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composed-trackers\n\nSimplified and lightweight interface to experiment tracking systems.\n\nAllows simultaneous and independent local offline tracking and one or more remote ML trackers such as [neptune.ai](https://neptune.ai/), [mlflow.org](https://mlflow.org/docs/latest/tracking.html), [comet.ml](https://www.comet.ml/site/), Tensorboard, [test-tube](https://williamfalcon.github.io/test-tube/) in different combinations. \n\n\n## Quick Start\n\n```python\nfrom composed_trackers import ComposedTrackers\nfrom composed_trackers.trackers import NeptuneTracker, SimpleTracker\n\nparams_shared = {\n    'name': 'Experiment 01 name',\n    'description': 'Description',\n    'tags': ['examples'],\n    'params': {'num_epochs': 10, 'optimizer': 'Adam'},\n    'offline': True,    # Switch to \"False\" if you finish debugging.\n}\n\n# Neptune tracker\n# https://docs.neptune.ai/\nneptune_tracker = NeptuneTracker(project='USER_NAME/PROJECT_NAME', **params_shared)\n\n# Simple offline tracker\nsimple_tracker = SimpleTracker(exp_id=neptune_tracker.exp_id,    # Try to use neptune_tracker.exp_id\n                               root_path='./logs',\n                               exp_id_template='EXAM01-{i:03}',\n                               **params_shared)\n\n# Create a tracker for simultaneous logging using SimpleTracker and NeptuneTracker.\ntracker = ComposedTrackers(\n    trackers=[neptune_tracker, simple_tracker],\n    **params_shared)\n\n\ntracker.describe()\n\n# usage\n\ntracker.append_tag('introduction-minimal-example')\nn = 117\nfor i in range(1, n):\n    tracker.log_metric('iteration', i)\n    tracker.log_metric('loss', 1/i**0.5)\n    tracker.log_text('magic values', 'magic value {}'.format(0.95*i**2))\ntracker.set_property('n_iterations', n)\n\ntracker.log_text_as_artifact('Hello', 'summary.txt')\n\n# finish experiment\ntracker.stop()\n\ntracker.describe(ids_only=True)\n```\n\n## Examples\n\n[QuickStart](https://github.com/goodok/composed-trackers/tree/master/examples/minimal)\n\n[Kekas](https://github.com/goodok/composed-trackers/tree/master/examples/kekas)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgoodok%2Fcomposed-trackers","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgoodok%2Fcomposed-trackers","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgoodok%2Fcomposed-trackers/lists"}