diff --git a/.github/workflows/alibidetect_tests.yml b/.github/workflows/alibidetect_tests.yml index 8c7a50d2a6..e9c19ea6b2 100644 --- a/.github/workflows/alibidetect_tests.yml +++ b/.github/workflows/alibidetect_tests.yml @@ -2,28 +2,27 @@ name: V1 Alibi Detect Tests on: push: - branches: [ master ] + branches: "*" # TODO: return [master] pull_request: - # TODO revert before merge to master - branches: [ fix/core-1-CVEs ] + branches: "*" # TODO: return [master] jobs: lint: runs-on: ubuntu-latest steps: - - uses: actions/checkout@v2 - - name: Set up Python 3.8 + - uses: actions/checkout@v4 + - name: Set up Python 3.12 uses: actions/setup-python@v4 with: - python-version: 3.8 + python-version: '3.12' - name: Install Poetry uses: snok/install-poetry@v1 with: - version: 1.1.15 + version: 2.1.2 virtualenvs-create: false - name: Install dependencies run: | - pip install --upgrade pip setuptools + python -m pip install --upgrade pip setuptools make -C components/alibi-detect-server dev_install - name: Lint run: | @@ -32,24 +31,24 @@ jobs: python-tests: runs-on: ubuntu-latest steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - name: Install Rclone run: | - wget https://downloads.rclone.org/v1.62.2/rclone-v1.62.2-linux-amd64.zip - unzip rclone-v1.62.2-linux-amd64.zip - mv rclone-v1.62.2-linux-amd64/rclone /usr/local/bin/rclone - - name: Set up Python 3.8 + wget https://downloads.rclone.org/v1.71.2/rclone-v1.71.2-linux-amd64.zip + unzip rclone-v1.71.2-linux-amd64.zip + mv rclone-v1.71.2-linux-amd64/rclone /usr/local/bin/rclone + - name: Set up Python 3.12 uses: actions/setup-python@v4 with: - version: 1.1.15 - python-version: 3.8 + python-version: '3.12' - name: Install Poetry uses: snok/install-poetry@v1 with: + version: 2.1.2 virtualenvs-create: false - name: Install dependencies run: | - pip install --upgrade pip setuptools + python -m pip install --upgrade pip setuptools make -C components/alibi-detect-server dev_install - name: Test run: | 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/.tool-versions b/components/alibi-detect-server/.tool-versions new file mode 100644 index 0000000000..275be92ce4 --- /dev/null +++ b/components/alibi-detect-server/.tool-versions @@ -0,0 +1 @@ +poetry 1.8.0 \ No newline at end of file diff --git a/components/alibi-detect-server/Dockerfile b/components/alibi-detect-server/Dockerfile index a379d9033f..0a9b147e0a 100644 --- a/components/alibi-detect-server/Dockerfile +++ b/components/alibi-detect-server/Dockerfile @@ -1,63 +1,58 @@ ARG VERSION ARG BASE_IMAGE -FROM ${BASE_IMAGE}:${VERSION} as base +FROM ${BASE_IMAGE}:${VERSION} AS base ARG VERSION LABEL name="Seldon Alibi Detect Server" \ - vendor="Seldon Technologies" \ - version="1.19.0-dev" \ - release="1" \ - summary="Alibi Detect Server for Seldon Core" \ - description="The Alibi Detect Server provides outlier, drift and adversarial detection services for Seldon Core" + vendor="Seldon Technologies" \ + version="1.19.0-dev" \ + release="1" \ + summary="Alibi Detect Server for Seldon Core" \ + description="The Alibi Detect Server provides outlier, drift and adversarial detection services for Seldon Core" -FROM base as builder +FROM base AS builder USER root RUN microdnf update -y && \ microdnf install -y \ - unzip \ - make \ - automake \ - gcc \ - gcc-c++ + unzip \ + make \ + automake \ + gcc \ + gcc-c++ # Install Rclone Binary to be present in the image -RUN wget https://downloads.rclone.org/v1.64.2/rclone-v1.64.2-linux-amd64.zip && \ - unzip rclone-v1.64.2-linux-amd64.zip && \ - mv rclone-v1.64.2-linux-amd64/rclone /usr/bin/rclone && \ - rm -rf rclone-v1.64.2-linux-amd64.zip rclone-v1.64.2-linux-amd64 - -# Note that we need to force Conda to use the system's std-c++ library, as -# otherwise PyStan won't compile with Conda's older stdc++ library: -# https://github.com/stan-dev/pystan/issues/294#issuecomment-870711100 -RUN pip install --upgrade pip setuptools wheel && \ - cd /opt/conda/lib && \ - rm libstdc++.so libstdc++.so.6 && \ - ln -s /usr/lib64/libstdc++.so.6.0.29 libstdc++.so && \ - ln -s /usr/lib64/libstdc++.so.6.0.29 libstdc++.so.6 +RUN wget https://downloads.rclone.org/v1.71.2/rclone-v1.71.2-linux-amd64.zip && \ + unzip rclone-v1.71.2-linux-amd64.zip && \ + mv rclone-v1.71.2-linux-amd64/rclone /usr/bin/rclone && \ + rm -rf rclone-v1.71.2-linux-amd64.zip rclone-v1.71.2-linux-amd64 # Make home dir RUN mkdir microservice WORKDIR /microservice # Install Poetry -ENV POETRY_HOME /microservice/.poetry -RUN curl -sSL https://install.python-poetry.org | python3 - --version 1.1.15 +ENV POETRY_HOME=/microservice/.poetry +RUN /opt/conda/bin/pip install --no-cache-dir "poetry==2.1.2" -ENV PATH "$POETRY_HOME/bin:$PATH" -ENV POETRY_VIRTUALENVS_CREATE false +# 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 ## NOTE: Removing explicitly requirements.txt file from subdeps test ## dependencies causing false positives in Snyk. COPY poetry.lock pyproject.toml ./ COPY _seldon_core ./_seldon_core -RUN poetry install --no-dev && \ +RUN poetry install --no-root && \ 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/tests/conda_env/support/requirements.txt + rm -f /opt/conda/lib/python3.12/site-packages/gslib/vendored/boto/requirements.txt \ + /opt/conda/lib/python3.12/site-packages/gslib/vendored/oauth2client/docs/requirements.txt \ + /opt/conda/lib/python3.12/site-packages/tests/conda_env/support/requirements.txt # Add licences RUN mkdir /licenses @@ -70,7 +65,10 @@ COPY adserver adserver COPY README.md README.md COPY version.txt version.txt -FROM base as final +# Install the project code +RUN poetry install + +FROM base AS final WORKDIR /microservice USER root @@ -89,8 +87,8 @@ COPY --from=builder /usr/bin/rclone /usr/bin/rclone COPY --from=builder /licenses /licenses # This is to have writable numba and keops cache directories -ENV NUMBA_CACHE_DIR /tmp/numba-cache -RUN mkdir -p /.cache && \ +ENV NUMBA_CACHE_DIR=/tmp/numba-cache +RUN mkdir /.cache && \ chown -R 8888:0 /.cache && \ chmod -R 776 /.cache diff --git a/components/alibi-detect-server/Makefile b/components/alibi-detect-server/Makefile index 2a76325dfd..f0b8a4aabf 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 @@ -12,7 +12,7 @@ SELDON_CORE_DIR=../.. get_local_repo: clean cp $(SELDON_CORE_DIR)/version.txt version.txt - cp -rT $(SELDON_CORE_DIR)/python/ _seldon_core/ + cp -R "$(SELDON_CORE_DIR)/python/." _seldon_core/ clean: rm version.txt || true @@ -27,8 +27,8 @@ type_check: mypy --ignore-missing-imports adserver .PHONY: test -test: type_check - pytest -W ignore adserver +test: + poetry run pytest -W ignore adserver .PHONY: lint lint: @@ -99,7 +99,7 @@ curl-metrics-server-metrics: # image building logic docker-build: get_local_repo - docker build -f Dockerfile --build-arg BASE_IMAGE=${BASE_IMAGE} --build-arg VERSION=${VERSION} -t ${IMAGE}:${VERSION} . + docker build --platform linux/amd64 -f Dockerfile --build-arg BASE_IMAGE=${BASE_IMAGE} --build-arg VERSION=${VERSION} -t ${IMAGE}:${VERSION} . docker-build-gpu: docker build -f Dockerfile.gpu -t ${IMAGE}-gpu:${VERSION} . diff --git a/components/alibi-detect-server/adserver/tests/test_ad_model.py b/components/alibi-detect-server/adserver/tests/test_ad_model.py index 656ff3ba55..7b6c90fc00 100644 --- a/components/alibi-detect-server/adserver/tests/test_ad_model.py +++ b/components/alibi-detect-server/adserver/tests/test_ad_model.py @@ -40,7 +40,7 @@ def test_basic(self): req = [1, 2] headers = {} res = ad_model.process_event(req, headers) - self.assert_(res is not None) + self.assertIsNotNone(res) self.assertEqual(res.data["data"]["is_adversarial"], 1) def test_no_return_instance_score(self): @@ -55,5 +55,5 @@ def test_no_return_instance_score(self): req = [1, 2] headers = {HEADER_RETURN_INSTANCE_SCORE: "false"} res = ad_model.process_event(req, headers) - self.assert_(res is not None) + self.assertIsNotNone(res) self.assertEqual(res.data["data"]["is_adversarial"], expected_is_adversarial) diff --git a/components/alibi-detect-server/adserver/tests/test_cd_model.py b/components/alibi-detect-server/adserver/tests/test_cd_model.py index fb080df3a8..3035780795 100644 --- a/components/alibi-detect-server/adserver/tests/test_cd_model.py +++ b/components/alibi-detect-server/adserver/tests/test_cd_model.py @@ -1,8 +1,9 @@ from alibi_detect.base import BaseDetector, concept_drift_dict import numpy as np -from unittest import TestCase +from unittest import TestCase, skipUnless from adserver.cd_model import AlibiDetectConceptDriftModel from typing import Dict +from adserver.base.storage import rclone class DummyCDModel(BaseDetector): @@ -55,6 +56,7 @@ def test_batch(self): self.assertEqual(res, None) +@skipUnless(rclone is not None, "rclone binary not available") class TestTextDriftModel(TestCase): def test_basic(self): model = DummyCDModel() diff --git a/components/alibi-detect-server/adserver/tests/test_od_model.py b/components/alibi-detect-server/adserver/tests/test_od_model.py index 0c4b16b975..eabc50c244 100644 --- a/components/alibi-detect-server/adserver/tests/test_od_model.py +++ b/components/alibi-detect-server/adserver/tests/test_od_model.py @@ -45,7 +45,7 @@ def test_basic(self): req = [1, 2] headers = {} res: ModelResponse = od_model.process_event(req, headers) - self.assert_(res is not None) + self.assertIsNotNone(res) self.assertEqual(res.data["data"]["is_outlier"], 0) def test_no_return_instance_score(self): @@ -58,5 +58,5 @@ def test_no_return_instance_score(self): req = [1, 2] headers = {HEADER_RETURN_INSTANCE_SCORE: "false"} res: ModelResponse = ad_model.process_event(req, headers) - self.assert_(res is not None) + self.assertIsNotNone(res) self.assertEqual(res.data["data"]["is_outlier"], expect_return_is_outlier) diff --git a/components/alibi-detect-server/poetry.lock b/components/alibi-detect-server/poetry.lock index 597d9c21d0..46855a69b5 100644 --- a/components/alibi-detect-server/poetry.lock +++ b/components/alibi-detect-server/poetry.lock @@ -1,65 +1,74 @@ +# This file is automatically @generated by Poetry 1.8.0 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" +files = [ + {file = "absl_py-2.3.1-py3-none-any.whl", hash = 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Explanation Server" authors = ["Seldon Technologies Ltd. "] license = "Business Source License 1.1" [tool.poetry.dependencies] -python = ">=3.8,<3.11" -alibi-detect = {version = "^0.11.4", extras = ["all"]} +python = ">=3.12.0,<3.13" +alibi-detect = {version = "^0.12.0"} seldon-core = {path = "_seldon_core", develop = false} -numpy = "*" +numpy = "1.26.4" cloudevents = "1.2.0" -tensorflow = "^2.12.0" -scikit-learn = "0.24.2" +tensorflow = "2.18.1" +tensorflow-probability = "0.24.0" +tf-keras = "2.18.0" +scikit-learn = "1.7.2" elasticsearch = "7.9.1" sh = "^1.14.2" tornado = "^6.1" -protobuf = "^3.20.3" +protobuf = "5.29.0" google-cloud-core = "1.4.1" google-cloud-storage = "1.31.2" @@ -31,14 +33,14 @@ PyJWT = "2.6.0" # catalogue@2.1.0 has been yanked catalogue = "2.0.8" -[tool.poetry.dev-dependencies] +[tool.poetry.group.dev.dependencies] pytest = "^6.2.4" pytest-tornasync = "^0.6.0" mypy = "^0.910" -grpcio-tools = "1.31.0" -mypy-protobuf = "1.22" -pip-licenses = "^3.5.2" -black = "21.7b0" +grpcio-tools = "1.70.0" +mypy-protobuf = "3.5.0" +pip-licenses = "5.5.0" +black = "25.9.0" isort = "5.9.0" types-requests = "2.26.0" gsutil = "5.5" diff --git a/components/alibi-explain-server/Dockerfile b/components/alibi-explain-server/Dockerfile index 54891475d2..093f0257a8 100644 --- a/components/alibi-explain-server/Dockerfile +++ b/components/alibi-explain-server/Dockerfile @@ -25,23 +25,22 @@ 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 @@ -58,6 +57,9 @@ 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..a9c31ae656 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 @@ -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 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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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, - 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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=[ - _descriptor.FieldDescriptor( - name='key', full_name='seldon.protos.Metric.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='type', full_name='seldon.protos.Metric.type', index=1, - number=2, 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='value', full_name='seldon.protos.Metric.value', 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='tags', full_name='seldon.protos.Metric.tags', 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=[_METRIC_TAGSENTRY, ], - enum_types=[ - _METRIC_METRICTYPE, - ], - serialized_options=None, - is_extendable=False, - syntax='proto3', - extension_ranges=[], - oneofs=[ - ], - serialized_start=1058, - serialized_end=1283, -) - - -_SELDONMESSAGELIST = _descriptor.Descriptor( - name='SeldonMessageList', - full_name='seldon.protos.SeldonMessageList', - filename=None, - file=DESCRIPTOR, - containing_type=None, - 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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='info', full_name='seldon.protos.Status.info', 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='reason', full_name='seldon.protos.Status.reason', 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='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, - create_key=_descriptor._internal_create_key, - serialized_start=3624, - serialized_end=3955, - methods=[ - _descriptor.MethodDescriptor( - name='Predict', - full_name='seldon.protos.Seldon.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.Seldon.SendFeedback', - index=1, - containing_service=None, - input_type=_FEEDBACK, - output_type=_SELDONMESSAGE, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - name='ModelMetadata', - full_name='seldon.protos.Seldon.ModelMetadata', - index=2, - containing_service=None, - input_type=_SELDONMODELMETADATAREQUEST, - output_type=_SELDONMODELMETADATA, - serialized_options=None, - create_key=_descriptor._internal_create_key, - ), - _descriptor.MethodDescriptor( - 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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 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+python-versions = ">=3.12.0,<3.13" +content-hash = "bb68186c4a6e5e7114ad813a3bb39365971404c278b25bf70b7a98bd159d34e4" diff --git a/components/alibi-explain-server/pyproject.toml b/components/alibi-explain-server/pyproject.toml index f61410872c..f598d142d3 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" +python = ">=3.12.0,<3.13" +alibi = {version = "^0.9.6", extras = ["shap"]} +numpy = "1.26.4" +tensorflow = "2.17.1" +scikit-learn = "1.7.2" xgboost = "1.5.2" -lightgbm = "3.3.2" +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 = "2.17.0" -catboost = "^1.0" -tornado = "^6.1" -protobuf = "^3.17.3" +tornado = "6.5.2" +protobuf = "4.25.8" 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 = "1.62.3" +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/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/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. 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. 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. Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. -THIS SOFTWARE IS PROVIDED BY THE PYTHON MARKDOWN PROJECT ''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 ANY CONTRIBUTORS TO THE PYTHON MARKDOWN PROJECT -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. +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. 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. 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. + + Werkzeug -2.2.3 +3.1.3 BSD License Copyright 2007 Pallets @@ -239,8 +253,8 @@ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. absl-py -2.1.0 -Apache Software License +2.3.1 +Apache-2.0 Apache License Version 2.0, January 2004 @@ -515,8 +529,8 @@ Agreement. attrs -23.2.0 -MIT License +25.4.0 +MIT The MIT License (MIT) Copyright (c) 2015 Hynek Schlawack and the attrs contributors @@ -540,33 +554,33 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. -cachetools -5.3.3 +blinker +1.9.0 MIT License -The MIT License (MIT) - -Copyright (c) 2014-2024 Thomas Kemmer +Copyright 2010 Jason Kirtland -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. 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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. 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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. 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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. 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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. 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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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. 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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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create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='seldonMessages', full_name='seldon.protos.SeldonMessageList.seldonMessages', index=0, - number=1, 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=1285, - serialized_end=1358, -) - - -_STATUS = _descriptor.Descriptor( - name='Status', - full_name='seldon.protos.Status', - filename=None, - file=DESCRIPTOR, - containing_type=None, - create_key=_descriptor._internal_create_key, - fields=[ - _descriptor.FieldDescriptor( - name='code', full_name='seldon.protos.Status.code', index=0, - number=1, 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='info', full_name='seldon.protos.Status.info', 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='reason', full_name='seldon.protos.Status.reason', 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='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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_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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-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/mlflowserver/Makefile b/servers/mlflowserver/Makefile index 15fb44dc1e..e773e9c162 100644 --- a/servers/mlflowserver/Makefile +++ b/servers/mlflowserver/Makefile @@ -13,7 +13,7 @@ docker-build: s2i build \ -E environment \ ./mlflowserver \ - ${BASE_IMAGE} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${VERSION} \ ${IMAGE_NAME}:${VERSION} docker-push: diff --git a/servers/sklearnserver/Makefile b/servers/sklearnserver/Makefile index 764205a892..2150889e19 100644 --- a/servers/sklearnserver/Makefile +++ b/servers/sklearnserver/Makefile @@ -13,7 +13,7 @@ docker-build: s2i build \ -E environment \ ./sklearnserver \ - ${BASE_IMAGE} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${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 2136058cc4..2b7c2a5b39 100644 --- a/servers/tfserving_proxy/Makefile +++ b/servers/tfserving_proxy/Makefile @@ -13,7 +13,7 @@ docker-build: s2i build \ -E environment \ . \ - ${BASE_IMAGE} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${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 2d4c02c836..6fc36d53b5 100644 --- a/servers/xgboostserver/Makefile +++ b/servers/xgboostserver/Makefile @@ -13,7 +13,7 @@ docker-build: s2i build \ -E environment \ ./xgboostserver \ - ${BASE_IMAGE} \ + ${DOCKER_REGISTRY}/seldon-core-s2i-python312:${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/dev_requirements.txt b/testing/scripts/dev_requirements.txt index e4bf298ca6..8a46047340 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==2.17.1 +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==1.7.0 + +# Required to build protos +grpcio-tools==1.62.3 \ 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/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 e337c8285d..a77283dc72 100644 --- a/wrappers/s2i/python/Dockerfile.conda +++ b/wrappers/s2i/python/Dockerfile.conda @@ -9,24 +9,46 @@ 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=${CONDA_VERSION} && \ - /opt/conda/bin/conda clean -tipy && \ +# Install Miniforge (BSD-3-Clause) +# Fix vulnerabilities for brotli and h2 +# Fix vulnerability in pip(9CVE-2025-8869) +ARG MINIFORGE_VERSION +ARG TARGETARCH +RUN set -eux; \ + case "${TARGETARCH:-amd64}" in \ + amd64) MINIFORGE_SUBARCH=Linux-x86_64 ;; \ + arm64) MINIFORGE_SUBARCH=Linux-aarch64 ;; \ + *) echo "Unsupported TARGETARCH: ${TARGETARCH}" >&2; exit 1 ;; \ + esac; \ + MINIFORGE_FILE="Miniforge3-${MINIFORGE_VERSION}-${MINIFORGE_SUBARCH}.sh"; \ + wget "https://github.com/conda-forge/miniforge/releases/download/${MINIFORGE_VERSION}/${MINIFORGE_FILE}" -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..4d8a112369 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 $(SELDON_CORE_DIR)/python _python @@ -28,14 +29,14 @@ get_local_repo: # Building Conda Base docker-build-conda-base: - docker build -f Dockerfile.conda --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg CONDA_DOWNLOAD_VERSION=${CONDA_DOWNLOAD_VERSION} -t ${CONDA_BASE_IMAGE}:${VERSION} . + docker build --platform=linux/amd64 -f Dockerfile.conda --build-arg MINIFORGE_VERSION=${MINIFORGE_VERSION} -t ${CONDA_BASE_IMAGE}:${VERSION} . docker-push-conda-base: docker push ${CONDA_BASE_IMAGE}:${VERSION} # Standard Python Wrapper docker-build: get_local_repo - docker build -f Dockerfile --build-arg VERSION=${VERSION} --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg BASE_IMAGE=${CONDA_BASE_IMAGE} -t ${IMAGE_NAME}:${VERSION} . + docker build --platform=linux/amd64 -f Dockerfile --build-arg VERSION=${VERSION} --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg BASE_IMAGE=${CONDA_BASE_IMAGE} -t ${IMAGE_NAME}:${VERSION} . docker-push: docker push ${IMAGE_NAME}:${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 --platform=linux/amd64 -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 ${IMAGE_NAME}-candidate . + docker build --platform=linux/amd64 --build-arg VERSION=${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