{
    "info": {
        "author": "Zeio Nara",
        "author_email": "zeionara@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3"
        ],
        "description": "# Jonze\nJoint Slot and Intent Extraction implementation in Tensorflow2.0\n\nContains restructured code from the following repo:\nhttps://github.com/shubham8111/Joint-NLU\n\nImplementation of Bi-LSTM based NLU baseline and SlotGated-SLU  (Goo et al, 2018)(https://www.csie.ntu.edu.tw/~yvchen/doc/NAACL18_SlotGated.pdf) \nModels are evaulated on Snips and ATIS datasets.\n\nExperiments did not reproduce improvements by SlotGated model over Basline model, on snips dataset.\n\n\nPreprocessing modules reused from following repo:\nhttps://github.com/MiuLab/SlotGated-SLU/\n\n## Usage\nTo install package:  \n`pip install jonze`  \nTo train model:  \n`from jonze import train  \ntrain(dataset = \"joint-nlu\", datasets_root = \"dataset\", models_root = \"model\", layer_size=12)`  \nTo test model:  \n`from jonze import test  \ntest(dataset = \"joint-nlu\", datasets_root = \"dataset\", models_root = \"model\", layer_size=12, batch_size=46)`  \n## Results\n\n### Snips Dataset:\n\n\n| Model      | Slot F1 | Intent accuracy | Semantic Accuracy |\n|------------|---------|-----------------|-------------------|\n| Baseline   | 84.30   | 96.57           | 66.43             |\n| Slot Gated | 83.5    | 95.57           | 66.85             |\n\n### Atis Dataset:\n\n| Model      | Slot F1 | Intent accuracy | Semantic Accuracy |\n|------------|---------|-----------------|-------------------|\n| Baseline   | 95.08   | 94.62           | 81.97             |\n| Slot Gated | 94.57   | 96.41           | 83.65             |\n\nP.S.  Sometimes Slot F1 might get stuck at zero during training, better weight intialization or training a few epochs only on slot loss can resolve the issue. \n\n\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/zeionara/jonze",
        "keywords": "",
        "license": "",
        "maintainer": "",
        "maintainer_email": "",
        "name": "jonze",
        "package_url": "https://pypi.org/project/jonze/",
        "platform": "",
        "project_url": "https://pypi.org/project/jonze/",
        "project_urls": {
            "Homepage": "https://github.com/zeionara/jonze"
        },
        "release_url": "https://pypi.org/project/jonze/0.0.20/",
        "requires_dist": null,
        "requires_python": ">=3.6",
        "summary": "Reusable Joint Slot and Intent Extraction implementation in Tensorflow2.0",
        "version": "0.0.20"
    },
    "last_serial": 5836583,
    "releases": {
        "0.0.19": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ba49ee2bd647e6d197a57df40b7046e4",
                    "sha256": "085bf211f6cf040e67f949b57e61aca7fcd1f3b3837903586262a51567a7cfeb"
                },
                "downloads": -1,
                "filename": "jonze-0.0.19-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "ba49ee2bd647e6d197a57df40b7046e4",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 20784,
                "upload_time": "2019-09-16T13:53:26",
                "url": "https://files.pythonhosted.org/packages/95/30/dec6644a1f9ff7932c5ddd5f900aa5d322d3fff6ae3a2627fe6faec2ca20/jonze-0.0.19-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "9962b93a1e0f4bacb346c0f3548354db",
                    "sha256": "dd76414b2aec90292189ff1860edff260fc35e2f54bdaf065455076865bb663e"
                },
                "downloads": -1,
                "filename": "jonze-0.0.19.tar.gz",
                "has_sig": false,
                "md5_digest": "9962b93a1e0f4bacb346c0f3548354db",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 8401,
                "upload_time": "2019-09-16T13:53:29",
                "url": "https://files.pythonhosted.org/packages/c4/13/b4a468089fe8f5d532ffc720bf6712f7a04f9f4997b5c53e5cb8694e4bbe/jonze-0.0.19.tar.gz"
            }
        ],
        "0.0.20": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "b945e383a7a512e7525ab27d3de896f2",
                    "sha256": "1757c8116664a342205b7f39ae5e68363501ebb16e174f947b8c87da78f2a1a6"
                },
                "downloads": -1,
                "filename": "jonze-0.0.20-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "b945e383a7a512e7525ab27d3de896f2",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 20907,
                "upload_time": "2019-09-16T14:36:38",
                "url": "https://files.pythonhosted.org/packages/36/8e/8479a019558abf8af1841e01300c3470a14a721fc96f93a0f3baf2f90f61/jonze-0.0.20-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "02b4e0fe7d85db5062586daf7987c53f",
                    "sha256": "fc81ebfc9c6a228427d853cfb72d6c34c939ed1e5d784086aa364b26f080d024"
                },
                "downloads": -1,
                "filename": "jonze-0.0.20.tar.gz",
                "has_sig": false,
                "md5_digest": "02b4e0fe7d85db5062586daf7987c53f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 8691,
                "upload_time": "2019-09-16T14:36:40",
                "url": "https://files.pythonhosted.org/packages/99/19/1b2c32bbbf96f95059ac8d2e2a310de9788975a6740b882bc9b61b9dc907/jonze-0.0.20.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "b945e383a7a512e7525ab27d3de896f2",
                "sha256": "1757c8116664a342205b7f39ae5e68363501ebb16e174f947b8c87da78f2a1a6"
            },
            "downloads": -1,
            "filename": "jonze-0.0.20-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "b945e383a7a512e7525ab27d3de896f2",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=3.6",
            "size": 20907,
            "upload_time": "2019-09-16T14:36:38",
            "url": "https://files.pythonhosted.org/packages/36/8e/8479a019558abf8af1841e01300c3470a14a721fc96f93a0f3baf2f90f61/jonze-0.0.20-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "02b4e0fe7d85db5062586daf7987c53f",
                "sha256": "fc81ebfc9c6a228427d853cfb72d6c34c939ed1e5d784086aa364b26f080d024"
            },
            "downloads": -1,
            "filename": "jonze-0.0.20.tar.gz",
            "has_sig": false,
            "md5_digest": "02b4e0fe7d85db5062586daf7987c53f",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=3.6",
            "size": 8691,
            "upload_time": "2019-09-16T14:36:40",
            "url": "https://files.pythonhosted.org/packages/99/19/1b2c32bbbf96f95059ac8d2e2a310de9788975a6740b882bc9b61b9dc907/jonze-0.0.20.tar.gz"
        }
    ]
}