{
    "info": {
        "author": "Uber AI Labs",
        "author_email": "",
        "bugtrack_url": null,
        "classifiers": [
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9",
            "Programming Language :: Python :: 3.10"
        ],
        "description": "# Funsor\n\nFunsor is a tensor-like library for functions and distributions.\n\nSee\n[Functional tensors for probabilistic programming](https://arxiv.org/abs/1910.10775)\nfor a system description.\n\n## Installing\n\n**Install using pip:**\n\nFunsor supports Python 3.7+.\n\n```sh\npip install funsor\n```\n\n**Install from source:**\n```sh\ngit clone git@github.com:pyro-ppl/funsor.git\ncd funsor\ngit checkout master\npip install .\n```\n\n## Using funsor\n\nFunsor can be used through a number of interfaces:\n\n-   Funsors can be used directly for probabilistic computations, using PyTorch\n    optimizers in a standard training loop. Start with these examples:\n    [discrete_hmm](examples/discrete_hmm.py),\n    [eeg_slds](examples/eeg_slds.py),\n    [kalman_filter](examples/kalman_filter.py),\n    [pcfg](examples/pcfg.py),\n    [sensor](examples/sensor.py),\n    [slds](examples/slds.py), and\n    [vae](examples/vae.py).\n-   Funsors can be used to implement custom inference algorithms within Pyro,\n    using custom elbo implementations in standard\n    [pyro.infer.SVI](http://docs.pyro.ai/en/stable/inference_algos.html#pyro.infer.svi.SVI)\n    training. See these examples:\n    [mixed_hmm](examples/mixed_hmm/model.py) and\n    [bart forecasting](https://github.com/pyro-ppl/sandbox/blob/master/2019-08-time-series/bart/forecast.py).\n-   [funsor.pyro](https://funsor.readthedocs.io/en/latest/pyro.html) provides a\n    number of Pyro-compatible (and PyTorch-compatible) distribution classes\n    that use funsors under the hood, as well\n    [utilities](https://funsor.readthedocs.io/en/latest/pyro.html#module-funsor.pyro.convert)\n    to convert between funsors and distributions.\n-   [funsor.minipyro](https://funsor.readthedocs.io/en/latest/minipyro.html)\n    provides a limited alternate backend for the Pyro probabilistic programming\n    language, and can perform some ELBO computations exactly.\n\n## Design\n\nSee [design doc](https://docs.google.com/document/d/1NVlfQnNQ0Aebg8vfIGcJKsnSqAhB4bbClQrb5dwm2OM). \n\nThe goal of this library is to generalize [Pyro](http://pyro.ai)'s delayed\ninference algorithms from discrete to continuous variables, and to create\nmachinery to enable partially delayed sampling compatible with universality. To\nachieve this goal this library makes three orthogonal design choices:\n\n1.  Open terms are objects. Funsors generalize the tensor interface\n    to also cover arbitrary functions of multiple variables (\"inputs\"), where\n    variables may be integers, real numbers, or real tensors. Function\n    evaluation / substitution is the basic operation, generalizing tensor\n    indexing.  This allows probability distributions to be first-class Funsors\n    and make use of existing tensor machinery, for example we can generalize\n    tensor contraction to computing analytic integrals in conjugate\n    probabilistic models.\n\n2.  Support nonstandard interpretation. Funsors support user-defined\n    interpretations, including, eager, lazy, mixed eager+lazy, memoized (like\n    opt\\_einsum's sharing), and approximate interpretations like Monte Carlo\n    approximations of integration operations (e.g. `.sum()` over a funsor\n    dimension).\n\n3.  Named dimensions. Substitution is the most basic operation of Funsors. To\n    avoid the difficulties of broadcasting and advanced indexing in\n    positionally-indexed tensor libraries, all Funsor dimensions are named.\n    Indexing uses the `.__call__()` method and can be interpreted as\n    substitution (with well-understood semantics).  Funsors are viewed as\n    algebraic expressions with one algebraic free variable per dimension. Each\n    dimension is either covariant (an output) or contravariant (an input).\n\nUsing `funsor` we can easily implement Pyro-style\n[delayed sampling](http://pyro.ai/examples/enumeration.html), roughly:\n\n```py\ntrace_log_prob = 0.\n\ndef pyro_sample(name, dist, obs=None):\n    assert isinstance(dist, Funsor)\n    if obs is not None:\n        value = obs\n    elif lazy:\n        # delayed sampling (like Pyro's parallel enumeration)\n        value = funsor.Variable(name, dist.support)\n    else:\n        value = dist.sample('value')[0]['value']\n\n    # save log_prob in trace\n    trace_log_prob += dist(value)\n\n    return value\n\n# ...later during inference...\nloss = -trace_log_prob.reduce(logaddexp)  # collapses delayed variables\n```\nSee [funsor/minipyro.py](funsor/minipyro.py) for complete implementation.\n\n## Related projects\n\n- Pyro's [ops.packed](https://github.com/uber/pyro/blob/dev/pyro/ops/packed.py),\n  [ops.einsum](https://github.com/uber/pyro/blob/dev/pyro/ops/einsum), and\n  [ops.contract](https://github.com/uber/pyro/blob/dev/pyro/ops/contract.py)\n- [Birch](https://birch-lang.org/)'s [delayed sampling](https://arxiv.org/abs/1708.07787)\n- [autoconj](https://arxiv.org/abs/1811.11926)\n- [dyna](http://www.cs.jhu.edu/~nwf/datalog20-paper.pdf)\n- [PSI solver](https://psisolver.org)\n- [Hakaru](https://hakaru-dev.github.io)\n- [sympy](https://www.sympy.org/en/index.html)\n- [namedtensor](https://github.com/harvardnlp/namedtensor)\n\n## Citation\n\nIf you use Funsor, please consider citing:\n```\n@article{obermeyer2019functional,\n  author = {Obermeyer, Fritz and Bingham, Eli and Jankowiak, Martin and\n            Phan, Du and Chen, Jonathan P},\n  title = {{Functional Tensors for Probabilistic Programming}},\n  journal = {arXiv preprint arXiv:1910.10775},\n  year = {2019}\n}\n```\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/pyro-ppl/funsor",
        "keywords": "probabilistic machine learning bayesian statistics pytorch jax",
        "license": "",
        "maintainer": "",
        "maintainer_email": "",
        "name": "funsor",
        "package_url": "https://pypi.org/project/funsor/",
        "platform": null,
        "project_url": "https://pypi.org/project/funsor/",
        "project_urls": {
            "Documentation": "https://funsor.pyro.ai",
            "Homepage": "https://github.com/pyro-ppl/funsor"
        },
        "release_url": "https://pypi.org/project/funsor/0.4.3/",
        "requires_dist": [
            "makefun",
            "multipledispatch",
            "numpy (>=1.7)",
            "opt-einsum (>=2.3.2)",
            "typing-extensions",
            "black ; extra == 'dev'",
            "flake8 ; extra == 'dev'",
            "isort (>=5.0) ; extra == 'dev'",
            "nbsphinx ; extra == 'dev'",
            "pandas ; extra == 'dev'",
            "pillow (==8.2.0) ; extra == 'dev'",
            "pytest (==4.3.1) ; extra == 'dev'",
            "pytest-xdist (==1.27.0) ; extra == 'dev'",
            "scipy ; extra == 'dev'",
            "sphinx (>=2.0) ; extra == 'dev'",
            "sphinx-gallery ; extra == 'dev'",
            "sphinx-rtd-theme ; extra == 'dev'",
            "torchvision (>=0.12.0) ; extra == 'dev'",
            "numpyro (>=0.7.0) ; extra == 'jax'",
            "jax (>=0.2.13) ; extra == 'jax'",
            "jaxlib (>=0.1.65) ; extra == 'jax'",
            "black ; extra == 'test'",
            "flake8 ; extra == 'test'",
            "isort (>=5.0) ; extra == 'test'",
            "pandas ; extra == 'test'",
            "pillow (==8.2.0) ; extra == 'test'",
            "pyro-api (>=0.1.2) ; extra == 'test'",
            "pytest (==4.3.1) ; extra == 'test'",
            "pytest-xdist (==1.27.0) ; extra == 'test'",
            "requests ; extra == 'test'",
            "scipy ; extra == 'test'",
            "torchvision (>=0.12.0) ; extra == 'test'",
            "pyro-ppl (>=1.8.0) ; extra == 'torch'",
            "torch (>=1.11.0) ; extra == 'torch'"
        ],
        "requires_python": ">=3.7",
        "summary": "A tensor-like library for functions and distributions",
        "version": "0.4.3",
        "yanked": false,
        "yanked_reason": null
    },
    "last_serial": 13239627,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "cce3b1fd1e332f3e33d21f9dfad7a591",
                    "sha256": "6a10d5133482fd764ebd8c172f6dcd885e4a16258590fa433b22bfed7eb99d2e"
                },
                "downloads": -1,
                "filename": "funsor-0.1.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "cce3b1fd1e332f3e33d21f9dfad7a591",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 95084,
                "upload_time": "2019-10-23T05:39:04",
                "upload_time_iso_8601": "2019-10-23T05:39:04.530573Z",
                "url": "https://files.pythonhosted.org/packages/a0/33/6ce0cdb1f63c66687c5cd28d61c5cbba745a53f9330924a9c3f61052f8dc/funsor-0.1.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "efdd58b97af3f99caa3bb6584688577d",
                    "sha256": "b01cdfe42976d7012ad9814350c487e40898988520a093d77f598dcd4d8d57a3"
                },
                "downloads": -1,
                "filename": "funsor-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "efdd58b97af3f99caa3bb6584688577d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 115525,
                "upload_time": "2019-10-23T05:39:07",
                "upload_time_iso_8601": "2019-10-23T05:39:07.010782Z",
                "url": "https://files.pythonhosted.org/packages/86/8c/188d09fb911077276597c869be573908d68b8180cb25ed5df3bc2fa44b1e/funsor-0.1.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8e8fb3a95005dd1bf3fec2117171e09b",
                    "sha256": "c32ff4fa06f7810bcbae63f5e2bee2d8e1fedea72206823155866fe92d082473"
                },
                "downloads": -1,
                "filename": "funsor-0.1.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "8e8fb3a95005dd1bf3fec2117171e09b",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 95077,
                "upload_time": "2019-10-23T16:31:05",
                "upload_time_iso_8601": "2019-10-23T16:31:05.891021Z",
                "url": "https://files.pythonhosted.org/packages/78/44/67d122f15d17c194e99e3b7d5bc23efe52e401d3bc83ae81f827676cdb78/funsor-0.1.1-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "ac4d4a6f4b5efaf1544026d626a5fa9a",
                    "sha256": "fc94f1ea8ec1e842fbcfa134cc19949e59da26141edcd03eea0eb5afba5367a2"
                },
                "downloads": -1,
                "filename": "funsor-0.1.1.tar.gz",
                "has_sig": false,
                "md5_digest": "ac4d4a6f4b5efaf1544026d626a5fa9a",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 115537,
                "upload_time": "2019-10-23T16:31:07",
                "upload_time_iso_8601": "2019-10-23T16:31:07.536991Z",
                "url": "https://files.pythonhosted.org/packages/ea/b1/8131f61b1590b0140e10d1e4ea88d87669e7e27df3b8f14af34880bb0928/funsor-0.1.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "3594142ec93f213e104bcfc3ad54ce42",
                    "sha256": "791cc4c06e88b662d647e12a7f6bbac8e07ff32cfd65ae548e3270a9ac247a1d"
                },
                "downloads": -1,
                "filename": "funsor-0.1.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "3594142ec93f213e104bcfc3ad54ce42",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 95083,
                "upload_time": "2019-10-23T20:10:55",
                "upload_time_iso_8601": "2019-10-23T20:10:55.410061Z",
                "url": "https://files.pythonhosted.org/packages/0b/a1/f4af75e8d8972829bacc678bb9ea63d41aaee5ee74147bfcb19ac3886ce9/funsor-0.1.2-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c18d7a0e6fea22714974030debeb73d0",
                    "sha256": "90cf2e85b8d164d8512d63633ba8a908d9544b80dae07d75b31974c39930abcb"
                },
                "downloads": -1,
                "filename": "funsor-0.1.2.tar.gz",
                "has_sig": false,
                "md5_digest": "c18d7a0e6fea22714974030debeb73d0",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 115590,
                "upload_time": "2019-10-23T20:10:56",
                "upload_time_iso_8601": "2019-10-23T20:10:56.961694Z",
                "url": "https://files.pythonhosted.org/packages/65/3c/7409f1cd07797ba0f059127535c5f8288c14acfaf508ef90643b92cb92c0/funsor-0.1.2.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "2e4710527b775a765a45193ef9b85507",
                    "sha256": "c8f853f40c493da06cedea8180a724f230f5ddb857e833d0f5d78734a33728ba"
                },
                "downloads": -1,
                "filename": "funsor-0.2.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "2e4710527b775a765a45193ef9b85507",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.5",
                "size": 114994,
                "upload_time": "2020-07-27T05:19:47",
                "upload_time_iso_8601": "2020-07-27T05:19:47.445132Z",
                "url": "https://files.pythonhosted.org/packages/c6/e9/31b9c75828a0d19c75c6bacf02ecb06ac0f4fcf296faa53cc148b495b667/funsor-0.2.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "266e97e8dfbf652e821363d487546c00",
                    "sha256": "d71160cf8903a0a0aee9d9091f38789d9af2899e1ab90ed96d3f5c5160970b5a"
                },
                "downloads": -1,
                "filename": "funsor-0.2.0.tar.gz",
                "has_sig": false,
                "md5_digest": "266e97e8dfbf652e821363d487546c00",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.5",
                "size": 134383,
                "upload_time": "2020-07-27T05:19:48",
                "upload_time_iso_8601": "2020-07-27T05:19:48.959301Z",
                "url": "https://files.pythonhosted.org/packages/a0/07/1ff0a6a39a9b1014376c6c03ba16cbbc609e2d1ff0f5a96657b674e64c26/funsor-0.2.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.3.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "3a061b53f3d3fe6802cb8be460cec283",
                    "sha256": "64e84e7b905625c49971ec52474a9757301e6c6586eb73a9974c3b574b5170ae"
                },
                "downloads": -1,
                "filename": "funsor-0.3.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "3a061b53f3d3fe6802cb8be460cec283",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 122929,
                "upload_time": "2020-10-15T15:54:49",
                "upload_time_iso_8601": "2020-10-15T15:54:49.890576Z",
                "url": "https://files.pythonhosted.org/packages/39/1c/d097199e82dbce3f709f9d5cf38b5948eef7544eee1608017232a3f7a2ff/funsor-0.3.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "30dbb1e20ff874db96e3c8eed5c8e5f5",
                    "sha256": "b25f55db682cc974bf4b0e6cf7b10242a04f369df3d48c4312d586d9a152643e"
                },
                "downloads": -1,
                "filename": "funsor-0.3.0.tar.gz",
                "has_sig": false,
                "md5_digest": "30dbb1e20ff874db96e3c8eed5c8e5f5",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 140214,
                "upload_time": "2020-10-15T15:54:51",
                "upload_time_iso_8601": "2020-10-15T15:54:51.489841Z",
                "url": "https://files.pythonhosted.org/packages/3c/ff/feb00acf96ec6203cae9ae40b08482acdcbd8fb42bcd33b88b45e59d6405/funsor-0.3.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8f2e2408ac94b3cbee8eda6d685f88dd",
                    "sha256": "c12bdcb648277a767e32812e1a613f6bdae358fbb35d06413b3aa5e17aa25342"
                },
                "downloads": -1,
                "filename": "funsor-0.4.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "8f2e2408ac94b3cbee8eda6d685f88dd",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 129944,
                "upload_time": "2021-01-24T17:26:50",
                "upload_time_iso_8601": "2021-01-24T17:26:50.845225Z",
                "url": "https://files.pythonhosted.org/packages/b7/b1/6e49f70ed8ad5fa9043b47bf85595ec40bf2a8fdd280e06977de0324a408/funsor-0.4.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "4a5e543ebefb7e959229b9e0d1a55875",
                    "sha256": "f5e6f5d39ef5150413175ef4bd610c0a594a8bd30881c502b1e0d01b28e0b066"
                },
                "downloads": -1,
                "filename": "funsor-0.4.0.tar.gz",
                "has_sig": false,
                "md5_digest": "4a5e543ebefb7e959229b9e0d1a55875",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 157672,
                "upload_time": "2021-01-24T17:26:52",
                "upload_time_iso_8601": "2021-01-24T17:26:52.416744Z",
                "url": "https://files.pythonhosted.org/packages/d8/7c/c82fb7722b212e89438e52c3c4c50c2068c66d7a8ac17080dba0f3af6d70/funsor-0.4.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "276cd56193c2059a230efe1566e8ea44",
                    "sha256": "8b6293a029af5e3f7785ef08848ca33720921473e931dd686d599b9c0cef8c48"
                },
                "downloads": -1,
                "filename": "funsor-0.4.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "276cd56193c2059a230efe1566e8ea44",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 154683,
                "upload_time": "2021-07-02T04:09:26",
                "upload_time_iso_8601": "2021-07-02T04:09:26.774819Z",
                "url": "https://files.pythonhosted.org/packages/fb/68/dfe3bb6196c1193d9d2528b01b0b762a8b1701d6e9a717116f8b56faf6c3/funsor-0.4.1-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "eb524df7ebd28a90cd114d432eaaea03",
                    "sha256": "3f85c19156c03b47a32122c7099cd44eb1fa8a8ab6385f08f397414c2e30de34"
                },
                "downloads": -1,
                "filename": "funsor-0.4.1.tar.gz",
                "has_sig": false,
                "md5_digest": "eb524df7ebd28a90cd114d432eaaea03",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 190141,
                "upload_time": "2021-07-02T04:09:28",
                "upload_time_iso_8601": "2021-07-02T04:09:28.756763Z",
                "url": "https://files.pythonhosted.org/packages/bd/dc/71e76c05b9c367656c86d9f512b37278695123804033b273c4978b6b9934/funsor-0.4.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "2f6e0154a7fb72abc30ef07ff7c2f591",
                    "sha256": "f5562640c263006919f60d6a62b760ed3e68d0c23a21992d6c9aa11d23eca7f7"
                },
                "downloads": -1,
                "filename": "funsor-0.4.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "2f6e0154a7fb72abc30ef07ff7c2f591",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.6",
                "size": 174112,
                "upload_time": "2021-12-13T22:27:14",
                "upload_time_iso_8601": "2021-12-13T22:27:14.668626Z",
                "url": "https://files.pythonhosted.org/packages/78/43/3d797ceab29c45b5593d27edab628c277ff04834c56bf272f33de5175a80/funsor-0.4.2-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c20ba130849b0a39cdabe6a5e8e489d9",
                    "sha256": "7a845db68237e1b6b8250cb2084810c4c5335d2e8996e6eecd4b88c008b72851"
                },
                "downloads": -1,
                "filename": "funsor-0.4.2.tar.gz",
                "has_sig": false,
                "md5_digest": "c20ba130849b0a39cdabe6a5e8e489d9",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.6",
                "size": 214040,
                "upload_time": "2021-12-13T22:27:16",
                "upload_time_iso_8601": "2021-12-13T22:27:16.597050Z",
                "url": "https://files.pythonhosted.org/packages/ed/4c/19988d52efb91046336ec6e8810643f263c51f5a69fffbdc4fce3d2398bf/funsor-0.4.2.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "327ee0f08a1be62955cb2c1ab32d4325",
                    "sha256": "4a47e46e502b1e9c0645e0ac092eefac9929070e9cd2c6c7efb0b2325123d4c0"
                },
                "downloads": -1,
                "filename": "funsor-0.4.3-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "327ee0f08a1be62955cb2c1ab32d4325",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 174839,
                "upload_time": "2022-03-21T15:16:11",
                "upload_time_iso_8601": "2022-03-21T15:16:11.131326Z",
                "url": "https://files.pythonhosted.org/packages/4e/3f/d0af61beef23cabb43cdcefd7d7ce595baa6e1e575e3013cafe4e8c4ad0c/funsor-0.4.3-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "997f480a4fc338d650ca676783d24721",
                    "sha256": "d6b58ab42c64de96917664424e107e9f0e8414121f1ab1d76dbe87d23ce9c68e"
                },
                "downloads": -1,
                "filename": "funsor-0.4.3.tar.gz",
                "has_sig": false,
                "md5_digest": "997f480a4fc338d650ca676783d24721",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 219023,
                "upload_time": "2022-03-21T15:16:13",
                "upload_time_iso_8601": "2022-03-21T15:16:13.226431Z",
                "url": "https://files.pythonhosted.org/packages/ca/9a/dc6c08cda5264d66b38d6e0b5701f35ec735b09842afa11214feb7c6b03d/funsor-0.4.3.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "327ee0f08a1be62955cb2c1ab32d4325",
                "sha256": "4a47e46e502b1e9c0645e0ac092eefac9929070e9cd2c6c7efb0b2325123d4c0"
            },
            "downloads": -1,
            "filename": "funsor-0.4.3-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "327ee0f08a1be62955cb2c1ab32d4325",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=3.7",
            "size": 174839,
            "upload_time": "2022-03-21T15:16:11",
            "upload_time_iso_8601": "2022-03-21T15:16:11.131326Z",
            "url": "https://files.pythonhosted.org/packages/4e/3f/d0af61beef23cabb43cdcefd7d7ce595baa6e1e575e3013cafe4e8c4ad0c/funsor-0.4.3-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "997f480a4fc338d650ca676783d24721",
                "sha256": "d6b58ab42c64de96917664424e107e9f0e8414121f1ab1d76dbe87d23ce9c68e"
            },
            "downloads": -1,
            "filename": "funsor-0.4.3.tar.gz",
            "has_sig": false,
            "md5_digest": "997f480a4fc338d650ca676783d24721",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=3.7",
            "size": 219023,
            "upload_time": "2022-03-21T15:16:13",
            "upload_time_iso_8601": "2022-03-21T15:16:13.226431Z",
            "url": "https://files.pythonhosted.org/packages/ca/9a/dc6c08cda5264d66b38d6e0b5701f35ec735b09842afa11214feb7c6b03d/funsor-0.4.3.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "vulnerabilities": []
}