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GitHub / edhenry / zero-to-inference-kubeflow
This repository outlines deploying a local Kubeflow v1.3 instance on microk8s and deploying a simple MNIST classifier using KFServing.
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edhenry%2Fzero-to-inference-kubeflow
Stars: 3
Forks: 4
Open Issues: 0
License: None
Language: Python
Repo Size: 49.1 MB
Dependencies:
1,056
Created: over 2 years ago
Updated: 10 months ago
Last pushed: over 2 years ago
Last synced: 10 months ago
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Dependencies
- git.apache.org/thrift.git=>github.com/apache/thrift v0.0.0-20180902110319-2566ecd5d999
- github.com/PuerkitoBio/purell v1.1.1
- github.com/Sirupsen/logrus=>github.com/sirupsen/logrus v1.0.5
- github.com/emicklei/go-restful v2.15.0+incompatible
- github.com/evanphx/json-patch v4.9.0+incompatible
- github.com/ghodss/yaml v1.0.1-0.20190212211648-25d852aebe32
- github.com/go-openapi/jsonpointer v0.19.5
- github.com/go-openapi/jsonpointer=>github.com/go-openapi/jsonpointer v0.17.0
- github.com/go-openapi/jsonreference v0.19.5
- github.com/go-openapi/jsonreference=>github.com/go-openapi/jsonreference v0.17.0
- github.com/go-openapi/spec v0.20.0
- github.com/go-openapi/spec=>github.com/go-openapi/spec v0.18.0
- github.com/go-openapi/swag v0.19.12
- github.com/go-openapi/swag=>github.com/go-openapi/swag v0.17.0
- github.com/gogo/protobuf v1.3.2
- github.com/google/gofuzz v1.2.0
- github.com/google/martian v2.1.0+incompatible
- github.com/googleapis/gnostic v0.5.3
- github.com/jessevdk/go-flags v1.4.0
- github.com/json-iterator/go v1.1.10
- github.com/kubernetes-sigs/kustomize v2.0.3+incompatible
- github.com/mailru/easyjson v0.7.6
- github.com/mitchellh/go-homedir=>github.com/mitchellh/go-homedir v1.0.0
- github.com/pkg/errors v0.9.1
- github.com/russross/blackfriday=>github.com/russross/blackfriday v1.5.2-0.20180428102519-11635eb403ff
- github.com/spf13/cobra v1.1.1
- golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9
- golang.org/x/crypto=>golang.org/x/crypto v0.0.0-20181203042331-505ab145d0a9
- golang.org/x/net v0.0.0-20201224014010-6772e930b67b
- golang.org/x/text v0.3.5
- google.golang.org/protobuf v1.25.0
- gopkg.in/yaml.v2 v2.4.0
- gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b
- k8s.io/api v0.20.2
- k8s.io/api=>k8s.io/api v0.0.0-20190620084959-7cf5895f2711
- k8s.io/apiextensions-apiserver=>k8s.io/apiextensions-apiserver v0.0.0-20190620085554-14e95df34f1f
- k8s.io/apimachinery v0.20.2
- k8s.io/apimachinery=>k8s.io/apimachinery v0.0.0-20190612205821-1799e75a0719
- k8s.io/apiserver=>k8s.io/apiserver v0.0.0-20190620085212-47dc9a115b18
- k8s.io/cli-runtime=>k8s.io/cli-runtime v0.0.0-20190620085706-2090e6d8f84c
- k8s.io/client-go v12.0.0+incompatible
- k8s.io/client-go=>k8s.io/client-go v0.0.0-20190620085101-78d2af792bab
- k8s.io/cloud-provider=>k8s.io/cloud-provider v0.0.0-20190620090043-8301c0bda1f0
- k8s.io/cluster-bootstrap=>k8s.io/cluster-bootstrap v0.0.0-20190620090013-c9a0fc045dc1
- k8s.io/code-generator=>k8s.io/code-generator v0.0.0-20190612205613-18da4a14b22b
- k8s.io/component-base=>k8s.io/component-base v0.0.0-20190620085130-185d68e6e6ea
- k8s.io/cri-api=>k8s.io/cri-api v0.0.0-20190531030430-6117653b35f1
- k8s.io/csi-translation-lib=>k8s.io/csi-translation-lib v0.0.0-20190620090116-299a7b270edc
- k8s.io/klog v1.0.0
- k8s.io/kube-aggregator=>k8s.io/kube-aggregator v0.0.0-20190620085325-f29e2b4a4f84
- k8s.io/kube-controller-manager=>k8s.io/kube-controller-manager v0.0.0-20190620085942-b7f18460b210
- k8s.io/kube-openapi v0.0.0-20210113233702-8566a335510f
- k8s.io/kube-proxy=>k8s.io/kube-proxy v0.0.0-20190620085809-589f994ddf7f
- k8s.io/kube-scheduler=>k8s.io/kube-scheduler v0.0.0-20190620085912-4acac5405ec6
- k8s.io/kubectl=>k8s.io/kubectl v0.0.0-20191016120415-2ed914427d51
- k8s.io/kubelet=>k8s.io/kubelet v0.0.0-20190620085838-f1cb295a73c9
- k8s.io/kubernetes=>k8s.io/kubernetes v1.15.0
- k8s.io/legacy-cloud-providers=>k8s.io/legacy-cloud-providers v0.0.0-20190620090156-2138f2c9de18
- k8s.io/metrics=>k8s.io/metrics v0.0.0-20190620085625-3b22d835f165
- k8s.io/sample-apiserver=>k8s.io/sample-apiserver v0.0.0-20190620085408-1aef9010884e
- sigs.k8s.io/application=>sigs.k8s.io/application v0.0.0-20190404151855-67ae7f915d4e
- sigs.k8s.io/controller-runtime=>sigs.k8s.io/controller-runtime v0.2.0
- sigs.k8s.io/kustomize v2.0.3+incompatible
- sigs.k8s.io/kustomize/kyaml v0.1.11
- sigs.k8s.io/kustomize/v3 v3.2.0
- sigs.k8s.io/kustomize/v3=>sigs.k8s.io/kustomize/v3 v3.2.0
- sigs.k8s.io/yaml v1.2.0
- ruamel.yaml ==0.16.5 test
- ruamel.yaml.clib ==0.2.0 test
requirements.txt
pypi
- Bottleneck ==1.3.2
- Cython ==0.29.24
- Deprecated ==1.2.12
- Flask ==2.0.2
- GitPython ==3.1.18
- ImageHash ==4.2.1
- Jinja2 ==3.0.1
- Keras-Preprocessing ==1.1.2
- Mako ==1.1.5
- Markdown ==3.3.4
- MarkupSafe ==2.0.1
- Pillow ==8.2.0
- PyJWT ==2.1.0
- PyNaCl ==1.4.0
- PyWavelets ==1.1.1
- PyYAML ==5.4.1
- SQLAlchemy ==1.4.25
- SecretStorage ==3.3.1
- Send2Trash ==1.8.0
- Werkzeug ==2.0.1
- absl-py ==0.11.0
- adal ==1.2.7
- aiobotocore ==1.3.0
- aiohttp ==3.7.4.post0
- aiohttp-cors ==0.7.0
- aioitertools ==0.8.0
- aioredis ==2.0.0
- alembic ==1.4.1
- altair ==4.1.0
- appdirs ==1.4.4
- argon2-cffi ==21.1.0
- asgiref ==3.4.1
- astor ==0.8.1
- astunparse ==1.6.3
- async-timeout ==3.0.1
- atpublic ==2.3
- attrs ==21.2.0
- avro ==1.10.2
- azure-common ==1.1.27
- azure-core ==1.19.0
- azure-graphrbac ==0.61.1
- azure-mgmt-authorization ==0.61.0
- azure-mgmt-containerregistry ==8.1.0
- azure-mgmt-core ==1.3.0
- azure-mgmt-keyvault ==9.1.0
- azure-mgmt-resource ==13.0.0
- azure-mgmt-storage ==11.2.0
- azure-storage-blob ==2.1.0
- azure-storage-common ==2.1.0
- azure-storage-file ==2.1.0
- azureml-core ==1.35.0
- backoff ==1.10.0
- backports.tempfile ==1.0
- backports.weakref ==1.0.post1
- backports.zoneinfo ==0.2.1
- base58 ==2.1.0
- bcrypt ==3.2.0
- bleach ==4.1.0
- blessings ==1.7
- blinker ==1.4
- boto3 ==1.15.18
- botocore ==1.18.18
- cachetools ==4.2.2
- certifi ==2021.5.30
- cffi ==1.14.6
- chardet ==3.0.4
- clang ==5.0
- click ==7.1.2
- cloudevents ==1.2.0
- cloudpickle ==1.4.1
- colorama ==0.4.4
- commonmark ==0.9.1
- configobj ==5.0.6
- configparser ==5.0.2
- contextlib2 ==21.6.0
- cryptography ==3.4.7
- cycler ==0.10.0
- databricks-cli ==0.15.0
- defusedxml ==0.7.1
- deprecation ==2.1.0
- dictdiffer ==0.9.0
- diskcache ==5.2.1
- distro ==1.5.0
- dm-tree ==0.1.6
- docker ==5.0.3
- docker-pycreds ==0.4.0
- docstring-parser ==0.10
- dpath ==2.0.1
- dulwich ==0.20.24
- dvc ==2.5.4
- entrypoints ==0.3
- fastapi ==0.68.0
- filelock ==3.0.12
- fire ==0.4.0
- flake8 ==3.9.2
- flatbuffers ==1.12
- flatten-dict ==0.4.1
- flufl.lock ==3.2
- fsspec ==2021.6.1
- ftfy ==6.0.3
- funcy ==1.16
- future ==0.18.2
- gast ==0.4.0
- ghp-import ==2.0.1
- gitdb ==4.0.7
- google-api-core ==1.31.1
- google-api-python-client ==1.12.8
- google-auth ==1.31.0
- google-auth-httplib2 ==0.1.0
- google-auth-oauthlib ==0.4.4
- google-cloud-appengine-logging ==0.2.0
- google-cloud-audit-log ==0.1.1
- google-cloud-core ==1.7.2
- google-cloud-logging ==2.6.0
- google-cloud-storage ==1.41.1
- google-crc32c ==1.1.2
- google-pasta ==0.2.0
- google-resumable-media ==1.3.2
- googleapis-common-protos ==1.53.0
- gpustat ==0.6.0
- grandalf ==0.6
- greenlet ==1.1.2
- grpcio ==1.41.0
- gunicorn ==20.1.0
- h11 ==0.12.0
- h5py ==3.1.0
- htbuilder ==0.5.0
- htmlmin ==0.1.12
- httplib2 ==0.19.1
- ibm-cos-sdk ==2.10.0
- ibm-cos-sdk-core ==2.10.0
- ibm-cos-sdk-s3transfer ==2.10.0
- idna ==2.8
- imageio ==2.9.0
- importlib-metadata ==4.6.4
- influxdb ==5.3.1
- ipython-genutils ==0.2.0
- ipywidgets ==7.6.5
- isodate ==0.6.0
- iteration-utilities ==0.11.0
- itsdangerous ==2.0.1
- jeepney ==0.7.1
- jmespath ==0.10.0
- joblib ==1.0.1
- jsonpath-ng ==1.5.3
- jsonpickle ==2.0.0
- jsonschema ==3.2.0
- jupyterlab-pygments ==0.1.2
- jupyterlab-widgets ==1.0.2
- kali ==0.0.1
- keras ==2.6.0
- keras-nightly ==2.5.0.dev2021032900
- kfp ==1.6.6
- kfp-pipeline-spec ==0.1.8
- kfp-server-api ==1.6.0
- kfserving ==0.4.1
- kiwisolver ==1.3.1
- kubeflow-fairing ==1.0.2
- kubeflow-pytorchjob ==0.1.3
- kubeflow-tfjob ==0.1.3
- kubernetes ==10.0.1
- lazydocs ==0.4.8
- llvmlite ==0.37.0
- loguru ==0.5.3
- mailchecker ==4.0.11
- matplotlib ==3.4.2
- mccabe ==0.6.1
- mergedeep ==1.3.4
- minio ==6.0.2
- missingno ==0.5.0
- mistune ==0.8.4
- mkdocs ==1.2.2
- mleap ==0.18.1
- mlflow ==1.20.2
- msgpack ==1.0.2
- msrest ==0.6.21
- msrestazure ==0.6.4
- multidict ==5.1.0
- multimethod ==1.4
- mypy ==0.910
- mypy-extensions ==0.4.3
- nanotime ==0.5.2
- nbclient ==0.5.4
- nbconvert ==6.1.0
- nbformat ==5.1.3
- ndg-httpsclient ==0.5.1
- nest-asyncio ==1.5.1
- networkx ==2.6.2
- notebook ==6.4.4
- numba ==0.54.0
- numpy ==1.19.5
- nvidia-ml-py3 ==7.352.0
- oauth2client ==4.1.3
- oauthlib ==3.1.1
- onnx ==1.10.1
- onnxruntime ==1.8.1
- opencensus ==0.7.13
- opencensus-context ==0.1.2
- opentelemetry-api ==1.5.0
- opentelemetry-exporter-jaeger ==1.5.0
- opentelemetry-exporter-jaeger-proto-grpc ==1.5.0
- opentelemetry-exporter-jaeger-thrift ==1.5.0
- opentelemetry-exporter-otlp ==1.5.0
- opentelemetry-exporter-otlp-proto-grpc ==1.5.0
- opentelemetry-instrumentation ==0.24b0
- opentelemetry-proto ==1.5.0
- opentelemetry-sdk ==1.5.0
- opentelemetry-semantic-conventions ==0.24b0
- opt-einsum ==3.3.0
- packaging ==21.0
- pandas ==1.2.4
- pandas-profiling ==3.0.0
- pandocfilters ==1.5.0
- paramiko ==2.8.0
- pathlib2 ==2.3.6
- pathspec ==0.9.0
- pathtools ==0.1.2
- patsy ==0.5.1
- pdoc3 ==0.10.0
- phik ==0.12.0
- phonenumbers ==8.12.28
- plotly ==5.3.1
- ply ==3.11
- pmdarima ==1.8.2
- prometheus-client ==0.11.0
- prometheus-flask-exporter ==0.18.3
- promise ==2.3
- proto-plus ==1.19.5
- protobuf ==3.17.3
- psutil ==5.8.0
- py-spy ==0.3.8
- pyOpenSSL ==20.0.1
- pyarrow ==4.0.1
- pyasn1 ==0.4.8
- pyasn1-modules ==0.2.8
- pycodestyle ==2.7.0
- pycparser ==2.20
- pydantic ==1.8.2
- pydeck ==0.7.0
- pydot ==1.4.2
- pyflakes ==2.3.1
- pygit2 ==1.6.1
- pygtrie ==2.4.2
- pyparsing ==2.4.7
- pyrsistent ==0.18.0
- pysftp ==0.2.9
- python-benedict ==0.24.0
- python-dateutil ==2.8.1
- python-editor ==1.0.4
- python-fsutil ==0.5.0
- python-slugify ==5.0.2
- pytz ==2021.1
- pyyaml-env-tag ==0.1
- querystring-parser ==1.2.4
- ray ==1.3.0
- redis ==3.5.3
- requests ==2.22.0
- requests-oauthlib ==1.3.0
- requests-toolbelt ==0.9.1
- retrying ==1.3.3
- rich ==10.6.0
- rsa ==4.7.2
- ruamel.yaml ==0.17.10
- ruamel.yaml.clib ==0.2.6
- s3fs ==2021.6.1
- s3transfer ==0.3.7
- scikit-learn ==0.22.2.post1
- scipy ==1.6.3
- seaborn ==0.11.1
- sentry-sdk ==1.1.0
- shortuuid ==1.0.1
- shtab ==1.3.9
- six ==1.15.0
- sklearn ==0.0
- sktime ==0.7.0
- smmap ==4.0.0
- sqlparse ==0.4.2
- st-annotated-text ==2.0.0
- starlette ==0.14.2
- statsmodels ==0.12.2
- streamlit ==0.88.0
- strip-hints ==0.1.10
- subprocess32 ==3.5.4
- table-logger ==0.3.6
- tabulate ==0.8.9
- tangled-up-in-unicode ==0.1.0
- tenacity ==8.0.1
- tensorboard ==2.6.0
- tensorboard-data-server ==0.6.1
- tensorboard-plugin-wit ==1.8.0
- tensorflow ==2.5.0
- tensorflow-estimator ==2.6.0
- tensorflow-gpu ==2.6.0
- tensorflow-probability ==0.13.0
- termcolor ==1.1.0
- terminado ==0.12.1
- testpath ==0.5.0
- text-unidecode ==1.3
- tf2onnx ==1.9.1
- threadpoolctl ==2.1.0
- thrift ==0.13.0
- toml ==0.10.2
- toolz ==0.11.1
- torch ==1.9.0
- tqdm ==4.61.2
- typer ==0.4.0
- typing-extensions ==3.7.4.3
- tzlocal ==3.0
- uritemplate ==3.0.1
- urllib3 ==1.24.2
- uvicorn ==0.14.0
- validators ==0.18.2
- visions ==0.7.1
- voluptuous ==0.12.1
- wandb ==0.10.32
- watchdog ==2.1.5
- webencodings ==0.5.1
- websocket-client ==1.1.0
- widgetsnbextension ==3.5.1
- wrapt ==1.12.1
- xmltodict ==0.12.0
- yarl ==1.6.3
- zc.lockfile ==2.0
- zipp ==3.5.0