diff --git a/.github/workflows/alibiexplainer_tests.yml b/.github/workflows/alibiexplainer_tests.yml index a30fa06da7..e661bdec90 100644 --- a/.github/workflows/alibiexplainer_tests.yml +++ b/.github/workflows/alibiexplainer_tests.yml @@ -24,10 +24,17 @@ jobs: python-tests: runs-on: ubuntu-latest - container: seldonio/python-builder:0.6 - steps: - uses: actions/checkout@v2 + - name: Set up Python 3.7 + uses: actions/setup-python@v2 + with: + python-version: 3.7 + - name: Install Poetry + uses: snok/install-poetry@v1 + with: + version: 1.1.15 + virtualenvs-create: false - name: test-python run: | pip install --upgrade pip setuptools diff --git a/components/alibi-detect-server/Dockerfile b/components/alibi-detect-server/Dockerfile index 1af99696ed..a46a3c4ce1 100644 --- a/components/alibi-detect-server/Dockerfile +++ b/components/alibi-detect-server/Dockerfile @@ -23,10 +23,10 @@ RUN microdnf update -y && \ gcc-c++ # Install Rclone Binary to be present in the image -RUN wget https://downloads.rclone.org/v1.55.1/rclone-v1.55.1-linux-amd64.zip && \ - unzip rclone-v1.55.1-linux-amd64.zip && \ - mv rclone-v1.55.1-linux-amd64/rclone /usr/bin/rclone && \ - rm -rf rclone-v1.55.1-linux-amd64.zip rclone-v1.55.1-linux-amd64 +RUN wget https://downloads.rclone.org/v1.61.1/rclone-v1.61.1-linux-amd64.zip && \ + unzip rclone-v1.61.1-linux-amd64.zip && \ + mv rclone-v1.61.1-linux-amd64/rclone /usr/bin/rclone && \ + rm -rf rclone-v1.61.1-linux-amd64.zip rclone-v1.61.1-linux-amd64 # Install Python / Conda # Note that we need to force Conda to use the system's std-c++ library, as diff --git a/components/alibi-detect-server/adserver/__main__.py b/components/alibi-detect-server/adserver/__main__.py index cb18569cac..5b03bc0540 100644 --- a/components/alibi-detect-server/adserver/__main__.py +++ b/components/alibi-detect-server/adserver/__main__.py @@ -2,9 +2,9 @@ import tensorflow as tf -gpus = tf.config.experimental.list_physical_devices('GPU') +gpus = tf.config.experimental.list_physical_devices("GPU") for gpu in gpus: - tf.config.experimental.set_memory_growth(gpu, True) + tf.config.experimental.set_memory_growth(gpu, True) tf.keras.backend.clear_session() @@ -18,8 +18,7 @@ from adserver.server import CEServer from adserver.protocols import Protocol from adserver.server import DEFAULT_HTTP_PORT -from alibi_detect.utils.saving import Data - +from adserver.base import Data class AlibiDetectMethod(Enum): diff --git a/components/alibi-detect-server/adserver/ad_model.py b/components/alibi-detect-server/adserver/ad_model.py index 53d3cc8019..55fd4e6755 100644 --- a/components/alibi-detect-server/adserver/ad_model.py +++ b/components/alibi-detect-server/adserver/ad_model.py @@ -5,8 +5,8 @@ from adserver.constants import HEADER_RETURN_INSTANCE_SCORE from .numpy_encoder import NumpyEncoder from adserver.protocols.util import read_inputs_as_numpy -from alibi_detect.utils.saving import load_detector, Data -from adserver.base import CEModel, ModelResponse +from alibi_detect.utils.saving import load_detector +from adserver.base import CEModel, ModelResponse, Data from adserver.base.storage import download_model @@ -76,5 +76,5 @@ def process_event(self, inputs: Union[List, Dict], headers: Dict) -> ModelRespon ad_preds = self.model.predict(X, return_instance_score=ret_instance_score) - data = json.loads(json.dumps(ad_preds, cls=NumpyEncoder)) + data = json.loads(json.dumps(ad_preds, cls=NumpyEncoder)) return ModelResponse(data=data, metrics=None) diff --git a/components/alibi-detect-server/adserver/base/__init__.py b/components/alibi-detect-server/adserver/base/__init__.py index 5ff5ffb9c8..e6f819eb4b 100644 --- a/components/alibi-detect-server/adserver/base/__init__.py +++ b/components/alibi-detect-server/adserver/base/__init__.py @@ -1,2 +1,2 @@ from .model import CEModel, ModelResponse -from .alibi_model import AlibiDetectModel +from .alibi_model import AlibiDetectModel, Data diff --git a/components/alibi-detect-server/adserver/base/alibi_model.py b/components/alibi-detect-server/adserver/base/alibi_model.py index 514d8160b2..f1a888de52 100644 --- a/components/alibi-detect-server/adserver/base/alibi_model.py +++ b/components/alibi-detect-server/adserver/base/alibi_model.py @@ -1,7 +1,10 @@ -from typing import Optional +from typing import Optional, Union from adserver.base.model import CEModel from adserver.base.storage import download_model -from alibi_detect.utils.saving import load_detector, Data +from alibi_detect.base import ConfigurableDetector, Detector +from alibi_detect.utils.saving import load_detector + +Data = Union[Detector, ConfigurableDetector] class AlibiDetectModel(CEModel): # pylint:disable=c-extension-no-member diff --git a/components/alibi-detect-server/adserver/cd_model.py b/components/alibi-detect-server/adserver/cd_model.py index 21cbd1a000..fe08fef8fa 100644 --- a/components/alibi-detect-server/adserver/cd_model.py +++ b/components/alibi-detect-server/adserver/cd_model.py @@ -4,12 +4,13 @@ import numpy as np import os from .numpy_encoder import NumpyEncoder -from adserver.base import AlibiDetectModel, ModelResponse -from alibi_detect.utils.saving import load_detector, Data +from adserver.base import AlibiDetectModel, ModelResponse, Data +from alibi_detect.utils.saving import load_detector from adserver.constants import ENV_DRIFT_TYPE_FEATURE DRIFT_TYPE_FEATURE = os.environ.get(ENV_DRIFT_TYPE_FEATURE, "").upper() == "TRUE" + def _append_drift_metrcs(metrics, drift, name): metric_found = drift.get(name) @@ -58,7 +59,9 @@ def __init__( self.batch: Optional[np.ndarray] = None self.model: Data = model - def process_event(self, inputs: Union[List, Dict], headers: Dict) -> Optional[ModelResponse]: + def process_event( + self, inputs: Union[List, Dict], headers: Dict + ) -> Optional[ModelResponse]: """ Process the event and return Alibi Detect score @@ -98,7 +101,7 @@ def process_event(self, inputs: Union[List, Dict], headers: Dict) -> Optional[Mo self.drift_batch_size, ) if DRIFT_TYPE_FEATURE: - cd_preds = self.model.predict(self.batch, drift_type='feature') + cd_preds = self.model.predict(self.batch, drift_type="feature") else: cd_preds = self.model.predict(self.batch) diff --git a/components/alibi-detect-server/adserver/od_model.py b/components/alibi-detect-server/adserver/od_model.py index 3c1b09f6f5..a7860af26b 100644 --- a/components/alibi-detect-server/adserver/od_model.py +++ b/components/alibi-detect-server/adserver/od_model.py @@ -5,8 +5,8 @@ import numpy as np from .numpy_encoder import NumpyEncoder from adserver.protocols.util import read_inputs_as_numpy -from adserver.base import CEModel, ModelResponse -from alibi_detect.utils.saving import load_detector, Data +from adserver.base import CEModel, ModelResponse, Data +from alibi_detect.utils.saving import load_detector from adserver.base.storage import download_model from adserver.constants import ( HEADER_RETURN_INSTANCE_SCORE, @@ -66,7 +66,9 @@ def load(self): self.model: Data = load_detector(model_folder) self.ready = True - def process_event(self, inputs: Union[List, Dict], headers: Dict) -> Optional[ModelResponse]: + def process_event( + self, inputs: Union[List, Dict], headers: Dict + ) -> Optional[ModelResponse]: """ Process the event and return Alibi Detect score 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 f9369b63ca..397a83b45a 100644 --- a/components/alibi-detect-server/adserver/tests/test_cd_model.py +++ b/components/alibi-detect-server/adserver/tests/test_cd_model.py @@ -60,7 +60,7 @@ def test_basic(self): model = DummyCDModel() ad_model = AlibiDetectConceptDriftModel( "imdb_text_drift", - "gs://seldon-models/alibi-detect/cd/ks/imdb-0_6_2", + "gs://seldon-models/alibi-detect/cd/ks/imdb-0_10_4", drift_batch_size=2, ) req = [ diff --git a/components/alibi-detect-server/poetry.lock b/components/alibi-detect-server/poetry.lock index b02d55d267..03c931e488 100644 --- a/components/alibi-detect-server/poetry.lock +++ b/components/alibi-detect-server/poetry.lock @@ -25,32 +25,42 @@ requests = ">=2.0.0,<3" [[package]] name = "alibi-detect" -version = "0.9.0" +version = "0.10.4" description = "Algorithms for outlier detection, concept drift and metrics." category = "main" optional = false python-versions = ">=3.7" [package.dependencies] +catalogue = ">=2.0.0,<3.0.0" dill = ">=0.3.0,<0.4.0" +fbprophet = {version = ">=0.5,<0.7", optional = true, markers = "extra == \"all\""} +holidays = {version = "0.9.11", optional = true, markers = "extra == \"all\""} matplotlib = ">=3.0.0,<4.0.0" numba = ">=0.50.0,<0.54.0 || >0.54.0,<0.56.0" numpy = ">=1.16.2,<2.0.0" opencv-python = ">=3.2.0,<5.0.0" pandas = ">=0.23.3,<2.0.0" Pillow = ">=5.4.1,<10.0.0" +pydantic = ">=1.8.0,<2.0.0" +pystan = {version = "<3.0", optional = true, markers = "extra == \"all\""} requests = ">=2.21.0,<3.0.0" scikit-image = ">=0.14.2,<0.17.1 || >0.17.1,<0.20" -scikit-learn = ">=0.20.2,<1.1.0" +scikit-learn = ">=0.20.2,<2.0.0" scipy = ">=1.3.0,<2.0.0" -tensorflow = ">=2.2.0,<2.6.0 || >2.6.0,<2.6.1 || >2.6.1,<2.9.0" -tensorflow-probability = ">=0.8.0,<0.13.0" +tensorflow = {version = ">=2.2.0,<2.6.0 || >2.6.0,<2.6.1 || >2.6.1,<2.10.0", optional = true, markers = "extra == \"all\""} +tensorflow-probability = {version = ">=0.8.0,<0.18.0", optional = true, markers = "extra == \"all\""} +toml = ">=0.10.1,<1.0.0" +torch = {version = ">=1.7.0,<1.13.0", optional = true, markers = "extra == \"all\""} tqdm = ">=4.28.1,<5.0.0" transformers = ">=4.0.0,<5.0.0" +typing-extensions = ">=3.7.4.3" [package.extras] +all = ["fbprophet (>=0.5,<0.7)", "holidays (==0.9.11)", "pystan (<3.0)", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1,<2.10.0)", "tensorflow-probability (>=0.8.0,<0.18.0)", "torch (>=1.7.0,<1.13.0)"] prophet = ["fbprophet (>=0.5,<0.7)", "holidays (==0.9.11)", "pystan (<3.0)"] -torch = ["torch (>=1.7.0)"] +tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1,<2.10.0)", "tensorflow-probability (>=0.8.0,<0.18.0)"] +torch = ["torch (>=1.7.0,<1.13.0)"] [[package]] name = "appdirs" @@ -197,6 +207,18 @@ category = "main" optional = false python-versions = "~=3.5" +[[package]] +name = "catalogue" +version = "2.0.8" +description = "Super lightweight function registries for your library" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""} +zipp = {version = ">=0.5", markers = "python_version < \"3.8\""} + [[package]] name = "certifi" version = "2021.10.8" @@ -252,7 +274,7 @@ deprecation = ">=2.0,<3.0" [[package]] name = "cloudpickle" -version = "2.0.0" +version = "2.2.1" description = "Extended pickling support for Python objects" category = "main" optional = false @@ -373,15 +395,12 @@ graph = ["objgraph (>=1.7.2)"] [[package]] name = "dm-tree" -version = "0.1.6" +version = "0.1.8" description = "Tree is a library for working with nested data structures." category = "main" optional = false python-versions = "*" -[package.dependencies] -six = ">=1.12.0" - [[package]] name = "elasticsearch" version = "7.9.1" @@ -819,27 +838,17 @@ python-versions = ">=3.7" cached-property = {version = "*", markers = "python_version < \"3.8\""} numpy = ">=1.14.5" -[[package]] -name = "hijri-converter" -version = "2.2.3" -description = "Accurate Hijri-Gregorian dates converter based on the Umm al-Qura calendar" -category = "main" -optional = false -python-versions = ">=3.6" - [[package]] name = "holidays" -version = "0.13" +version = "0.9.11" description = "Generate and work with holidays in Python" category = "main" optional = false -python-versions = ">=3.6" +python-versions = "*" [package.dependencies] -convertdate = ">=2.3.0" -hijri-converter = "*" -korean-lunar-calendar = "*" python-dateutil = "*" +six = "*" [[package]] name = "httplib2" @@ -1016,7 +1025,7 @@ format_nongpl = ["idna", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-va [[package]] name = "keras" -version = "2.7.0" +version = "2.9.0" description = "Deep learning for humans." category = "main" optional = false @@ -1076,14 +1085,6 @@ python-versions = ">=3.7" [package.dependencies] typing-extensions = {version = "*", markers = "python_version < \"3.8\""} -[[package]] -name = "korean-lunar-calendar" -version = "0.2.1" -description = "Korean Lunar Calendar" -category = "main" -optional = false -python-versions = "*" - [[package]] name = "kubernetes" version = "10.0.1" @@ -1472,18 +1473,33 @@ category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +[[package]] +name = "pydantic" +version = "1.10.4" +description = "Data validation and settings management using python type hints" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +typing-extensions = ">=4.2.0" + +[package.extras] +dotenv = ["python-dotenv (>=0.10.4)"] +email = ["email-validator (>=1.0.3)"] + [[package]] name = "pyjwt" -version = "2.3.0" +version = "2.6.0" description = "JSON Web Token implementation in Python" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.extras] -crypto = ["cryptography (>=3.3.1)"] -dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.3.1)", "mypy", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"] -docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"] +crypto = ["cryptography (>=3.4.0)"] +dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"] +docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"] tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"] [[package]] @@ -1772,7 +1788,7 @@ numpy = ">=1.16.5,<1.23.0" [[package]] name = "seldon-core" -version = "1.15.0.dev0" +version = "1.16.0.dev0" description = "Seldon Core client and microservice wrapper" category = "main" optional = false @@ -1798,7 +1814,8 @@ prometheus_client = ">=0.7.1,<0.9.0" protobuf = "<4.0.0" PyYAML = ">=5.4,<5.5" requests = "<3.0.0" -urllib3 = "1.26.5" +urllib3 = ">=1.26.5,<1.27" +werkzeug = ">=2.1.1,<2.3" [package.extras] all = ["tensorflow"] @@ -1872,7 +1889,7 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"] [[package]] name = "tensorboard" -version = "2.8.0" +version = "2.9.1" description = "TensorBoard lets you watch Tensors Flow" category = "main" optional = false @@ -1885,11 +1902,11 @@ google-auth-oauthlib = ">=0.4.1,<0.5" grpcio = ">=1.24.3" markdown = ">=2.6.8" numpy = ">=1.12.0" -protobuf = ">=3.6.0" +protobuf = ">=3.9.2,<3.20" requests = ">=2.21.0,<3" tensorboard-data-server = ">=0.6.0,<0.7.0" tensorboard-plugin-wit = ">=1.6.0" -werkzeug = ">=0.11.15" +werkzeug = ">=1.0.1" [[package]] name = "tensorboard-data-server" @@ -1909,41 +1926,42 @@ python-versions = "*" [[package]] name = "tensorflow" -version = "2.7.2" +version = "2.9.3" description = "TensorFlow is an open source machine learning framework for everyone." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" [package.dependencies] -absl-py = ">=0.4.0" +absl-py = ">=1.0.0" astunparse = ">=1.6.0" -flatbuffers = ">=1.12,<3.0" -gast = ">=0.2.1,<0.5.0" +flatbuffers = ">=1.12,<2" +gast = ">=0.2.1,<=0.4.0" google-pasta = ">=0.1.1" grpcio = ">=1.24.3,<2.0" h5py = ">=2.9.0" -keras = ">=2.7.0rc0,<2.8" +keras = ">=2.9.0rc0,<2.10.0" keras-preprocessing = ">=1.1.1" -libclang = ">=9.0.1" -numpy = ">=1.14.5" +libclang = ">=13.0.0" +numpy = ">=1.20" opt-einsum = ">=2.3.2" -protobuf = ">=3.9.2" +packaging = "*" +protobuf = ">=3.9.2,<3.20" six = ">=1.12.0" -tensorboard = ">=2.6,<3.0" -tensorflow-estimator = ">=2.7.0rc0,<2.8" -tensorflow-io-gcs-filesystem = ">=0.21.0" +tensorboard = ">=2.9,<2.10" +tensorflow-estimator = ">=2.9.0rc0,<2.10.0" +tensorflow-io-gcs-filesystem = ">=0.23.1" termcolor = ">=1.1.0" typing-extensions = ">=3.6.6" wrapt = ">=1.11.0" [[package]] name = "tensorflow-estimator" -version = "2.7.0" +version = "2.9.0" description = "TensorFlow Estimator." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" [[package]] name = "tensorflow-io-gcs-filesystem" @@ -1962,13 +1980,14 @@ tensorflow-rocm = ["tensorflow-rocm (>=2.8.0,<2.9.0)"] [[package]] name = "tensorflow-probability" -version = "0.12.2" +version = "0.17.0" description = "Probabilistic modeling and statistical inference in TensorFlow" category = "main" optional = false python-versions = "*" [package.dependencies] +absl-py = "*" cloudpickle = ">=1.3" decorator = "*" dm-tree = "*" @@ -1977,7 +1996,7 @@ numpy = ">=1.13.3" six = ">=1.10.0" [package.extras] -jax = ["jax (<=0.2.11)", "jaxlib (<=0.1.64)"] +jax = ["jax", "jaxlib"] tfds = ["tensorflow-datasets (>=2.2.0)"] [[package]] @@ -2053,7 +2072,7 @@ testing = ["datasets", "numpy", "pytest", "requests"] name = "toml" version = "0.10.2" description = "Python Library for Tom's Obvious, Minimal Language" -category = "dev" +category = "main" optional = false python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" @@ -2065,6 +2084,17 @@ category = "main" optional = false python-versions = ">=3.6" +[[package]] +name = "torch" +version = "1.12.1" +description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration" +category = "main" +optional = false +python-versions = ">=3.7.0" + +[package.dependencies] +typing-extensions = "*" + [[package]] name = "tornado" version = "6.1" @@ -2167,11 +2197,11 @@ python-versions = "*" [[package]] name = "typing-extensions" -version = "4.1.1" -description = "Backported and Experimental Type Hints for Python 3.6+" +version = "4.4.0" +description = "Backported and Experimental Type Hints for Python 3.7+" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [[package]] name = "urllib3" @@ -2236,7 +2266,7 @@ testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>= [metadata] lock-version = "1.1" python-versions = ">=3.7,<3.11" -content-hash = "ad9dd6412399ce4329c79e759fccd9a4fdcf98ed837a68ae4d9da70d43d5c549" +content-hash = "1b6339c84e5b4af2e9980f8d2a5e1f6d268df075930bd4ad710ce09ee61ab717" [metadata.files] absl-py = [ @@ -2248,8 +2278,8 @@ adal = [ {file = "adal-1.2.7.tar.gz", hash = "sha256:d74f45b81317454d96e982fd1c50e6fb5c99ac2223728aea8764433a39f566f1"}, ] alibi-detect = [ - {file = "alibi-detect-0.9.0.tar.gz", hash = "sha256:99e770cdec7828c9e46db074a5ab21a4a6490978cc85b23f2fe07c1cf8f07c4f"}, - {file = "alibi_detect-0.9.0-py3-none-any.whl", hash = "sha256:497c38110444700e08ee2df1d6aa4e1f2ba8fc5ddc45ed9053d13b680ecfeafd"}, + {file = "alibi-detect-0.10.4.tar.gz", hash = "sha256:001ee3f568673b4348b78daf4527b93ddcc5ed10aee323516510a7c9e5f95b1a"}, + {file = 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"tornado-6.1-cp35-cp35m-macosx_10_9_x86_64.whl", hash = "sha256:d371e811d6b156d82aa5f9a4e08b58debf97c302a35714f6f45e35139c332e32"}, {file = "tornado-6.1-cp35-cp35m-manylinux1_i686.whl", hash = "sha256:0d321a39c36e5f2c4ff12b4ed58d41390460f798422c4504e09eb5678e09998c"}, @@ -3882,8 +3968,8 @@ types-requests = [ {file = "types_requests-2.26.0-py3-none-any.whl", hash = "sha256:809b5dcd3c408ac39d11d593835b6aff32420b3e7ddb79c7f3e823330f040466"}, ] typing-extensions = [ - {file = "typing_extensions-4.1.1-py3-none-any.whl", hash = "sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2"}, - {file = "typing_extensions-4.1.1.tar.gz", hash = "sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42"}, + {file = "typing_extensions-4.4.0-py3-none-any.whl", hash = "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"}, + {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"}, ] urllib3 = [ {file = "urllib3-1.26.5-py2.py3-none-any.whl", hash = "sha256:753a0374df26658f99d826cfe40394a686d05985786d946fbe4165b5148f5a7c"}, diff --git a/components/alibi-detect-server/pyproject.toml b/components/alibi-detect-server/pyproject.toml index b95c1153a5..18d6bc4ec3 100644 --- a/components/alibi-detect-server/pyproject.toml +++ b/components/alibi-detect-server/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "adserver" -version = "1.12.0-dev" +version = "1.16.0-dev" description = "Model Explanation Server" authors = ["Seldon Technologies Ltd. "] license = "Apache-2.0" @@ -8,10 +8,10 @@ license = "Apache-2.0" [tool.poetry.dependencies] python = ">=3.7,<3.11" seldon-core = { path = "_seldon_core", develop = false } -alibi-detect = "0.9.0" +alibi-detect = {version = "0.10.4", extras = ["all"]} numpy = "1.21.5" cloudevents = "1.2.0" -tensorflow = "2.7.2" +tensorflow = "2.9.3" scikit-learn = "0.24.2" elasticsearch = "7.9.1" @@ -29,6 +29,10 @@ joblib = "1.2.0" pystan = "2.19.1.1" fbprophet = "0.6" +# CVE-2022-29217 +PyJWT = "2.6.0" +# catalogue@2.1.0 has been yanked +catalogue = "2.0.8" [tool.poetry.dev-dependencies] pytest = "^6.2.4" diff --git a/components/alibi-explain-server/Dockerfile b/components/alibi-explain-server/Dockerfile index 12f5a3cee4..00ff456112 100644 --- a/components/alibi-explain-server/Dockerfile +++ b/components/alibi-explain-server/Dockerfile @@ -33,7 +33,11 @@ ENV POETRY_VIRTUALENVS_CREATE false # Install the server COPY poetry.lock pyproject.toml ./ -RUN poetry install && rm ~/.cache/pip -rf +## Disable Poetry's new installer to avoid JSONDecodeError +## https://github.com/python-poetry/poetry/issues/4210 +RUN poetry config experimental.new-installer false && \ + poetry install && \ + rm ~/.cache/pip -rf # Add licences diff --git a/components/alibi-explain-server/alibiexplainer/seldon_http.py b/components/alibi-explain-server/alibiexplainer/seldon_http.py index 4c5d9d50bd..d8c9f2b9ac 100644 --- a/components/alibi-explain-server/alibiexplainer/seldon_http.py +++ b/components/alibi-explain-server/alibiexplainer/seldon_http.py @@ -28,10 +28,10 @@ def _extract_list(body: Dict) -> List: for dim in data_def["tftensor"]["tensor_shape"]["dim"]: shape.append(dim["size"]) arr = arr.reshape(shape) - return arr + return arr # type: ignore -def _create_seldon_data_def(array: np.array, ty: SeldonPayload): +def _create_seldon_data_def(array: np.ndarray, ty: SeldonPayload): datadef = {} if ty == SeldonPayload.TENSOR: datadef["tensor"] = {"shape": array.shape, "values": array.ravel().tolist()} @@ -90,7 +90,7 @@ def wrap_response(self, response: List) -> Dict: return {"data": seldon_datadef} @staticmethod - def predict(inputs: Union[np.array, List], predictor_url: str) -> List: + def predict(inputs: Union[np.ndarray, List], predictor_url: str) -> List: if isinstance(inputs, list): inputs = np.array(inputs) payload = create_request(inputs, SeldonPayload.NDARRAY) diff --git a/components/alibi-explain-server/alibiexplainer/utils.py b/components/alibi-explain-server/alibiexplainer/utils.py index 72567904a8..fdea9c1f33 100644 --- a/components/alibi-explain-server/alibiexplainer/utils.py +++ b/components/alibi-explain-server/alibiexplainer/utils.py @@ -77,30 +77,34 @@ def construct_predict_fn( protocol: Protocol = Protocol.seldon_grpc, tf_data_type: str = None, ) -> Callable: - def _predict_fn(arr: Union[np.ndarray, List]) -> np.ndarray: + def _predict_fn(arr: Union[np.ndarray, List]) -> np.ndarray: # type: ignore if type(arr) == list: arr = np.array(arr) + if protocol == Protocol.seldon_grpc: return _grpc( - arr=arr, predictor_host=predictor_host, tf_data_type=tf_data_type + arr=arr, predictor_host=predictor_host, tf_data_type=tf_data_type # type: ignore ) - elif protocol == Protocol.seldon_http: - payload = seldon.create_request(arr, seldon.SeldonPayload.NDARRAY) + + if protocol == Protocol.seldon_http: + payload = seldon.create_request(arr, seldon.SeldonPayload.NDARRAY) # type: ignore response_raw = requests.post( SELDON_PREDICTOR_URL_FORMAT.format(predictor_host), json=payload, headers={SELDON_SKIP_LOGGING_HEADER: "true"}, ) - if response_raw.status_code == 200: - rh = seldon.SeldonRequestHandler(response_raw.json()) - response_list = rh.extract_request() - return np.array(response_list) - else: + + if response_raw.status_code != 200: raise Exception( "Failed to get response from model return_code" ":%d" % response_raw.status_code ) - elif protocol == Protocol.tensorflow_http: + + rh = seldon.SeldonRequestHandler(response_raw.json()) + response_list = rh.extract_request() + return np.array(response_list) + + if protocol == Protocol.tensorflow_http: instances = [] for req_data in arr: if isinstance(req_data, np.ndarray): @@ -113,17 +117,21 @@ def _predict_fn(arr: Union[np.ndarray, List]) -> np.ndarray: json.dumps(request), headers={SELDON_SKIP_LOGGING_HEADER: "true"}, ) + if response.status_code != 200: raise Exception( "Failed to get response from model return_code" ":%d" % response.status_code ) + return np.array(response.json()["predictions"]) return _predict_fn -def _grpc(arr: np.array, predictor_host: str, tf_data_type: Optional[str]) -> np.array: +def _grpc( + arr: np.ndarray, predictor_host: str, tf_data_type: Optional[str] +) -> np.ndarray: options = [ ("grpc.max_send_message_length", GRPC_MAX_MSG_LEN), ("grpc.max_receive_message_length", GRPC_MAX_MSG_LEN), diff --git a/components/alibi-explain-server/poetry.lock b/components/alibi-explain-server/poetry.lock index 94d42f6410..b3b1ae877d 100644 --- a/components/alibi-explain-server/poetry.lock +++ b/components/alibi-explain-server/poetry.lock @@ -1,14 +1,11 @@ [[package]] name = "absl-py" -version = "1.0.0" +version = "1.4.0" description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." category = "main" optional = false python-versions = ">=3.6" -[package.dependencies] -six = "*" - [[package]] name = "alibi" version = "0.7.0" @@ -42,7 +39,7 @@ torch = ["torch (>=1.9.0,<2.0.0)"] [[package]] name = "anyio" -version = "3.5.0" +version = "3.6.2" description = "High level compatibility layer for multiple asynchronous event loop implementations" category = "main" optional = false @@ -55,16 +52,8 @@ typing-extensions = {version = "*", markers = "python_version < \"3.8\""} [package.extras] doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"] -test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"] -trio = ["trio (>=0.16)"] - -[[package]] -name = "appdirs" -version = "1.4.4" -description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." -category = "dev" -optional = false -python-versions = "*" +test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"] +trio = ["trio (>=0.16,<0.22)"] [[package]] name = "argcomplete" @@ -93,7 +82,7 @@ six = ">=1.6.1,<2.0" [[package]] name = "atomicwrites" -version = "1.4.0" +version = "1.4.1" description = "Atomic file writes." category = "dev" optional = false @@ -115,26 +104,25 @@ tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy" [[package]] name = "black" -version = "21.7b0" +version = "22.12.0" description = "The uncompromising code formatter." category = "dev" optional = false -python-versions = ">=3.6.2" +python-versions = ">=3.7" [package.dependencies] -appdirs = "*" -click = ">=7.1.2" +click = ">=8.0.0" mypy-extensions = ">=0.4.3" -pathspec = ">=0.8.1,<1" -regex = ">=2020.1.8" -tomli = ">=0.2.6,<2.0.0" -typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\""} -typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""} +pathspec = ">=0.9.0" +platformdirs = ">=2" +tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""} +typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""} +typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""} [package.extras] colorama = ["colorama (>=0.4.3)"] -d = ["aiohttp (>=3.6.0)", "aiohttp-cors (>=0.4.0)"] -python2 = ["typed-ast (>=1.4.2)"] +d = ["aiohttp (>=3.7.4)"] +jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"] uvloop = ["uvloop (>=0.15.2)"] [[package]] @@ -156,17 +144,9 @@ category = "dev" optional = false python-versions = "*" -[[package]] -name = "cached-property" -version = "1.5.2" -description = "A decorator for caching properties in classes." -category = "main" -optional = false -python-versions = "*" - [[package]] name = "cachetools" -version = "5.0.0" +version = "5.3.0" description = "Extensible memoizing collections and decorators" category = "main" optional = false @@ -186,7 +166,7 @@ zipp = {version = ">=0.5", markers = "python_version < \"3.8\""} [[package]] name = "catboost" -version = "1.0.4" +version = "1.1.1" description = "Catboost Python Package" category = "main" optional = false @@ -203,15 +183,15 @@ six = "*" [[package]] name = "certifi" -version = "2021.10.8" +version = "2022.12.7" description = "Python package for providing Mozilla's CA Bundle." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [[package]] name = "cffi" -version = "1.15.0" +version = "1.15.1" description = "Foreign Function Interface for Python calling C code." category = "dev" optional = false @@ -222,22 +202,19 @@ pycparser = "*" [[package]] name = "charset-normalizer" -version = "2.0.11" +version = "3.0.1" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." category = "main" optional = false -python-versions = ">=3.5.0" - -[package.extras] -unicode_backport = ["unicodedata2"] +python-versions = "*" [[package]] name = "click" -version = "8.0.3" +version = "8.1.3" description = "Composable command line interface toolkit" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} @@ -245,7 +222,7 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""} [[package]] name = "cloudpickle" -version = "2.0.0" +version = "2.2.1" description = "Extended pickling support for Python objects" category = "main" optional = false @@ -253,15 +230,15 @@ python-versions = ">=3.6" [[package]] name = "colorama" -version = "0.4.4" +version = "0.4.6" description = "Cross-platform colored terminal text." category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" [[package]] name = "confection" -version = "0.0.3" +version = "0.0.4" description = "The sweetest config system for Python" category = "main" optional = false @@ -270,7 +247,7 @@ python-versions = ">=3.6" [package.dependencies] pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0" srsly = ">=2.4.0,<3.0.0" -typing-extensions = {version = ">=3.7.4.1,<4.2.0", markers = "python_version < \"3.8\""} +typing-extensions = {version = ">=3.7.4.1,<4.5.0", markers = "python_version < \"3.8\""} [[package]] name = "crcmod" @@ -282,7 +259,7 @@ python-versions = "*" [[package]] name = "cryptography" -version = "36.0.1" +version = "39.0.0" description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers." category = "dev" optional = false @@ -292,12 +269,12 @@ python-versions = ">=3.6" cffi = ">=1.12" [package.extras] -docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"] +docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1,!=5.2.0,!=5.2.0.post0)", "sphinx-rtd-theme"] docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"] -pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"] -sdist = ["setuptools_rust (>=0.11.4)"] +pep8test = ["black", "ruff"] +sdist = ["setuptools-rust (>=0.11.4)"] ssh = ["bcrypt (>=3.1.5)"] -test = ["hypothesis (>=1.11.4,!=3.79.2)", "iso8601", "pretend", "pytest (>=6.2.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pytz"] +test = ["hypothesis (>=1.11.4,!=3.79.2)", "iso8601", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pytz"] [[package]] name = "cycler" @@ -309,7 +286,7 @@ python-versions = ">=3.6" [[package]] name = "cymem" -version = "2.0.6" +version = "2.0.7" description = "Manage calls to calloc/free through Cython" category = "main" optional = false @@ -317,11 +294,11 @@ python-versions = "*" [[package]] name = "dill" -version = "0.3.4" +version = "0.3.6" description = "serialize all of python" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*" +python-versions = ">=3.7" [package.extras] graph = ["objgraph (>=1.7.2)"] @@ -346,7 +323,7 @@ test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==21.9b0)", "databases[sqlite] ( [[package]] name = "fasteners" -version = "0.17.3" +version = "0.18" description = "A python package that provides useful locks" category = "dev" optional = false @@ -354,19 +331,19 @@ python-versions = ">=3.6" [[package]] name = "filelock" -version = "3.4.2" +version = "3.9.0" description = "A platform independent file lock." category = "main" optional = false python-versions = ">=3.7" [package.extras] -docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"] -testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"] +docs = ["furo (>=2022.12.7)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"] +testing = ["covdefaults (>=2.2.2)", "coverage (>=7.0.1)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"] [[package]] name = "flatbuffers" -version = "2.0" +version = "1.12" description = "The FlatBuffers serialization format for Python" category = "main" optional = false @@ -374,19 +351,20 @@ python-versions = "*" [[package]] name = "fonttools" -version = "4.29.1" +version = "4.38.0" description = "Tools to manipulate font files" category = "main" optional = false python-versions = ">=3.7" [package.extras] -all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"] +all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"] graphite = ["lz4 (>=1.7.4.2)"] interpolatable = ["munkres", "scipy"] lxml = ["lxml (>=4.0,<5)"] pathops = ["skia-pathops (>=0.5.0)"] plot = ["matplotlib"] +repacker = ["uharfbuzz (>=0.23.0)"] symfont = ["sympy"] type1 = ["xattr"] ufo = ["fs (>=2.2.0,<3)"] @@ -442,7 +420,7 @@ testing = ["mock (>=1.0.1)"] [[package]] name = "google-auth" -version = "2.6.0" +version = "2.16.0" description = "Google Authentication Library" category = "main" optional = false @@ -456,8 +434,10 @@ six = ">=1.9.0" [package.extras] aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"] -pyopenssl = ["pyopenssl (>=20.0.0)"] +enterprise_cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"] +pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"] reauth = ["pyu2f (>=0.1.5)"] +requests = ["requests (>=2.20.0,<3.0.0dev)"] [[package]] name = "google-auth-oauthlib" @@ -501,30 +481,27 @@ oauth2client = ["oauth2client (>=2.0.0)"] [[package]] name = "graphviz" -version = "0.19.1" +version = "0.20.1" description = "Simple Python interface for Graphviz" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.extras] dev = ["flake8", "pep8-naming", "tox (>=3)", "twine", "wheel"] -docs = ["sphinx (>=1.8)", "sphinx-autodoc-typehints", "sphinx-rtd-theme"] -test = ["coverage", "mock (>=4)", "pytest (>=6)", "pytest-cov", "pytest-mock (>=3)"] +docs = ["sphinx (>=5)", "sphinx-autodoc-typehints", "sphinx-rtd-theme"] +test = ["coverage", "mock (>=4)", "pytest (>=7)", "pytest-cov", "pytest-mock (>=3)"] [[package]] name = "grpcio" -version = "1.43.0" +version = "1.51.1" description = "HTTP/2-based RPC framework" category = "main" optional = false -python-versions = ">=3.6" - -[package.dependencies] -six = ">=1.5.2" +python-versions = ">=3.7" [package.extras] -protobuf = ["grpcio-tools (>=1.43.0)"] +protobuf = ["grpcio-tools (>=1.51.1)"] [[package]] name = "grpcio-tools" @@ -561,19 +538,18 @@ six = ">=1.12.0" [[package]] name = "h5py" -version = "3.6.0" +version = "3.8.0" description = "Read and write HDF5 files from Python" category = "main" optional = false python-versions = ">=3.7" [package.dependencies] -cached-property = {version = "*", markers = "python_version < \"3.8\""} numpy = ">=1.14.5" [[package]] name = "httplib2" -version = "0.20.2" +version = "0.21.0" description = "A comprehensive HTTP client library." category = "dev" optional = false @@ -584,32 +560,35 @@ pyparsing = {version = ">=2.4.2,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.0.2 || >3.0 [[package]] name = "huggingface-hub" -version = "0.4.0" -description = "Client library to download and publish models on the huggingface.co hub" +version = "0.11.1" +description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub" category = "main" optional = false -python-versions = ">=3.6.0" +python-versions = ">=3.7.0" [package.dependencies] filelock = "*" importlib-metadata = {version = "*", markers = "python_version < \"3.8\""} packaging = ">=20.9" -pyyaml = "*" +pyyaml = ">=5.1" requests = "*" tqdm = "*" typing-extensions = ">=3.7.4.3" [package.extras] -all = ["black (>=20.8b1)", "datasets", "flake8 (>=3.8.3)", "isort (>=5.5.4)", "pytest"] -dev = ["black (>=20.8b1)", "datasets", "flake8 (>=3.8.3)", "isort (>=5.5.4)", "pytest"] -quality = ["black (>=20.8b1)", "flake8 (>=3.8.3)", "isort (>=5.5.4)"] -tensorflow = ["tensorflow"] -testing = ["datasets", "pytest"] +all = ["InquirerPy (==0.3.4)", "black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "jedi", "jinja2", "mypy (==0.982)", "pytest", "pytest-cov", "pytest-env", "soundfile", "types-pyyaml", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] +cli = ["InquirerPy (==0.3.4)"] +dev = ["InquirerPy (==0.3.4)", "black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "jedi", "jinja2", "mypy (==0.982)", "pytest", "pytest-cov", "pytest-env", "soundfile", "types-pyyaml", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] +fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"] +quality = ["black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "mypy (==0.982)"] +tensorflow = ["graphviz", "pydot", "tensorflow"] +testing = ["InquirerPy (==0.3.4)", "isort (>=5.5.4)", "jedi", "jinja2", "pytest", "pytest-cov", "pytest-env", "soundfile"] torch = ["torch"] +typing = ["types-pyyaml", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] [[package]] name = "idna" -version = "3.3" +version = "3.4" description = "Internationalized Domain Names in Applications (IDNA)" category = "main" optional = false @@ -617,32 +596,36 @@ python-versions = ">=3.5" [[package]] name = "imageio" -version = "2.14.1" +version = "2.25.0" description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats." category = "main" optional = false -python-versions = ">=3.5" +python-versions = ">=3.7" [package.dependencies] numpy = "*" pillow = ">=8.3.2" [package.extras] +all-plugins = ["astropy", "av", "imageio-ffmpeg", "opencv-python", "psutil", "tifffile"] +all-plugins-pypy = ["av", "imageio-ffmpeg", "psutil", "tifffile"] build = ["wheel"] -dev = ["black", "flake8", "invoke", "pytest", "pytest-cov"] -docs = ["numpydoc", "pydata-sphinx-theme", "sphinx"] +dev = ["black", "flake8", "fsspec", "invoke", "pytest", "pytest-cov"] +docs = ["numpydoc", "pydata-sphinx-theme", "sphinx (<6)"] ffmpeg = ["imageio-ffmpeg", "psutil"] fits = ["astropy"] -full = ["astropy", "black", "flake8", "gdal", "imageio-ffmpeg", "invoke", "itk", "numpydoc", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx", "tifffile", "wheel"] +full = ["astropy", "av", "black", "flake8", "fsspec", "gdal", "imageio-ffmpeg", "invoke", "itk", "numpydoc", "opencv-python", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"] gdal = ["gdal"] itk = ["itk"] linting = ["black", "flake8"] -test = ["invoke", "pytest", "pytest-cov"] +opencv = ["opencv-python"] +pyav = ["av"] +test = ["fsspec", "invoke", "pytest", "pytest-cov"] tifffile = ["tifffile"] [[package]] name = "importlib-metadata" -version = "4.10.1" +version = "4.13.0" description = "Read metadata from Python packages" category = "main" optional = false @@ -653,17 +636,17 @@ typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""} zipp = ">=0.5" [package.extras] -docs = ["jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "sphinx"] +docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"] perf = ["ipython"] -testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy", "pytest-perf (>=0.9.2)"] +testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"] [[package]] name = "iniconfig" -version = "1.1.1" -description = "iniconfig: brain-dead simple config-ini parsing" +version = "2.0.0" +description = "brain-dead simple config-ini parsing" category = "dev" optional = false -python-versions = "*" +python-versions = ">=3.7" [[package]] name = "isort" @@ -703,7 +686,7 @@ python-versions = ">=3.7" [[package]] name = "keras" -version = "2.7.0" +version = "2.9.0" description = "Deep learning for humans." category = "main" optional = false @@ -728,12 +711,15 @@ tests = ["keras", "pandas", "pillow", "pytest", "pytest-cov", "pytest-xdist", "t [[package]] name = "kiwisolver" -version = "1.3.2" +version = "1.4.4" description = "A fast implementation of the Cassowary constraint solver" category = "main" optional = false python-versions = ">=3.7" +[package.dependencies] +typing-extensions = {version = "*", markers = "python_version < \"3.8\""} + [[package]] name = "langcodes" version = "3.3.0" @@ -747,7 +733,7 @@ data = ["language-data (>=1.1,<2.0)"] [[package]] name = "libclang" -version = "13.0.0" +version = "15.0.6.1" description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier." category = "main" optional = false @@ -771,7 +757,7 @@ dask = ["dask[array] (>=2.0.0)", "dask[dataframe] (>=2.0.0)", "dask[distributed] [[package]] name = "llvmlite" -version = "0.38.0" +version = "0.38.1" description = "lightweight wrapper around basic LLVM functionality" category = "main" optional = false @@ -779,11 +765,11 @@ python-versions = ">=3.7,<3.11" [[package]] name = "markdown" -version = "3.3.6" +version = "3.4.1" description = "Python implementation of Markdown." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""} @@ -793,7 +779,7 @@ testing = ["coverage", "pyyaml"] [[package]] name = "markupsafe" -version = "2.1.1" +version = "2.1.2" description = "Safely add untrusted strings to HTML/XML markup." category = "main" optional = false @@ -801,7 +787,7 @@ python-versions = ">=3.7" [[package]] name = "matplotlib" -version = "3.5.1" +version = "3.5.3" description = "Python plotting package" category = "main" optional = false @@ -816,7 +802,7 @@ packaging = ">=20.0" pillow = ">=6.2.0" pyparsing = ">=2.2.1" python-dateutil = ">=2.7" -setuptools_scm = ">=4" +setuptools_scm = ">=4,<7" [[package]] name = "monotonic" @@ -828,11 +814,11 @@ python-versions = "*" [[package]] name = "murmurhash" -version = "1.0.6" +version = "1.0.9" description = "Cython bindings for MurmurHash" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [[package]] name = "mypy" @@ -900,11 +886,11 @@ numpy = ">=1.18,<1.22" [[package]] name = "numpy" -version = "1.19.5" +version = "1.21.6" description = "NumPy is the fundamental package for array computing with Python." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7,<3.11" [[package]] name = "oauth2client" @@ -923,7 +909,7 @@ six = ">=1.6.1" [[package]] name = "oauthlib" -version = "3.2.0" +version = "3.2.2" description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic" category = "main" optional = false @@ -951,14 +937,11 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"] [[package]] name = "packaging" -version = "21.3" +version = "23.0" description = "Core utilities for Python packages" category = "main" optional = false -python-versions = ">=3.6" - -[package.dependencies] -pyparsing = ">=2.0.2,<3.0.5 || >3.0.5" +python-versions = ">=3.7" [[package]] name = "pandas" @@ -978,49 +961,50 @@ test = ["hypothesis (>=3.58)", "pytest (>=4.0.2)", "pytest-xdist"] [[package]] name = "pathspec" -version = "0.9.0" +version = "0.10.3" description = "Utility library for gitignore style pattern matching of file paths." category = "dev" optional = false -python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7" +python-versions = ">=3.7" [[package]] name = "pathy" -version = "0.6.2" +version = "0.10.1" description = "pathlib.Path subclasses for local and cloud bucket storage" category = "main" optional = false python-versions = ">= 3.6" [package.dependencies] -smart-open = ">=5.2.1,<6.0.0" +smart-open = ">=5.2.1,<7.0.0" typer = ">=0.3.0,<1.0.0" [package.extras] -all = ["boto3", "google-cloud-storage (>=1.26.0,<2.0.0)", "mock", "pytest", "pytest-coverage", "typer-cli"] +all = ["azure-storage-blob", "boto3", "google-cloud-storage (>=1.26.0,<2.0.0)", "mock", "pytest", "pytest-coverage", "typer-cli"] +azure = ["azure-storage-blob"] gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"] s3 = ["boto3"] test = ["mock", "pytest", "pytest-coverage", "typer-cli"] [[package]] name = "pillow" -version = "9.2.0" +version = "9.4.0" description = "Python Imaging Library (Fork)" category = "main" optional = false python-versions = ">=3.7" [package.extras] -docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"] +docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"] tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"] [[package]] name = "pip-licenses" -version = "3.5.3" +version = "3.5.5" description = "Dump the software license list of Python packages installed with pip." category = "dev" optional = false -python-versions = "~=3.6" +python-versions = "~=3.7" [package.dependencies] PTable = "*" @@ -1028,16 +1012,30 @@ PTable = "*" [package.extras] test = ["docutils", "pytest-cov", "pytest-pycodestyle", "pytest-runner"] +[[package]] +name = "platformdirs" +version = "2.6.2" +description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." +category = "dev" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +typing-extensions = {version = ">=4.4", markers = "python_version < \"3.8\""} + +[package.extras] +docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"] +test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"] + [[package]] name = "plotly" -version = "5.5.0" +version = "5.13.0" description = "An open-source, interactive data visualization library for Python" category = "main" optional = false python-versions = ">=3.6" [package.dependencies] -six = "*" tenacity = ">=6.2.0" [[package]] @@ -1057,11 +1055,11 @@ testing = ["pytest", "pytest-benchmark"] [[package]] name = "preshed" -version = "3.0.6" +version = "3.0.8" description = "Cython hash table that trusts the keys are pre-hashed" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [package.dependencies] cymem = ">=2.0.2,<2.1.0" @@ -1069,7 +1067,7 @@ murmurhash = ">=0.28.0,<1.1.0" [[package]] name = "protobuf" -version = "3.19.4" +version = "3.19.6" description = "Protocol Buffers" category = "main" optional = false @@ -1120,14 +1118,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "pydantic" -version = "1.9.0" -description = "Data validation and settings management using python 3.6 type hinting" +version = "1.10.4" +description = "Data validation and settings management using python type hints" category = "main" optional = false -python-versions = ">=3.6.1" +python-versions = ">=3.7" [package.dependencies] -typing-extensions = ">=3.7.4.3" +typing-extensions = ">=4.2.0" [package.extras] dotenv = ["python-dotenv (>=0.10.4)"] @@ -1135,26 +1133,26 @@ email = ["email-validator (>=1.0.3)"] [[package]] name = "pyopenssl" -version = "22.0.0" +version = "23.0.0" description = "Python wrapper module around the OpenSSL library" category = "dev" optional = false python-versions = ">=3.6" [package.dependencies] -cryptography = ">=35.0" +cryptography = ">=38.0.0,<40" [package.extras] -docs = ["sphinx", "sphinx-rtd-theme"] +docs = ["sphinx (!=5.2.0,!=5.2.0.post0)", "sphinx-rtd-theme"] test = ["flaky", "pretend", "pytest (>=3.0.1)"] [[package]] name = "pyparsing" -version = "3.0.7" -description = "Python parsing module" +version = "3.0.9" +description = "pyparsing module - Classes and methods to define and execute parsing grammars" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.6.8" [package.extras] diagrams = ["jinja2", "railroad-diagrams"] @@ -1206,7 +1204,7 @@ six = ">=1.5" [[package]] name = "pytz" -version = "2021.3" +version = "2022.7.1" description = "World timezone definitions, modern and historical" category = "main" optional = false @@ -1225,7 +1223,7 @@ six = "*" [[package]] name = "pywavelets" -version = "1.2.0" +version = "1.3.0" description = "PyWavelets, wavelet transform module" category = "main" optional = false @@ -1244,29 +1242,29 @@ python-versions = ">=3.6" [[package]] name = "regex" -version = "2022.1.18" +version = "2022.10.31" description = "Alternative regular expression module, to replace re." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [[package]] name = "requests" -version = "2.27.1" +version = "2.28.2" description = "Python HTTP for Humans." category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*" +python-versions = ">=3.7, <4" [package.dependencies] certifi = ">=2017.4.17" -charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""} -idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""} +charset-normalizer = ">=2,<4" +idna = ">=2.5,<4" urllib3 = ">=1.21.1,<1.27" [package.extras] -socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"] -use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"] +socks = ["PySocks (>=1.5.6,!=1.5.7)"] +use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"] [[package]] name = "requests-mock" @@ -1318,24 +1316,9 @@ python-versions = ">=3.5, <4" [package.dependencies] pyasn1 = ">=0.1.3" -[[package]] -name = "sacremoses" -version = "0.0.47" -description = "SacreMoses" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -click = "*" -joblib = "*" -regex = "*" -six = "*" -tqdm = "*" - [[package]] name = "scikit-image" -version = "0.19.1" +version = "0.19.3" description = "Image processing in Python" category = "main" optional = false @@ -1455,32 +1438,33 @@ python-versions = ">=3.6" [[package]] name = "smart-open" -version = "5.2.1" +version = "6.3.0" description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)" category = "main" optional = false python-versions = ">=3.6,<4.0" [package.extras] -all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage", "requests"] +all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "paramiko", "requests"] azure = ["azure-common", "azure-core", "azure-storage-blob"] -gcs = ["google-cloud-storage"] +gcs = ["google-cloud-storage (>=2.6.0)"] http = ["requests"] s3 = ["boto3"] -test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage", "moto[server] (==1.3.14)", "parameterizedtestcase", "paramiko", "pathlib2", "pytest", "pytest-rerunfailures", "requests", "responses"] +ssh = ["paramiko"] +test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses"] webhdfs = ["requests"] [[package]] name = "sniffio" -version = "1.2.0" +version = "1.3.0" description = "Sniff out which async library your code is running under" category = "main" optional = false -python-versions = ">=3.5" +python-versions = ">=3.7" [[package]] name = "spacy" -version = "3.4.2" +version = "3.5.0" description = "Industrial-strength Natural Language Processing (NLP) in Python" category = "main" optional = false @@ -1494,19 +1478,20 @@ langcodes = ">=3.2.0,<4.0.0" murmurhash = ">=0.28.0,<1.1.0" numpy = ">=1.15.0" packaging = ">=20.0" -pathy = ">=0.3.5" +pathy = ">=0.10.0" preshed = ">=3.0.2,<3.1.0" pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0" requests = ">=2.13.0,<3.0.0" -spacy-legacy = ">=3.0.10,<3.1.0" +smart-open = ">=5.2.1,<7.0.0" +spacy-legacy = ">=3.0.11,<3.1.0" spacy-loggers = ">=1.0.0,<2.0.0" spacy-lookups-data = {version = ">=1.0.3,<1.1.0", optional = true, markers = "extra == \"lookups\""} srsly = ">=2.4.3,<3.0.0" thinc = ">=8.1.0,<8.2.0" tqdm = ">=4.38.0,<5.0.0" -typer = ">=0.3.0,<0.5.0" -typing-extensions = {version = ">=3.7.4,<4.2.0", markers = "python_version < \"3.8\""} -wasabi = ">=0.9.1,<1.1.0" +typer = ">=0.3.0,<0.8.0" +typing-extensions = {version = ">=3.7.4.1,<4.5.0", markers = "python_version < \"3.8\""} +wasabi = ">=0.9.1,<1.2.0" [package.extras] apple = ["thinc-apple-ops (>=0.1.0.dev0,<1.0.0)"] @@ -1533,11 +1518,11 @@ ko = ["natto-py (>=0.9.0)"] lookups = ["spacy-lookups-data (>=1.0.3,<1.1.0)"] ray = ["spacy-ray (>=0.1.0,<1.0.0)"] th = ["pythainlp (>=2.0)"] -transformers = ["spacy-transformers (>=1.1.2,<1.2.0)"] +transformers = ["spacy-transformers (>=1.1.2,<1.3.0)"] [[package]] name = "spacy-legacy" -version = "3.0.10" +version = "3.0.12" description = "Legacy registered functions for spaCy backwards compatibility" category = "main" optional = false @@ -1545,15 +1530,12 @@ python-versions = ">=3.6" [[package]] name = "spacy-loggers" -version = "1.0.3" +version = "1.0.4" description = "Logging utilities for SpaCy" category = "main" optional = false python-versions = ">=3.6" -[package.dependencies] -wasabi = ">=0.8.1,<1.1.0" - [[package]] name = "spacy-lookups-data" version = "1.0.3" @@ -1590,7 +1572,7 @@ full = ["itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests"] [[package]] name = "tenacity" -version = "8.0.1" +version = "8.1.0" description = "Retry code until it succeeds" category = "main" optional = false @@ -1601,7 +1583,7 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"] [[package]] name = "tensorboard" -version = "2.8.0" +version = "2.9.1" description = "TensorBoard lets you watch Tensors Flow" category = "main" optional = false @@ -1614,11 +1596,11 @@ google-auth-oauthlib = ">=0.4.1,<0.5" grpcio = ">=1.24.3" markdown = ">=2.6.8" numpy = ">=1.12.0" -protobuf = ">=3.6.0" +protobuf = ">=3.9.2,<3.20" requests = ">=2.21.0,<3" tensorboard-data-server = ">=0.6.0,<0.7.0" tensorboard-plugin-wit = ">=1.6.0" -werkzeug = ">=0.11.15" +werkzeug = ">=1.0.1" [[package]] name = "tensorboard-data-server" @@ -1638,67 +1620,72 @@ python-versions = "*" [[package]] name = "tensorflow" -version = "2.7.2" +version = "2.9.3" description = "TensorFlow is an open source machine learning framework for everyone." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" [package.dependencies] -absl-py = ">=0.4.0" +absl-py = ">=1.0.0" astunparse = ">=1.6.0" -flatbuffers = ">=1.12,<3.0" -gast = ">=0.2.1,<0.5.0" +flatbuffers = ">=1.12,<2" +gast = ">=0.2.1,<=0.4.0" google-pasta = ">=0.1.1" grpcio = ">=1.24.3,<2.0" h5py = ">=2.9.0" -keras = ">=2.7.0rc0,<2.8" +keras = ">=2.9.0rc0,<2.10.0" keras-preprocessing = ">=1.1.1" -libclang = ">=9.0.1" -numpy = ">=1.14.5" +libclang = ">=13.0.0" +numpy = ">=1.20" opt-einsum = ">=2.3.2" -protobuf = ">=3.9.2" +packaging = "*" +protobuf = ">=3.9.2,<3.20" six = ">=1.12.0" -tensorboard = ">=2.6,<3.0" -tensorflow-estimator = ">=2.7.0rc0,<2.8" -tensorflow-io-gcs-filesystem = ">=0.21.0" +tensorboard = ">=2.9,<2.10" +tensorflow-estimator = ">=2.9.0rc0,<2.10.0" +tensorflow-io-gcs-filesystem = ">=0.23.1" termcolor = ">=1.1.0" typing-extensions = ">=3.6.6" wrapt = ">=1.11.0" [[package]] name = "tensorflow-estimator" -version = "2.7.0" +version = "2.9.0" description = "TensorFlow Estimator." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" [[package]] name = "tensorflow-io-gcs-filesystem" -version = "0.23.1" +version = "0.30.0" description = "TensorFlow IO" category = "main" optional = false -python-versions = ">=3.7, <3.11" +python-versions = ">=3.7, <3.12" [package.extras] -tensorflow = ["tensorflow (>=2.7.0,<2.8.0)"] -tensorflow-cpu = ["tensorflow-cpu (>=2.7.0,<2.8.0)"] -tensorflow-gpu = ["tensorflow-gpu (>=2.7.0,<2.8.0)"] -tensorflow-rocm = ["tensorflow-rocm (>=2.7.0,<2.8.0)"] +tensorflow = ["tensorflow (>=2.11.0,<2.12.0)"] +tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.11.0,<2.12.0)"] +tensorflow-cpu = ["tensorflow-cpu (>=2.11.0,<2.12.0)"] +tensorflow-gpu = ["tensorflow-gpu (>=2.11.0,<2.12.0)"] +tensorflow-rocm = ["tensorflow-rocm (>=2.11.0,<2.12.0)"] [[package]] name = "termcolor" -version = "1.1.0" -description = "ANSII Color formatting for output in terminal." +version = "2.2.0" +description = "ANSI color formatting for output in terminal" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" + +[package.extras] +tests = ["pytest", "pytest-cov"] [[package]] name = "thinc" -version = "8.1.5" +version = "8.1.7" description = "A refreshing functional take on deep learning, compatible with your favorite libraries" category = "main" optional = false @@ -1711,11 +1698,12 @@ confection = ">=0.0.1,<1.0.0" cymem = ">=2.0.2,<2.1.0" murmurhash = ">=1.0.2,<1.1.0" numpy = ">=1.15.0" +packaging = ">=20.0" preshed = ">=3.0.2,<3.1.0" pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0" srsly = ">=2.4.0,<3.0.0" -typing-extensions = {version = ">=3.7.4.1,<4.2.0", markers = "python_version < \"3.8\""} -wasabi = ">=0.8.1,<1.1.0" +typing-extensions = {version = ">=3.7.4.1,<4.5.0", markers = "python_version < \"3.8\""} +wasabi = ">=0.8.1,<1.2.0" [package.extras] cuda = ["cupy (>=5.0.0b4)"] @@ -1765,15 +1753,16 @@ all = ["imagecodecs (>=2021.7.30)", "lxml", "matplotlib (>=3.2)"] [[package]] name = "tokenizers" -version = "0.11.4" +version = "0.13.2" description = "Fast and Customizable Tokenizers" category = "main" optional = false python-versions = "*" [package.extras] +dev = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"] docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"] -testing = ["datasets", "numpy", "pytest", "requests"] +testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"] [[package]] name = "toml" @@ -1785,23 +1774,23 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" [[package]] name = "tomli" -version = "1.2.3" +version = "2.0.1" description = "A lil' TOML parser" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [[package]] name = "tornado" -version = "6.1" +version = "6.2" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." category = "main" optional = false -python-versions = ">= 3.5" +python-versions = ">= 3.7" [[package]] name = "tqdm" -version = "4.62.3" +version = "4.64.1" description = "Fast, Extensible Progress Meter" category = "main" optional = false @@ -1813,63 +1802,70 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""} [package.extras] dev = ["py-make (>=0.1.0)", "twine", "wheel"] notebook = ["ipywidgets (>=6)"] +slack = ["slack-sdk"] telegram = ["requests"] [[package]] name = "transformers" -version = "4.16.2" -description = "State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch" +version = "4.25.1" +description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow" category = "main" optional = false -python-versions = ">=3.6.0" +python-versions = ">=3.7.0" [package.dependencies] filelock = "*" -huggingface-hub = ">=0.1.0,<1.0" +huggingface-hub = ">=0.10.0,<1.0" importlib-metadata = {version = "*", markers = "python_version < \"3.8\""} numpy = ">=1.17" packaging = ">=20.0" pyyaml = ">=5.1" regex = "!=2019.12.17" requests = "*" -sacremoses = "*" -tokenizers = ">=0.10.1,<0.11.3 || >0.11.3" +tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.14" tqdm = ">=4.27" [package.extras] -all = ["codecarbon (==1.2.0)", "flax (>=0.3.5)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "librosa", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "phonemizer", "pillow", "protobuf", "pyctcdecode (>=0.3.0)", "ray", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.3)", "tf2onnx", "timm", "tokenizers (>=0.10.1,!=0.11.3)", "torch (>=1.0)", "torchaudio"] -audio = ["librosa", "phonemizer", "pyctcdecode (>=0.3.0)"] +accelerate = ["accelerate (>=0.10.0)"] +all = ["accelerate (>=0.10.0)", "codecarbon (==1.2.0)", "flax (>=0.4.1)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "phonemizer", "pillow", "protobuf (<=3.20.2)", "pyctcdecode (>=0.4.0)", "ray", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.11)", "tensorflow-text", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.7,!=1.12.0)", "torchaudio"] +audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] codecarbon = ["codecarbon (==1.2.0)"] -deepspeed = ["deepspeed (>=0.5.7)"] -dev = ["GitPython (<3.1.19)", "black (==21.4b0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.2)", "datasets", "faiss-cpu", "flake8 (>=3.8.3)", "flax (>=0.3.5)", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "parameterized", "phonemizer", "pillow", "protobuf", "psutil", "pyctcdecode (>=0.3.0)", "pytest", "pytest-timeout", "pytest-xdist", "ray", "rouge-score", "sacrebleu (>=1.4.12,<2.0.0)", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.3)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.10.1,!=0.11.3)", "torch (>=1.0)", "torchaudio", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"] -docs = ["codecarbon (==1.2.0)", "flax (>=0.3.5)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "librosa", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "phonemizer", "pillow", "protobuf", "pyctcdecode (>=0.3.0)", "ray", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.3)", "tf2onnx", "timm", "tokenizers (>=0.10.1,!=0.11.3)", "torch (>=1.0)", "torchaudio"] +deepspeed = ["accelerate (>=0.10.0)", "deepspeed (>=0.6.5)"] +deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.10.0)", "beautifulsoup4", "black (==22.3)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.6.5)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "optuna", "parameterized", "protobuf (<=3.20.2)", "psutil", "pytest", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "safetensors (>=0.2.1)", "timeout-decorator"] +dev = ["GitPython (<3.1.19)", "accelerate (>=0.10.0)", "beautifulsoup4", "black (==22.3)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flake8 (>=3.8.3)", "flax (>=0.4.1)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", 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zipp = [ - {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"}, - {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"}, + {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"}, + {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"}, ] diff --git a/components/alibi-explain-server/pyproject.toml b/components/alibi-explain-server/pyproject.toml index 5e059c9489..c79efc442f 100644 --- a/components/alibi-explain-server/pyproject.toml +++ b/components/alibi-explain-server/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "alibiexplainer" -version = "1.12.0-dev" +version = "1.16.0-dev" description = "Model Explanation Server" authors = ["Seldon Technologies Ltd. "] license = "Apache-2.0" @@ -8,9 +8,9 @@ license = "Apache-2.0" [tool.poetry.dependencies] python = "^3.7,<3.8" alibi = "0.7.0" -numpy = "1.19.5" +numpy = "1.21.6" numba = "0.55.0" -tensorflow = "2.7.2" +tensorflow = "2.9.3" scikit-learn = "1.0.2" xgboost = "1.5.2" lightgbm = "3.3.2" @@ -33,13 +33,12 @@ mypy = "^0.910" grpcio-tools = "1.31.0" mypy-protobuf = "1.22" pip-licenses = "^3.5.2" -black = "21.7b0" +black = "22.12.0" isort = "5.9.0" types-requests = "2.26.0" gsutil = "5.5" requests-mock = "1.9.3" - [build-system] requires = ["poetry-core>=1.0.0"] build-backend = "poetry.core.masonry.api" diff --git a/examples/feedback/metrics-server/config/multiclass-deployment.yaml b/examples/feedback/metrics-server/config/multiclass-deployment.yaml index 6740634234..60c569daae 100644 --- a/examples/feedback/metrics-server/config/multiclass-deployment.yaml +++ b/examples/feedback/metrics-server/config/multiclass-deployment.yaml @@ -19,7 +19,7 @@ spec: runAsUser: 8888 containers: - name: user-container - image: seldonio/alibi-detect-server:1.12.0-dev + image: seldonio/alibi-detect-server:1.16.0-dev imagePullPolicy: IfNotPresent args: - --model_name @@ -43,7 +43,7 @@ spec: - name: "PREDICTIVE_UNIT_ID" value: "classifier" - name: "PREDICTIVE_UNIT_IMAGE" - value: "seldonio/alibi-detect-server:1.12.0-dev" + value: "seldonio/alibi-detect-server:1.16.0-dev" - name: "PREDICTOR_ID" value: "default" --- diff --git a/notebooks/server_examples.ipynb b/notebooks/server_examples.ipynb index 19e90166a7..748e6f5209 100644 --- a/notebooks/server_examples.ipynb +++ b/notebooks/server_examples.ipynb @@ -18,7 +18,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Error from server (AlreadyExists): namespaces \"seldon\" already exists\r\n" + "Error from server (AlreadyExists): namespaces \"seldon\" already exists\n" ] } ], @@ -35,7 +35,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Context \"kind-ansible\" modified.\r\n" + "Context \"kind-ansible\" modified.\n" ] } ], @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -117,14 +117,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/sklearn created\r\n" + "seldondeployment.machinelearning.seldon.io/sklearn created\n" ] } ], @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -166,14 +166,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'data': {'names': ['t:0', 't:1', 't:2'], 'ndarray': [[9.912315378486697e-07, 0.0007015931307746079, 0.9992974156376876]]}, 'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.15.0-dev'}}}\n" + "{'data': {'names': ['t:0', 't:1', 't:2'], 'ndarray': [[9.912315378486697e-07, 0.0007015931307746079, 0.9992974156376876]]}, 'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.16.0-dev'}}}\n" ] } ], @@ -187,9 +187,18 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-01-26 11:57:42.874047: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n", + "2023-01-26 11:57:42.874067: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n" + ] + } + ], "source": [ "from seldon_core.seldon_client import SeldonClient\n", "\n", @@ -198,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -213,15 +222,15 @@ " tensor {\n", " shape: 1\n", " shape: 4\n", - " values: 0.37891679364854836\n", - " values: 0.22868990114609455\n", - " values: 0.3004190168585973\n", - " values: 0.6602110824050652\n", + " values: 0.46208907206436756\n", + " values: 0.6517307843094118\n", + " values: 0.4661467851242891\n", + " values: 0.8231175614862333\n", " }\n", "}\n", "\n", "Response:\n", - "{'data': {'names': ['t:0', 't:1', 't:2'], 'tensor': {'shape': [1, 3], 'values': [0.24603039294723353, 0.3696742607386095, 0.38429534631415685]}}, 'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.15.0-dev'}}}\n" + "{'data': {'names': ['t:0', 't:1', 't:2'], 'tensor': {'shape': [1, 3], 'values': [0.29597045965026947, 0.26685596602741024, 0.43717357432232035]}}, 'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.16.0-dev'}}}\n" ] } ], @@ -240,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -249,9 +258,9 @@ "text": [ "Success:True message:\n", "Request:\n", - "{'meta': {}, 'data': {'tensor': {'shape': [1, 4], 'values': [0.9242703973092982, 0.006790971082842101, 0.979816057987879, 0.713459653156441]}}}\n", + "{'meta': {}, 'data': {'tensor': {'shape': [1, 4], 'values': [0.8211074864621337, 0.4514442699558937, 0.04629442881848189, 0.005292625836879394]}}}\n", "Response:\n", - "{'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.15.0-dev'}}, 'data': {'names': ['t:0', 't:1', 't:2'], 'tensor': {'shape': [1, 3], 'values': [0.056117226965810216, 0.4506122144980913, 0.49327055853609847]}}}\n" + "{'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.16.0-dev'}}, 'data': {'names': ['t:0', 't:1', 't:2'], 'tensor': {'shape': [1, 3], 'values': [0.5148389742974484, 0.45814904555115293, 0.02701198015139876]}}}\n" ] } ], @@ -263,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": { "scrolled": true }, @@ -272,7 +281,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.15.0-dev'}}, 'data': {'names': ['t:0', 't:1', 't:2'], 'ndarray': [[9.912315378486697e-07, 0.0007015931307746079, 0.9992974156376876]]}}\n" + "{'meta': {'requestPath': {'classifier': 'seldonio/sklearnserver:1.16.0-dev'}}, 'data': {'names': ['t:0', 't:1', 't:2'], 'ndarray': [[9.912315378486697e-07, 0.0007015931307746079, 0.9992974156376876]]}}\n" ] } ], @@ -294,14 +303,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"sklearn\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"sklearn\" deleted\n" ] } ], @@ -320,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -359,14 +368,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/sklearn created\r\n" + "seldondeployment.machinelearning.seldon.io/sklearn created\n" ] } ], @@ -376,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -458,14 +467,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"sklearn\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"sklearn\" deleted\n" ] } ], @@ -542,7 +551,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/xgboost created\r\n" + "seldondeployment.machinelearning.seldon.io/xgboost created\n" ] } ], @@ -712,7 +721,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"xgboost\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"xgboost\" deleted\n" ] } ], @@ -732,7 +741,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -757,7 +766,7 @@ " children: []\n", " implementation: XGBOOST_SERVER\n", " modelUri: gs://seldon-models/xgboost/iris\n", - " name: classifier\n", + " name: iris\n", " name: default\n", " replicas: 1" ] @@ -771,14 +780,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/xgboost created\r\n" + "seldondeployment.machinelearning.seldon.io/xgboost configured\n" ] } ], @@ -788,7 +797,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -814,7 +823,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -822,14 +831,18 @@ "output_type": "stream", "text": [ "{\n", - " \"model_name\": \"classifier\",\n", - " \"model_version\": \"v1\",\n", - " \"id\": \"0d31434a-edce-4bd4-b01a-57045d846a8f\",\n", - " \"parameters\": null,\n", + " \"model_name\": \"iris\",\n", + " \"model_version\": \"v0.1.0\",\n", + " \"id\": \"ef17770b-750d-4b13-9d32-770349ae3fa9\",\n", + " \"parameters\": {\n", + " \"content_type\": null,\n", + " \"headers\": null\n", + " },\n", " \"outputs\": [\n", " {\n", " \"name\": \"predict\",\n", " \"shape\": [\n", + " 1,\n", " 1\n", " ],\n", " \"datatype\": \"FP32\",\n", @@ -877,7 +890,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"xgboost\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"xgboost\" deleted\n" ] } ], @@ -962,7 +975,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/tfserving created\r\n" + "seldondeployment.machinelearning.seldon.io/tfserving created\n" ] } ], @@ -1867,7 +1880,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"tfserving\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"tfserving\" deleted\n" ] } ], @@ -1931,7 +1944,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/hpt created\r\n" + "seldondeployment.machinelearning.seldon.io/hpt created\n" ] } ], @@ -2013,7 +2026,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"hpt\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"hpt\" deleted\n" ] } ], @@ -2094,7 +2107,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/mlflow created\r\n" + "seldondeployment.machinelearning.seldon.io/mlflow created\n" ] } ], @@ -2262,7 +2275,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"mlflow\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"mlflow\" deleted\n" ] } ], @@ -2318,7 +2331,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io/mlflow created\r\n" + "seldondeployment.machinelearning.seldon.io/mlflow created\n" ] } ], @@ -2486,7 +2499,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "seldondeployment.machinelearning.seldon.io \"mlflow\" deleted\r\n" + "seldondeployment.machinelearning.seldon.io \"mlflow\" deleted\n" ] } ], @@ -2518,7 +2531,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.10" + "version": "3.8.12" }, "varInspector": { "cols": { diff --git a/testing/scripts/kind_test_all.sh b/testing/scripts/kind_test_all.sh index 7d9151c4cd..0001035b4a 100755 --- a/testing/scripts/kind_test_all.sh +++ b/testing/scripts/kind_test_all.sh @@ -197,9 +197,10 @@ if [[ ${KIND_EXIT_VALUE} -eq 0 ]]; then make test_notebooks TEST_EXIT_VALUE=$? elif [ "$TESTS_TO_RUN" == "base" ]; then - make test_parallel + # make test_parallel + pytest test_alibi_detect_server.py::TestADServer::test_alibi_detect_cifar10 -s TEST_PARALLEL_EXIT_VALUE=$? - make test_sequential + # make test_sequential TEST_SEQUENTIAL_EXIT_VALUE=$? TEST_EXIT_VALUE=$(($TEST_PARALLEL_EXIT_VALUE + $TEST_SEQUENTIAL_EXIT_VALUE)) elif [ "$TESTS_TO_RUN" == "parallel" ]; then diff --git a/testing/scripts/test_alibi_detect_server.py b/testing/scripts/test_alibi_detect_server.py index 8d004e0604..7521b03eeb 100644 --- a/testing/scripts/test_alibi_detect_server.py +++ b/testing/scripts/test_alibi_detect_server.py @@ -26,6 +26,11 @@ TENACITY_STOP_AFTER_ATTEMPT = 5 +def print_logs(app, namespace): + cmd = f"kubectl logs -lapp={app} -n {namespace}" + run(cmd, shell=True) + + class TestADServer: truck_json = "../../components/alibi-detect-server/cifar10-v2.json" truck_json_outlier = "../../components/alibi-detect-server/cifar10-v2-outlier.json" @@ -53,17 +58,25 @@ def test_alibi_detect_cifar10(self, namespace): with open(self.truck_json) as f: data = json.load(f) + print(f"==== AT START ======") + print_logs(app="cifar10-od-server", namespace=namespace) + idx = 0 for attempt in Retrying( wait=wait_fixed(TENACITY_WAIT), stop=stop_after_attempt(TENACITY_STOP_AFTER_ATTEMPT), ): with attempt: - r = requests.post( - f"http://localhost:8004/{vs_prefix}/", - json=data, - headers=self.HEADERS, - ) - j = r.json() + try: + r = requests.post( + f"http://localhost:8004/{vs_prefix}/", + json=data, + headers=self.HEADERS, + ) + j = r.json() + finally: + print(f"==== AFTER ATTEMPT {idx} ======") + print_logs(app="cifar10-od-server", namespace=namespace) + idx += 1 assert j["data"]["is_outlier"][0] == 0 assert j["meta"]["name"] == "OutlierVAE" diff --git a/testing/scripts/test_alibi_explain_v2.py b/testing/scripts/test_alibi_explain_v2.py index 697ca57a4f..9269d6119c 100644 --- a/testing/scripts/test_alibi_explain_v2.py +++ b/testing/scripts/test_alibi_explain_v2.py @@ -94,7 +94,7 @@ def test_alibi_explain_anchor_image_triton(self, namespace): name = "cifar10-default-explainer" vs_prefix = ( f"seldon/{namespace}/cifar10-explainer/default/v2/models/" - f"cifar10-default-explainer/infer" + f"cifar10-anchor-image/infer" ) test_data = np.random.randn(1, 32, 32, 3)