fasttreeshap


Namefasttreeshap JSON
Version 0.1.6 PyPI version JSON
download
home_pagehttp://github.com/linkedin/fasttreeshap
SummaryA fast implementation of TreeSHAP algorithm.
upload_time2023-06-26 03:57:16
maintainer
docs_urlNone
authorJilei Yang
requires_python
licenseBSD 2-CLAUSE
keywords
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI
coveralls test coverage No coveralls.
            FastTreeSHAP package implements two new algorithms FastTreeSHAP v1 and FastTreeSHAP v2, to improve the computational efficiency of TreeSHAP for large datasets. In practice FastTreeSHAP v1 is 1.5x faster than TreeSHAP while keeping the memory cost unchanged, and FastTreeSHAP v2 is 2.5x faster than TreeSHAP at the cost of a slightly higher memory usage.

            

Raw data

            {
    "_id": null,
    "home_page": "http://github.com/linkedin/fasttreeshap",
    "name": "fasttreeshap",
    "maintainer": "",
    "docs_url": null,
    "requires_python": "",
    "maintainer_email": "",
    "keywords": "",
    "author": "Jilei Yang",
    "author_email": "jlyang0712@gmail.com",
    "download_url": "https://files.pythonhosted.org/packages/f5/36/aeb5fa0bfb02d285017f0db75be5fe9e293f2496ad8420862c4f05e98050/fasttreeshap-0.1.6.tar.gz",
    "platform": null,
    "description": "FastTreeSHAP package implements two new algorithms FastTreeSHAP v1 and FastTreeSHAP v2, to improve the computational efficiency of TreeSHAP for large datasets. In practice FastTreeSHAP v1 is 1.5x faster than TreeSHAP while keeping the memory cost unchanged, and FastTreeSHAP v2 is 2.5x faster than TreeSHAP at the cost of a slightly higher memory usage.\n",
    "bugtrack_url": null,
    "license": "BSD 2-CLAUSE",
    "summary": "A fast implementation of TreeSHAP algorithm.",
    "version": "0.1.6",
    "project_urls": {
        "Homepage": "http://github.com/linkedin/fasttreeshap"
    },
    "split_keywords": [],
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "25b48280aa1d54f678bff890350e4f666db874eb3fb13b0a6e4a098cdc5367de",
                "md5": "97fbbc364684f7199199e7ed8ed704c9",
                "sha256": "39c69cbaddba20376a5978a104efac1406e9a27ed3bb0651c7f6b2154e8cca49"
            },
            "downloads": -1,
            "filename": "fasttreeshap-0.1.6-cp39-cp39-macosx_12_0_x86_64.whl",
            "has_sig": false,
            "md5_digest": "97fbbc364684f7199199e7ed8ed704c9",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 339057,
            "upload_time": "2023-06-26T03:57:13",
            "upload_time_iso_8601": "2023-06-26T03:57:13.991295Z",
            "url": "https://files.pythonhosted.org/packages/25/b4/8280aa1d54f678bff890350e4f666db874eb3fb13b0a6e4a098cdc5367de/fasttreeshap-0.1.6-cp39-cp39-macosx_12_0_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "f536aeb5fa0bfb02d285017f0db75be5fe9e293f2496ad8420862c4f05e98050",
                "md5": "8970bc529e4650e7d4686a8e6a93eb8a",
                "sha256": "96b31e1451bef54faaa996b3d9090df8b11c7a3d49892765913ba491ed5e4c5c"
            },
            "downloads": -1,
            "filename": "fasttreeshap-0.1.6.tar.gz",
            "has_sig": false,
            "md5_digest": "8970bc529e4650e7d4686a8e6a93eb8a",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 287029,
            "upload_time": "2023-06-26T03:57:16",
            "upload_time_iso_8601": "2023-06-26T03:57:16.100236Z",
            "url": "https://files.pythonhosted.org/packages/f5/36/aeb5fa0bfb02d285017f0db75be5fe9e293f2496ad8420862c4f05e98050/fasttreeshap-0.1.6.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2023-06-26 03:57:16",
    "github": true,
    "gitlab": false,
    "bitbucket": false,
    "codeberg": false,
    "github_user": "linkedin",
    "github_project": "fasttreeshap",
    "travis_ci": true,
    "coveralls": false,
    "github_actions": false,
    "appveyor": true,
    "requirements": [],
    "lcname": "fasttreeshap"
}
        
Elapsed time: 0.08668s