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        "description": "# yoctol-nlu-py\n[![Build Status](https://travis-ci.org/Yoctol/yoctol-nlu-py.svg?branch=master)](https://travis-ci.org/Yoctol/yoctol-nlu-py)\n[![PyPI version](https://badge.fury.io/py/yoctol-nlu.svg)](https://badge.fury.io/py/yoctol-nlu)\n\nYoctol Natural Language Understanding SDK for python.\n\n## Install\nUse Python3\n```\npip install yoctol-nlu\n```\n\n## Usage\n\n### Intent Classifier Service\n\n#### Fetch Model & One Line Prediction\n```python\nfrom ynlu import NLUClient\n\nclient = NLUClient(token='YOUR_TOKEN_HERE')\n\n# Get all possible clf ids\nids = client.get_all_available_clf_ids()\nprint(ids)\n\n# Get model by id\nmodel = client.get_model_by_id(ids[0])\n\n# Predict\nintent_prediction, entity_prediction = model.predict('\u98f2\u6599\u559d\u5230\u98fd')\n\n# Also could get the clf by clf's name\n# Get all possible clf names\nnames = client.get_all_available_clf_names()\nprint(names)\n\n# Get model by name\nmodel = client.get_model_by_name(names[0])\n\n# Predict\nintent_prediction, entity_prediction = model.predict('\u98f2\u6599\u559d\u5230\u98fd')\n```\n\n#### Evaluations for Intent\n```python\nfrom ynlu import NLUClient\nfrom ynlu.sdk.evaluation import {\n    # Accuracy\n    intent_accuracy_score_with_threshold,\n    # Precision\n    intent_precision_score_with_threshold,\n    # Recall\n    intent_recall_score_with_threshold,\n}\n\nclient = NLUClient(token='YOUR_TOKEN_HERE')\nmodel = client.get_model_by_id('TARGET_MODEL_ID_HERE')\n\ntest_data = [\n    'This is a line ',\n    'for testing the NLUClient ',\n    'and evaluating the prediction ',\n    'from the trained model. ',\n]\n\nintent_predictions, entities_predictions = model.batch_predict(test_data)\n\n# Pure Accuracy\nprint(intent_accuracy_score_with_threshold(\n        intent_predictions=intent_predictions,\n        y_trues=test_data,\n        threshold=0.,\n    )\n)\n# Accuracy with threshold 0.5\nprint(intent_accuracy_score_with_threshold(\n        intent_predictions=intent_predictions,\n        y_trues=test_data,\n        threshold=0.5,\n    )\n)\n```\n\nCheck out the tutorials for more examples.\n\n## Documentation\n\nWe rely on Sphinx for user and API documentation.\n\nYou can run just make to do rebuild the API stubs and then build the HTML documentation.\n\n```\ncd docs\nmake # equivalent to `make apidoc && make html`\n```\n\nTo only build the html pages:\n\n```\ncd docs\nmake html\n```\n\nTo just re-generate the API reference.\n\n```\ncd docs\nmake apidoc # calls sphinx-apidoc\n```\nRun `make help` for a full list of build options.\n\n\n",
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