{
    "info": {
        "author": "yxonic",
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            "License :: OSI Approved :: MIT License",
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        "description": "# fret\n\n[![Travis (.org)](https://img.shields.io/travis/yxonic/fret.svg)](https://travis-ci.org/yxonic/fret)\n[![Coveralls github](https://img.shields.io/coveralls/github/yxonic/fret.svg)](https://coveralls.io/github/yxonic/fret?branch=master)\n[![Documentation Status](https://readthedocs.org/projects/fret/badge/?version=latest)](https://fret.readthedocs.io/en/latest/?badge=latest)\n[![PyPI](https://img.shields.io/pypi/v/fret.svg)](https://pypi.python.org/pypi/fret)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/fret.svg)](https://pypi.python.org/pypi/fret)\n\nFramework for Reproducible ExperimenTs. Read on for a quick guide. Full documentation [here](https://fret.readthedocs.io/en/latest/).\n\n## Installation\nFrom pip:\n```sh\npip install fret\n```\n\nFrom source: clone the repository and then run: `python setup.py install`.\n\n## Tutorial\n\n### Basic Usage\n\nCreate a file named `app.py` with content:\n```python\nimport fret\n\n@fret.command\ndef run(ws):\n    model = ws.build()\n    print(model)\n\n@fret.configurable\nclass Model:\n    def __init__(self, x=3, y=4):\n        ...\n```\n\nThen under the same directory, you can run: \n```sh\n$ fret config Model\n[ws/_default] configured \"main\" as \"Model\" with: x=3, y=4\n$ fret run\nModel(x=3, y=4)\n$ fret config Model -x 5 -y 10\n[ws/_default] configured \"main\" as \"Model\" with: x=5, y=10\n$ fret run\nModel(x=5, y=10)\n```\n\n### Using Workspace\n\nYou can specify different configuration in different workspace:\n```sh\n$ fret -w ws/model1 config Model\n[ws/model1] configured \"main\" as \"Model\" with: x=3, y=4\n$ fret -w ws/model2 config Model -x 5 -y 10\n[ws/model2] configured \"main\" as \"Model\" with: x=5, y=10\n$ fret -w ws/model1 run\nModel(x=3, y=4)\n$ fret -w ws/model2 run\nModel(x=5, y=10)\n```\n\n### Save/Load\n\n```python\nimport fret\n\n@fret.command\ndef train(ws):\n    model = ws.build()\n    model.train()\n    ws.save(model, 'trained')\n\n@fret.command\ndef test(ws):\n    model = ws.load('ws/best/snapshot/main.trained.pt')\n    print(model.weight)\n\n@fret.configurable(states=['weight'])\nclass Model:\n    def __init__(self):\n        self.weight = 0\n    def train(self):\n        self.weight = 23\n```\n\n```sh\n$ fret -w ws/best config Model\n[ws/_default] configured \"main\" as \"Model\"\n$ fret -w ws/best train\n$ fret test\n23\n```\n\n### An Advanced Workflow\n\nIn `app.py`:\n```python\nimport time\nimport fret\n\n@fret.configurable(states=['value'])\nclass Model:\n    def __init__(self):\n        self.value = 0\n\n@fret.command\ndef resumable(ws):\n    model = ws.build()\n    with ws.run('exp-1') as run:\n        run.register(model)\n        cnt = run.acc()\n        for e in fret.nonbreak(run.range(5)):\n            # with `nonbreak`, the program always finish this loop before exit\n            model.value += e\n            time.sleep(0.5)\n            cnt += 1\n            print('current epoch: %d, sum: %d, cnt: %d' %\n                  (e, model.value, cnt))\n```\n\nThen you can stop and restart this program anytime, with consistent results:\n```sh\n$ fret resumable\ncurrent epoch: 0, sum: 0, cnt: 1\ncurrent epoch: 1, sum: 1, cnt: 2\n^CW SIGINT received. Delaying KeyboardInterrupt.\ncurrent epoch: 2, sum: 3, cnt: 3\nTraceback (most recent call last):\n    ...\nKeyboardInterrupt\nW cancelled by user\n$ fret resumable\ncurrent epoch: 3, sum: 6, cnt: 4\ncurrent epoch: 4, sum: 10, cnt: 5\n```\n\n### Submodule\n\n```python\n@fret.configurable\nclass A:\n    def __init__(self, foo):\n        ...\n\n@fret.configurable(submodules=['sub'], build_subs=False)\nclass B:\n    def __init__(self, sub, bar=3):\n        self.sub = sub(foo='bar')   # call sub to build submodule\n```\n\n```sh\n$ fret config sub A\n[ws/_default] configured \"sub\" as \"A\"\n$ fret config B\n[ws/_default] configured \"main\" as \"B\" with: sub='sub', bar=3\n$ fret run\nB(sub=A(), bar=3)\n```\n\n### Inheritance\n\n```python\n@fret.configurable\nclass A:\n    def __init__(self, foo='bar', sth=3):\n        ...\n\n@fret.configurable\nclass B(A):\n    def __init__(self, bar=3, **others):\n        super().__init__(**others)\n        ...\n```\n\n```sh\n$ fret config B -foo baz -bar 0\n[ws/_default] configured \"main\" as \"B\" with: bar=0, foo='baz', sth=3\n$ fret run\nB(bar=0, foo='baz', sth=3)\n```\n\n### Internals\n\n```python\n>>> config = fret.Configuration({'foo': 'bar'})\n>>> config\nfoo='bar'\n```\n\n\n",
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