{
    "info": {
        "author": null,
        "author_email": "\"Jens E. Pedersen\" <jens@jepedersen.dk>",
        "bugtrack_url": null,
        "classifiers": [
            "License :: OSI Approved :: MIT License",
            "Programming Language :: C++",
            "Programming Language :: Python :: 3",
            "Topic :: Software Development :: Libraries",
            "Topic :: System :: Hardware :: Universal Serial Bus (USB)"
        ],
        "description": "\n<a href=\"https://github.com/aestream/aestream\"><img src=\"https://github.com/aestream/aestream/raw/main/logo.png\" /></a>\n\n<p align=\"center\">\n    <a href=\"https://github.com/aestream/aestream/actions\">\n        <img src=\"https://github.com/aestream/aestream/workflows/Build%20and%20test/badge.svg\" alt=\"Test status\"></a>\n    <a href=\"https://pypi.org/project/aestream/\" alt=\"PyPi\">\n        <img src=\"https://img.shields.io/pypi/dm/aestream\" />\n    </a>\n    <a href=\"https://github.com/aestream/aestream/pulse\" alt=\"Activity\">\n        <img src=\"https://img.shields.io/github/last-commit/aestream/aestream\" />\n    </a>\n    <a href=\"https://discord.gg/7fGN359\">\n        <img src=\"https://img.shields.io/discord/723215296399147089\"\n            alt=\"chat on Discord\"></a>\n    <a href=\"https://doi.org/10.5281/zenodo.6322829\"><img src=\"https://zenodo.org/badge/DOI/10.5281/zenodo.6322829.svg\" alt=\"DOI\"></a>\n</p>\n\nAEStream sends event-based data from A to B.\nAEStream is both a command-line tool an a C++/Python library with built-in GPU-acceleration for use with [PyTorch](https://pytorch.org/), and [Jax](https://jax.readthedocs.io/en/latest/).\nWe support reading and writing from files, [event cameras](https://en.wikipedia.org/wiki/Event_camera), network protocols, and visualization tools.\n\n<img src=\"https://github.com/aestream/aestream/raw/main/docs/aestream_flow.png\" />\n\nRead more about the inner workings of the library in [the AEStream publication](https://jegp.github.io/aestream-paper/).\n\n## Installation\n\n> Read more in our [installation guide](https://aestream.github.io/aestream/install.html)\n\nThe fastest way to install AEStream is by using pip: `pip install aestream`.\n\n| **Source** | **Installation** | **Description** |\n| -------------------- | --- | --- |\n| [pip](https://pypi.org/) | <code>pip install aestream</code> <br/> <code>pip install aestream --no-binary aestream</code> | Standard installation <br/> Support for <a href=\"https://aestream.github.io/aestream/install.html#Event-camera-support\">event-cameras</a> and CUDA kernels</a> ([more info](https://aestream.github.io/aestream/install.html#installing-with-cuda-support)) |\n| [nix](https://nixos.org/) | <code>nix run github:aestream/aestream</code> <br/> <code>nix develop github:aestream/aestream</code> | Command-line interface <br/> Python environment |\n| [docker](https://docker.com/) | See <a href=\"https://aestream.github.io/aestream/install.html\">Installation documentation</a> |\n\nContributions to support AEStream on additional platforms are always welcome.\n\n## Usage (Python): Load event files\n\n> Read more in our [Python usage guide](https://aestream.github.io/aestream/python_usage.html)\n\nAEStream can process `.csv`, `.dat`, `.evt3`, and `.aedat4` files like so.\nYou can either directly load the file into memory\n\n```python\nFileInput(\"file.aedat4\", (640, 480)).load()\n```\n\nor stream the file in real-time to PyTorch, Jax, or Numpy\n\n```python\nwith FileInput(\"file.aedat4\", (640, 480)) as stream:\n    while True:\n        frame = stream.read(\"torch\") # Or \"jax\" or \"numpy\"\n        ...\n```\n\n## Usage (Python): stream data from camera or network\nStreaming data is particularly useful in real-time scenarios.\nWe currently support [Inivation](https://inivation.com/), [Prophesee](https://github.com/prophesee-ai/openeb/), and [SynSense](https://www.synsense.ai/) devices over USB, as well as the [SPIF](https://github.com/SpiNNakerManchester/spif) protocol over UDP.\nNote: requires local installation of drivers and/or SDKs (see [installation guide](https://aestream.github.io/aestream/install.html)).\n\n```python\n# Stream events from a DVS camera over USB\nwith USBInput((640, 480)) as stream:\n    while True:\n        frame = stream.read() # A (640, 480) Numpy tensor\n        ...\n```\n\n```python\n# Stream events from UDP port 3333 (default)\nwith UDPInput((640, 480), port=3333) as stream:\n    while True:\n        frame = stream.read(\"torch\") # A (640, 480) Pytorch tensor\n        ...\n```\n\nMore examples can be found in [our example folder](https://github.com/aestream/aestream/tree/master/example).\nPlease note the examples may require additional dependencies (such as [Norse](https://github.com/norse/norse) for spiking networks or [PySDL](https://github.com/py-sdl/py-sdl2) for rendering). To install all the requirements, simply stand in the `aestream` root directory and run `pip install -r example/requirements.txt`\n\n### Example: real-time edge detection with spiking neural networks\n\n![](https://media.githubusercontent.com/media/aestream/aestream/main/example/usb_edgedetection.gif)\n\nWe stream events from a camera connected via USB and process them on a GPU in real-time using the [spiking neural network library, Norse](https://github.com/norse/norse) using fewer than 50 lines of Python.\nThe left panel in the video shows the raw signal, while the middle and right panels show horizontal and vertical edge detection respectively.\nThe full example can be found in [`example/usb_edgedetection.py`](https://github.com/aestream/aestream/blob/main/example/usb_edgedetection.py)\n\n## Usage (CLI)\n> Read more in our [CLI usage documentation page](https://aestream.github.io/aestream/install.html)\n\nInstalling AEStream also gives access to the command-line interface (CLI) `aestream`.\nTo use `aestraem`, simply provide an `input` source and an optional `output` sink (defaulting to STDOUT):\n\n```bash\naestream input <input source> [output <output sink>]\n```\n## Supported Inputs and Outputs\n\n| Input | Description | Example usage |\n| --------- | :----------- | ----- |\n| DAVIS, DVXPlorer | [Inivation](https://inivation.com/) DVS Camera over USB | `input inivation` |\n| EVK Cameras      | [Prophesee](https://www.prophesee.ai/) DVS camera over USB  | `input prophesee` |\n| File             | Reads `.aedat`, `.aedat4`, `.csv`, `.dat`, or `.raw` files | `input file x.aedat4` |\n| [SynSense Speck](https://www.synsense.ai/products/speck-2/) | Stream events via ZMQ | `input speck` |\n| UDP network | Receives stream of events via the [SPIF protocol](https://github.com/SpiNNakerManchester/spif/tree/master/spiffer) | `input udp`\n\n| Output | Description | Example usage |\n| --------- | ----------- | ----- |\n| STDOUT    | Standard output (default output) | `output stdout`\n| Ethernet over UDP | Outputs to a given IP and port using the [SPIF protocol](https://github.com/SpiNNakerManchester/spif)  | `output udp 10.0.0.1 1234` |\n| File: `.aedat4`  | Output to [`.aedat4` format](https://gitlab.com/inivation/inivation-docs/blob/master/Software%20user%20guides/AEDAT_file_formats.md#aedat-40) | `output file my_file.aedat4` |\n| File: `.csv`       | Output to comma-separated-value (CSV) file format | `output file my_file.csv` |\n| Viewer | View live event stream | `output view`\n\n## CLI examples\n\n| Example | Syntax |\n| ------------- | ------------------------------|\n| View live stream of Inivation camera (requires Inivation drivers) | `aestream input inivation output view` |\n| Stream Prophesee camera over the network to 10.0.0.1 (requires Metavision SDK) | `aestream input output udp 10.0.0.1` |\n| Convert `.dat` file to `.aedat4` | `aestream input example/sample.dat output file converted.aedat4` |\n\n## Acknowledgments\n\nAEStream is developed by (in alphabetical order):\n\n* Cameron Barker (@GitHub [cameron-git](https://github.com/cameron-git/))\n* [Juan Pablo Romero Bermudez](https://www.kth.se/profile/jprb) (@GitHub [jpromerob](https://github.com/jpromerob/))\n* Alexander Hadjivanov (@Github [cantordust](https://github.com/cantordust))\n* Emil Jansson (@GitHub [emijan-kth](https://github.com/emijan-kth))\n* [Jens E. Pedersen](https://www.kth.se/profile/jeped) (@GitHub [jegp](https://github.com/jegp/))\n* [Christian Pehle](https://www.kip.uni-heidelberg.de/people/10110) (@GitHub [cpehle](https://github.com/cpehle/))\n\nThe work has received funding from the EC Horizon 2020 Framework Programme under Grant Agreements 785907 and 945539 (HBP) and by the Deutsche Forschungsgemeinschaft (DFG, German Research Fundation) under Germany's Excellence Strategy EXC 2181/1 - 390900948 (the Heidelberg STRUCTURES Excellence Cluster).\n\nThanks to [Philipp Mondorf](https://github.com/PMMon) for interfacing with Metavision SDK and preliminary network code.\n\n<a href=\"https://github.com/aestream/aestream/graphs/contributors\">\n  <img src=\"https://contrib.rocks/image?repo=aestream/aestream\" />\n</a>\n\n\n## Citation\n\nPlease cite `aestream` if you use it in your work:\n\n```bibtex\n@misc{aestream,\n  doi = {10.48550/ARXIV.2212.10719},\n  url = {https://arxiv.org/abs/2212.10719},\n  author = {Pedersen, Jens Egholm and Conradt, J\u00f6rg},\n  title = {AEStream: Accelerated event-based processing with coroutines},\n  publisher = {arXiv},\n  year = {2022},\n}\n\n```\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": null,
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "dynamic": null,
        "home_page": null,
        "keywords": null,
        "license": "MIT",
        "maintainer": null,
        "maintainer_email": null,
        "name": "aestream",
        "package_url": "https://pypi.org/project/aestream/",
        "platform": null,
        "project_url": "https://pypi.org/project/aestream/",
        "project_urls": {
            "Documentation": "https://aestream.github.io/aestream",
            "Homepage": "https://github.com/aestream/aestream"
        },
        "provides_extra": null,
        "release_url": "https://pypi.org/project/aestream/0.6.4/",
        "requires_dist": [
            "numpy",
            "nanobind>=1.2",
            "pysdl2",
            "pysdl2-dll"
        ],
        "requires_python": ">=3.8",
        "summary": "Streaming library for Address-Event Representation (AER) data",
        "version": "0.6.4",
        "yanked": false,
        "yanked_reason": null
    },
    "last_serial": 23692055,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "d46522a48bfc7f59e2a08d4e9953d39f6905435833c5c609bb2b51ae3731722d",
                    "md5": "4b4884d1d2c7fb9bf83fe8d102a0ecaa",
                    "sha256": "0af95f62347a3dd9f8e35b4a071a76853709dd5e4bba87933e46c69f43865c4d"
                },
                "downloads": -1,
                "filename": "aestream-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "4b4884d1d2c7fb9bf83fe8d102a0ecaa",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 32943,
                "upload_time": "2022-03-02T11:11:43",
                "upload_time_iso_8601": "2022-03-02T11:11:43.440742Z",
                "url": "https://files.pythonhosted.org/packages/d4/65/22a48bfc7f59e2a08d4e9953d39f6905435833c5c609bb2b51ae3731722d/aestream-0.1.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "ed4d4b306f6566fb0f957791dc0dceba15facc5c22a00c482184580eeb2c2d38",
                    "md5": "b1f07206c0c74c68b95d28ccfaa09a63",
                    "sha256": "5711244419a25e4657d4e9f84dacd0b7232bc2340731d38df5d2d879a94fddbe"
                },
                "downloads": -1,
                "filename": "aestream-0.4.0.tar.gz",
                "has_sig": false,
                "md5_digest": "b1f07206c0c74c68b95d28ccfaa09a63",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 125186,
                "upload_time": "2022-10-26T15:51:08",
                "upload_time_iso_8601": "2022-10-26T15:51:08.352994Z",
                "url": "https://files.pythonhosted.org/packages/ed/4d/4b306f6566fb0f957791dc0dceba15facc5c22a00c482184580eeb2c2d38/aestream-0.4.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.5.1": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "3ddd3c2e9f5117cd98e907401d67dbd9defb488ccdcd5dd7dd2fd358fee47aca",
                    "md5": "3b03960d13a16f5a7f5e5660a797ed6b",
                    "sha256": "48cbfcd7c285f0a41e4b7b3793bb48b49bceca0f43bc325ee1194066d31ba06a"
                },
                "downloads": -1,
                "filename": "aestream-0.5.1.tar.gz",
                "has_sig": false,
                "md5_digest": "3b03960d13a16f5a7f5e5660a797ed6b",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 133675,
                "upload_time": "2023-03-28T18:08:31",
                "upload_time_iso_8601": "2023-03-28T18:08:31.241232Z",
                "url": "https://files.pythonhosted.org/packages/3d/dd/3c2e9f5117cd98e907401d67dbd9defb488ccdcd5dd7dd2fd358fee47aca/aestream-0.5.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "a7f014bcd38fbe295fde902cffd68ed96ab2cfc69393f962f200526c95178ce5",
                    "md5": "919a4ba7afc883132c7d66c76267bca2",
                    "sha256": "1e364c2b481d5aee9d4911e218c623a70392c6b05181b60f420366e2c299a458"
                },
                "downloads": -1,
                "filename": "aestream-0.6.0-cp310-cp310-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "919a4ba7afc883132c7d66c76267bca2",
                "packagetype": "bdist_wheel",
                "python_version": "cp310",
                "requires_python": ">=3.7",
                "size": 3164085,
                "upload_time": "2023-07-17T11:41:46",
                "upload_time_iso_8601": "2023-07-17T11:41:46.686339Z",
                "url": "https://files.pythonhosted.org/packages/a7/f0/14bcd38fbe295fde902cffd68ed96ab2cfc69393f962f200526c95178ce5/aestream-0.6.0-cp310-cp310-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "aa67b382da9b6c3669b62d65310182490d81668d038529e5e9ce63e8a2461733",
                    "md5": "76dcceda5aeeeb457472962a0e2ea296",
                    "sha256": "133d0d72462b78b29b55b6c361f98b2bcd0c2fb252f09e5f7f2ee76ad6c8b042"
                },
                "downloads": -1,
                "filename": "aestream-0.6.0-cp38-cp38-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "76dcceda5aeeeb457472962a0e2ea296",
                "packagetype": "bdist_wheel",
                "python_version": "cp38",
                "requires_python": ">=3.7",
                "size": 3164037,
                "upload_time": "2023-07-17T11:41:48",
                "upload_time_iso_8601": "2023-07-17T11:41:48.389150Z",
                "url": "https://files.pythonhosted.org/packages/aa/67/b382da9b6c3669b62d65310182490d81668d038529e5e9ce63e8a2461733/aestream-0.6.0-cp38-cp38-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "8ab62f44f8b2949c34bdcc7aa7bde50b0e609d0e361a77eca503b0cd0bbfb1f0",
                    "md5": "214f8eb93cda6be076d65a0d5e8a7408",
                    "sha256": "4d8e20f28cc411014c0ddd569c64e2cd7caa14f7a455a7ab1fd9a0e9cbec504e"
                },
                "downloads": -1,
                "filename": "aestream-0.6.0-cp39-cp39-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "214f8eb93cda6be076d65a0d5e8a7408",
                "packagetype": "bdist_wheel",
                "python_version": "cp39",
                "requires_python": ">=3.7",
                "size": 3164069,
                "upload_time": "2023-07-17T11:41:50",
                "upload_time_iso_8601": "2023-07-17T11:41:50.425084Z",
                "url": "https://files.pythonhosted.org/packages/8a/b6/2f44f8b2949c34bdcc7aa7bde50b0e609d0e361a77eca503b0cd0bbfb1f0/aestream-0.6.0-cp39-cp39-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "5736e18613bbd5a81110d7acb4a87783974ddbcce1cba68616cfd49911d06786",
                    "md5": "79776c3ed6fdf7c84564c77f046d3ec1",
                    "sha256": "f42dc852bd047dfa69e54ae02875fe2660a1162aed4572055cb1849275123180"
                },
                "downloads": -1,
                "filename": "aestream-0.6.0.tar.gz",
                "has_sig": false,
                "md5_digest": "79776c3ed6fdf7c84564c77f046d3ec1",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 137397,
                "upload_time": "2023-07-17T11:41:52",
                "upload_time_iso_8601": "2023-07-17T11:41:52.572835Z",
                "url": "https://files.pythonhosted.org/packages/57/36/e18613bbd5a81110d7acb4a87783974ddbcce1cba68616cfd49911d06786/aestream-0.6.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.2": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "2f8a8c2ebef3e105161b5814064f22ea0d603f33750d8c4f19d043069890ea57",
                    "md5": "18c3d020c3e19b844730ed21cdc3ced7",
                    "sha256": "464ff1b49ada19f177584e7e0a68580712c2a24e2ff2a520413215f1e1babb2d"
                },
                "downloads": -1,
                "filename": "aestream-0.6.2-cp310-cp310-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "18c3d020c3e19b844730ed21cdc3ced7",
                "packagetype": "bdist_wheel",
                "python_version": "cp310",
                "requires_python": ">=3.8",
                "size": 3160759,
                "upload_time": "2024-01-08T18:08:28",
                "upload_time_iso_8601": "2024-01-08T18:08:28.727992Z",
                "url": "https://files.pythonhosted.org/packages/2f/8a/8c2ebef3e105161b5814064f22ea0d603f33750d8c4f19d043069890ea57/aestream-0.6.2-cp310-cp310-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "0711f51e15d4ad8fa0ce112d0979aa39d4fb83d163867e340f1ccbb33baaa2e7",
                    "md5": "497df937529252a6ed55a910fad504b1",
                    "sha256": "4e0673871ece5385e6517f64f415a2e1461ee1f1f110264cbe6aa6fee3760c56"
                },
                "downloads": -1,
                "filename": "aestream-0.6.2-cp38-cp38-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "497df937529252a6ed55a910fad504b1",
                "packagetype": "bdist_wheel",
                "python_version": "cp38",
                "requires_python": ">=3.8",
                "size": 3160742,
                "upload_time": "2024-01-08T18:08:30",
                "upload_time_iso_8601": "2024-01-08T18:08:30.345282Z",
                "url": "https://files.pythonhosted.org/packages/07/11/f51e15d4ad8fa0ce112d0979aa39d4fb83d163867e340f1ccbb33baaa2e7/aestream-0.6.2-cp38-cp38-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "9629681834b5c63f82441cb562ebd97ebdd67ac62bdad200c0dd762a9390d8f9",
                    "md5": "8cd198b179ee493781c2b50dbc0cc403",
                    "sha256": "304b48557f89ab44dea4c1a4e7528e7fd2eb0098e73470ee5203c2406a9f5025"
                },
                "downloads": -1,
                "filename": "aestream-0.6.2-cp39-cp39-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "8cd198b179ee493781c2b50dbc0cc403",
                "packagetype": "bdist_wheel",
                "python_version": "cp39",
                "requires_python": ">=3.8",
                "size": 3160942,
                "upload_time": "2024-01-08T18:08:31",
                "upload_time_iso_8601": "2024-01-08T18:08:31.795130Z",
                "url": "https://files.pythonhosted.org/packages/96/29/681834b5c63f82441cb562ebd97ebdd67ac62bdad200c0dd762a9390d8f9/aestream-0.6.2-cp39-cp39-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "0561eb03c675e2c285c97793426e58d4bc2214f13444bcf761ab760ad54cc54d",
                    "md5": "79e8e52b1b6e804e7f2db977ed30734e",
                    "sha256": "916c592365f5d0d7dfbfb6d56401caa16712f1b8072e286e09bff1ebd95a8e7a"
                },
                "downloads": -1,
                "filename": "aestream-0.6.2.tar.gz",
                "has_sig": false,
                "md5_digest": "79e8e52b1b6e804e7f2db977ed30734e",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.8",
                "size": 239593,
                "upload_time": "2024-01-08T18:08:33",
                "upload_time_iso_8601": "2024-01-08T18:08:33.196652Z",
                "url": "https://files.pythonhosted.org/packages/05/61/eb03c675e2c285c97793426e58d4bc2214f13444bcf761ab760ad54cc54d/aestream-0.6.2.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.3": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "92fd76a74f15b2778c9b4f483de42fb0f8b8ae99898feba95790bf73aadf13dc",
                    "md5": "8f4e7f757ae871ffc7866fbe823f8f4c",
                    "sha256": "81b2f1ebfd7528669f2db20c2bb392c4cd042c4ce964373ec750fd9447b77e56"
                },
                "downloads": -1,
                "filename": "aestream-0.6.3-cp310-cp310-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "8f4e7f757ae871ffc7866fbe823f8f4c",
                "packagetype": "bdist_wheel",
                "python_version": "cp310",
                "requires_python": ">=3.8",
                "size": 3161400,
                "upload_time": "2024-02-15T22:00:15",
                "upload_time_iso_8601": "2024-02-15T22:00:15.382999Z",
                "url": "https://files.pythonhosted.org/packages/92/fd/76a74f15b2778c9b4f483de42fb0f8b8ae99898feba95790bf73aadf13dc/aestream-0.6.3-cp310-cp310-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "57d0f5d413fea0fad3e428d9cc049edbc75c5c0de6e4d8cd0ac9fde5e20a5081",
                    "md5": "8c61a02ef9c22dec95411ee4a791b76d",
                    "sha256": "1fd9aaa3f1af0302884f9d8d4262db45217e776374c5392baf47505910241df7"
                },
                "downloads": -1,
                "filename": "aestream-0.6.3-cp38-cp38-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "8c61a02ef9c22dec95411ee4a791b76d",
                "packagetype": "bdist_wheel",
                "python_version": "cp38",
                "requires_python": ">=3.8",
                "size": 3161329,
                "upload_time": "2024-02-15T22:00:18",
                "upload_time_iso_8601": "2024-02-15T22:00:18.139562Z",
                "url": "https://files.pythonhosted.org/packages/57/d0/f5d413fea0fad3e428d9cc049edbc75c5c0de6e4d8cd0ac9fde5e20a5081/aestream-0.6.3-cp38-cp38-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "fffb49b775ce59aae57579711d7fc8c8c9a1473c4c2f6116ead1f755d203547e",
                    "md5": "ca27f70d93decc416b6e3c65357b169e",
                    "sha256": "129ba04f6f8f70413f74461e17d0a197880e179eeb2346cb57f37efabf117978"
                },
                "downloads": -1,
                "filename": "aestream-0.6.3-cp39-cp39-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "ca27f70d93decc416b6e3c65357b169e",
                "packagetype": "bdist_wheel",
                "python_version": "cp39",
                "requires_python": ">=3.8",
                "size": 3161544,
                "upload_time": "2024-02-15T22:00:20",
                "upload_time_iso_8601": "2024-02-15T22:00:20.850616Z",
                "url": "https://files.pythonhosted.org/packages/ff/fb/49b775ce59aae57579711d7fc8c8c9a1473c4c2f6116ead1f755d203547e/aestream-0.6.3-cp39-cp39-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "cbdb7819ce1797b35f60906f050c92554d35012b7ac5250412b16d2ed6da9711",
                    "md5": "c92d0b1f22f6088ef639d13da8454172",
                    "sha256": "eeaa9dc49465bf25de80a549b78ee767cf3b34c1047caeb42be5e089d003d0ad"
                },
                "downloads": -1,
                "filename": "aestream-0.6.3.tar.gz",
                "has_sig": false,
                "md5_digest": "c92d0b1f22f6088ef639d13da8454172",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.8",
                "size": 241086,
                "upload_time": "2024-02-15T22:00:23",
                "upload_time_iso_8601": "2024-02-15T22:00:23.095829Z",
                "url": "https://files.pythonhosted.org/packages/cb/db/7819ce1797b35f60906f050c92554d35012b7ac5250412b16d2ed6da9711/aestream-0.6.3.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.4": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "57e747d82fda143b650b9e5273a7f81d1d567c5f4cf6133b81f39c2b2e749cda",
                    "md5": "44f4cc8a6b39ae2d7cfe76658a2f38d8",
                    "sha256": "0a2de3ce8bed8f8be94fd124eccc8f24b0c7cbe161b8a08727171ca25d612966"
                },
                "downloads": -1,
                "filename": "aestream-0.6.4-cp310-cp310-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "44f4cc8a6b39ae2d7cfe76658a2f38d8",
                "packagetype": "bdist_wheel",
                "python_version": "cp310",
                "requires_python": ">=3.8",
                "size": 3167949,
                "upload_time": "2024-06-15T21:45:50",
                "upload_time_iso_8601": "2024-06-15T21:45:50.638154Z",
                "url": "https://files.pythonhosted.org/packages/57/e7/47d82fda143b650b9e5273a7f81d1d567c5f4cf6133b81f39c2b2e749cda/aestream-0.6.4-cp310-cp310-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "4ac7dcb7046f0f26e725a5de90cea1328ca35de70d280b70ca8552bac0d1d16a",
                    "md5": "26817f07d2e490d5f28c0172ed6f9454",
                    "sha256": "59128d0270994700a6fba61480d526d2a05053d1102e11837bd0bcc114e3b176"
                },
                "downloads": -1,
                "filename": "aestream-0.6.4-cp311-cp311-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "26817f07d2e490d5f28c0172ed6f9454",
                "packagetype": "bdist_wheel",
                "python_version": "cp311",
                "requires_python": ">=3.8",
                "size": 3167697,
                "upload_time": "2024-06-15T21:45:52",
                "upload_time_iso_8601": "2024-06-15T21:45:52.750028Z",
                "url": "https://files.pythonhosted.org/packages/4a/c7/dcb7046f0f26e725a5de90cea1328ca35de70d280b70ca8552bac0d1d16a/aestream-0.6.4-cp311-cp311-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "b17d03b727195dbc540eb0fbf73b06ae9fcf1c8229d045badfdb7b5395fea267",
                    "md5": "d22ca602ab7d024c1585840c3e298c3d",
                    "sha256": "c99edd99f7b4e9dc743bd793c1608f713d1d221355e3a042d7ac84ced6cc5fbd"
                },
                "downloads": -1,
                "filename": "aestream-0.6.4-cp38-cp38-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "d22ca602ab7d024c1585840c3e298c3d",
                "packagetype": "bdist_wheel",
                "python_version": "cp38",
                "requires_python": ">=3.8",
                "size": 3167847,
                "upload_time": "2024-06-15T21:45:54",
                "upload_time_iso_8601": "2024-06-15T21:45:54.819886Z",
                "url": "https://files.pythonhosted.org/packages/b1/7d/03b727195dbc540eb0fbf73b06ae9fcf1c8229d045badfdb7b5395fea267/aestream-0.6.4-cp38-cp38-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "3ec2c81b82a8380fe384e3c9766d6826b3a0726856a4570392a3ae7815ef76e8",
                    "md5": "4bf7b312cfc32ed464d862c4ec070251",
                    "sha256": "b1454d64da4f36c3541a1e10af42d5766854b315ab6e5211743edb067c63e1e5"
                },
                "downloads": -1,
                "filename": "aestream-0.6.4-cp39-cp39-manylinux_2_28_x86_64.whl",
                "has_sig": false,
                "md5_digest": "4bf7b312cfc32ed464d862c4ec070251",
                "packagetype": "bdist_wheel",
                "python_version": "cp39",
                "requires_python": ">=3.8",
                "size": 3168194,
                "upload_time": "2024-06-15T21:45:56",
                "upload_time_iso_8601": "2024-06-15T21:45:56.792122Z",
                "url": "https://files.pythonhosted.org/packages/3e/c2/c81b82a8380fe384e3c9766d6826b3a0726856a4570392a3ae7815ef76e8/aestream-0.6.4-cp39-cp39-manylinux_2_28_x86_64.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "35db58bd11dd132c7dc00be004a101c637a6e9d07d600858462db96f2e0facb8",
                    "md5": "d7bd867525abaea5d50e809effe0abd3",
                    "sha256": "2ce8f653bf7a3e44873ea9924a68bb696fbcfeb30fb10f8727362c8e095d99c5"
                },
                "downloads": -1,
                "filename": "aestream-0.6.4.tar.gz",
                "has_sig": false,
                "md5_digest": "d7bd867525abaea5d50e809effe0abd3",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.8",
                "size": 241447,
                "upload_time": "2024-06-15T21:45:58",
                "upload_time_iso_8601": "2024-06-15T21:45:58.808385Z",
                "url": "https://files.pythonhosted.org/packages/35/db/58bd11dd132c7dc00be004a101c637a6e9d07d600858462db96f2e0facb8/aestream-0.6.4.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "57e747d82fda143b650b9e5273a7f81d1d567c5f4cf6133b81f39c2b2e749cda",
                "md5": "44f4cc8a6b39ae2d7cfe76658a2f38d8",
                "sha256": "0a2de3ce8bed8f8be94fd124eccc8f24b0c7cbe161b8a08727171ca25d612966"
            },
            "downloads": -1,
            "filename": "aestream-0.6.4-cp310-cp310-manylinux_2_28_x86_64.whl",
            "has_sig": false,
            "md5_digest": "44f4cc8a6b39ae2d7cfe76658a2f38d8",
            "packagetype": "bdist_wheel",
            "python_version": "cp310",
            "requires_python": ">=3.8",
            "size": 3167949,
            "upload_time": "2024-06-15T21:45:50",
            "upload_time_iso_8601": "2024-06-15T21:45:50.638154Z",
            "url": "https://files.pythonhosted.org/packages/57/e7/47d82fda143b650b9e5273a7f81d1d567c5f4cf6133b81f39c2b2e749cda/aestream-0.6.4-cp310-cp310-manylinux_2_28_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "4ac7dcb7046f0f26e725a5de90cea1328ca35de70d280b70ca8552bac0d1d16a",
                "md5": "26817f07d2e490d5f28c0172ed6f9454",
                "sha256": "59128d0270994700a6fba61480d526d2a05053d1102e11837bd0bcc114e3b176"
            },
            "downloads": -1,
            "filename": "aestream-0.6.4-cp311-cp311-manylinux_2_28_x86_64.whl",
            "has_sig": false,
            "md5_digest": "26817f07d2e490d5f28c0172ed6f9454",
            "packagetype": "bdist_wheel",
            "python_version": "cp311",
            "requires_python": ">=3.8",
            "size": 3167697,
            "upload_time": "2024-06-15T21:45:52",
            "upload_time_iso_8601": "2024-06-15T21:45:52.750028Z",
            "url": "https://files.pythonhosted.org/packages/4a/c7/dcb7046f0f26e725a5de90cea1328ca35de70d280b70ca8552bac0d1d16a/aestream-0.6.4-cp311-cp311-manylinux_2_28_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "b17d03b727195dbc540eb0fbf73b06ae9fcf1c8229d045badfdb7b5395fea267",
                "md5": "d22ca602ab7d024c1585840c3e298c3d",
                "sha256": "c99edd99f7b4e9dc743bd793c1608f713d1d221355e3a042d7ac84ced6cc5fbd"
            },
            "downloads": -1,
            "filename": "aestream-0.6.4-cp38-cp38-manylinux_2_28_x86_64.whl",
            "has_sig": false,
            "md5_digest": "d22ca602ab7d024c1585840c3e298c3d",
            "packagetype": "bdist_wheel",
            "python_version": "cp38",
            "requires_python": ">=3.8",
            "size": 3167847,
            "upload_time": "2024-06-15T21:45:54",
            "upload_time_iso_8601": "2024-06-15T21:45:54.819886Z",
            "url": "https://files.pythonhosted.org/packages/b1/7d/03b727195dbc540eb0fbf73b06ae9fcf1c8229d045badfdb7b5395fea267/aestream-0.6.4-cp38-cp38-manylinux_2_28_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "3ec2c81b82a8380fe384e3c9766d6826b3a0726856a4570392a3ae7815ef76e8",
                "md5": "4bf7b312cfc32ed464d862c4ec070251",
                "sha256": "b1454d64da4f36c3541a1e10af42d5766854b315ab6e5211743edb067c63e1e5"
            },
            "downloads": -1,
            "filename": "aestream-0.6.4-cp39-cp39-manylinux_2_28_x86_64.whl",
            "has_sig": false,
            "md5_digest": "4bf7b312cfc32ed464d862c4ec070251",
            "packagetype": "bdist_wheel",
            "python_version": "cp39",
            "requires_python": ">=3.8",
            "size": 3168194,
            "upload_time": "2024-06-15T21:45:56",
            "upload_time_iso_8601": "2024-06-15T21:45:56.792122Z",
            "url": "https://files.pythonhosted.org/packages/3e/c2/c81b82a8380fe384e3c9766d6826b3a0726856a4570392a3ae7815ef76e8/aestream-0.6.4-cp39-cp39-manylinux_2_28_x86_64.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "35db58bd11dd132c7dc00be004a101c637a6e9d07d600858462db96f2e0facb8",
                "md5": "d7bd867525abaea5d50e809effe0abd3",
                "sha256": "2ce8f653bf7a3e44873ea9924a68bb696fbcfeb30fb10f8727362c8e095d99c5"
            },
            "downloads": -1,
            "filename": "aestream-0.6.4.tar.gz",
            "has_sig": false,
            "md5_digest": "d7bd867525abaea5d50e809effe0abd3",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=3.8",
            "size": 241447,
            "upload_time": "2024-06-15T21:45:58",
            "upload_time_iso_8601": "2024-06-15T21:45:58.808385Z",
            "url": "https://files.pythonhosted.org/packages/35/db/58bd11dd132c7dc00be004a101c637a6e9d07d600858462db96f2e0facb8/aestream-0.6.4.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "vulnerabilities": []
}