{
    "info": {
        "author": "Mourad Mourafiq",
        "author_email": "mourad@polyaxon.com",
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        "classifiers": [
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
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        "description": "[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n[![Build Status](https://travis-ci.org/polyaxon/polyaxon-helper.svg?branch=master)](https://travis-ci.org/polyaxon/polyaxon-helper)\n[![PyPI version](https://badge.fury.io/py/polyaxon-helper.svg)](https://badge.fury.io/py/polyaxon-helper)\n[![Slack](https://img.shields.io/badge/chat-on%20slack-aadada.svg?logo=slack&longCache=true)](https://join.slack.com/t/polyaxon/shared_invite/enQtMzQ0ODc2MDg1ODc0LWY2ZTdkMTNmZjBlZmRmNjQxYmYwMTBiMDZiMWJhODI2ZTk0MDU4Mjg5YzA5M2NhYzc5ZjhiMjczMDllYmQ2MDg)\n\n# Polyaxon-helper\n\nPolyaxon helper is a lightweight python library to report metrics and communicate information with Polyaxon.\n\n## Installation\n\n```bash\n$ pip install -U polyaxon-helper\n```\n\nfor python3\n\n```bash\n$ pip3 install -U polyaxon-helper\n```\n\n\n## Install polyaxon\n\nPlease check [polyaxon installation guide](https://docs.polyaxon.com/setup/)\n\n## Install in polyaxonfile\n\nIf you want to delegate the installation to polyaxon during the build process,\nadd a new step to the `run` section in your polyaxonfile:\n\n```yaml\n...\nbuild:\n  image: ...\n  build_steps:\n    - ...\n    - pip install -U polyaxon-helper\n    - ...\n\nrun:\n  cmd: ...\n```\n\n## Usage\n\n### Getting env variables defined by Polyaxon\n\n```python\nfrom polyaxon_helper import (\n    get_cluster_def,\n    get_declarations,\n    get_experiment_info,\n    get_task_info,\n    get_tf_config,\n    get_job_info,\n    get_outputs_path,\n    get_outputs_refs_paths,\n    get_data_paths,\n    get_log_level\n)\n\ncluster_def = get_cluster_def()\ndeclarations = get_declarations()\nexperiment_info = get_experiment_info()\ntask_info = get_task_info()\njob_info = get_job_info()\noutputs_path = get_outputs_path()\noutputs_refs_paths = get_outputs_refs_paths()\ndata_paths = get_data_paths()\ntf_config = get_tf_config()\nlog_level = get_log_level()\n```\n\n * `get_cluster_def`: Returns cluster definition created by polyaxon.\n    ```json\n    {\n        \"master\": [\"plxjob-master0-8eefb7a1146f476ca66e3bee9b88c1de:2000\"],\n        \"worker\": [\"plxjob-worker1-8eefb7a1146f476ca66e3bee9b88c1de:2000\",\n                   \"plxjob-worker2-8eefb7a1146f476ca66e3bee9b88c1de:2000\"],\n        \"ps\": [\"plxjob-ps3-8eefb7a1146f476ca66e3bee9b88c1de:2000\"],\n    }\n    ```\n * `get_declarations`: Returns all the experiment declarations based on both,\n\n    * declarations section\n    * matrix section\n\n * `get_tf_config`: Returns the TF_CONFIG defining the cluster and the current task.\n   if `envvar` is not null, it will set and env variable with `envvar`.\n\n * `get_experiment_info`: Returns information about the experiment.\n\n    * project_name\n    * experiment_group_name\n    * experiment_name\n    * project_uuid\n    * experiment_group_uuid\n    * experiment_uuid\n\n * `get_job_info`: Returns information about the job.\n\n    * project_name\n    * job_name\n    * project_uuid\n    * job_uuid\n\n * `get_task_info`: Returns the task info: `{\"type\": str, \"index\": int}`.\n\n * `outputs_path`: The outputs path generated by polyaxon based on the hierarchy of the experiment.\n\n        `user/project/group/experiment/files`\n\n * `data_paths`: The data paths mounted for the job/experiment:\n\n        {\n          'data1': '/data/1',\n          'data-foo': '/data/foo',\n        }\n\n * `outputs_path`: The references outputs paths requested by the user,\n    the order follows the order specified by the user:\n\n        {\n            'experiments': [\n                `user/project/job12/files`,\n            ], 'experiments': [\n                `user/project/group/experiment1/files`,\n                `user/project/experiment100/files`\n            ]\n        }\n\n * `get_log_level`: If set on the polyaxonfile it will return the log level.\n\n\n### Reporting metrics to Polyaxon\n\nIn order to report metrics for an experiment, just add these lines in you program.\n\n```python\nfrom polyaxon_helper import send_metrics\n\nsend_metrics(accuracy=0.9, precision=0.95)\n```\n\n## Quick start\n\nPlease check our [quick start guide](https://docs.polyaxon.com/concepts/quick-start/) to start training your first experiment.\n\n\n## License\n\n[![FOSSA Status](https://app.fossa.io/api/projects/git%2Bgithub.com%2Fpolyaxon%2Fpolyaxon-helper.svg?type=large)](https://app.fossa.io/projects/git%2Bgithub.com%2Fpolyaxon%2Fpolyaxon-helper?ref=badge_large)\n\n\n",
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