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        "author": "Santiago Basulto",
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        "description": "# parallel\n\n> Bringing _parallelism_ closer to humans \u2728\n\n\n**Important**: `parallel` is in an early stage. All questions and suggestions are welcome. Please [submit an issue](https://github.com/santiagobasulto/parallel/issues).\n\n### Getting started\n\nInstall:\n\n```bash\n$ pip install python-parallel\n```\n\n_Parallelize_:\n\n```python\n@parallel.decorate\ndef download_and_store(url):\n    resp = requests.get(url)\n    result = store_in_db(resp.json())\n    return result\n\nresults = download_and_store.map([\n    'https://python.org',\n    'https://python-requests.com',\n    'https://rmotr.com'\n], timeout=5, max_workers=4)\n```\n\nThere are more features to `parallel`:\n* Advanced argument passing (named arguments, extras).\n* Failed tasks and a silent mode.\n* An Async API (with context managers).\n* Automatic retries\n* Choose between multithreading and multiprocessing with a simple attribute `thread` & `process`.\n\nCheck the docs at [https://python-parallel.readthedocs.io/en/latest/](https://python-parallel.readthedocs.io/en/latest/).\n\n## Quick Docs\n\n`parallel` simplifies the process of _parallelizing_ tasks in your python code. Sometimes, you have a function that you want to invoke multiple times in parallel with different arguments (as the example above).\n\nIn some other occasions, you want to execute multiple functions in parallel. Example:\n\n```python\n@parallel.decorated\ndef get_price_bitstamp(crypto):\n    pass\n\n@parallel.decorated\ndef get_price_bitfinex(crypto):\n    pass\n\n@parallel.decorated\ndef get_price_coinbase(crypto):\n    pass\n\nprices = parallel.par({\n    'stamp': get_price_bitstamp.future(crypto='BTC'),\n    'finex': get_price_bitfinex.future(crypto='BTC'),\n    'base': get_price_coinbase.future(crypto='BTC'),\n})\n\n# prices is a dict-like structure\nprint(\"Price of Bitstamp: {}\".format(prices['stamp']))\nprint(\"Price of Coinbase: {}\".format(prices['base']))\n```\n\n## Contributing\n\nRun tests\n\n```bash\n$ pip install -r dev-requirements.txt\n$ py.test -n 4 tests/\n```\n\nWrite & build docs:\n```bash\n$ python docs/live_docs.py\n```\n\n",
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