, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=735, - serialized_end=838, -) - -_TENSORPROTO.fields_by_name['dtype'].enum_type = tensorflow_dot_core_dot_framework_dot_types__pb2._DATATYPE -_TENSORPROTO.fields_by_name['tensor_shape'].message_type = tensorflow_dot_core_dot_framework_dot_tensor__shape__pb2._TENSORSHAPEPROTO -_TENSORPROTO.fields_by_name['resource_handle_val'].message_type = tensorflow_dot_core_dot_framework_dot_resource__handle__pb2._RESOURCEHANDLEPROTO -_TENSORPROTO.fields_by_name['variant_val'].message_type = _VARIANTTENSORDATAPROTO -_VARIANTTENSORDATAPROTO.fields_by_name['tensors'].message_type = _TENSORPROTO -DESCRIPTOR.message_types_by_name['TensorProto'] = _TENSORPROTO -DESCRIPTOR.message_types_by_name['VariantTensorDataProto'] = _VARIANTTENSORDATAPROTO -_sym_db.RegisterFileDescriptor(DESCRIPTOR) - -TensorProto = _reflection.GeneratedProtocolMessageType('TensorProto', (_message.Message,), { - 'DESCRIPTOR' : _TENSORPROTO, - '__module__' : 'tensorflow.core.framework.tensor_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.TensorProto) - }) -_sym_db.RegisterMessage(TensorProto) - -VariantTensorDataProto = _reflection.GeneratedProtocolMessageType('VariantTensorDataProto', (_message.Message,), { - 'DESCRIPTOR' : _VARIANTTENSORDATAPROTO, - '__module__' : 'tensorflow.core.framework.tensor_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.VariantTensorDataProto) - }) -_sym_db.RegisterMessage(VariantTensorDataProto) - - -DESCRIPTOR._options = None -_TENSORPROTO.fields_by_name['half_val']._options = None -_TENSORPROTO.fields_by_name['float_val']._options = None -_TENSORPROTO.fields_by_name['double_val']._options = None -_TENSORPROTO.fields_by_name['int_val']._options = None -_TENSORPROTO.fields_by_name['scomplex_val']._options = None -_TENSORPROTO.fields_by_name['int64_val']._options = None -_TENSORPROTO.fields_by_name['bool_val']._options = None -_TENSORPROTO.fields_by_name['dcomplex_val']._options = None -_TENSORPROTO.fields_by_name['uint32_val']._options = None -_TENSORPROTO.fields_by_name['uint64_val']._options = None +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n&tensorflow/core/framework/tensor.proto\x12\ntensorflow\x1a/tensorflow/core/framework/resource_handle.proto\x1a,tensorflow/core/framework/tensor_shape.proto\x1a%tensorflow/core/framework/types.proto\"\xa0\x04\n\x0bTensorProto\x12#\n\x05\x64type\x18\x01 \x01(\x0e\x32\x14.tensorflow.DataType\x12\x32\n\x0ctensor_shape\x18\x02 \x01(\x0b\x32\x1c.tensorflow.TensorShapeProto\x12\x16\n\x0eversion_number\x18\x03 \x01(\x05\x12\x16\n\x0etensor_content\x18\x04 \x01(\x0c\x12\x14\n\x08half_val\x18\r \x03(\x05\x42\x02\x10\x01\x12\x15\n\tfloat_val\x18\x05 \x03(\x02\x42\x02\x10\x01\x12\x16\n\ndouble_val\x18\x06 \x03(\x01\x42\x02\x10\x01\x12\x13\n\x07int_val\x18\x07 \x03(\x05\x42\x02\x10\x01\x12\x12\n\nstring_val\x18\x08 \x03(\x0c\x12\x18\n\x0cscomplex_val\x18\t \x03(\x02\x42\x02\x10\x01\x12\x15\n\tint64_val\x18\n \x03(\x03\x42\x02\x10\x01\x12\x14\n\x08\x62ool_val\x18\x0b \x03(\x08\x42\x02\x10\x01\x12\x18\n\x0c\x64\x63omplex_val\x18\x0c \x03(\x01\x42\x02\x10\x01\x12<\n\x13resource_handle_val\x18\x0e \x03(\x0b\x32\x1f.tensorflow.ResourceHandleProto\x12\x37\n\x0bvariant_val\x18\x0f \x03(\x0b\x32\".tensorflow.VariantTensorDataProto\x12\x16\n\nuint32_val\x18\x10 \x03(\rB\x02\x10\x01\x12\x16\n\nuint64_val\x18\x11 \x03(\x04\x42\x02\x10\x01\x12\x12\n\nfloat8_val\x18\x12 \x01(\x0c\"g\n\x16VariantTensorDataProto\x12\x11\n\ttype_name\x18\x01 \x01(\t\x12\x10\n\x08metadata\x18\x02 \x01(\x0c\x12(\n\x07tensors\x18\x03 \x03(\x0b\x32\x17.tensorflow.TensorProtoB|\n\x18org.tensorflow.frameworkB\x0cTensorProtosP\x01ZMgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_go_proto\xf8\x01\x01\x62\x06proto3') + +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'tensorflow.core.framework.tensor_pb2', _globals) +if not _descriptor._USE_C_DESCRIPTORS: + _globals['DESCRIPTOR']._loaded_options = None + _globals['DESCRIPTOR']._serialized_options = b'\n\030org.tensorflow.frameworkB\014TensorProtosP\001ZMgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_go_proto\370\001\001' + _globals['_TENSORPROTO'].fields_by_name['half_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['half_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['float_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['float_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['double_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['double_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['int_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['int_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['scomplex_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['scomplex_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['int64_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['int64_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['bool_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['bool_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['dcomplex_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['dcomplex_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['uint32_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['uint32_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO'].fields_by_name['uint64_val']._loaded_options = None + _globals['_TENSORPROTO'].fields_by_name['uint64_val']._serialized_options = b'\020\001' + _globals['_TENSORPROTO']._serialized_start=189 + _globals['_TENSORPROTO']._serialized_end=733 + _globals['_VARIANTTENSORDATAPROTO']._serialized_start=735 + _globals['_VARIANTTENSORDATAPROTO']._serialized_end=838 # @@protoc_insertion_point(module_scope) diff --git a/python/seldon_core/proto/tensorflow/core/framework/tensor_shape_pb2.py b/python/seldon_core/proto/tensorflow/core/framework/tensor_shape_pb2.py index d967639dd3..4ee886b8c6 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/tensor_shape_pb2.py +++ b/python/seldon_core/proto/tensorflow/core/framework/tensor_shape_pb2.py @@ -1,11 +1,22 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! +# NO CHECKED-IN PROTOBUF GENCODE # source: tensorflow/core/framework/tensor_shape.proto +# Protobuf Python Version: 5.29.0 """Generated protocol buffer code.""" from google.protobuf import descriptor as _descriptor -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import runtime_version as _runtime_version from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +_runtime_version.ValidateProtobufRuntimeVersion( + _runtime_version.Domain.PUBLIC, + 5, + 29, + 0, + '', + 'tensorflow/core/framework/tensor_shape.proto' +) # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -13,114 +24,16 @@ -DESCRIPTOR = _descriptor.FileDescriptor( - name='tensorflow/core/framework/tensor_shape.proto', - package='tensorflow', - syntax='proto3', - serialized_options=b'\n\030org.tensorflow.frameworkB\021TensorShapeProtosP\001ZSgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_shape_go_proto\370\001\001', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n,tensorflow/core/framework/tensor_shape.proto\x12\ntensorflow\"z\n\x10TensorShapeProto\x12-\n\x03\x64im\x18\x02 \x03(\x0b\x32 .tensorflow.TensorShapeProto.Dim\x12\x14\n\x0cunknown_rank\x18\x03 \x01(\x08\x1a!\n\x03\x44im\x12\x0c\n\x04size\x18\x01 \x01(\x03\x12\x0c\n\x04name\x18\x02 \x01(\tB\x87\x01\n\x18org.tensorflow.frameworkB\x11TensorShapeProtosP\x01ZSgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_shape_go_proto\xf8\x01\x01\x62\x06proto3' -) - - - - -_TENSORSHAPEPROTO_DIM = _descriptor.Descriptor( - name='Dim', - full_name='tensorflow.TensorShapeProto.Dim', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='size', full_name='tensorflow.TensorShapeProto.Dim.size', index=0, - number=1, type=3, cpp_type=2, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='name', full_name='tensorflow.TensorShapeProto.Dim.name', index=1, - number=2, type=9, cpp_type=9, label=1, - has_default_value=False, default_value=b"".decode('utf-8'), - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=149, - serialized_end=182, -) - -_TENSORSHAPEPROTO = _descriptor.Descriptor( - name='TensorShapeProto', - full_name='tensorflow.TensorShapeProto', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='dim', full_name='tensorflow.TensorShapeProto.dim', index=0, - number=2, type=11, cpp_type=10, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - _descriptor.FieldDescriptor( - name='unknown_rank', full_name='tensorflow.TensorShapeProto.unknown_rank', index=1, - number=3, type=8, cpp_type=7, label=1, - has_default_value=False, default_value=False, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[_TENSORSHAPEPROTO_DIM, ], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=60, - serialized_end=182, -) - -_TENSORSHAPEPROTO_DIM.containing_type = _TENSORSHAPEPROTO -_TENSORSHAPEPROTO.fields_by_name['dim'].message_type = _TENSORSHAPEPROTO_DIM -DESCRIPTOR.message_types_by_name['TensorShapeProto'] = _TENSORSHAPEPROTO -_sym_db.RegisterFileDescriptor(DESCRIPTOR) - -TensorShapeProto = _reflection.GeneratedProtocolMessageType('TensorShapeProto', (_message.Message,), { - - 'Dim' : _reflection.GeneratedProtocolMessageType('Dim', (_message.Message,), { - 'DESCRIPTOR' : _TENSORSHAPEPROTO_DIM, - '__module__' : 'tensorflow.core.framework.tensor_shape_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.TensorShapeProto.Dim) - }) - , - 'DESCRIPTOR' : _TENSORSHAPEPROTO, - '__module__' : 'tensorflow.core.framework.tensor_shape_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.TensorShapeProto) - }) -_sym_db.RegisterMessage(TensorShapeProto) -_sym_db.RegisterMessage(TensorShapeProto.Dim) - +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n,tensorflow/core/framework/tensor_shape.proto\x12\ntensorflow\"z\n\x10TensorShapeProto\x12-\n\x03\x64im\x18\x02 \x03(\x0b\x32 .tensorflow.TensorShapeProto.Dim\x12\x14\n\x0cunknown_rank\x18\x03 \x01(\x08\x1a!\n\x03\x44im\x12\x0c\n\x04size\x18\x01 \x01(\x03\x12\x0c\n\x04name\x18\x02 \x01(\tB\x87\x01\n\x18org.tensorflow.frameworkB\x11TensorShapeProtosP\x01ZSgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_shape_go_proto\xf8\x01\x01\x62\x06proto3') -DESCRIPTOR._options = None +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'tensorflow.core.framework.tensor_shape_pb2', _globals) +if not _descriptor._USE_C_DESCRIPTORS: + _globals['DESCRIPTOR']._loaded_options = None + _globals['DESCRIPTOR']._serialized_options = b'\n\030org.tensorflow.frameworkB\021TensorShapeProtosP\001ZSgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/tensor_shape_go_proto\370\001\001' + _globals['_TENSORSHAPEPROTO']._serialized_start=60 + _globals['_TENSORSHAPEPROTO']._serialized_end=182 + _globals['_TENSORSHAPEPROTO_DIM']._serialized_start=149 + _globals['_TENSORSHAPEPROTO_DIM']._serialized_end=182 # @@protoc_insertion_point(module_scope) diff --git a/python/seldon_core/proto/tensorflow/core/framework/types.proto b/python/seldon_core/proto/tensorflow/core/framework/types.proto index 2a01c028c0..bef9863cbb 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/types.proto +++ b/python/seldon_core/proto/tensorflow/core/framework/types.proto @@ -43,9 +43,21 @@ enum DataType { DT_FLOAT8_E5M2 = 24; // 5 exponent bits, 2 mantissa bits. DT_FLOAT8_E4M3FN = 25; // 4 exponent bits, 3 mantissa bits, finite-only, with // 2 NaNs (0bS1111111). + DT_FLOAT8_E4M3FNUZ = 26; // 4 exponent bits, 3 mantissa bits, finite-only, + // with NaN. + DT_FLOAT8_E4M3B11FNUZ = 27; // 4 exponent bits, 3 mantissa bits, 11 bits + // bias, finite-only, with NaNs. + DT_FLOAT8_E5M2FNUZ = 28; // 5 exponent bits, 2 mantissa bits, finite-only, + // with NaN. - // Do not use! These are only for parameters. Every enum above - // should have a corresponding value below (verified by types_test). + DT_INT4 = 29; + DT_UINT4 = 30; + DT_INT2 = 31; + DT_UINT2 = 32; + + // Do not use! These are only for TF1's obsolete reference Variables. + // Every enum above should have a corresponding value below (verified by + // types_test). DT_FLOAT_REF = 101; DT_DOUBLE_REF = 102; DT_INT32_REF = 103; @@ -71,6 +83,14 @@ enum DataType { DT_UINT64_REF = 123; DT_FLOAT8_E5M2_REF = 124; DT_FLOAT8_E4M3FN_REF = 125; + + DT_FLOAT8_E4M3FNUZ_REF = 126; + DT_FLOAT8_E4M3B11FNUZ_REF = 127; + DT_FLOAT8_E5M2FNUZ_REF = 128; + DT_INT4_REF = 129; + DT_UINT4_REF = 130; + DT_INT2_REF = 131; + DT_UINT2_REF = 132; } // LINT.ThenChange( // https://www.tensorflow.org/code/tensorflow/c/tf_datatype.h, diff --git a/python/seldon_core/proto/tensorflow/core/framework/types_pb2.py b/python/seldon_core/proto/tensorflow/core/framework/types_pb2.py index a4c38c2329..a6418010a2 100644 --- a/python/seldon_core/proto/tensorflow/core/framework/types_pb2.py +++ b/python/seldon_core/proto/tensorflow/core/framework/types_pb2.py @@ -1,12 +1,22 @@ # -*- coding: utf-8 -*- # Generated by the protocol buffer compiler. DO NOT EDIT! +# NO CHECKED-IN PROTOBUF GENCODE # source: tensorflow/core/framework/types.proto +# Protobuf Python Version: 5.29.0 """Generated protocol buffer code.""" -from google.protobuf.internal import enum_type_wrapper from google.protobuf import descriptor as _descriptor -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection +from google.protobuf import descriptor_pool as _descriptor_pool +from google.protobuf import runtime_version as _runtime_version from google.protobuf import symbol_database as _symbol_database +from google.protobuf.internal import builder as _builder +_runtime_version.ValidateProtobufRuntimeVersion( + _runtime_version.Domain.PUBLIC, + 5, + 29, + 0, + '', + 'tensorflow/core/framework/types.proto' +) # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() @@ -14,383 +24,16 @@ -DESCRIPTOR = _descriptor.FileDescriptor( - name='tensorflow/core/framework/types.proto', - package='tensorflow', - syntax='proto3', - serialized_options=b'\n\030org.tensorflow.frameworkB\013TypesProtosP\001ZLgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/types_go_proto\370\001\001', - create_key=_descriptor._internal_create_key, - serialized_pb=b'\n%tensorflow/core/framework/types.proto\x12\ntensorflow\"9\n\x0fSerializedDType\x12&\n\x08\x64\x61tatype\x18\x01 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enum_type_wrapper.EnumTypeWrapper(_DATATYPE) -DT_INVALID = 0 -DT_FLOAT = 1 -DT_DOUBLE = 2 -DT_INT32 = 3 -DT_UINT8 = 4 -DT_INT16 = 5 -DT_INT8 = 6 -DT_STRING = 7 -DT_COMPLEX64 = 8 -DT_INT64 = 9 -DT_BOOL = 10 -DT_QINT8 = 11 -DT_QUINT8 = 12 -DT_QINT32 = 13 -DT_BFLOAT16 = 14 -DT_QINT16 = 15 -DT_QUINT16 = 16 -DT_UINT16 = 17 -DT_COMPLEX128 = 18 -DT_HALF = 19 -DT_RESOURCE = 20 -DT_VARIANT = 21 -DT_UINT32 = 22 -DT_UINT64 = 23 -DT_FLOAT8_E5M2 = 24 -DT_FLOAT8_E4M3FN = 25 -DT_FLOAT_REF = 101 -DT_DOUBLE_REF = 102 -DT_INT32_REF = 103 -DT_UINT8_REF = 104 -DT_INT16_REF = 105 -DT_INT8_REF = 106 -DT_STRING_REF = 107 -DT_COMPLEX64_REF = 108 -DT_INT64_REF = 109 -DT_BOOL_REF = 110 -DT_QINT8_REF = 111 -DT_QUINT8_REF = 112 -DT_QINT32_REF = 113 -DT_BFLOAT16_REF = 114 -DT_QINT16_REF = 115 -DT_QUINT16_REF = 116 -DT_UINT16_REF = 117 -DT_COMPLEX128_REF = 118 -DT_HALF_REF = 119 -DT_RESOURCE_REF = 120 -DT_VARIANT_REF = 121 -DT_UINT32_REF = 122 -DT_UINT64_REF = 123 -DT_FLOAT8_E5M2_REF = 124 -DT_FLOAT8_E4M3FN_REF = 125 - - - -_SERIALIZEDDTYPE = _descriptor.Descriptor( - name='SerializedDType', - full_name='tensorflow.SerializedDType', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='datatype', full_name='tensorflow.SerializedDType.datatype', index=0, - number=1, type=14, cpp_type=8, label=1, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=53, - serialized_end=110, -) - -_SERIALIZEDDTYPE.fields_by_name['datatype'].enum_type = _DATATYPE -DESCRIPTOR.message_types_by_name['SerializedDType'] = _SERIALIZEDDTYPE -DESCRIPTOR.enum_types_by_name['DataType'] = _DATATYPE -_sym_db.RegisterFileDescriptor(DESCRIPTOR) - -SerializedDType = _reflection.GeneratedProtocolMessageType('SerializedDType', (_message.Message,), { - 'DESCRIPTOR' : _SERIALIZEDDTYPE, - '__module__' : 'tensorflow.core.framework.types_pb2' - # @@protoc_insertion_point(class_scope:tensorflow.SerializedDType) - }) -_sym_db.RegisterMessage(SerializedDType) - +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n%tensorflow/core/framework/types.proto\x12\ntensorflow\"9\n\x0fSerializedDType\x12&\n\x08\x64\x61tatype\x18\x01 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-DESCRIPTOR._options = None +_globals = globals() +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'tensorflow.core.framework.types_pb2', _globals) +if not _descriptor._USE_C_DESCRIPTORS: + _globals['DESCRIPTOR']._loaded_options = None + _globals['DESCRIPTOR']._serialized_options = b'\n\030org.tensorflow.frameworkB\013TypesProtosP\001ZLgithub.com/tensorflow/tensorflow/tensorflow/go/core/framework/types_go_proto\370\001\001' + _globals['_DATATYPE']._serialized_start=113 + _globals['_DATATYPE']._serialized_end=1306 + _globals['_SERIALIZEDDTYPE']._serialized_start=53 + _globals['_SERIALIZEDDTYPE']._serialized_end=110 # @@protoc_insertion_point(module_scope) diff --git a/python/seldon_core/utils.py b/python/seldon_core/utils.py index 8c1c04f72c..6109b6a99f 100644 --- a/python/seldon_core/utils.py +++ b/python/seldon_core/utils.py @@ -44,7 +44,7 @@ def get_request_path(): def json_to_seldon_message( - message_json: Union[List, Dict] + message_json: Union[List, Dict], ) -> prediction_pb2.SeldonMessage: """ Parses JSON input to a SeldonMessage proto @@ -588,9 +588,7 @@ def construct_response( ) -def extract_request_parts_json( - request: Union[Dict, List] -) -> Tuple[ +def extract_request_parts_json(request: Union[Dict, List]) -> Tuple[ Union[np.ndarray, str, bytes, Dict, List], Union[Dict, None], Union[np.ndarray, str, bytes, Dict, List, None], diff --git a/python/setup.py b/python/setup.py index 3e06dfc03a..d0d34104ab 100644 --- a/python/setup.py +++ b/python/setup.py @@ -4,7 +4,7 @@ from setuptools import find_packages, setup # Extra dependencies, with special 'all' key -extras = {"tensorflow": ["tensorflow"]} +extras = {"tensorflow": ["tensorflow==2.18.1"]} all_extra_deps = chain.from_iterable(extras.values()) extras["all"] = list(set(all_extra_deps)) @@ -19,33 +19,28 @@ license_files=["LICENSE"], packages=find_packages(), include_package_data=True, - python_requires=">=3.6", + python_requires=">=3.12", # distutils removed in 3.12 install_requires=[ - "Flask >= 2.0.0, <3.0.0", - "jsonschema<4.0.0", - "Flask-cors<4.0.0", - "requests<3.0.0", - "numpy<2.0.0", - "protobuf>=3.20.2,<4.0.0", - "grpcio<2.0.0", - "Flask-OpenTracing >= 1.1.0, < 1.2.0", - "opentracing >= 2.2.0, < 2.5.0", - "jaeger-client >= 4.1.0, < 4.5.0", - "grpcio-opentracing >= 1.1.4, < 1.2.0", - "grpcio-reflection < 2.0.0", - "gunicorn >= 19.9.0, < 20.2.0", - "setuptools >= 65.5.1", - "prometheus_client >= 0.7.1, < 0.9.0", - "werkzeug >= 2.1.1, < 2.3", - # Addresses CVE SNYK-PYTHON-CRYPTOGRAPHY-3315328 - "cryptography >= 39.0.1, < 41.1", - # Addresses CVE SNYK-PYTHON-PYYAML-590151 - "PyYAML >= 5.4, <= 6.0.1", - # Addresses CVE PRISMA-2021-0020 - "click >= 8.0.0a1, < 8.1", - # Addresses CVE CVE-2019-11236 and CVE-2020-26137 and SNYK-PYTHON-URLLIB3-1533435 - "urllib3 >= 1.26.5, < 1.27", - "importlib-metadata<5; python_version < '3.8'", + "flask>=3.1.2", + "jsonschema>=4.25.1", + "flask-cors>=6.0.1", + "requests>=2.32.5", + "numpy>=1.26.4, <2.0.0", + "protobuf==5.29.0", + "grpcio>=1.76.0", + "flask-opentracing>=2.0.0", + "opentracing>=2.4.0", # latest release is from Nov 2020 + "jaeger-client>=4.8.0", # latest release is from Sep 2021 + "grpcio-opentracing>=1.1.4", # latest release is from Apr 2019 + "grpcio-reflection==1.62.3", + "gunicorn>=23.0.0", + "setuptools>=80.9.0", + "prometheus_client>=0.23.1", + "werkzeug>=3.1.3", + "cryptography>=46.0.3", + "pyyaml>=6.0.3", + "click>=8.3.0", + "urllib3>=2.5.0", ], extras_require=extras, entry_points={ diff --git a/python/tests/test_model_microservice.py b/python/tests/test_model_microservice.py index 23c6453845..0b87c29733 100644 --- a/python/tests/test_model_microservice.py +++ b/python/tests/test_model_microservice.py @@ -691,7 +691,7 @@ def test_model_no_json(): app = get_rest_microservice(user_object, seldon_metrics) client = app.test_client() uo = UserObject() - rv = client.get("/predict?") + rv = client.get("/predict?", headers={"Content-Type": "application/json"}) j = json.loads(rv.data) logging.info(j) assert rv.status_code == 400 diff --git a/python/tests/test_router_microservice.py b/python/tests/test_router_microservice.py index 43694d05d3..c768528026 100644 --- a/python/tests/test_router_microservice.py +++ b/python/tests/test_router_microservice.py @@ -199,7 +199,7 @@ def test_router_no_json(): app = get_rest_microservice(user_object, seldon_metrics) client = app.test_client() uo = UserObject() - rv = client.get("/route?") + rv = client.get("/route?", headers={"Content-Type": "application/json"}) j = json.loads(rv.data) logging.info(j) assert rv.status_code == 400 diff --git a/python/tests/test_transformer_microservice.py b/python/tests/test_transformer_microservice.py index 0b51917c06..0936ea1d2b 100644 --- a/python/tests/test_transformer_microservice.py +++ b/python/tests/test_transformer_microservice.py @@ -280,7 +280,7 @@ def test_transform_input_no_json(): app = get_rest_microservice(user_object, seldon_metrics) client = app.test_client() uo = UserObject() - rv = client.get("/transform-input?") + rv = client.get("/transform-input?", headers={"Content-Type": "application/json"}) j = json.loads(rv.data) logging.info(j) assert rv.status_code == 400 @@ -493,7 +493,7 @@ def test_transform_output_no_json(): app = get_rest_microservice(user_object, seldon_metrics) client = app.test_client() uo = UserObject() - rv = client.get("/transform-output?") + rv = client.get("/transform-output?", headers={"Content-Type": "application/json"}) j = json.loads(rv.data) logging.info(j) assert rv.status_code == 400 diff --git a/python/tests/test_utils.py b/python/tests/test_utils.py index 2099456ed1..ccabe1a832 100644 --- a/python/tests/test_utils.py +++ b/python/tests/test_utils.py @@ -99,32 +99,36 @@ def test_create_grpc_response_nparray(): def test_create_rest_response_text_ndarray(): user_model = UserObject() - request_data = np.array([["hello", "world"], ["hello", "another", "world"]]) + request_data = np.array([["hello", "world"], ["hello", "another world"]]) request = {"data": {"ndarray": request_data, "names": []}} (features, meta, datadef, data_type) = scu.extract_request_parts_json(request) - raw_response = np.array([["hello", "world"], ["here", "another"]]) + assert np.array_equal(features, request_data) + assert meta is None + assert datadef == request["data"] + assert data_type == "data" + + raw_response = np.array([["hi", "world"], ["hi", "another world"]]) result = scu.construct_response_json(user_model, True, request, raw_response) assert "ndarray" in result.get("data", {}) assert np.array_equal(result["data"]["ndarray"], raw_response) - assert datadef == request["data"] - assert np.array_equal(features, request_data) - assert data_type == "data" def test_create_grpc_response_text_ndarray(): user_model = UserObject() - request_data = np.array([["hello", "world"], ["hello", "another", "world"]]) + request_data = np.array([["hello", "world"], ["hello", "another world"]]) datadef = scu.array_to_grpc_datadef("ndarray", request_data) request = prediction_pb2.SeldonMessage(data=datadef) (features, meta, datadef, data_type) = scu.extract_request_parts(request) + assert type(features[0]) == np.ndarray # numpy >= 2.0.0 + assert meta == {} + assert datadef == request.data + assert data_type == "data" + raw_response = np.array([["hello", "world"], ["here", "another"]]) sm = scu.construct_response(user_model, True, request, raw_response) assert sm.data.WhichOneof("data_oneof") == "ndarray" - assert type(features[0]) == list assert np.array_equal(sm.data.ndarray, raw_response) - assert datadef == request.data assert np.array_equal(features, request_data) - assert data_type == "data" def test_create_rest_response_ndarray(): diff --git a/servers/huggingface/models/text-gen-gpt2/requirements.txt b/servers/huggingface/models/text-gen-gpt2/requirements.txt index 40acbb5e16..9a02bd4413 100644 --- a/servers/huggingface/models/text-gen-gpt2/requirements.txt +++ b/servers/huggingface/models/text-gen-gpt2/requirements.txt @@ -1,3 +1,3 @@ seldon_core transformers >=4.30,<4.32 -tensorflow == 2.12.0 \ No newline at end of file +tensorflow == 2.17.1 \ No newline at end of file diff --git a/servers/sklearnserver/Makefile b/servers/sklearnserver/Makefile index f27b3ac92e..4d1f5bd8c0 100644 --- a/servers/sklearnserver/Makefile +++ b/servers/sklearnserver/Makefile @@ -11,7 +11,7 @@ docker-build: s2i build \ -E environment \ ./sklearnserver \ - ${DOCKER_REGISTRY}/seldon-core-s2i-python38:${VERSION} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${VERSION} \ ${IMAGE_NAME}:${VERSION} docker-push: diff --git a/servers/sklearnserver/sklearnserver/requirements.txt b/servers/sklearnserver/sklearnserver/requirements.txt index da6ab26297..d5b163da59 100644 --- a/servers/sklearnserver/sklearnserver/requirements.txt +++ b/servers/sklearnserver/sklearnserver/requirements.txt @@ -1,4 +1,4 @@ seldon_core -scikit-learn == 0.24.2 -numpy >= 1.8.2 +scikit-learn == 1.7.2 +numpy == 1.26.4 joblib >= 1.2.0 \ No newline at end of file diff --git a/servers/tfserving/Makefile b/servers/tfserving/Makefile index 34622d40b8..e53d87b09a 100644 --- a/servers/tfserving/Makefile +++ b/servers/tfserving/Makefile @@ -3,7 +3,7 @@ VERSION := $(shell cat ../../version.txt) TF_SERVING_VERSION=2.1.0 IMAGE_NAME_BASE=tfserving -IMAGE_NAME ?= seldonio/${IMAGE_NAME_BASE}-ubi8 +IMAGE_NAME ?= seldonio/${IMAGE_NAME_BASE}-ubi9 docker-build-redhat: diff --git a/servers/tfserving_proxy/Makefile b/servers/tfserving_proxy/Makefile index 995dff1cc0..eae5b85ef2 100644 --- a/servers/tfserving_proxy/Makefile +++ b/servers/tfserving_proxy/Makefile @@ -11,7 +11,7 @@ docker-build: s2i build \ -E environment \ . \ - ${DOCKER_REGISTRY}/seldon-core-s2i-python38:${VERSION} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${VERSION} \ ${IMAGE_NAME}:${VERSION} docker-push: diff --git a/servers/tfserving_proxy/requirements.txt b/servers/tfserving_proxy/requirements.txt index 493836d5d4..5ae7ca51f9 100644 --- a/servers/tfserving_proxy/requirements.txt +++ b/servers/tfserving_proxy/requirements.txt @@ -1,5 +1,5 @@ -tensorflow>=2.11.1, < 3.0 +tensorflow==2.17.1 tensorflow-serving-api>=1.10.1 -grpcio==1.32.0 # Required for https://github.com/SeldonIO/seldon-core/issues/2787 -grpcio-reflection==1.32.0 # Required for https://github.com/SeldonIO/seldon-core/issues/2787 +grpcio>=1.32.0 # Required for https://github.com/SeldonIO/seldon-core/issues/2787 +grpcio-reflection>=1.32.0 # Required for https://github.com/SeldonIO/seldon-core/issues/2787 requests diff --git a/servers/xgboostserver/Makefile b/servers/xgboostserver/Makefile index 7bfbac9263..fd3a6c3ed7 100644 --- a/servers/xgboostserver/Makefile +++ b/servers/xgboostserver/Makefile @@ -11,7 +11,7 @@ docker-build: s2i build \ -E environment \ ./xgboostserver \ - ${DOCKER_REGISTRY}/seldon-core-s2i-python38:${VERSION} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${VERSION} \ ${IMAGE_NAME}:${VERSION} docker-push: diff --git a/servers/xgboostserver/xgboostserver/requirements.txt b/servers/xgboostserver/xgboostserver/requirements.txt index 3ed709c3db..0c0bdaed66 100644 --- a/servers/xgboostserver/xgboostserver/requirements.txt +++ b/servers/xgboostserver/xgboostserver/requirements.txt @@ -1,3 +1,3 @@ -scikit-learn == 1.0.2 -numpy >= 1.8.2 +scikit-learn == 1.7.2 +numpy == 1.26.4 xgboost == 1.4.2 diff --git a/testing/docker/echo-model/Makefile b/testing/docker/echo-model/Makefile index 8bc55d671c..1f2d988273 100644 --- a/testing/docker/echo-model/Makefile +++ b/testing/docker/echo-model/Makefile @@ -7,7 +7,7 @@ build_image: s2i build \ -E environment \ .\ - seldonio/seldon-core-s2i-python38:${VERSION}\ + seldonio/seldon-core-s2i-python312:${VERSION}\ ${IMAGE_BASE}:${VERSION} push_image: diff --git a/testing/docker/fixed-model/Makefile b/testing/docker/fixed-model/Makefile index 0a3c2821db..e1f51d55a4 100644 --- a/testing/docker/fixed-model/Makefile +++ b/testing/docker/fixed-model/Makefile @@ -3,8 +3,8 @@ VERSION := $(shell cat ../../../version.txt) KIND_NAME ?= kind build_images: - s2i build -E environment_v1 . seldonio/seldon-core-s2i-python38:${VERSION} seldonio/fixed-model:0.1 - s2i build -E environment_v2 . seldonio/seldon-core-s2i-python38:${VERSION} seldonio/fixed-model:0.2 + s2i build -E environment_v1 . seldonio/seldon-core-s2i-python312:${VERSION} seldonio/fixed-model:0.1 + s2i build -E environment_v2 . seldonio/seldon-core-s2i-python312:${VERSION} seldonio/fixed-model:0.2 push_images: docker push seldonio/fixed-model:0.1 diff --git a/testing/scripts/Makefile b/testing/scripts/Makefile index 5128f0e2f2..6309c0863c 100644 --- a/testing/scripts/Makefile +++ b/testing/scripts/Makefile @@ -25,13 +25,11 @@ kind_build_test_models: make -C ../../examples/models/testing run_kind_load_all make -C ../docker/fixed-model kind_load_images make -C ../docker/echo-model kind_load_image - make -C ../docker/mock-preprocessor kind_load_image .PHONY: kind_build_prepackaged kind_build_prepackaged: cd ../../servers/sklearnserver && make kind-load cd ../../servers/xgboostserver && make kind-load - cd ../../servers/mlflowserver && make kind-load cd ../../servers/tfserving_proxy && make kind-load .PHONY: kind_build_alibi_explain @@ -51,7 +49,7 @@ kind_build_misc: cd ../../components/routers/epsilon-greedy && make kind_load .PHONY: kind_build_images -kind_build_images: build_protos kind_build_operator kind_build_executor kind_build_prepackaged kind_build_alibi_explain kind_build_alibi_detect kind_build_rclone_storage_initializer +kind_build_images: build_protos kind_build_operator kind_build_executor kind_build_prepackaged kind_build_alibi_explain kind_build_rclone_storage_initializer .PHONY: kind_build_test_images kind_build_test_images: kind_build_test_models kind_build_misc @@ -119,7 +117,9 @@ install_istio: .PHONY: install_keda install_keda: - kubectl apply -f https://github.com/kedacore/keda/releases/download/v2.0.0/keda-2.0.0.yaml + # Server-side apply avoids storing the huge CRD manifest in annotations. + kubectl apply --server-side --force-conflicts -f https://github.com/kedacore/keda/releases/download/v2.12.0/keda-2.12.0.yaml + kubectl wait --timeout=2m --for=condition=available deployment/keda-operator -n keda .PHONY: create_namespaces create_namespaces: diff --git a/testing/scripts/dev_requirements.txt b/testing/scripts/dev_requirements.txt index e4bf298ca6..26f6087fd2 100644 --- a/testing/scripts/dev_requirements.txt +++ b/testing/scripts/dev_requirements.txt @@ -1,22 +1,25 @@ -pytest==5.3.1 -pytest-xdist==1.30.0 -pytest-cov==2.8.1 -flaky==3.6.1 -tenacity==6.0.0 -sh==1.13.1 +pytest==8.4.2 +pytest-xdist==3.8.0 +pytest-cov==7.0.0 +flaky==3.8.1 +tenacity==9.1.2 +sh==2.2.2 # notebooks test deps -ipython==7.13.0 -nbconvert==5.6.1 -alibi==0.9.2 -shap==0.40.0 -matplotlib==3.1.3 -tensorflow==2.12.1 -tabulate==0.8.7 -Jinja2==3.0.0 +ipython==9.6.0 +nbconvert==7.16.6 +alibi==0.9.6 +shap==0.49.1 +matplotlib==3.10.7 +tensorflow==2.18.1 +tabulate==0.9.0 +Jinja2==3.1.6 # 2nd lvl dep on cov required to avoid sqllite dep -coverage==4.5.4 +coverage==7.11.0 # Required to build mock test images -mlserver==1.3.5 +mlserver==1.7.1 + +# Required to build protos +grpcio-tools==1.70.0 \ No newline at end of file diff --git a/testing/scripts/kind_test_setup.sh b/testing/scripts/kind_test_setup.sh index 001dc18952..d2bc131148 100755 --- a/testing/scripts/kind_test_setup.sh +++ b/testing/scripts/kind_test_setup.sh @@ -5,9 +5,9 @@ set -o errexit set -o pipefail # Run s2i build to create base images -make s2i_build_base_images +# make s2i_build_base_images make kind_create_cluster -make kind_build_images -make kind_build_test_images -make kind_setup +#make kind_build_images +#make kind_build_test_images +#make kind_setup diff --git a/testing/scripts/requirements.3.8.10.working.txt b/testing/scripts/requirements.3.8.10.working.txt new file mode 100644 index 0000000000..739e4f8598 --- /dev/null +++ b/testing/scripts/requirements.3.8.10.working.txt @@ -0,0 +1,199 @@ +absl-py==2.3.1 +aiofiles==24.1.0 +aiohappyeyeballs==2.4.4 +aiohttp==3.10.11 +aiokafka==0.10.0 +aiosignal==1.3.1 +alibi==0.9.2 +anyio==4.5.2 +astunparse==1.6.3 +async-timeout==5.0.1 +attrs==23.2.0 +backcall==0.2.0 +bleach==6.1.0 +blis==0.7.11 +Brotli==1.1.0 +cachetools==5.5.2 +catalogue==2.0.10 +certifi==2025.10.5 +cffi==1.17.1 +charset-normalizer==3.4.3 +click==8.0.4 +cloudpickle==3.1.1 +confection==0.1.5 +contourpy==1.1.1 +coverage==4.5.4 +cryptography==41.0.7 +cycler==0.12.1 +cymem==2.0.11 +Cython==0.29.37 +decorator==5.2.1 +defusedxml==0.7.1 +dill==0.3.9 +entrypoints==0.4 +exceptiongroup==1.2.2 +execnet==2.1.1 +fastapi==0.89.1 +fastjsonschema==2.21.2 +filelock==3.16.1 +flaky==3.6.1 +Flask==2.2.5 +Flask-Cors==3.0.10 +Flask-OpenTracing==1.1.0 +flatbuffers==25.9.23 +fonttools==4.57.0 +frozenlist==1.5.0 +fsspec==2025.3.0 +gast==0.4.0 +gevent==24.2.1 +geventhttpclient==2.0.2 +google-auth==2.41.1 +google-auth-oauthlib==1.0.0 +google-pasta==0.2.0 +greenlet==3.1.1 +grpcio==1.59.5 +grpcio-opentracing==1.1.4 +grpcio-reflection==1.48.2 +grpcio-tools==1.40.0 +gunicorn==20.1.0 +h11==0.16.0 +h5py==3.11.0 +hf-xet==1.1.10 +huggingface-hub==0.35.3 +idna==3.10 +imageio==2.35.1 +importlib_metadata==8.5.0 +importlib_resources==6.4.5 +ipython==7.13.0 +itsdangerous==2.2.0 +jaeger-client==4.4.0 +jax==0.4.13 +jedi==0.19.2 +Jinja2==3.0.0 +joblib==1.4.2 +jsonschema==3.2.0 +jsonschema-specifications==2023.12.1 +jupyter_core==5.8.1 +keras==2.12.0 +kiwisolver==1.4.7 +langcodes==3.4.1 +language_data==1.3.0 +lazy_loader==0.4 +libclang==18.1.1 +llvmlite==0.41.1 +marisa-trie==1.2.1 +Markdown==3.7 +MarkupSafe==2.1.5 +matplotlib==3.1.3 +mistune==0.8.4 +ml-dtypes==0.2.0 +mlserver==1.3.5 +more-itertools==10.5.0 +multidict==6.1.0 +murmurhash==1.0.13 +nbconvert==5.6.1 +nbformat==5.10.4 +networkx==3.1 +numba==0.58.1 +numpy==1.24.3 +oauthlib==3.3.1 +opentracing==2.4.0 +opt_einsum==3.4.0 +orjson==3.10.15 +packaging==25.0 +pandas==2.0.3 +pandocfilters==1.5.1 +parso==0.8.5 +pathlib_abc==0.1.1 +pathy==0.11.0 +pexpect==4.9.0 +pickleshare==0.7.5 +Pillow==9.5.0 +pipdeptree==2.24.0 +pkgutil_resolve_name==1.3.10 +platformdirs==4.3.6 +pluggy==0.13.1 +preshed==3.0.10 +prometheus-client==0.8.0 +prompt_toolkit==3.0.52 +propcache==0.2.0 +protobuf==3.20.3 +ptyprocess==0.7.0 +py==1.11.0 +py-grpc-prometheus==0.8.0 +pyasn1==0.6.1 +pyasn1_modules==0.4.2 +pycparser==2.23 +pydantic==1.10.24 +Pygments==2.19.2 +pyparsing==3.1.4 +pyrsistent==0.20.0 +pytest==5.3.1 +pytest-cov==2.8.1 +pytest-forked==1.6.0 +pytest-xdist==1.30.0 +python-dateutil==2.9.0.post0 +python-dotenv==1.0.1 +python-rapidjson==1.21 +pytz==2025.2 +PyWavelets==1.4.1 +PyYAML==6.0.1 +referencing==0.35.1 +regex==2024.11.6 +requests==2.32.4 +requests-oauthlib==2.0.0 +rpds-py==0.20.1 +rsa==4.9.1 +safetensors==0.5.3 +scikit-image==0.20.0 +scikit-learn==1.3.2 +scipy==1.9.1 +-e git+ssh://git@github.com/vtaskow/seldon-core.git@5e8a1698726ecad989df37ba44e4a304f9f32112#egg=seldon_core&subdirectory=python +sh==1.13.1 +shap==0.40.0 +six==1.17.0 +slicer==0.0.7 +smart-open==6.4.0 +sniffio==1.3.1 +spacy==3.5.4 +spacy-legacy==3.0.12 +spacy-loggers==1.0.5 +spacy-lookups-data==1.0.5 +srsly==2.4.8 +starlette==0.22.0 +starlette-exporter==0.17.1 +tabulate==0.8.7 +tenacity==6.0.0 +tensorboard==2.12.3 +tensorboard-data-server==0.7.2 +tensorflow==2.12.1 +tensorflow-estimator==2.12.0 +tensorflow-io-gcs-filesystem==0.34.0 +termcolor==2.4.0 +testpath==0.6.0 +thinc==8.1.12 +threadloop==1.0.2 +threadpoolctl==3.5.0 +thrift==0.22.0 +tifffile==2023.7.10 +tokenizers==0.20.3 +tornado==6.4.2 +tqdm==4.67.1 +traitlets==5.14.3 +transformers==4.46.3 +tritonclient==2.51.0 +typer==0.9.4 +typing_extensions==4.5.0 +tzdata==2025.2 +urllib3==1.26.20 +uvicorn==0.33.0 +uvloop==0.21.0 +wasabi==1.1.3 +wcwidth==0.2.14 +webencodings==0.5.1 +Werkzeug==2.2.3 +wrapt==1.14.2 +yarl==1.15.2 +zipp==3.20.2 +zope.event==5.0 +zope.interface==7.2 diff --git a/testing/scripts/seldon_e2e_utils.py b/testing/scripts/seldon_e2e_utils.py index 49ed3e8bca..dae45bb7c0 100644 --- a/testing/scripts/seldon_e2e_utils.py +++ b/testing/scripts/seldon_e2e_utils.py @@ -644,14 +644,14 @@ def post_comment_in_pr(body, check=False): def create_and_run_script(folder, notebook): run( - f"jupyter nbconvert --template ../../notebooks/convert.tpl --to script {folder}/{notebook}.ipynb", + f"jupyter nbconvert --TemplateExporter.extra_template_basedirs=../../notebooks/templates --template convert --to script {folder}/{notebook}.ipynb", shell=True, check=True, ) run(f"chmod u+x {folder}/{notebook}.py", shell=True, check=True) try: run( - f"cd {folder} && ./{notebook}.py", + f"cd {folder} && ipython ./{notebook}.py", shell=True, check=True, encoding="utf-8", diff --git a/testing/scripts/test_seldon_metadata.py b/testing/scripts/test_seldon_metadata.py index 0478501646..b389085557 100644 --- a/testing/scripts/test_seldon_metadata.py +++ b/testing/scripts/test_seldon_metadata.py @@ -22,7 +22,7 @@ S2I_CREATE = """cd ../s2i/python-features/metadata && \ s2i build -E environment_{model}_{api_type} . \ - seldonio/seldon-core-s2i-python38:{s2i_python_version} \ + seldonio/seldon-core-s2i-python312:{s2i_python_version} \ seldonio/test_metadata_{model}_{api_type}:0.1 """ IMAGE_NAME = "seldonio/test_metadata_{model}_{api_type}:0.1" diff --git a/testing/scripts/test_tags.py b/testing/scripts/test_tags.py index 52e9dbc05e..cca57cb0fc 100644 --- a/testing/scripts/test_tags.py +++ b/testing/scripts/test_tags.py @@ -20,7 +20,7 @@ S2I_CREATE = """cd ../s2i/python-features/tags && \ s2i build -E environment_{model}_{api_type} . \ - seldonio/seldon-core-s2i-python38:{s2i_python_version} \ + seldonio/seldon-core-s2i-python312:{s2i_python_version} \ seldonio/test_tags_{model}_{api_type}:0.1 """ IMAGE_NAME = "seldonio/test_tags_{model}_{api_type}:0.1" diff --git a/wrappers/s2i/python/.dockerignore b/wrappers/s2i/python/.dockerignore new file mode 100644 index 0000000000..508fce1f99 --- /dev/null +++ b/wrappers/s2i/python/.dockerignore @@ -0,0 +1 @@ +_python/python/.tox/ \ No newline at end of file diff --git a/wrappers/s2i/python/Dockerfile.conda b/wrappers/s2i/python/Dockerfile.conda index 9fce8466f0..2a59ec3e8f 100644 --- a/wrappers/s2i/python/Dockerfile.conda +++ b/wrappers/s2i/python/Dockerfile.conda @@ -1,4 +1,4 @@ -FROM registry.access.redhat.com/ubi9/ubi-minimal +FROM registry.access.redhat.com/ubi9/ubi-minimal:9.6 ENV LANG=C.UTF-8 LC_ALL=C.UTF-8 ENV PATH /opt/conda/bin:$PATH @@ -9,24 +9,38 @@ RUN microdnf update -y && \ bzip2 \ tar \ ca-certificates \ - curl-minimal + curl-minimal \ + findutils # MPL based licenses RUN wget -O certifi-python-certifi.tar.gz \ https://github.com/certifi/python-certifi/archive/master.tar.gz -ARG CONDA_DOWNLOAD_VERSION -ARG CONDA_VERSION -RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-${CONDA_DOWNLOAD_VERSION}-Linux-x86_64.sh -O ~/miniconda.sh && \ - /bin/bash ~/miniconda.sh -b -p /opt/conda && \ - rm ~/miniconda.sh && \ - /opt/conda/bin/conda install --yes conda=${CONDA_VERSION} && \ - /opt/conda/bin/conda clean -tipy && \ +# Install Miniforge (BSD-3-Clause) +# Fix vulnerabilities for brotli and h2 +# Fix vulnerability in pip(9CVE-2025-8869) +ARG MINIFORGE_VERSION +RUN wget https://github.com/conda-forge/miniforge/releases/download/${MINIFORGE_VERSION}/Miniforge3-${MINIFORGE_VERSION}-Linux-x86_64.sh -O ~/miniforge.sh && \ + /bin/bash ~/miniforge.sh -b -p /opt/conda && \ + rm ~/miniforge.sh && \ + /opt/conda/bin/conda init bash && \ + /opt/conda/bin/conda install -c conda-forge "brotli>=1.2.0,<1.3.0" "h2>=4.3.0,<4.4.0" -y && \ + /opt/conda/bin/pip install "pip>=25.3,<26.0" && \ + /opt/conda/bin/conda clean -afy && \ + rm -rf /opt/conda/pkgs && \ + find /opt/conda -type f -name '*.a' -delete && \ + find /opt/conda -type f -name '*.pyc' -delete && \ + find /opt/conda -type f -name '*.js.map' -delete && \ ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh && \ echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc && \ echo "conda activate base" >> ~/.bashrc && \ chgrp -R root /opt/conda && chmod -R g+rw /opt/conda +# Replace conda's python ensurepip with correct version +RUN PIP_WHEEL_DIR=/opt/conda/lib/python3.12/ensurepip/_bundled && \ + /opt/conda/bin/pip wheel "pip==25.3.0" "setuptools>=75.0.0,<76.0.0" "wheel>=0.44.0,<0.45.0" --wheel-dir $PIP_WHEEL_DIR && \ + rm -f $PIP_WHEEL_DIR/pip-25.0.1-py3-none-any.whl + ENV TINI_VERSION v0.16.1 ADD https://github.com/krallin/tini/releases/download/${TINI_VERSION}/tini /usr/bin/tini RUN chmod +x /usr/bin/tini diff --git a/wrappers/s2i/python/Dockerfile.gpu b/wrappers/s2i/python/Dockerfile.gpu index b242d4ad6c..15668a5660 100644 --- a/wrappers/s2i/python/Dockerfile.gpu +++ b/wrappers/s2i/python/Dockerfile.gpu @@ -1,6 +1,6 @@ # Use same version as Triton 21.08-py3 (default Triton used in this version of # SC) -FROM nvidia/cuda:11.4.3-cudnn8-runtime-ubuntu20.04 +FROM nvidia/cuda:12.2.2-cudnn8-runtime-ubuntu22.04 LABEL io.openshift.s2i.scripts-url="image:///s2i/bin" @@ -20,18 +20,20 @@ ENV PATH /opt/conda/bin:$PATH # MPL based licenses RUN wget -O certifi-python-certifi.tar.gz https://github.com/certifi/python-certifi/archive/master.tar.gz -# Install Miniconda3 -ARG CONDA_DOWNLOAD_VERSION -RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-${CONDA_DOWNLOAD_VERSION}-Linux-x86_64.sh -O ~/miniconda.sh && \ - /bin/bash ~/miniconda.sh -b -p /opt/conda && \ - rm ~/miniconda.sh && \ - /opt/conda/bin/conda clean -tipy && \ +# Install Miniforge (BSD-3-Clause) +ARG MINIFORGE_VERSION +RUN wget https://github.com/conda-forge/miniforge/releases/download/${MINIFORGE_VERSION}/Miniforge3-${MINIFORGE_VERSION}-Linux-x86_64.sh -O ~/miniforge.sh && \ + /bin/bash ~/miniforge.sh -b -p /opt/conda && \ + rm ~/miniforge.sh && \ + /opt/conda/bin/conda init bash && \ + /opt/conda/bin/conda clean -afy && \ + find /opt/conda -type f -name '*.a' -delete && \ + find /opt/conda -type f -name '*.pyc' -delete && \ + find /opt/conda -type f -name '*.js.map' -delete && \ ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh && \ echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc && \ echo "conda activate base" >> ~/.bashrc && \ - find /opt/conda/ -follow -type f -name '*.a' -delete && \ - find /opt/conda/ -follow -type f -name '*.js.map' -delete && \ - /opt/conda/bin/conda clean -afy + chgrp -R root /opt/conda && chmod -R g+rw /opt/conda # This is to install desired version of Python without updating conda version ARG PYTHON_VERSION @@ -51,7 +53,7 @@ RUN cd /microservice/python && pip install . RUN mkdir -p /.conda && chmod a+rwx /.conda -# Default user is 8888 so changing for permissiosn to modify (needed in mlflow server) +# Default user is 8888 so changing for permissions to modify (needed in mlflow server) RUN chown -R 8888 /microservice EXPOSE 5000 diff --git a/wrappers/s2i/python/Makefile b/wrappers/s2i/python/Makefile index eb45d58ce4..d767abbe49 100644 --- a/wrappers/s2i/python/Makefile +++ b/wrappers/s2i/python/Makefile @@ -3,9 +3,10 @@ VERSION ?= $(shell cat ../../../version.txt) DOCKER_REGISTRY ?= seldonio -CONDA_DOWNLOAD_VERSION ?= py38_23.3.1-0 -CONDA_VERSION ?= 23.5.0 -PYTHON_VERSION ?= 3.8.10 +MINIFORGE_VERSION ?= 25.3.1-0 # comes with Python 3.12.11 +CONDA_VERSION ?= 25.3.1 +PYTHON_VERSION ?= 3.12.12 + IMAGE_PYTHON_VERSION = $(shell echo -n $(PYTHON_VERSION) | cut -d. -f1-2 | sed 's/\.//g') DEFAULT_IMAGE_PYTHON_VERSION = $(shell echo -n $(PYTHON_VERSION) | cut -d. -f1) @@ -16,11 +17,11 @@ GPU_IMAGE_NAME = ${DOCKER_REGISTRY}/seldon-core-s2i-python${IMAGE_PYTHON_VERSION SELDON_CORE_DIR = ../../.. # Base images to build the s2i builder images from -BASE_IMAGE = continuumio/miniconda3 -CONDA_BASE_IMAGE = ${DOCKER_REGISTRY}/conda-ubi8 +CONDA_BASE_IMAGE = ${DOCKER_REGISTRY}/conda-ubi9 .PHONY: get_local_repo get_local_repo: + rm -rf ./_python mkdir -p _python cp ../../../version.txt version.txt cp -r $(SELDON_CORE_DIR)/python _python @@ -28,7 +29,7 @@ get_local_repo: # Building Conda Base docker-build-conda-base: - docker build -f Dockerfile.conda --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg CONDA_DOWNLOAD_VERSION=${CONDA_DOWNLOAD_VERSION} -t ${CONDA_BASE_IMAGE}:${VERSION} . + docker build -f Dockerfile.conda --build-arg MINIFORGE_VERSION=${MINIFORGE_VERSION} -t ${CONDA_BASE_IMAGE}:${VERSION} . docker-push-conda-base: docker push ${CONDA_BASE_IMAGE}:${VERSION} @@ -49,23 +50,20 @@ docker-push-base-python: # GPU Image (probably not in used so skipping build/push to private repositories) docker-build-gpu: get_local_repo - docker build -f Dockerfile.gpu --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg CONDA_DOWNLOAD_VERSION=${CONDA_DOWNLOAD_VERSION} -t ${GPU_IMAGE_NAME}:${VERSION} . + docker build -f Dockerfile.gpu --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg MINIFORGE_VERSION=${MINIFORGE_VERSION} -t ${GPU_IMAGE_NAME}:${VERSION} . docker-push-gpu: docker push ${GPU_IMAGE_NAME}:${VERSION} ### OLD target to be reviewed if still required +### Passing for 3.10 and miniforge + .PHONY: test test: - docker build --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg BASE_IMAGE=${BASE_IMAGE} -t ${IMAGE_NAME}-candidate . + docker build --build-arg VERSION=${VERSION} --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg BASE_IMAGE=${CONDA_BASE_IMAGE} -t ${IMAGE_NAME}-candidate . IMAGE_NAME=${IMAGE_NAME}-candidate test/run -.PHONY: test_local -test_local: - docker build -f Dockerfile --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg BASE_IMAGE=${BASE_IMAGE} -t ${IMAGE_NAME}-candidate . - IMAGE_NAME=$(IMAGE_NAME)-candidate test/run - .PHONY: clean clean: rm version.txt @@ -75,4 +73,4 @@ clean: rm -rf test/transformer-template-app/.git after_build_image_seldon_core_check: - docker run --rm -it ${DOCKER_REGISTRY}/seldon-core-s2i-python37:${VERSION} python -c 'import seldon_core; print(seldon_core.version.__version__)' + docker run --rm -it ${IMAGE_NAME}:${VERSION} python -c 'import seldon_core; print(seldon_core.version.__version__)' diff --git a/wrappers/s2i/python/build_scripts/build_all.sh b/wrappers/s2i/python/build_scripts/build_all.sh index cb97125679..a01cae6484 100755 --- a/wrappers/s2i/python/build_scripts/build_all.sh +++ b/wrappers/s2i/python/build_scripts/build_all.sh @@ -2,10 +2,10 @@ make -C ../ docker-build-conda-base # Build standard wrapper images -make -C ../ docker-build PYTHON_VERSION=3.8.10 +make -C ../ docker-build PYTHON_VERSION=3.12.12 # Push default tag image -make -C ../ docker-tag-base-python PYTHON_VERSION=3.8.10 +make -C ../ docker-tag-base-python PYTHON_VERSION=3.12.12 # Build GPU images -make -C ../ docker-build-gpu PYTHON_VERSION=3.8.10 +make -C ../ docker-build-gpu PYTHON_VERSION=3.12.12 diff --git a/wrappers/s2i/python/test/run b/wrappers/s2i/python/test/run index 5f34b75ab5..0e6d714774 100755 --- a/wrappers/s2i/python/test/run +++ b/wrappers/s2i/python/test/run @@ -27,8 +27,8 @@ image_dir=$($READLINK_EXEC -zf ${test_dir}/..) # it from Docker hub s2i_args="--pull-policy=never --loglevel=2" -# Port the image exposes service to be tested -test_port=5000 +# Port the image exposes service to be tested - HTTP is 9000 +test_port=9000 image_exists() { docker inspect $1 &>/dev/null