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anaconda-project.yml
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anaconda-project.yml
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name: mlflow-model-serving
description: MLFlow Model Serving For Anaconda Enterprise
variables:
MLFLOW_DISABLE_ENV_MANAGER_CONDA_WARNING: "TRUE"
# Defaults set below are for testing only. See instructions on configuring this at run-time.
# These should be set via ae5 secrets (for ease of customization)
MLFLOW_TRACKING_URI: http://0.0.0.0:8086/
MLFLOW_REGISTRY_URI: http://0.0.0.0:8086/
MLFLOW_TRACKING_TOKEN: SECRET-TOKEN
# These values should be set when deploying into Anaconda Enterprise.
MLFLOW_SERVING_MODEL_NAME: SET_NAME_VARIABLE_AT_DEPLOY_TIME
MLFLOW_SERVING_MODEL_STAGE: SET_STAGE_VARIABLE_AT_DEPLOY_TIME
commands:
#
# Run Time Commands
#
# [Default] Model serving using Conda managed dependencies
Serve:
env_spec: default
unix: python -m src.mlflow.model.serving.handler --env-manager conda
supports_http_options: true
# Model serving using the project environment for dependencies.
ServeLocal:
env_spec: default
unix: python -m src.mlflow.model.serving.handler --env-manager local
supports_http_options: true
# Model serving using virtualenv managed dependencies
ServeVirtualEnv:
env_spec: default
unix: python -m src.mlflow.model.serving.handler --env-manager virtualenv
supports_http_options: true
#
# Development Time Commands
#
bash:
env_spec: development
unix: bash
test:unit:
env_spec: development
unix: coverage run --append --rcfile=.coveragerc -m unittest discover test/unit/mlflow/model/serving
coverage:
env_spec: development
unix: |
coverage report
coverage html
coverage xml
clean:
env_spec: development
unix: |
rm -rf .coverage htmlcov docs/build
lint:
env_spec: development
unix: |
pylint src
isort --check --diff .
black --line-length=120 --target-version=py310 --check --diff .
lint:fix:
env_spec: development
unix: |
isort .
black --line-length=120 --target-version=py310 .
build:docs:
env_spec: development
unix: |
sphinx-build -b html docs/source docs/build
channels:
- https://conda.anaconda.org/conda-forge/
- https://conda.anaconda.org/joshburt/
platforms:
- linux-64
- osx-64
- osx-arm64
- win-64
env_specs:
default:
description: Runtime Environment
packages:
- python=3.10
- mlflow=2.0.1
- ipykernel
- anaconda.enterprise.server.contracts>=0.8.3
- anaconda.enterprise.server.common.sdk>=0.4.8
development:
description: Development Environment
packages:
- python=3.10
- mlflow=2.0.1
- ipykernel
- isort
- black
- black-jupyter
- pylint
- coverage
- pyyaml
- sphinx
- myst-parser
- anaconda.enterprise.server.contracts>=0.8.3
- anaconda.enterprise.server.common.sdk>=0.4.8