fastmat


Namefastmat JSON
Version 0.2.2.post0 PyPI version JSON
download
home_pagehttps://ems-tu-ilmenau.github.io/fastmat/
Summaryfast linear transforms in Python
upload_time2024-04-01 13:52:10
maintainerNone
docs_urlNone
authorChristoph Wagner, Sebastian Semper, EMS group TU Ilmenau
requires_pythonNone
licenseApache Software License
keywords linear transforms efficient algorithms mathematics
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            # fastmat
[![Version](https://img.shields.io/pypi/v/fastmat.svg)](https://pypi.python.org/pypi/fastmat)
[![Status](https://img.shields.io/pypi/status/fastmat.svg)](https://pypi.python.org/pypi/fastmat)
[![fastmat](https://img.shields.io/pypi/dm/fastmat.svg)](https://pypi.python.org/pypi/fastmat)
[![Python wheels](https://img.shields.io/pypi/wheel/fastmat.svg)](https://pypi.python.org/pypi/fastmat)

[![License](https://img.shields.io/pypi/l/fastmat.svg)](https://pypi.python.org/pypi/fastmat)
[![Python versions](https://img.shields.io/pypi/pyversions/fastmat.svg)](https://pypi.python.org/pypi/fastmat)

[![Implementation](https://img.shields.io/pypi/implementation/fastmat.svg)](https://pypi.python.org/pypi/fastmat)
[![Coverage Status](https://coveralls.io/repos/github/EMS-TU-Ilmenau/fastmat/badge.svg?branch=master)](https://coveralls.io/github/EMS-TU-Ilmenau/fastmat?branch=master)
[![GitHub issues](https://img.shields.io/github/issues/EMS-TU-Ilmenau/fastmat.svg)](https://github.com/EMS-TU-Ilmenau/fastmat/issues)
[![Documentation Status](https://readthedocs.org/projects/fastmat/badge/?version=latest)](http://fastmat.readthedocs.io/en/latest/?badge=latest)

## Description
Scientific computing requires handling large composed or structured matrices.
Fastmat is a framework for handling large composed or structured matrices.
It allows expressing and using them in a mathematically intuitive way while
storing and handling them internally in an efficient way. This approach allows
huge savings in computational time and memory requirements compared to using
dense matrix representations.

### Dependencies
- Python 2.7, Python >=3.5
- Numpy >= 1.16.3
- Scipy >= 1.0
- Cython >= 0.29
- soft dependencies:
    - matplotlib: for demos and tools that make use of plotting functions

### Distribution
Binary wheels are provided for Python >=3.5 for linux, windows and mac, as well as for x86 and ARM architectures.

For all systems, for which no wheels are provided, you may still install fastmat from the soruce distribution.

### Authors & Contact Information
- Sebastian Semper | sebastian.semper@tu-ilmenau.de
  Technische Universität Ilmenau, Institute for Mathematics, EMS Group
- Christoph Wagner | christoph.wagner@tu-ilmenau.de
  Technische Universität Ilmenau, Institute for Information Technology, EMS Group
- **<https://www.tu-ilmenau.de/it-ems/>**

## Citation / Acknowledgements
If you use fastmat, or parts of it, for commercial purposes you are required
to acknowledge the use of fastmat visibly to all users of your work and put a
reference to the project and the EMS Group at TU Ilmenau.

If you use fastmat for your scientific work you are required to mention the
EMS Group at TU Ilmenau and cite the following publication affiliated with the
project:
 > Christoph W. Wagner and Sebastian Semper and Jan Kirchhof, _fastmat: Efficient linear transforms in Python_,
 > SoftwareX, 2022, https://doi.org/10.1016/j.softx.2022.101013
 >

```
    @article{Wagner_2022,
        doi = {10.1016/j.softx.2022.101013},
        url = {https://doi.org/10.1016%2Fj.softx.2022.101013},
        year = {2022},
        month = {jun},
        publisher = {Elsevier {BV}},
        volume = {18},
        pages = {101013},
        author = {Christoph W. Wagner and Sebastian Semper and Jan Kirchhof},
        title = {fastmat: Efficient linear transforms in Python},
        journal = {{SoftwareX}}
    } 
```

- **<https://www.tu-ilmenau.de/it-ems/>**

## Installation
fastmat currently supports Linux, Windows and Mac OS. Lately it also has been
seen on ARM cores coming in a Xilinx ZYNQ FPGA SoC shell. We encourage you to
go ahead trying other platforms as the aforementioned as well and are very
happy if you share your experience with us, allowing us to keep the list
updated.

### Installing with pip:

fastmat is included in the Python Package Index (PyPI) and can be installed
from the commandline by running one easy and straightforward command:
    `pip install fastmat`

When installing with pip all dependencies of the package will be installed
along. With release 0.1.1 python wheels will be offered for many versions
greatly improving installation time and effort.

#### Bulding from source

Building binaries has been developed and tested for the use

### Manually installing from source
- download the source distribution from our github repository:
    https://github.com/EMS-TU-Ilmenau/fastmat/archive/stable.zip
- unpack its contents and navigate to the project root directory
- run `pip install .` to install fastmat on your computer
- you may also install fastmat without pip, using the offered makefile:
    * type `make install` to install fastmat on your computer
    * If you intend to install the package locally for your user type
      `make install MODE=--user` instead
    * You may add a version specifier for all `make` targets that directly or indirectly invoke Python:
      `make install PYTHON=python2`
      `make compile PYTHON=python3`
    * If you only would like to compile the package to use it from this local
      directory without installing it, type `make compile`
    * An uninstallation of a previously run `make install`is possible, provided the installation log file `setup.files` has been preserved
      Invoking `make uninstall` without a local `setup.files` causes another installation for generating the setup file log prior to uninstalling
- **NOTE: Windows users**
  If you intent on building fastmat from source on a windows platform, make sure you have installed a c compiler environment and make interpreter. One way to accomplish this is to install these tools for Python 2.7 (you may also chose different ones, of course):
    * Intel Distribution for Python 2.7
    * Microsoft Visual C++ Compiler 9.0 for Python 2.7
    * GNU make for Windows 3.81 or newer
    * depending on your system: The relevant header files

## Demos
Feel free to have a look at the demos in the `demo/` directory of the source
distribution. Please make sure to have fastmat already installed when running
these.

Please note that the edgeDetect demo requires the Python Imaging Library (PIL)
installed and the SAFT demos do compile a cython-core of a user defined matrix
class beforehand thus having a delaying the first time they're executed.

## Documentation / HELP !
Please have a look at the documentation, which is included in the source
distribution at github or may be built locally on your machine by running
    `make doc`

If you experience any trouble please do not hesitate to contact us or to open
an issue on our github projectpage: https://github.com/EMS-TU-Ilmenau/fastmat

### FAQ

Please check out our project documentation at [readthedocs](https://fastmat.readthedocs.io/).

#### Windows: Installation fails with various "file not found" errors
Often, this is caused by missing header files. Unfortunately windows ships
without a c-compiler and the header files necessary to compile native binary
code. If you use the Intel Distribution for Python this can be resolved by
installing the Visual Studio Build tools with the version as recommended by
the version of the Intel Distribution for Python that you are using.

#### Issue not resolved yet?
Please contact us or leave your bug report in the *issue* section. Thank You!

            

Raw data

            {
    "_id": null,
    "home_page": "https://ems-tu-ilmenau.github.io/fastmat/",
    "name": "fastmat",
    "maintainer": null,
    "docs_url": null,
    "requires_python": null,
    "maintainer_email": null,
    "keywords": "linear transforms efficient algorithms mathematics",
    "author": "Christoph Wagner, Sebastian Semper, EMS group TU Ilmenau",
    "author_email": "christoph.wagner@tu-ilmenau.de",
    "download_url": "https://files.pythonhosted.org/packages/2f/7e/f275aac0093a9cca893a5b8c367c4754cf41dcc8eb046ea83a68be0a9ab0/fastmat-0.2.2.post0.tar.gz",
    "platform": null,
    "description": "# fastmat\n[![Version](https://img.shields.io/pypi/v/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n[![Status](https://img.shields.io/pypi/status/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n[![fastmat](https://img.shields.io/pypi/dm/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n[![Python wheels](https://img.shields.io/pypi/wheel/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n\n[![License](https://img.shields.io/pypi/l/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n[![Python versions](https://img.shields.io/pypi/pyversions/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n\n[![Implementation](https://img.shields.io/pypi/implementation/fastmat.svg)](https://pypi.python.org/pypi/fastmat)\n[![Coverage Status](https://coveralls.io/repos/github/EMS-TU-Ilmenau/fastmat/badge.svg?branch=master)](https://coveralls.io/github/EMS-TU-Ilmenau/fastmat?branch=master)\n[![GitHub issues](https://img.shields.io/github/issues/EMS-TU-Ilmenau/fastmat.svg)](https://github.com/EMS-TU-Ilmenau/fastmat/issues)\n[![Documentation Status](https://readthedocs.org/projects/fastmat/badge/?version=latest)](http://fastmat.readthedocs.io/en/latest/?badge=latest)\n\n## Description\nScientific computing requires handling large composed or structured matrices.\nFastmat is a framework for handling large composed or structured matrices.\nIt allows expressing and using them in a mathematically intuitive way while\nstoring and handling them internally in an efficient way. This approach allows\nhuge savings in computational time and memory requirements compared to using\ndense matrix representations.\n\n### Dependencies\n- Python 2.7, Python >=3.5\n- Numpy >= 1.16.3\n- Scipy >= 1.0\n- Cython >= 0.29\n- soft dependencies:\n    - matplotlib: for demos and tools that make use of plotting functions\n\n### Distribution\nBinary wheels are provided for Python >=3.5 for linux, windows and mac, as well as for x86 and ARM architectures.\n\nFor all systems, for which no wheels are provided, you may still install fastmat from the soruce distribution.\n\n### Authors & Contact Information\n- Sebastian Semper | sebastian.semper@tu-ilmenau.de\n  Technische Universit\u00e4t Ilmenau, Institute for Mathematics, EMS Group\n- Christoph Wagner | christoph.wagner@tu-ilmenau.de\n  Technische Universit\u00e4t Ilmenau, Institute for Information Technology, EMS Group\n- **<https://www.tu-ilmenau.de/it-ems/>**\n\n## Citation / Acknowledgements\nIf you use fastmat, or parts of it, for commercial purposes you are required\nto acknowledge the use of fastmat visibly to all users of your work and put a\nreference to the project and the EMS Group at TU Ilmenau.\n\nIf you use fastmat for your scientific work you are required to mention the\nEMS Group at TU Ilmenau and cite the following publication affiliated with the\nproject:\n > Christoph W. Wagner and Sebastian Semper and Jan Kirchhof, _fastmat: Efficient linear transforms in Python_,\n > SoftwareX, 2022, https://doi.org/10.1016/j.softx.2022.101013\n >\n\n```\n    @article{Wagner_2022,\n        doi = {10.1016/j.softx.2022.101013},\n        url = {https://doi.org/10.1016%2Fj.softx.2022.101013},\n        year = {2022},\n        month = {jun},\n        publisher = {Elsevier {BV}},\n        volume = {18},\n        pages = {101013},\n        author = {Christoph W. Wagner and Sebastian Semper and Jan Kirchhof},\n        title = {fastmat: Efficient linear transforms in Python},\n        journal = {{SoftwareX}}\n    } \n```\n\n- **<https://www.tu-ilmenau.de/it-ems/>**\n\n## Installation\nfastmat currently supports Linux, Windows and Mac OS. Lately it also has been\nseen on ARM cores coming in a Xilinx ZYNQ FPGA SoC shell. We encourage you to\ngo ahead trying other platforms as the aforementioned as well and are very\nhappy if you share your experience with us, allowing us to keep the list\nupdated.\n\n### Installing with pip:\n\nfastmat is included in the Python Package Index (PyPI) and can be installed\nfrom the commandline by running one easy and straightforward command:\n    `pip install fastmat`\n\nWhen installing with pip all dependencies of the package will be installed\nalong. With release 0.1.1 python wheels will be offered for many versions\ngreatly improving installation time and effort.\n\n#### Bulding from source\n\nBuilding binaries has been developed and tested for the use\n\n### Manually installing from source\n- download the source distribution from our github repository:\n    https://github.com/EMS-TU-Ilmenau/fastmat/archive/stable.zip\n- unpack its contents and navigate to the project root directory\n- run `pip install .` to install fastmat on your computer\n- you may also install fastmat without pip, using the offered makefile:\n    * type `make install` to install fastmat on your computer\n    * If you intend to install the package locally for your user type\n      `make install MODE=--user` instead\n    * You may add a version specifier for all `make` targets that directly or indirectly invoke Python:\n      `make install PYTHON=python2`\n      `make compile PYTHON=python3`\n    * If you only would like to compile the package to use it from this local\n      directory without installing it, type `make compile`\n    * An uninstallation of a previously run `make install`is possible, provided the installation log file `setup.files` has been preserved\n      Invoking `make uninstall` without a local `setup.files` causes another installation for generating the setup file log prior to uninstalling\n- **NOTE: Windows users**\n  If you intent on building fastmat from source on a windows platform, make sure you have installed a c compiler environment and make interpreter. One way to accomplish this is to install these tools for Python 2.7 (you may also chose different ones, of course):\n    * Intel Distribution for Python 2.7\n    * Microsoft Visual C++ Compiler 9.0 for Python 2.7\n    * GNU make for Windows 3.81 or newer\n    * depending on your system: The relevant header files\n\n## Demos\nFeel free to have a look at the demos in the `demo/` directory of the source\ndistribution. Please make sure to have fastmat already installed when running\nthese.\n\nPlease note that the edgeDetect demo requires the Python Imaging Library (PIL)\ninstalled and the SAFT demos do compile a cython-core of a user defined matrix\nclass beforehand thus having a delaying the first time they're executed.\n\n## Documentation / HELP !\nPlease have a look at the documentation, which is included in the source\ndistribution at github or may be built locally on your machine by running\n    `make doc`\n\nIf you experience any trouble please do not hesitate to contact us or to open\nan issue on our github projectpage: https://github.com/EMS-TU-Ilmenau/fastmat\n\n### FAQ\n\nPlease check out our project documentation at [readthedocs](https://fastmat.readthedocs.io/).\n\n#### Windows: Installation fails with various \"file not found\" errors\nOften, this is caused by missing header files. Unfortunately windows ships\nwithout a c-compiler and the header files necessary to compile native binary\ncode. If you use the Intel Distribution for Python this can be resolved by\ninstalling the Visual Studio Build tools with the version as recommended by\nthe version of the Intel Distribution for Python that you are using.\n\n#### Issue not resolved yet?\nPlease contact us or leave your bug report in the *issue* section. Thank You!\n",
    "bugtrack_url": null,
    "license": "Apache Software License",
    "summary": "fast linear transforms in Python",
    "version": "0.2.2.post0",
    "project_urls": {
        "Homepage": "https://ems-tu-ilmenau.github.io/fastmat/"
    },
    "split_keywords": [
        "linear",
        "transforms",
        "efficient",
        "algorithms",
        "mathematics"
    ],
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "b050dccd9837bd2c1b33ff75b6211a6881af7953b478a00b14320eb8a32df373",
                "md5": "f617c42e563013498951e844bf2280c4",
                "sha256": "aa571b0ef294f41a630b07e1d83f6ddb69821a035892b2bd4b50430b7a1342c6"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp310-cp310-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "f617c42e563013498951e844bf2280c4",
            "packagetype": "bdist_wheel",
            "python_version": "cp310",
            "requires_python": null,
            "size": 2431375,
            "upload_time": "2024-04-01T13:48:17",
            "upload_time_iso_8601": "2024-04-01T13:48:17.005237Z",
            "url": "https://files.pythonhosted.org/packages/b0/50/dccd9837bd2c1b33ff75b6211a6881af7953b478a00b14320eb8a32df373/fastmat-0.2.2.post0-cp310-cp310-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "0821516e73c99ff74b8305331e2d3ac3b75e595168f68adbd406cf1e255cb626",
                "md5": "211772b4bc341061141a5eae6edc48f5",
                "sha256": "9809275a7147285a63cbf61cd47b7f7af622bed23c455015d3c4c2d6f9f123d6"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp310-cp310-macosx_11_0_arm64.whl",
            "has_sig": false,
            "md5_digest": "211772b4bc341061141a5eae6edc48f5",
            "packagetype": "bdist_wheel",
            "python_version": "cp310",
            "requires_python": null,
            "size": 2218512,
            "upload_time": "2024-04-01T13:48:20",
            "upload_time_iso_8601": "2024-04-01T13:48:20.675165Z",
            "url": "https://files.pythonhosted.org/packages/08/21/516e73c99ff74b8305331e2d3ac3b75e595168f68adbd406cf1e255cb626/fastmat-0.2.2.post0-cp310-cp310-macosx_11_0_arm64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "f4adb87f2fe9e5a225d7b674eb1fba760c0114a2fefc27384d3b6568b6b74051",
                "md5": "3e991299340585d0e782d7e5e1fb9b55",
                "sha256": "ca6340923fc117fab19204dc572af41423806927a8b7f48dd13f56653524950f"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
            "has_sig": false,
            "md5_digest": "3e991299340585d0e782d7e5e1fb9b55",
            "packagetype": "bdist_wheel",
            "python_version": "cp310",
            "requires_python": null,
            "size": 2903301,
            "upload_time": "2024-04-01T13:48:25",
            "upload_time_iso_8601": "2024-04-01T13:48:25.546362Z",
            "url": "https://files.pythonhosted.org/packages/f4/ad/b87f2fe9e5a225d7b674eb1fba760c0114a2fefc27384d3b6568b6b74051/fastmat-0.2.2.post0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "fe4dc4151b8d14250b935f6bf656c8db403930bff04283f68d16f4e3c9d5dccb",
                "md5": "302ba63a62334afb7c268a1e946d85b3",
                "sha256": "0003a549d79d802653bdad8999fcc3c3cc7fa6a8131b83c3fd210e93553f2f83"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp310-cp310-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "302ba63a62334afb7c268a1e946d85b3",
            "packagetype": "bdist_wheel",
            "python_version": "cp310",
            "requires_python": null,
            "size": 1946846,
            "upload_time": "2024-04-01T13:48:28",
            "upload_time_iso_8601": "2024-04-01T13:48:28.665717Z",
            "url": "https://files.pythonhosted.org/packages/fe/4d/c4151b8d14250b935f6bf656c8db403930bff04283f68d16f4e3c9d5dccb/fastmat-0.2.2.post0-cp310-cp310-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "1c17998ce2f3b50df0ff4ecf204a1292374128edcfd7249f9ba320fef0f81873",
                "md5": "db2f3c58d12c971e3b7c31c89e372e35",
                "sha256": "41353b3346a0cae20d92b4f2721693a704b9c8eb83a448ff1be526fc30095e88"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp311-cp311-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "db2f3c58d12c971e3b7c31c89e372e35",
            "packagetype": "bdist_wheel",
            "python_version": "cp311",
            "requires_python": null,
            "size": 2428429,
            "upload_time": "2024-04-01T13:48:32",
            "upload_time_iso_8601": "2024-04-01T13:48:32.074684Z",
            "url": "https://files.pythonhosted.org/packages/1c/17/998ce2f3b50df0ff4ecf204a1292374128edcfd7249f9ba320fef0f81873/fastmat-0.2.2.post0-cp311-cp311-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "891ceaa834f1cebff76bacb999af19ea8fa27ec25c071a427562cd8be1328969",
                "md5": "d395ca988e08f115df70630b4f89ab19",
                "sha256": "b41ca5e5d9a82ea1b068d356a98057b3847bb290879b76c4e77b7cd7fd18ea7f"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp311-cp311-macosx_11_0_arm64.whl",
            "has_sig": false,
            "md5_digest": "d395ca988e08f115df70630b4f89ab19",
            "packagetype": "bdist_wheel",
            "python_version": "cp311",
            "requires_python": null,
            "size": 2214014,
            "upload_time": "2024-04-01T13:48:35",
            "upload_time_iso_8601": "2024-04-01T13:48:35.112796Z",
            "url": "https://files.pythonhosted.org/packages/89/1c/eaa834f1cebff76bacb999af19ea8fa27ec25c071a427562cd8be1328969/fastmat-0.2.2.post0-cp311-cp311-macosx_11_0_arm64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "ed748e57d817f252e3dd04c778890e60a831ae4c6c68758c4ad54ed16e8ea39a",
                "md5": "04045aa2936106141bad9eb10f73ec88",
                "sha256": "4919254a5bb52d5a5c1c8796c15195f8bd4dbc2469a7d49988a8af1a0427b790"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
            "has_sig": false,
            "md5_digest": "04045aa2936106141bad9eb10f73ec88",
            "packagetype": "bdist_wheel",
            "python_version": "cp311",
            "requires_python": null,
            "size": 2771613,
            "upload_time": "2024-04-01T13:48:38",
            "upload_time_iso_8601": "2024-04-01T13:48:38.661695Z",
            "url": "https://files.pythonhosted.org/packages/ed/74/8e57d817f252e3dd04c778890e60a831ae4c6c68758c4ad54ed16e8ea39a/fastmat-0.2.2.post0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "1f650dfa485602affa354a74f2830f9fb8c6715795eb2082b0430416a8b3f55a",
                "md5": "3e1b990426d00c88dfdda9a439eab28d",
                "sha256": "5164e73268100a88a81be7351c1a8db1ecc9d78c22b5d6b8afa5a393eb0c8128"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp311-cp311-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "3e1b990426d00c88dfdda9a439eab28d",
            "packagetype": "bdist_wheel",
            "python_version": "cp311",
            "requires_python": null,
            "size": 1966378,
            "upload_time": "2024-04-01T13:48:41",
            "upload_time_iso_8601": "2024-04-01T13:48:41.196254Z",
            "url": "https://files.pythonhosted.org/packages/1f/65/0dfa485602affa354a74f2830f9fb8c6715795eb2082b0430416a8b3f55a/fastmat-0.2.2.post0-cp311-cp311-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "31019197b547b90d367b7b5c377fda12317b121b88d6089237a225e71ed69f24",
                "md5": "10f834fbf364d2d61310eaf3a944831f",
                "sha256": "b7493a80ac1a957883c793ded70b747d4540cd431e62e4f134cad28a09c03c31"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp312-cp312-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "10f834fbf364d2d61310eaf3a944831f",
            "packagetype": "bdist_wheel",
            "python_version": "cp312",
            "requires_python": null,
            "size": 2393935,
            "upload_time": "2024-04-01T13:48:43",
            "upload_time_iso_8601": "2024-04-01T13:48:43.946421Z",
            "url": "https://files.pythonhosted.org/packages/31/01/9197b547b90d367b7b5c377fda12317b121b88d6089237a225e71ed69f24/fastmat-0.2.2.post0-cp312-cp312-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "aa2c7159655423bb9bbfa301d1d0a67435fd3bafb19ba2a139cf8cbcdd562207",
                "md5": "c85773c0f0be518bcdd48e17861d3d64",
                "sha256": "f06a671a3638434a299a8be11a54074046c22b1d2fd47a5ad688eb97410f2ed4"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp312-cp312-macosx_11_0_arm64.whl",
            "has_sig": false,
            "md5_digest": "c85773c0f0be518bcdd48e17861d3d64",
            "packagetype": "bdist_wheel",
            "python_version": "cp312",
            "requires_python": null,
            "size": 2194427,
            "upload_time": "2024-04-01T13:48:46",
            "upload_time_iso_8601": "2024-04-01T13:48:46.775000Z",
            "url": "https://files.pythonhosted.org/packages/aa/2c/7159655423bb9bbfa301d1d0a67435fd3bafb19ba2a139cf8cbcdd562207/fastmat-0.2.2.post0-cp312-cp312-macosx_11_0_arm64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "6e8afaec541e607f29c10f96bf019c75ea93e42b18b5e69e3cfd47b47fe85412",
                "md5": "46e019c5a4820c7e7aa349f0b9b453b9",
                "sha256": "68ed314953c5be924a010df82360ea26b4386654973c56e65897e00b93c6faa3"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
            "has_sig": false,
            "md5_digest": "46e019c5a4820c7e7aa349f0b9b453b9",
            "packagetype": "bdist_wheel",
            "python_version": "cp312",
            "requires_python": null,
            "size": 2732090,
            "upload_time": "2024-04-01T13:48:49",
            "upload_time_iso_8601": "2024-04-01T13:48:49.746913Z",
            "url": "https://files.pythonhosted.org/packages/6e/8a/faec541e607f29c10f96bf019c75ea93e42b18b5e69e3cfd47b47fe85412/fastmat-0.2.2.post0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "af945e2820a5916874599665584445d4cfc11b31c03054531a5cd46a44f52977",
                "md5": "03916633daf648f63a9c19ecde7959dd",
                "sha256": "68159d4e12e186b04ef0f5dbbf4ec0070474ed08eee3001de83bcb566f9ba645"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp312-cp312-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "03916633daf648f63a9c19ecde7959dd",
            "packagetype": "bdist_wheel",
            "python_version": "cp312",
            "requires_python": null,
            "size": 1935722,
            "upload_time": "2024-04-01T13:48:52",
            "upload_time_iso_8601": "2024-04-01T13:48:52.337022Z",
            "url": "https://files.pythonhosted.org/packages/af/94/5e2820a5916874599665584445d4cfc11b31c03054531a5cd46a44f52977/fastmat-0.2.2.post0-cp312-cp312-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "8fa65d72d3ec515f58019ed82bb2694167a91a0be44db4fb210555813e7e7fc4",
                "md5": "e0e3f9cd997e1bb0fe2bc3ec55b4d578",
                "sha256": "ab542cbcad02e5d95a9a357914d62eb0bb40f46ebb225543c714a41ff1ba23b0"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "e0e3f9cd997e1bb0fe2bc3ec55b4d578",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 2357748,
            "upload_time": "2024-04-01T13:48:55",
            "upload_time_iso_8601": "2024-04-01T13:48:55.233292Z",
            "url": "https://files.pythonhosted.org/packages/8f/a6/5d72d3ec515f58019ed82bb2694167a91a0be44db4fb210555813e7e7fc4/fastmat-0.2.2.post0-cp36-cp36m-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "00c5151c26ee4da978807a4757bdf3378666288d32b79e68f0992f7d2852cf62",
                "md5": "0aa69bdff7bd549a856614d611e667b8",
                "sha256": "971bf64e01e1ce7c91eeb1f31172cb36b3375e14283fa877302c5faf89279ec2"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-manylinux1_i686.whl",
            "has_sig": false,
            "md5_digest": "0aa69bdff7bd549a856614d611e667b8",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 10101487,
            "upload_time": "2024-04-01T13:49:02",
            "upload_time_iso_8601": "2024-04-01T13:49:02.616491Z",
            "url": "https://files.pythonhosted.org/packages/00/c5/151c26ee4da978807a4757bdf3378666288d32b79e68f0992f7d2852cf62/fastmat-0.2.2.post0-cp36-cp36m-manylinux1_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "33a789b6126bc8aed106fe77156a946a8e29d51b33bb22b80af88915a0f5a090",
                "md5": "8cb6924925868981123056d051e82051",
                "sha256": "4c5acfcaa074bd5724b725d89a5343315bb8df9f8f0d1c6a334928747a6d5241"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-manylinux1_x86_64.whl",
            "has_sig": false,
            "md5_digest": "8cb6924925868981123056d051e82051",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 10619695,
            "upload_time": "2024-04-01T13:49:10",
            "upload_time_iso_8601": "2024-04-01T13:49:10.873637Z",
            "url": "https://files.pythonhosted.org/packages/33/a7/89b6126bc8aed106fe77156a946a8e29d51b33bb22b80af88915a0f5a090/fastmat-0.2.2.post0-cp36-cp36m-manylinux1_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "5c29678b671065caea54ee828be0abc1358eaba48f3cc61d44ee0a6f55d031a1",
                "md5": "c2f39401a5d564c4dadccd3bc763f393",
                "sha256": "aa72e457216760c68150e6e1e5ab72945a4bd91f9c47277ee4ef485b570a8395"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-manylinux2010_i686.whl",
            "has_sig": false,
            "md5_digest": "c2f39401a5d564c4dadccd3bc763f393",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 10101489,
            "upload_time": "2024-04-01T13:49:18",
            "upload_time_iso_8601": "2024-04-01T13:49:18.657528Z",
            "url": "https://files.pythonhosted.org/packages/5c/29/678b671065caea54ee828be0abc1358eaba48f3cc61d44ee0a6f55d031a1/fastmat-0.2.2.post0-cp36-cp36m-manylinux2010_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "5fe08c566977bb101b7b7b5615ca57af660d3041e2ce679cfb7ab159f533cc22",
                "md5": "d64d6f3590b1cf88f26e787f37cedf56",
                "sha256": "310b02cd39564a31e9363ada80564874fd336e6ecc73bba0475821260b53ee96"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-manylinux2010_x86_64.whl",
            "has_sig": false,
            "md5_digest": "d64d6f3590b1cf88f26e787f37cedf56",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 10619700,
            "upload_time": "2024-04-01T13:49:26",
            "upload_time_iso_8601": "2024-04-01T13:49:26.879491Z",
            "url": "https://files.pythonhosted.org/packages/5f/e0/8c566977bb101b7b7b5615ca57af660d3041e2ce679cfb7ab159f533cc22/fastmat-0.2.2.post0-cp36-cp36m-manylinux2010_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "87ce0491caff5770782630ed04677e441da48b8b9dedb09efcb48d6fdc980b7b",
                "md5": "574ff82bd0967185c42d9ea3a0d037b7",
                "sha256": "8825c4e6e85e6f771826e95d3cbd7eaf1e07ddcbc28cd8b11e57d1951a5286ce"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-win32.whl",
            "has_sig": false,
            "md5_digest": "574ff82bd0967185c42d9ea3a0d037b7",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 1675667,
            "upload_time": "2024-04-01T13:49:29",
            "upload_time_iso_8601": "2024-04-01T13:49:29.969231Z",
            "url": "https://files.pythonhosted.org/packages/87/ce/0491caff5770782630ed04677e441da48b8b9dedb09efcb48d6fdc980b7b/fastmat-0.2.2.post0-cp36-cp36m-win32.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "7b9b2617bc6ab04a154ba52a9be405aa1885daaf973df8c5c10c863a84869425",
                "md5": "4779e4dd3d4393ea39dabc2f80b52d72",
                "sha256": "f3756f9df05ef908b6fcaba4a5fbab51f1756dbff9e312695c5ee4379b54b961"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp36-cp36m-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "4779e4dd3d4393ea39dabc2f80b52d72",
            "packagetype": "bdist_wheel",
            "python_version": "cp36",
            "requires_python": null,
            "size": 1911918,
            "upload_time": "2024-04-01T13:49:32",
            "upload_time_iso_8601": "2024-04-01T13:49:32.858524Z",
            "url": "https://files.pythonhosted.org/packages/7b/9b/2617bc6ab04a154ba52a9be405aa1885daaf973df8c5c10c863a84869425/fastmat-0.2.2.post0-cp36-cp36m-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "e75d087fee1ca3b106b575921a4ace1260f44b8fd9aa862610a25120256423a6",
                "md5": "01f83c03720362e7fc144d4e167e7729",
                "sha256": "7704fde2d191700769a17cd596ec025f6301cf1ee59f54004f93efc8c3f33801"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "01f83c03720362e7fc144d4e167e7729",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 2393977,
            "upload_time": "2024-04-01T13:49:35",
            "upload_time_iso_8601": "2024-04-01T13:49:35.633561Z",
            "url": "https://files.pythonhosted.org/packages/e7/5d/087fee1ca3b106b575921a4ace1260f44b8fd9aa862610a25120256423a6/fastmat-0.2.2.post0-cp37-cp37m-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "1fb79185ccb3f43295058d09f8ac5e04c478492c5248d3a37dae0b927efc8454",
                "md5": "06fbdcb72e8d5cf544c32e421c83e36c",
                "sha256": "057e3e2a6da90b2cd1735364f56fc60cf67e61c3a59afb52edea49213dd1aac0"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-manylinux1_i686.whl",
            "has_sig": false,
            "md5_digest": "06fbdcb72e8d5cf544c32e421c83e36c",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 10381213,
            "upload_time": "2024-04-01T13:49:43",
            "upload_time_iso_8601": "2024-04-01T13:49:43.404847Z",
            "url": "https://files.pythonhosted.org/packages/1f/b7/9185ccb3f43295058d09f8ac5e04c478492c5248d3a37dae0b927efc8454/fastmat-0.2.2.post0-cp37-cp37m-manylinux1_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "daf02a59e1147a84088e19a4929bf9d56709169838b016582eb7b60931f7aaed",
                "md5": "f797178115b0e3fac1af59998d9ab17d",
                "sha256": "e9c9b41c48e81646748914cd02ecc84c97d966a9512989fe252ed49a63b79b8e"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-manylinux1_x86_64.whl",
            "has_sig": false,
            "md5_digest": "f797178115b0e3fac1af59998d9ab17d",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 10931796,
            "upload_time": "2024-04-01T13:49:52",
            "upload_time_iso_8601": "2024-04-01T13:49:52.770513Z",
            "url": "https://files.pythonhosted.org/packages/da/f0/2a59e1147a84088e19a4929bf9d56709169838b016582eb7b60931f7aaed/fastmat-0.2.2.post0-cp37-cp37m-manylinux1_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "48a6db1a3a3fe689a02e8d8d56f88d88f88a7594502299add8da4c113f088799",
                "md5": "ee074d87fc5289539d8063169d27131a",
                "sha256": "9dd87bb3471d6ec3010b75f498fca41a8da33b891fa31af43f1fac3610620dd1"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-manylinux2010_i686.whl",
            "has_sig": false,
            "md5_digest": "ee074d87fc5289539d8063169d27131a",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 10381215,
            "upload_time": "2024-04-01T13:50:01",
            "upload_time_iso_8601": "2024-04-01T13:50:01.201256Z",
            "url": "https://files.pythonhosted.org/packages/48/a6/db1a3a3fe689a02e8d8d56f88d88f88a7594502299add8da4c113f088799/fastmat-0.2.2.post0-cp37-cp37m-manylinux2010_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "50291beed45a7fbf36d421d46b255c77a6c5c61860119775a4a8f178399220b4",
                "md5": "e5db23bc251076969ca21f6d26442e9a",
                "sha256": "50c6ecbcf5a24f74d5f4069364993b916e4fd7fdb79e2f2be351875424904e7b"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-manylinux2010_x86_64.whl",
            "has_sig": false,
            "md5_digest": "e5db23bc251076969ca21f6d26442e9a",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 10931798,
            "upload_time": "2024-04-01T13:50:11",
            "upload_time_iso_8601": "2024-04-01T13:50:11.663411Z",
            "url": "https://files.pythonhosted.org/packages/50/29/1beed45a7fbf36d421d46b255c77a6c5c61860119775a4a8f178399220b4/fastmat-0.2.2.post0-cp37-cp37m-manylinux2010_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "04c49c48accd5f3d01a0d2579b437a8e987eedd2f8b40607ba54c3491fc8d09b",
                "md5": "862e3876b2b1edd7f008baeb7b0b3171",
                "sha256": "ff0daa92825e210e0a9edd5f181fafe6ccddeeaf9b70a67dca4d6446a4ae20b9"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-win32.whl",
            "has_sig": false,
            "md5_digest": "862e3876b2b1edd7f008baeb7b0b3171",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 1709395,
            "upload_time": "2024-04-01T13:50:14",
            "upload_time_iso_8601": "2024-04-01T13:50:14.819631Z",
            "url": "https://files.pythonhosted.org/packages/04/c4/9c48accd5f3d01a0d2579b437a8e987eedd2f8b40607ba54c3491fc8d09b/fastmat-0.2.2.post0-cp37-cp37m-win32.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "ef6344e086d3d7f062e1781479246c897e5a2f0a6dbd83acb256c8d600eb851b",
                "md5": "7b2da5a8fb8b6446fd39eb3588d2deb8",
                "sha256": "a9208cda9c1f9a65bdaf97063fe00088fcab743f4f9ed8309847f39bccccb6b1"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp37-cp37m-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "7b2da5a8fb8b6446fd39eb3588d2deb8",
            "packagetype": "bdist_wheel",
            "python_version": "cp37",
            "requires_python": null,
            "size": 1933693,
            "upload_time": "2024-04-01T13:50:17",
            "upload_time_iso_8601": "2024-04-01T13:50:17.995092Z",
            "url": "https://files.pythonhosted.org/packages/ef/63/44e086d3d7f062e1781479246c897e5a2f0a6dbd83acb256c8d600eb851b/fastmat-0.2.2.post0-cp37-cp37m-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "e8724fc362852ded235142b3fa0c1f995c66e90b9883cef1e95e60953632b8f2",
                "md5": "06878584275187c67450d7c544abfaad",
                "sha256": "3241dfdd611bcf23ac0f7a8406e26f963abe31962958b15ef290036bb072ec25"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "06878584275187c67450d7c544abfaad",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 2419410,
            "upload_time": "2024-04-01T13:50:20",
            "upload_time_iso_8601": "2024-04-01T13:50:20.734045Z",
            "url": "https://files.pythonhosted.org/packages/e8/72/4fc362852ded235142b3fa0c1f995c66e90b9883cef1e95e60953632b8f2/fastmat-0.2.2.post0-cp38-cp38-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "e519eb88e7c6f5b5560ec1fadb1b8e681a9156d2ffbcf8815b7b585c05b21642",
                "md5": "1a088e2cf7d3c992f4a6aca2ee91341c",
                "sha256": "2e33e048c4c55a967ac3593530f50dd1c5d393b8002ccf652f4abcee07feeca3"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-manylinux1_i686.whl",
            "has_sig": false,
            "md5_digest": "1a088e2cf7d3c992f4a6aca2ee91341c",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 12341827,
            "upload_time": "2024-04-01T13:50:30",
            "upload_time_iso_8601": "2024-04-01T13:50:30.544295Z",
            "url": "https://files.pythonhosted.org/packages/e5/19/eb88e7c6f5b5560ec1fadb1b8e681a9156d2ffbcf8815b7b585c05b21642/fastmat-0.2.2.post0-cp38-cp38-manylinux1_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "e50d8193ef9b3489307fcfc5ff45cc4c8feca2cda16bcc8a2e14754c4ac6de78",
                "md5": "cb7d20530159f8bdb286e20c58e47409",
                "sha256": "f3dbd76dede4cddff78166a007c645afba6186faef5980dd80c2a84a88f21e95"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-manylinux1_x86_64.whl",
            "has_sig": false,
            "md5_digest": "cb7d20530159f8bdb286e20c58e47409",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 12990570,
            "upload_time": "2024-04-01T13:50:40",
            "upload_time_iso_8601": "2024-04-01T13:50:40.891128Z",
            "url": "https://files.pythonhosted.org/packages/e5/0d/8193ef9b3489307fcfc5ff45cc4c8feca2cda16bcc8a2e14754c4ac6de78/fastmat-0.2.2.post0-cp38-cp38-manylinux1_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "7a4acc84cab5edf0b9f521ed16930ccf00f36c8a89ec774b700b62c313a03f16",
                "md5": "0514137990065770f61dbee685830f5a",
                "sha256": "792729d1922129065758b60932155ba295fc4666466bf4d3e5e5f06825c60898"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-manylinux2010_i686.whl",
            "has_sig": false,
            "md5_digest": "0514137990065770f61dbee685830f5a",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 12341831,
            "upload_time": "2024-04-01T13:50:51",
            "upload_time_iso_8601": "2024-04-01T13:50:51.968220Z",
            "url": "https://files.pythonhosted.org/packages/7a/4a/cc84cab5edf0b9f521ed16930ccf00f36c8a89ec774b700b62c313a03f16/fastmat-0.2.2.post0-cp38-cp38-manylinux2010_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "4e5ecd24f616f1aa6ff6ea4af3250afccc692a4f9e85a65607b772f49e939da9",
                "md5": "200579205d6558a62c1306484e8c9f80",
                "sha256": "5703ea805405f773ce05de39cec7a473195e9feaa0b5bbc91f1d28818f4e72ac"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-manylinux2010_x86_64.whl",
            "has_sig": false,
            "md5_digest": "200579205d6558a62c1306484e8c9f80",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 12990568,
            "upload_time": "2024-04-01T13:51:01",
            "upload_time_iso_8601": "2024-04-01T13:51:01.796351Z",
            "url": "https://files.pythonhosted.org/packages/4e/5e/cd24f616f1aa6ff6ea4af3250afccc692a4f9e85a65607b772f49e939da9/fastmat-0.2.2.post0-cp38-cp38-manylinux2010_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "247caa6f88855f4918d890f361d6f74b238c2e1057bbedb94a916beb6a140a76",
                "md5": "a776518c93fa737af81b5e38ae138c2b",
                "sha256": "5ddf263d6ba653130faf365fbe8999547141e64457f9dfbd0b273a1379831427"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-win32.whl",
            "has_sig": false,
            "md5_digest": "a776518c93fa737af81b5e38ae138c2b",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 1737523,
            "upload_time": "2024-04-01T13:51:05",
            "upload_time_iso_8601": "2024-04-01T13:51:05.466740Z",
            "url": "https://files.pythonhosted.org/packages/24/7c/aa6f88855f4918d890f361d6f74b238c2e1057bbedb94a916beb6a140a76/fastmat-0.2.2.post0-cp38-cp38-win32.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "e67e5126e4b199ebf7c6c363fa280c12c5cf3f3a61f7cce67c5f8efb17b57729",
                "md5": "5ede63734cb9fe20a275c5688fd4fc60",
                "sha256": "877af7ecd815827f016507dbd0191f1eca03bfceecc2fd7a4c5b0fde60cf077f"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp38-cp38-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "5ede63734cb9fe20a275c5688fd4fc60",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": null,
            "size": 1962085,
            "upload_time": "2024-04-01T13:51:08",
            "upload_time_iso_8601": "2024-04-01T13:51:08.590479Z",
            "url": "https://files.pythonhosted.org/packages/e6/7e/5126e4b199ebf7c6c363fa280c12c5cf3f3a61f7cce67c5f8efb17b57729/fastmat-0.2.2.post0-cp38-cp38-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "d39e26e0ec2f7ef4f495a32b7c4b2fd38f4321ae48d06248d790afb571632957",
                "md5": "3d82ae54b478bcfe583092bc2d79a61d",
                "sha256": "b1c640d6390cd1bef7b17170476b8beccaf8335c11adad00592eb34339942739"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-macosx_10_9_x86_64.whl",
            "has_sig": false,
            "md5_digest": "3d82ae54b478bcfe583092bc2d79a61d",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 2442655,
            "upload_time": "2024-04-01T13:51:12",
            "upload_time_iso_8601": "2024-04-01T13:51:12.515021Z",
            "url": "https://files.pythonhosted.org/packages/d3/9e/26e0ec2f7ef4f495a32b7c4b2fd38f4321ae48d06248d790afb571632957/fastmat-0.2.2.post0-cp39-cp39-macosx_10_9_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "4425a8d44cbe623ccdf7d9e50518601b6f332a950bd98a06ca1e556f47b9eddc",
                "md5": "427839bafdf822df1136f10c3ec6f733",
                "sha256": "c78ff22a1b072e049b1763363bfef5827b8eca97426d89b787d21253a5199399"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-macosx_11_0_arm64.whl",
            "has_sig": false,
            "md5_digest": "427839bafdf822df1136f10c3ec6f733",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 2230807,
            "upload_time": "2024-04-01T13:51:15",
            "upload_time_iso_8601": "2024-04-01T13:51:15.924460Z",
            "url": "https://files.pythonhosted.org/packages/44/25/a8d44cbe623ccdf7d9e50518601b6f332a950bd98a06ca1e556f47b9eddc/fastmat-0.2.2.post0-cp39-cp39-macosx_11_0_arm64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "18368efdf23487246e7b14d7cb5ed64e8f44faaddceebf20354b79a049565d94",
                "md5": "34410f48f80e246d02966c9ecb8322c9",
                "sha256": "f33c9203864e20ac8f04154779c8cb90bce6fc6a0028502555378268215798cb"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-manylinux1_i686.whl",
            "has_sig": false,
            "md5_digest": "34410f48f80e246d02966c9ecb8322c9",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 11420573,
            "upload_time": "2024-04-01T13:51:24",
            "upload_time_iso_8601": "2024-04-01T13:51:24.961506Z",
            "url": "https://files.pythonhosted.org/packages/18/36/8efdf23487246e7b14d7cb5ed64e8f44faaddceebf20354b79a049565d94/fastmat-0.2.2.post0-cp39-cp39-manylinux1_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "5d2c85d4215f58c4c9eaf168a45da6a840a4035e44231c2dd629ddab4dcc7a6a",
                "md5": "6380030150ff0c4f748e147e66cc34b0",
                "sha256": "f04e0c4fa8a476b2b5e30930d60ee5cd4a46745c757070d0aea69769c55bfdbc"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-manylinux1_x86_64.whl",
            "has_sig": false,
            "md5_digest": "6380030150ff0c4f748e147e66cc34b0",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 11968911,
            "upload_time": "2024-04-01T13:51:35",
            "upload_time_iso_8601": "2024-04-01T13:51:35.136637Z",
            "url": "https://files.pythonhosted.org/packages/5d/2c/85d4215f58c4c9eaf168a45da6a840a4035e44231c2dd629ddab4dcc7a6a/fastmat-0.2.2.post0-cp39-cp39-manylinux1_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "f1545da3bff8009de48aed08658320b72b8e6abccae946a5ba0bb38caf66b62e",
                "md5": "6043374880b0249330c67a2051a47b05",
                "sha256": "8ea3993fde7c38be18ebe86d65d844e79c259bd7a45f6a400e060aafe8c495e0"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-manylinux2010_i686.whl",
            "has_sig": false,
            "md5_digest": "6043374880b0249330c67a2051a47b05",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 11420577,
            "upload_time": "2024-04-01T13:51:53",
            "upload_time_iso_8601": "2024-04-01T13:51:53.340103Z",
            "url": "https://files.pythonhosted.org/packages/f1/54/5da3bff8009de48aed08658320b72b8e6abccae946a5ba0bb38caf66b62e/fastmat-0.2.2.post0-cp39-cp39-manylinux2010_i686.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "3c03406b4d24185d2cbf9f12817bfb8d968cf85a4001892769d12d3b8d96c489",
                "md5": "41426c746a0b12fbfec1c9ba79ac3cbb",
                "sha256": "ae29ad04b853adc8b9845186ec297151a95bed9e9062233ede1f00401b2e3e51"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-manylinux2010_x86_64.whl",
            "has_sig": false,
            "md5_digest": "41426c746a0b12fbfec1c9ba79ac3cbb",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 11968914,
            "upload_time": "2024-04-01T13:52:02",
            "upload_time_iso_8601": "2024-04-01T13:52:02.680093Z",
            "url": "https://files.pythonhosted.org/packages/3c/03/406b4d24185d2cbf9f12817bfb8d968cf85a4001892769d12d3b8d96c489/fastmat-0.2.2.post0-cp39-cp39-manylinux2010_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "4c6c88527d78cb29e307e897297b4f2934213c6ca8920d2aeed4d0ef554eb8e5",
                "md5": "8e2436188c8130f1db3ec7a50503ba05",
                "sha256": "9c35e5d0425f677b98205ef7afe7aa396ae9585013f0714317db470838111c55"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-win32.whl",
            "has_sig": false,
            "md5_digest": "8e2436188c8130f1db3ec7a50503ba05",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 1734324,
            "upload_time": "2024-04-01T13:52:06",
            "upload_time_iso_8601": "2024-04-01T13:52:06.194163Z",
            "url": "https://files.pythonhosted.org/packages/4c/6c/88527d78cb29e307e897297b4f2934213c6ca8920d2aeed4d0ef554eb8e5/fastmat-0.2.2.post0-cp39-cp39-win32.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "3cb2a80ca491741c1bddb403103c2213e7555ac213052162c8d593dd784928b2",
                "md5": "c0769272c5f69df303712a547697dd95",
                "sha256": "cfed6c68dc70414880177f9332514b1de0764a0b323cad7337c8732438247473"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0-cp39-cp39-win_amd64.whl",
            "has_sig": false,
            "md5_digest": "c0769272c5f69df303712a547697dd95",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": null,
            "size": 1954194,
            "upload_time": "2024-04-01T13:52:08",
            "upload_time_iso_8601": "2024-04-01T13:52:08.838398Z",
            "url": "https://files.pythonhosted.org/packages/3c/b2/a80ca491741c1bddb403103c2213e7555ac213052162c8d593dd784928b2/fastmat-0.2.2.post0-cp39-cp39-win_amd64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "2f7ef275aac0093a9cca893a5b8c367c4754cf41dcc8eb046ea83a68be0a9ab0",
                "md5": "fcf6c2c81e908e031c5895f876861be2",
                "sha256": "6c10ab19f2bd52a1e9182705f05b32fda3465b4137fc36f5036be43cbd81f899"
            },
            "downloads": -1,
            "filename": "fastmat-0.2.2.post0.tar.gz",
            "has_sig": false,
            "md5_digest": "fcf6c2c81e908e031c5895f876861be2",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 169292,
            "upload_time": "2024-04-01T13:52:10",
            "upload_time_iso_8601": "2024-04-01T13:52:10.502412Z",
            "url": "https://files.pythonhosted.org/packages/2f/7e/f275aac0093a9cca893a5b8c367c4754cf41dcc8eb046ea83a68be0a9ab0/fastmat-0.2.2.post0.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2024-04-01 13:52:10",
    "github": false,
    "gitlab": false,
    "bitbucket": false,
    "codeberg": false,
    "lcname": "fastmat"
}
        
Elapsed time: 0.25531s