├── .github ├── CODE_OF_CONDUCT.md ├── ISSUE_TEMPLATE │ ├── 01_suggest-project.md │ ├── 02_update-project.md │ ├── 03_update-category.md │ ├── 04_change-configuration.md │ └── 05_anything-else.md ├── PULL_REQUEST_TEMPLATE.md ├── labels.yml └── workflows │ └── update-best-of-list.yml ├── .gitignore ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── config ├── footer.md └── header.md ├── history ├── 2021-02-09_changes.md ├── 2021-02-09_projects.csv ├── 2021-02-15_changes.md ├── 2021-02-15_projects.csv ├── 2021-02-22_changes.md ├── 2021-02-22_projects.csv ├── 2021-03-01_changes.md ├── 2021-03-01_projects.csv ├── 2021-03-08_changes.md ├── 2021-03-08_projects.csv ├── 2021-03-15_changes.md ├── 2021-03-15_projects.csv ├── 2021-03-24_changes.md ├── 2021-03-24_projects.csv ├── 2021-03-25_changes.md ├── 2021-03-25_projects.csv ├── 2021-03-26_changes.md ├── 2021-03-26_projects.csv ├── 2021-03-29_changes.md ├── 2021-03-29_projects.csv ├── 2021-04-05_changes.md ├── 2021-04-05_projects.csv ├── 2021-04-12_changes.md ├── 2021-04-12_projects.csv ├── 2021-04-19_changes.md ├── 2021-04-19_projects.csv ├── 2021-04-26_changes.md ├── 2021-04-26_projects.csv ├── 2021-05-03_changes.md ├── 2021-05-03_projects.csv ├── 2021-05-10_changes.md ├── 2021-05-10_projects.csv ├── 2021-05-17_changes.md ├── 2021-05-17_projects.csv ├── 2021-05-24_changes.md ├── 2021-05-24_projects.csv ├── 2021-06-14_changes.md ├── 2021-06-14_projects.csv ├── 2021-06-21_changes.md ├── 2021-06-21_projects.csv ├── 2021-07-19_changes.md ├── 2021-07-19_projects.csv ├── 2021-08-02_changes.md ├── 2021-08-02_projects.csv ├── 2021-08-09_changes.md ├── 2021-08-09_projects.csv ├── 2021-08-16_changes.md ├── 2021-08-16_projects.csv ├── 2021-09-16_changes.md ├── 2021-09-16_projects.csv ├── 2021-09-27_changes.md ├── 2021-09-27_projects.csv ├── 2021-10-04_changes.md ├── 2021-10-04_projects.csv ├── 2021-10-18_changes.md ├── 2021-10-18_projects.csv ├── 2021-12-06_changes.md ├── 2021-12-06_projects.csv ├── 2021-12-13_changes.md ├── 2021-12-13_projects.csv ├── 2022-01-24_changes.md ├── 2022-01-24_projects.csv ├── 2023-03-01_changes.md ├── 2023-03-01_projects.csv ├── 2023-05-01_changes.md ├── 2023-05-01_projects.csv ├── 2023-08-01_changes.md ├── 2023-08-01_projects.csv ├── 2024-02-01_changes.md ├── 2024-02-01_projects.csv ├── 2024-03-01_changes.md ├── 2024-03-01_projects.csv ├── 2024-04-03_changes.md ├── 2024-04-03_projects.csv ├── 2024-10-02_changes.md ├── 2024-10-02_projects.csv ├── 2024-12-01_changes.md └── 2024-12-01_projects.csv ├── latest-changes.md └── projects.yaml /.github/CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- 1 | # Contributor Covenant Code of Conduct 2 | 3 | ## Our Pledge 4 | 5 | In the interest of fostering an open and welcoming environment, we as 6 | contributors and maintainers pledge to making participation in our project and 7 | our community a harassment-free experience for everyone, regardless of age, body 8 | size, disability, ethnicity, sex characteristics, gender identity and expression, 9 | level of experience, education, socio-economic status, nationality, personal 10 | appearance, race, religion, or sexual identity and orientation. 11 | 12 | ## Our Standards 13 | 14 | Examples of behavior that contributes to creating a positive environment 15 | include: 16 | 17 | * Using welcoming and inclusive language 18 | * Being respectful of differing viewpoints and experiences 19 | * Gracefully accepting constructive criticism 20 | * Focusing on what is best for the community 21 | * Showing empathy towards other community members 22 | 23 | Examples of unacceptable behavior by participants include: 24 | 25 | * The use of sexualized language or imagery and unwelcome sexual attention or 26 | advances 27 | * Trolling, insulting/derogatory comments, and personal or political attacks 28 | * Public or private harassment 29 | * Publishing others' private information, such as a physical or electronic 30 | address, without explicit permission 31 | * Other conduct which could reasonably be considered inappropriate in a 32 | professional setting 33 | 34 | ## Our Responsibilities 35 | 36 | Project maintainers are responsible for clarifying the standards of acceptable 37 | behavior and are expected to take appropriate and fair corrective action in 38 | response to any instances of unacceptable behavior. 39 | 40 | Project maintainers have the right and responsibility to remove, edit, or 41 | reject comments, commits, code, wiki edits, issues, and other contributions 42 | that are not aligned to this Code of Conduct, or to ban temporarily or 43 | permanently any contributor for other behaviors that they deem inappropriate, 44 | threatening, offensive, or harmful. 45 | 46 | ## Scope 47 | 48 | This Code of Conduct applies both within project spaces and in public spaces 49 | when an individual is representing the project or its community. Examples of 50 | representing a project or community include using an official project e-mail 51 | address, posting via an official social media account, or acting as an appointed 52 | representative at an online or offline event. Representation of a project may be 53 | further defined and clarified by project maintainers. 54 | 55 | ## Enforcement 56 | 57 | Instances of abusive, harassing, or otherwise unacceptable behavior may be 58 | reported by contacting the project team at team@mltooling.org. All 59 | complaints will be reviewed and investigated and will result in a response that 60 | is deemed necessary and appropriate to the circumstances. The project team is 61 | obligated to maintain confidentiality with regard to the reporter of an incident. 62 | Further details of specific enforcement policies may be posted separately. 63 | 64 | Project maintainers who do not follow or enforce the Code of Conduct in good 65 | faith may face temporary or permanent repercussions as determined by other 66 | members of the project's leadership. 67 | 68 | ## Attribution 69 | 70 | This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, 71 | available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html 72 | 73 | [homepage]: https://www.contributor-covenant.org 74 | 75 | For answers to common questions about this code of conduct, see 76 | https://www.contributor-covenant.org/faq -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/01_suggest-project.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "📦 Suggest a project" 3 | about: "Do you like to suggest a project that hasn't been added to this best-of list yet?" 4 | title: 'Add project: ' 5 | labels: 'add-project' 6 | assignees: '' 7 | 8 | --- 9 | 10 | 13 | 14 | **Project details:** 15 | 16 | 17 | - Project Name: 18 | - Github URL: 19 | - Category: 20 | - License: 21 | - Package Managers: 22 | 23 | **Additional context:** 24 | 25 | 26 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/02_update-project.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "✏️ Update a project" 3 | about: Do you have changes for a project, e.g. missing package manager, wrong license or category? 4 | title: 'Update project: ' 5 | labels: 'update-project' 6 | assignees: '' 7 | 8 | --- 9 | 10 | **Update details:** 11 | 12 | 15 | 16 | - Project Name: 17 | 18 | 19 | 20 | **Additional context:** 21 | 22 | 23 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/03_update-category.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "🏷 Add or update a category" 3 | about: Do you like to suggest a new project category or update an existing one? 4 | title: '' 5 | labels: 'category' 6 | assignees: '' 7 | 8 | --- 9 | 10 | 13 | 14 | - [ ] Add category 15 | - [ ] Update category: 16 | 17 | **Category details:** 18 | 19 | 22 | 23 | - Category Title: 24 | - Category Subtitle: 25 | 26 | **Additional context:** 27 | 28 | 29 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/04_change-configuration.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "⚙️ Change configuration" 3 | about: Do you have a suggestion for changing the configuration, e.g. allow additional licenses or adjust minimal stars? 4 | title: '' 5 | labels: 'configuration' 6 | assignees: '' 7 | 8 | --- 9 | 10 | **Configuration Change:** 11 | 12 | 13 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/05_anything-else.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "\U0001F4AC Anything else?" 3 | about: For questions or suggestions regarding the metadata collection or markdown generation, please refer to the best-of-lists/best-of-generator repository. 4 | title: '' 5 | labels: 'question' 6 | assignees: '' 7 | 8 | --- 9 | 10 | 13 | 14 | **Describe the issue:** 15 | 16 | 17 | -------------------------------------------------------------------------------- /.github/PULL_REQUEST_TEMPLATE.md: -------------------------------------------------------------------------------- 1 | **What kind of change does this PR introduce?** 2 | 3 | 4 | - [ ] Add a project 5 | - [ ] Update a project 6 | - [ ] Remove a project 7 | - [ ] Add or update a category 8 | - [ ] Change configuration 9 | - [ ] Documentation 10 | - [ ] Other, please describe: 11 | 12 | **Description:** 13 | 14 | 15 | **Checklist:** 16 | 18 | 19 | - [ ] I have read the [CONTRIBUTING](https://github.com/best-of-lists/best-of/blob/main/CONTRIBUTING.md) guidelines. 20 | - [ ] I have not modified the `README.md` file. Projects are only supposed to be added or updated within the `projects.yaml` file since the `README.md` file is automatically generated. 21 | -------------------------------------------------------------------------------- /.github/labels.yml: -------------------------------------------------------------------------------- 1 | - name: add-project 2 | color: a2eeef 3 | description: "Add new project to best-of list" 4 | - name: update-project 5 | color: a2eeef 6 | description: "Update a project on the best-of list" 7 | - name: category 8 | color: a2eeef 9 | description: "Add or update a category to the best-of list" 10 | - name: configuration 11 | color: a2eeef 12 | description: "Issue refers to the best-of list configuration" 13 | - name: generation 14 | color: a2eeef 15 | description: "Issue refers to the best-of markdown generation" 16 | - name: collection 17 | color: a2eeef 18 | description: "Issue refers to the project metadata collection" 19 | - name: question 20 | color: a2eeef 21 | description: "Further information is requested" 22 | - name: documentation 23 | color: a2eeef 24 | description: "Changes to documentation" 25 | - name: bug 26 | color: d73a4a 27 | description: "Something isn't working" 28 | - name: "good first issue" 29 | color: 98FF98 30 | description: "Good for newcomers" 31 | - name: "help wanted" 32 | color: 98FF98 33 | description: "Extra attention is needed" 34 | - name: invalid 35 | color: cfd3d7 36 | description: "This doesn't seem right" 37 | - name: duplicate 38 | color: cfd3d7 39 | description: "This issue or pull request already exists" 40 | - name: "further input needed" 41 | color: cfd3d7 42 | description: "Not enough detail is provided by the creator" 43 | -------------------------------------------------------------------------------- /.github/workflows/update-best-of-list.yml: -------------------------------------------------------------------------------- 1 | # Based on https://github.com/best-of-lists/best-of-update-action/blob/v0.5.3/workflows/update-best-of-list.yml 2 | name: update-best-of-list 3 | 4 | on: 5 | workflow_dispatch: 6 | inputs: 7 | version: 8 | description: "Version to use for this update" 9 | required: false 10 | schedule: 11 | - cron: "0 9 1 * *" # On every first day of a month at 9am 12 | 13 | env: 14 | BRANCH_PREFIX: "update/" 15 | DEFAULT_BRANCH: "main" 16 | 17 | jobs: 18 | update-best-of-list: 19 | runs-on: ubuntu-latest 20 | steps: 21 | - if: ${{ github.event.inputs != null && github.event.inputs.version != null }} 22 | name: set-version-from-input 23 | run: echo "VERSION=${{ github.event.inputs.version }}" >> $GITHUB_ENV 24 | - if: ${{ ! (env.VERSION != null && env.VERSION != '') }} 25 | name: set-version-via-date 26 | run: echo "VERSION=$(date '+%Y.%m.%d')" >> $GITHUB_ENV 27 | - uses: actions/checkout@v2 28 | - name: check-version-tag 29 | shell: bash 30 | run: | 31 | git fetch --tags --force 32 | git show-ref --tags --verify --quiet -- "refs/tags/${{ env.VERSION }}" && echo "VERSION=$(date '+%Y.%m.%d-%H.%M')" >> $GITHUB_ENV || exit 0 33 | - name: create-update-branch 34 | uses: peterjgrainger/action-create-branch@v3.0.0 35 | env: 36 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 37 | with: 38 | branch: "${{ env.BRANCH_PREFIX }}${{ env.VERSION }}" 39 | - uses: actions/checkout@v2 40 | with: 41 | fetch-depth: 0 42 | ref: ${{ env.BRANCH_PREFIX }}${{ env.VERSION }} 43 | token: ${{ secrets.GITHUB_TOKEN }} 44 | env: 45 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 46 | - name: update-best-of-list 47 | uses: best-of-lists/best-of-update-action@v0.7.3 48 | with: 49 | libraries_key: ${{ secrets.LIBRARIES_KEY }} 50 | github_key: ${{ secrets.GITHUB_TOKEN }} 51 | - name: push-update 52 | uses: stefanzweifel/git-auto-commit-action@v4 53 | with: 54 | branch: ${{ env.BRANCH_PREFIX }}${{ env.VERSION }} 55 | commit_user_name: best-of update 56 | commit_user_email: actions@github.com 57 | commit_message: Update best-of list for version ${{ env.VERSION }} 58 | tagging_message: ${{ env.VERSION }} 59 | skip_dirty_check: true 60 | commit_options: "--allow-empty" 61 | - name: create-pull-request 62 | shell: bash 63 | run: | 64 | # Stops script execution if a command has an error 65 | set -e 66 | curl -fsSL https://github.com/github/hub/raw/master/script/get | bash -s 2.14.2 67 | bin/hub pull-request -b ${{ env.DEFAULT_BRANCH }} -h ${{ env.BRANCH_PREFIX }}${{ env.VERSION }} --no-edit -m "Best-of update: ${{ env.VERSION }}" -m "To finish this update: Select Merge pull request below and Confirm merge. Also, make sure to publish the created draft release in the [releases section](../releases) as well." || true 68 | rm bin/hub 69 | env: 70 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 71 | - name: create-release 72 | uses: actions/create-release@v1 73 | env: 74 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 75 | with: 76 | tag_name: ${{ env.VERSION }} 77 | release_name: "Update: ${{ env.VERSION }}" 78 | body_path: "latest-changes.md" 79 | draft: true 80 | prerelease: false 81 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # IntelliJ 2 | target/ 3 | .idea/ 4 | *.iml 5 | 6 | # Sublime 7 | *.sublime-workspace 8 | 9 | # Eclipse 10 | .settings 11 | 12 | # VS Code 13 | .project 14 | .classpath 15 | .vscode/* 16 | # Ignore all local history of files 17 | **/.history 18 | 19 | # Java 20 | *.class 21 | target/ 22 | 23 | # C 24 | *.so 25 | 26 | # Python 27 | *.pyc 28 | *.egg-info 29 | __pycache__ 30 | .ipynb_checkpoints 31 | .Python 32 | dist/ 33 | .python-version 34 | .installed.cfg 35 | *.egg 36 | reqlib-metadata 37 | .mypy_cache/ 38 | .venv 39 | venv/ 40 | build/ 41 | 42 | # Byte-compiled / optimized / DLL files 43 | *.pyc 44 | __pycache__/ 45 | *.py[cod] 46 | *$py.class 47 | 48 | # Unit test / coverage reports 49 | htmlcov/ 50 | .tox/ 51 | .nox/ 52 | .coverage 53 | .coverage.* 54 | .cache 55 | nosetests.xml 56 | coverage.xml 57 | *,cover 58 | .hypothesis/ 59 | .pytest_cache/ 60 | 61 | # NPM / Node / JavaScript 62 | .npm 63 | node_modules/ 64 | jspm_packages/ 65 | 66 | # Runtime data 67 | pids 68 | *.pid 69 | *.seed 70 | *.pid.lock 71 | 72 | # Logs 73 | logs 74 | *.log 75 | npm-debug.log* 76 | yarn-debug.log* 77 | yarn-error.log* 78 | lerna-debug.log* 79 | 80 | # vim temporary files 81 | *~ 82 | .*.sw? 83 | 84 | # Other Artifacts 85 | hs_err_pid* 86 | *.log 87 | *.swp 88 | *.swo 89 | temp/* 90 | .DS_Store 91 | 92 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | 2 | # Contribution Guidelines 3 | 4 | Thanks for your interest in contributing to our project. This page will give you a quick overview of how things are organized and, most importantly, how to get involved. Everyone is welcome to contribute, and we value everybody's contribution. 5 | 6 | ## Table of contents 7 | 8 | 1. [Add a project](#add-a-project) 9 | 2. [Update a project](#update-a-project) 10 | 3. [Improve metadata collection](#improve-metadata-collection) 11 | 4. [Improve markdown generation](#improve-markdown-generation) 12 | 5. [Create your own best-of list](#improve-markdown-generation) 13 | 6. [Code of conduct](#code-of-conduct) 14 | 15 | ## Add a project 16 | 17 | If you like to suggest or add a project, choose one of the following ways: 18 | 19 | - Suggest a project by opening an issue: Please use the suggest project template from the [issue page](https://github.com/e-tony/best-of-ml-rust/issues/new/choose) and fill in the requested information. 20 | - Add a project by modifying the [projects.yaml](https://github.com/e-tony/best-of-ml-rust/blob/main/projects.yaml) and submitting a pull request with your addition. This can also be done directly via the [Github UI](https://github.com/e-tony/best-of-ml-rust/edit/main/projects.yaml). 21 | 22 | Before opening an issue or pull request, please ensure that you adhere to the following guidelines: 23 | 24 | - Please make sure that the project was not already added or suggested to this best-of list. You can ensure this by searching the projects.yaml, the Readme, and the issue list. 25 | - Add the project to the `projects.yaml` and never to the `README.md` file directly. Use the yaml format and the properties documented in the [project properties](#project-properties) section below to add a new project, for example: 26 | ```yaml 27 | - name: Tensorflow 28 | github_id: tensorflow/tensorflow 29 | pypi_id: tensorflow 30 | conda_id: tensorflow 31 | labels: ["tensorflow"] 32 | category: ml-frameworks 33 | ``` 34 | - Please create an individual issue or pull request for each project. 35 | - Please use the following title format for the issue or pull request: `Add project: project-name`. 36 | - If a project doesn't fit into any of the pre-existing categories, it should go under the `Others` category by not assigning any category. You can also suggest a new category via the add or update category template on the [issue page](https://github.com/e-tony/best-of-ml-rust/issues/new/choose). 37 | 38 | ## Update a project 39 | 40 | If you like to suggest or contribute a project update, choose one of the following ways: 41 | 42 | - Suggest a project update by opening an issue: Please use the update project template from the [issue page](https://github.com/e-tony/best-of-ml-rust/issues/new/choose) and fill in the requested information. 43 | - Update a project by modifying the [projects.yaml](https://github.com/e-tony/best-of-ml-rust/blob/main/projects.yaml) and submitting a pull request with your changes. This can also be done directly via the [Github UI](https://github.com/e-tony/best-of-ml-rust/edit/main/projects.yaml). 44 | 45 | Before opening an issue or pull request, please ensure that you adhere to the following guidelines: 46 | 47 | - Only update the project in the `projects.yaml` and never to the `README.md` file directly. Use the yaml format and the properties documented in the [project properties](#project-properties) section below to update a new project. 48 | - Please create an individual issue or pull request for each project. 49 | - Please use the following title format for the issue or pull request: `Update project: project-name`. 50 | 51 | ## Project properties 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | 100 |
PropertyDescription
nameName of the project. This name is required to be unique on the best-of list.
github_idGithub ID of the project based on user or organization and the repository name, e.g. best-of-lists/best-of-generator.
Optional Properties:
categoryCategory that this project is most related to. You can find all available category IDs in the projects.yaml file. The project will be sorted into the Others category if no category is provided.
labelsList of labels that this project is related to. You can find all available label IDs in the projects.yaml file.
Supported Package Managers:
pypi_idProject ID on the python package index (PyPi).
conda_idProject ID on the conda package manager. If the main package is provided on a different channel, prefix the ID with the given channel: e.g. conda-forge/tensorflow
npm_idProject ID on the Node package manager (npm).
dockerhub_idProject ID on the Docker Hub container registry.
maven_idArtifact ID on Maven central, e.g. org.apache.flink:flink-core.
101 | 102 | Please refer to the [best-of-generator documentation](https://github.com/best-of-lists/best-of-generator#project-properties) for a complete and up-to-date list of supported project properties. 103 | 104 | ## Improve metadata collection 105 | 106 | If you like to contribute to or share suggestions regarding the project metadata collection, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. 107 | 108 | ## Improve markdown generation 109 | 110 | If you like to contribute to or share suggestions regarding the markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. 111 | 112 | ## Create your own best-of list 113 | 114 | If you want to create your own best-of list, we strongly recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md). With this guide, it will only take about 3 minutes to get you started. It is already set-up to automatically run the best-of generator via our Github Action and includes other useful template files. 115 | 116 | ## Code of Conduct 117 | 118 | All members of the project community must abide by the [Contributor Covenant, version 2.0](./.github/CODE_OF_CONDUCT.md). Only by respecting each other we can develop a productive, collaborative community. Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting a project maintainer. 119 | -------------------------------------------------------------------------------- /config/footer.md: -------------------------------------------------------------------------------- 1 | 2 | --- 3 | 4 | ## Related Resources 5 | 6 | - [**Awesome-Rust-MachineLearning**](https://github.com/vaaaaanquish/Awesome-Rust-MachineLearning): This repository is a list of machine learning libraries written in Rust. 7 | - [**best-of-ml-python**](https://github.com/ml-tooling/best-of-ml-python): A ranked list of awesome machine learning Python libraries. 8 | - [**best-of-ml-julia**](https://github.com/e-tony/best-of-ml-julia): A ranked list of awesome machine learning Julia libraries. 9 | 10 | ## Contribution 11 | 12 | Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways: 13 | 14 | - Open an issue by selecting one of the provided categories from the [issue page](https://github.com/e-tony/best-of-ml-rust/issues/new/choose) and fill in the requested information. 15 | - Modify the [projects.yaml](https://github.com/e-tony/best-of-ml-rust/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/e-tony/best-of-ml-rust/edit/main/projects.yaml). 16 | 17 | If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md). 18 | 19 | For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/e-tony/best-of-ml-rust/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/e-tony/best-of-ml-rust/blob/main/.github/CODE_OF_CONDUCT.md). 20 | 21 | ## License 22 | 23 | [![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/) 24 | -------------------------------------------------------------------------------- /config/header.md: -------------------------------------------------------------------------------- 1 | 2 |

3 | best-of-ml-rust 4 |
5 |

6 | 7 |

8 | 🏆  A ranked list of awesome machine learning Rust libraries. 9 |

10 | 11 |

12 | 13 | 14 | 15 | 16 |

17 | 18 | This curated list contains {project_count} awesome open-source projects with a total of {stars_count} stars grouped into {category_count} categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/e-tony/best-of-ml-rust/issues/new/choose), submit a [pull request](https://github.com/e-tony/best-of-ml-rust/pulls), or directly edit the [projects.yaml](https://github.com/e-tony/best-of-ml-rust/edit/main/projects.yaml). Contributions are very welcome! 19 | 20 | > 🧙‍♂️ Discover other [best-of lists](https://best-of.org) or [create your own](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md). 21 | -------------------------------------------------------------------------------- /history/2021-02-09_changes.md: -------------------------------------------------------------------------------- 1 | Nothing changed from last update. -------------------------------------------------------------------------------- /history/2021-02-09_projects.csv: -------------------------------------------------------------------------------- 1 | ,name,github_id,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,commit_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,projectrank,show,projectrank_placing,github_release_downloads,monthly_downloads 2 | 0,tokenizers,huggingface/tokenizers,nlp,https://github.com/huggingface/tokenizers,https://github.com/huggingface/tokenizers,Apache-2.0,2019-11-01 17:52:20,2021-02-08 16:46:31,2021-02-08 16:45:56,311.0,66.0,300.0,4250.0,1439.0,2021-02-04 15:38:39,python-v0.10.1,39.0,Fast State-of-the-Art Tokenizers optimized for Research and Production.,25.0,25.0,40.0,21,True,1.0,, 3 | 1,tvm,apache/tvm,ml-frameworks,https://github.com/apache/tvm,https://github.com/apache/tvm,Apache-2.0,2016-10-12 22:20:28,2021-02-09 10:37:27,2021-02-09 00:49:42,1738.0,112.0,1602.0,6254.0,,2020-10-02 18:30:42,0.7.0,9.0,"Open deep learning compiler stack for cpu, gpu and specialized accelerators.",,,489.0,19,True,1.0,434.0,10.0 4 | 2,rust,tensorflow/rust,ml-frameworks,https://github.com/tensorflow/rust,https://github.com/tensorflow/rust,Apache-2.0,2016-02-05 00:32:17,2021-02-08 10:26:10,2020-12-31 18:31:51,229.0,27.0,101.0,2921.0,623.0,,,,Rust language bindings for TensorFlow.,,,36.0,16,True,1.0,, 5 | 3,tract,sonos/tract,ml-frameworks,https://github.com/sonos/tract,https://github.com/sonos/tract,,2017-08-07 09:31:26,2021-02-08 13:49:27,2021-02-02 07:54:37,92.0,20.0,44.0,865.0,,2021-01-12 13:07:06,0.12.5,13.0,"Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.",,,21.0,15,False,1.0,1318.0,219.0 6 | 4,whatlang-rs,greyblake/whatlang-rs,nlp,https://github.com/greyblake/whatlang-rs,https://github.com/greyblake/whatlang-rs,MIT,2016-11-05 21:26:51,2021-02-05 07:23:12,2021-02-05 07:23:01,27.0,,23.0,386.0,365.0,2019-03-03 16:17:34,0.7.0,3.0,Natural language detection library for Rust. Try demo online: https://www.greyblake.com/whatlang/.,,,14.0,15,True,1.0,, 7 | 5,xaynet,xaynetwork/xaynet/,ml-frameworks,https://github.com/xaynetwork/xaynet,https://github.com/xaynetwork/xaynet,Apache-2.0,2019-08-29 08:59:32,2021-02-09 10:13:56,2021-02-08 15:56:54,18.0,3.0,27.0,103.0,2422.0,2021-01-18 12:57:57,0.11.0,11.0,Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.,,,,15,True,1.0,, 8 | 6,linfa,rust-ml/linfa/,ml-frameworks,https://github.com/rust-ml/linfa,https://github.com/rust-ml/linfa,,2018-04-05 07:03:30,2021-02-09 08:44:27,2021-02-09 07:52:03,43.0,11.0,19.0,697.0,170.0,2021-01-21 07:50:34,0.3.0,3.0,A Rust machine learning framework.,,,,14,False,2.0,, 9 | 7,opencv-rust,twistedfall/opencv-rust,image,https://github.com/twistedfall/opencv-rust,https://github.com/twistedfall/opencv-rust,MIT,2015-04-14 06:32:54,2021-02-04 08:40:26,2021-02-04 08:40:14,57.0,8.0,158.0,580.0,853.0,,,,Rust bindings for OpenCV 3 & 4.,,,25.0,14,True,1.0,, 10 | 8,snips-nlu-rs,snipsco/snips-nlu-rs,nlp,https://github.com/snipsco/snips-nlu-rs,https://github.com/snipsco/snips-nlu-rs,,2018-02-21 09:29:02,2020-01-28 16:20:20,2020-01-28 16:19:54,55.0,5.0,14.0,312.0,1583.0,2020-01-28 16:20:20,0.65.6,33.0,Snips NLU rust implementation.,,,21.0,14,False,2.0,, 11 | 9,texture-synthesis,EmbarkStudios/texture-synthesis,image,https://github.com/EmbarkStudios/texture-synthesis,https://github.com/EmbarkStudios/texture-synthesis,,2019-08-26 08:06:48,2020-12-10 16:17:19,2020-12-10 16:17:17,42.0,10.0,33.0,1303.0,,2020-02-26 20:39:27,0.8.0,12.0,Example-based texture synthesis written in Rust.,,,17.0,13,False,2.0,1755.0,97.0 12 | 10,rusty-machine,AtheMathmo/rusty-machine,ml-frameworks,https://github.com/AtheMathmo/rusty-machine,https://github.com/AtheMathmo/rusty-machine,MIT,2015-11-14 05:55:27,2020-07-10 17:17:37,2020-02-14 18:25:14,139.0,33.0,65.0,1140.0,532.0,,,,Machine Learning library for Rust.,,,20.0,13,True,2.0,, 13 | 11,juice,spearow/juice,ml-frameworks,https://github.com/spearow/juice,https://github.com/spearow/juice,,2017-01-14 21:27:49,2021-02-01 07:15:08,2020-10-19 17:07:39,55.0,26.0,38.0,730.0,1300.0,,,,The Hacker's Machine Learning Engine.,,,42.0,13,False,2.0,, 14 | 12,rustlearn,maciejkula/rustlearn,ml-frameworks,https://github.com/maciejkula/rustlearn,https://github.com/maciejkula/rustlearn,Apache-2.0,2015-12-03 21:48:17,2020-06-21 02:01:59,2020-06-21 02:01:58,42.0,7.0,4.0,471.0,76.0,2018-07-29 21:02:49,0.5.0,4.0,Machine learning crate for Rust.,,,9.0,13,True,2.0,, 15 | 13,rust-bert,guillaume-be/rust-bert,nlp,https://github.com/guillaume-be/rust-bert,https://github.com/guillaume-be/rust-bert,Apache-2.0,2020-01-25 09:40:07,2021-02-08 19:04:08,2021-02-03 15:39:08,33.0,6.0,29.0,438.0,656.0,,,,"Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...).",,,8.0,13,True,2.0,, 16 | 14,rustface,atomashpolskiy/rustface,image,https://github.com/atomashpolskiy/rustface,https://github.com/atomashpolskiy/rustface,,2017-12-21 20:24:40,2020-11-25 09:43:07,2020-11-25 09:43:06,21.0,6.0,12.0,269.0,167.0,2020-11-02 08:22:28,0.1.6,3.0,Face detection library for the Rust programming language.,,,6.0,13,False,2.0,, 17 | 15,lingua-rs,pemistahl/lingua-rs,nlp,https://github.com/pemistahl/lingua-rs,https://github.com/pemistahl/lingua-rs,Apache-2.0,2020-06-17 10:47:30,2021-01-31 19:20:27,2021-01-31 19:17:17,4.0,2.0,6.0,242.0,84.0,2021-01-31 19:22:29,1.1.0,5.0,"The most accurate natural language detection library in the Rust ecosystem, suitable for long and short text alike.",,,2.0,13,True,2.0,, 18 | 16,leaf,autumnai/leaf,ml-frameworks,https://github.com/autumnai/leaf,https://github.com/autumnai/leaf,,2015-10-26 08:20:56,2018-01-14 18:40:05,2018-01-14 18:40:04,263.0,26.0,24.0,5467.0,164.0,,,,Open Machine Intelligence Framework for Hackers. (GPU/CPU).,,,15.0,12,False,2.0,, 19 | 17,tch-rs,LaurentMazare/tch-rs,ml-frameworks,https://github.com/LaurentMazare/tch-rs,https://github.com/LaurentMazare/tch-rs,,2019-02-16 21:08:44,2021-02-05 14:16:03,2021-02-05 14:16:03,82.0,25.0,181.0,920.0,540.0,,,,Rust bindings for the C++ api of PyTorch.,,,29.0,12,False,2.0,, 20 | 18,rust-autograd,raskr/rust-autograd,ml-frameworks,https://github.com/raskr/rust-autograd,https://github.com/raskr/rust-autograd,MIT,2017-09-05 14:42:39,2021-02-06 10:34:39,2020-12-31 14:24:43,19.0,,21.0,264.0,343.0,,,,Tensors and differentiable operations (like TensorFlow) in Rust.,,,10.0,12,True,2.0,, 21 | 19,rs-natural,christophertrml/rs-natural,nlp,https://github.com/christophertrml/rs-natural,https://github.com/christophertrml/rs-natural,MIT,2014-07-27 22:26:18,2020-10-17 18:22:37,2020-02-13 07:12:11,27.0,2.0,7.0,189.0,97.0,,,,Natural Language Processing for Rust.,,,14.0,11,True,3.0,, 22 | 20,Peroxide,Axect/Peroxide,ml-frameworks,https://github.com/Axect/Peroxide,https://github.com/Axect/Peroxide,,2018-04-20 18:38:06,2021-01-25 15:59:03,2021-01-25 15:57:51,9.0,6.0,13.0,183.0,1129.0,,,,"Rust numeric library with R, MATLAB & Python syntax.",,,8.0,11,False,2.0,, 23 | 21,orkhon,vertexclique/orkhon,ml-frameworks,https://github.com/vertexclique/orkhon,https://github.com/vertexclique/orkhon,MIT,2019-05-18 23:24:53,2021-02-01 15:23:47,2021-02-01 15:23:39,2.0,4.0,3.0,96.0,102.0,2020-11-17 23:04:49,0.2.0,1.0,Orkhon: ML Inference Framework and Server Runtime.,,,,11,False,2.0,, 24 | 22,rsrl,tspooner/rsrl,ml-frameworks,https://github.com/tspooner/rsrl,https://github.com/tspooner/rsrl,MIT,2017-03-29 15:18:20,2020-06-18 11:34:02,2020-06-18 11:31:52,10.0,19.0,15.0,92.0,545.0,,,7.0,"A fast, safe and easy to use reinforcement learning framework in Rust.",,,4.0,11,False,2.0,, 25 | 23,cv,rust-cv/cv,image,https://github.com/rust-cv/cv,https://github.com/rust-cv/cv,MIT,2020-04-04 17:46:04,2020-12-21 04:23:15,2020-12-21 04:23:11,6.0,24.0,2.0,61.0,560.0,,,,Rust CV mono-repo.,,,4.0,11,False,3.0,, 26 | 24,RustNN,jackm321/RustNN,ml-frameworks,https://github.com/jackm321/RustNN,https://github.com/jackm321/RustNN,Apache-2.0,2015-03-27 08:34:35,2017-12-21 15:19:41,2015-05-08 02:34:16,29.0,1.0,2.0,301.0,41.0,,,,A neural network crate.,,,2.0,10,False,3.0,, 27 | 25,deeplearn-rs,tedsta/deeplearn-rs,ml-frameworks,https://github.com/tedsta/deeplearn-rs,https://github.com/tedsta/deeplearn-rs,MIT,2015-10-27 02:51:50,2019-10-30 04:18:48,2017-08-20 03:30:59,22.0,1.0,4.0,193.0,78.0,,,,Neural networks in Rust.,,,2.0,10,False,3.0,, 28 | 26,alumina,millardjn/alumina,ml-frameworks,https://github.com/millardjn/alumina,https://github.com/millardjn/alumina,MIT,2017-02-06 15:57:08,2020-10-25 09:17:59,2020-10-25 09:17:58,5.0,3.0,,76.0,245.0,,,,A deep learning library for rust.,,,3.0,10,False,3.0,, 29 | 27,torchrs,torchrs/torchrs,ml-frameworks,https://github.com/torchrs/torchrs,https://github.com/torchrs/torchrs,BSD-2-Clause,2017-05-27 21:57:45,2017-07-16 00:27:45,2017-07-16 00:27:34,11.0,1.0,,76.0,532.0,,,,Deep Learning in Rust with the PyTorch API.,,,,10,False,3.0,, 30 | 28,rust-tokenizers,guillaume-be/rust-tokenizers,nlp,https://github.com/guillaume-be/rust-tokenizers,https://github.com/guillaume-be/rust-tokenizers,Apache-2.0,2019-11-09 16:14:11,2021-01-28 16:36:13,2021-01-28 16:36:12,9.0,,4.0,73.0,326.0,,,,"Rust-tokenizer offers high-performance tokenizers for modern language models, including WordPiece, Byte-Pair Encoding..",,,2.0,10,False,3.0,, 31 | 29,NeuroFlow,MikhailKravets/NeuroFlow,ml-frameworks,https://github.com/MikhailKravets/NeuroFlow,https://github.com/MikhailKravets/NeuroFlow,MIT,2017-06-22 18:45:50,2021-01-29 17:43:28,2018-01-07 20:12:50,4.0,,1.0,52.0,194.0,,,,Awesome deep learning crate.,,,2.0,10,False,3.0,, 32 | 30,vtext,rth/vtext,nlp,https://github.com/rth/vtext,https://github.com/rth/vtext,Apache-2.0,2018-11-05 09:02:15,2020-07-22 19:19:12,2020-06-18 21:00:31,8.0,11.0,7.0,105.0,143.0,,,,Simple NLP in Rust with Python bindings.,,,3.0,9,False,3.0,, 33 | 31,smartcore,smartcorelib/smartcore,ml-frameworks,https://github.com/smartcorelib/smartcore,https://github.com/smartcorelib/smartcore,Apache-2.0,2019-05-08 05:14:51,2021-02-07 00:27:09,2021-01-26 17:37:39,12.0,20.0,13.0,77.0,,,,,SmartCore is a comprehensive library for machine learning and numerical computing. The library provides a set of tools..,,,10.0,9,False,3.0,, 34 | 32,kodama,diffeo/kodama,ml-frameworks,https://github.com/diffeo/kodama,https://github.com/diffeo/kodama,MIT,2017-08-07 00:12:06,2020-12-21 14:04:54,2020-12-21 14:04:53,4.0,,,49.0,38.0,,,,Fast hierarchical agglomerative clustering in Rust.,,,2.0,9,False,3.0,, 35 | 33,rustml,daniel-e/rustml,ml-frameworks,https://github.com/daniel-e/rustml,https://github.com/daniel-e/rustml,,2015-06-23 13:59:00,2018-01-31 13:53:22,2018-01-31 13:53:17,6.0,2.0,3.0,45.0,332.0,2015-10-07 20:05:27,0.0.5,4.0,Machine learning in Rust.,,,2.0,9,False,3.0,, 36 | 34,visual-odometry-rs,mpizenberg/visual-odometry-rs,image,https://github.com/mpizenberg/visual-odometry-rs,https://github.com/mpizenberg/visual-odometry-rs,MPL-2.0,2018-03-26 08:10:34,2020-01-17 19:04:01,2019-03-25 14:16:01,1.0,6.0,1.0,26.0,299.0,,,,Visual Odometry in Rust (vors).,,,,9,False,3.0,, 37 | 35,hal,jramapuram/hal,ml-frameworks,https://github.com/jramapuram/hal,https://github.com/jramapuram/hal,MIT,2015-07-22 20:11:09,2016-10-22 00:27:46,2016-10-22 00:24:58,9.0,5.0,,74.0,52.0,,,,Rust based Cross-GPU Machine Learning.,,,2.0,8,False,3.0,, 38 | 36,word2vec,dimakudosh/word2vec,nlp,https://github.com/DimaKudosh/word2vec,https://github.com/DimaKudosh/word2vec,MIT,2016-01-28 19:57:43,2019-11-04 15:30:36,2019-11-04 15:29:26,6.0,,,19.0,63.0,,,,Rust interface to word2vec.,,,5.0,8,False,3.0,, 39 | 37,visionmagic,visioncortex/visionmagic/,image,https://github.com/visioncortex/visionmagic,https://github.com/visioncortex/visionmagic,,2020-12-16 15:07:32,2021-02-07 06:22:52,2021-02-07 06:22:52,1.0,,,19.0,26.0,2020-12-18 17:16:23,0.1.2,3.0,Collection of vision & graphics algorithms.,,,,8,False,3.0,, 40 | 38,deepfrog,proycon/deepfrog,nlp,https://github.com/proycon/deepfrog,https://github.com/proycon/deepfrog,GPL-3.0,2020-02-12 12:28:13,2020-09-29 20:00:51,2020-09-29 14:58:49,,2.0,3.0,13.0,125.0,2020-09-29 20:00:51,0.2.0,1.0,An NLP-suite powered by deep learning.,,,,8,False,3.0,, 41 | 39,autograph,charles-r-earp/autograph,ml-frameworks,https://github.com/charles-r-earp/autograph,https://github.com/charles-r-earp/autograph,,2019-06-17 23:43:49,2021-01-29 22:18:42,2021-01-29 22:18:02,3.0,,5.0,96.0,,,,,Machine Learning Library for Rust.,,,3.0,7,False,3.0,, 42 | 40,tflite-rs,boncheolgu/tflite-rs,ml-frameworks,https://github.com/boncheolgu/tflite-rs,https://github.com/boncheolgu/tflite-rs,,2018-10-23 13:13:57,2020-12-04 11:16:49,2020-12-04 11:02:17,16.0,9.0,7.0,35.0,136.0,,,,,,,6.0,7,False,3.0,, 43 | 41,cogent,JonathanWoollett-Light/cogent,ml-frameworks,https://github.com/JonathanWoollett-Light/cogent,https://github.com/JonathanWoollett-Light/cogent,,2019-09-30 01:15:30,2021-01-21 23:15:25,2021-01-21 21:39:37,,,,23.0,344.0,,,,Simple neural network library for classification written in Rust.,,,2.0,7,False,3.0,, 44 | 42,drug,CasperN/drug,ml-frameworks,https://github.com/CasperN/drug,https://github.com/CasperN/drug,MIT,2018-08-12 21:43:02,2018-10-26 16:34:55,2018-10-26 16:34:50,,,1.0,9.0,72.0,,,,Differentiable Rust Graphs (neural network library).,,,,7,False,3.0,, 45 | 43,fwumious_wabbit,outbrain/fwumious_wabbit,ml-frameworks,https://github.com/outbrain/fwumious_wabbit,https://github.com/outbrain/fwumious_wabbit,,2020-09-14 12:52:38,2021-02-07 08:32:42,2021-01-05 07:58:07,5.0,1.0,,93.0,,,,,"Fwumious Wabbit, fast on-line machine learning toolkit written in Rust.",,,7.0,6,False,3.0,, 46 | 44,prophet,robbepop/prophet,ml-frameworks,https://github.com/Robbepop/prophet,https://github.com/Robbepop/prophet,,2016-09-04 16:28:38,2019-07-31 09:45:36,2018-05-25 09:44:58,1.0,4.0,4.0,39.0,151.0,,,,A simple neural net implementation.,,,2.0,6,False,3.0,, 47 | 45,revonet,yurytsoy/revonet,ml-frameworks,https://github.com/yurytsoy/revonet,https://github.com/yurytsoy/revonet,GPL-3.0,2017-05-13 08:37:07,2017-08-20 14:10:04,2017-08-20 14:08:55,1.0,,15.0,13.0,73.0,,,,Rust implementation of real-coded GA for solving optimization problems and training of neural networks.,,,,6,False,3.0,, 48 | 46,fann-rs,afck/fann-rs,ml-frameworks,https://github.com/afck/fann-rs,https://github.com/afck/fann-rs,LGPL-3.0,2015-06-26 15:59:52,2018-10-19 20:53:06,2018-10-19 20:52:44,,,1.0,11.0,57.0,,,,Rust wrapper for the Fast Artificial Neural Network library.,,,,6,False,3.0,, 49 | 47,batched-fn,epwalsh/batched-fn,ml-frameworks,https://github.com/epwalsh/batched-fn,https://github.com/epwalsh/batched-fn,Apache-2.0,2020-03-20 22:06:11,2021-01-05 18:00:08,2021-01-05 18:00:06,,,,2.0,47.0,,,,Rust middleware for serving deep learning models with batched prediction.,,,2.0,6,False,3.0,, 50 | 48,cntk-rs,usamec/cntk-rs,ml-frameworks,https://github.com/usamec/cntk-rs,https://github.com/usamec/cntk-rs,,2017-10-29 16:32:42,2018-03-04 12:55:18,2018-03-04 12:55:13,,1.0,1.0,20.0,41.0,,,,Wrapper around Microsoft CNTK library.,,,,5,False,3.0,, 51 | 49,blingfire-rs,reinfer/blingfire-rs,nlp,https://github.com/reinfer/blingfire-rs,https://github.com/reinfer/blingfire-rs,MIT,2019-07-06 13:50:14,2020-06-23 16:31:02,2020-06-23 16:30:54,,,1.0,10.0,19.0,,,,Rust wrapper for the BlingFire tokenization library.,,,2.0,5,False,3.0,, 52 | 50,image-ssd,mermoldy/image-ssd,image,https://github.com/mermoldy/image-ssd,https://github.com/mermoldy/image-ssd,MIT,2020-08-30 21:11:13,2020-10-24 17:17:43,2020-10-24 17:17:20,,,,1.0,12.0,,,,A Rust library for object detection via SSD MobileNet.,,,,5,False,3.0,, 53 | 51,misspeller,andrew-johnson-4/misspeller,nlp,https://github.com/andrew-johnson-4/misspeller,https://github.com/andrew-johnson-4/misspeller,,2020-08-04 22:25:41,2020-12-27 22:57:27,2020-12-27 22:57:26,1.0,,,1.0,27.0,,,,Take correctly spelled words and return common spelling mistakes.,,,2.0,4,False,3.0,, 54 | 52,rusoto,usoto/rusoto,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,, 55 | 53,L2,bkkaggle/l2,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,, 56 | -------------------------------------------------------------------------------- /history/2021-02-15_changes.md: -------------------------------------------------------------------------------- 1 | Nothing changed from last update. -------------------------------------------------------------------------------- /history/2021-02-15_projects.csv: -------------------------------------------------------------------------------- 1 | ,name,github_id,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,commit_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,projectrank,show,projectrank_placing,github_release_downloads,monthly_downloads 2 | 0,tokenizers,huggingface/tokenizers,nlp,https://github.com/huggingface/tokenizers,https://github.com/huggingface/tokenizers,Apache-2.0,2019-11-01 17:52:20,2021-02-10 02:06:02,2021-02-10 02:05:52,311.0,70.0,303.0,4259.0,1441.0,2021-02-04 15:38:39,python-v0.10.1,39.0,Fast State-of-the-Art Tokenizers optimized for Research and Production.,25.0,25.0,40.0,21,True,1.0,, 3 | 1,tvm,apache/tvm,ml-frameworks,https://github.com/apache/tvm,https://github.com/apache/tvm,Apache-2.0,2016-10-12 22:20:28,2021-02-15 12:15:20,2021-02-14 15:20:07,1741.0,112.0,1604.0,6292.0,,2020-10-02 18:30:42,0.7.0,9.0,"Open deep learning compiler stack for cpu, gpu and specialized accelerators.",,,493.0,19,True,1.0,442.0,11.0 4 | 2,rust,tensorflow/rust,ml-frameworks,https://github.com/tensorflow/rust,https://github.com/tensorflow/rust,Apache-2.0,2016-02-05 00:32:17,2021-02-10 11:51:36,2021-02-10 05:42:43,233.0,27.0,101.0,2930.0,627.0,,,,Rust language bindings for TensorFlow.,,,37.0,16,True,1.0,, 5 | 3,tract,sonos/tract,ml-frameworks,https://github.com/sonos/tract,https://github.com/sonos/tract,,2017-08-07 09:31:26,2021-02-15 10:28:46,2021-02-13 19:37:22,93.0,20.0,45.0,866.0,,2021-01-12 13:07:06,0.12.5,13.0,"Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.",,,21.0,15,False,1.0,1365.0,227.0 6 | 4,whatlang-rs,greyblake/whatlang-rs,nlp,https://github.com/greyblake/whatlang-rs,https://github.com/greyblake/whatlang-rs,MIT,2016-11-05 21:26:51,2021-02-11 21:48:32,2021-02-05 07:23:01,27.0,1.0,23.0,387.0,365.0,2019-03-03 16:17:34,0.7.0,3.0,Natural language detection library for Rust. Try demo online: https://www.greyblake.com/whatlang/.,,,14.0,15,True,1.0,, 7 | 5,xaynet,xaynetwork/xaynet/,ml-frameworks,https://github.com/xaynetwork/xaynet,https://github.com/xaynetwork/xaynet,Apache-2.0,2019-08-29 08:59:32,2021-02-15 12:17:43,2021-02-15 10:15:15,18.0,3.0,27.0,106.0,2435.0,2021-01-18 12:57:57,0.11.0,11.0,Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.,,,,15,True,1.0,, 8 | 6,linfa,rust-ml/linfa/,ml-frameworks,https://github.com/rust-ml/linfa,https://github.com/rust-ml/linfa,,2018-04-05 07:03:30,2021-02-15 10:10:36,2021-02-11 16:53:19,44.0,12.0,19.0,706.0,173.0,2021-01-21 07:50:34,0.3.0,3.0,A Rust machine learning framework.,,,,14,False,2.0,, 9 | 7,opencv-rust,twistedfall/opencv-rust,image,https://github.com/twistedfall/opencv-rust,https://github.com/twistedfall/opencv-rust,MIT,2015-04-14 06:32:54,2021-02-04 08:40:26,2021-02-04 08:40:14,58.0,7.0,159.0,587.0,853.0,,,,Rust bindings for OpenCV 3 & 4.,,,25.0,14,True,1.0,, 10 | 8,snips-nlu-rs,snipsco/snips-nlu-rs,nlp,https://github.com/snipsco/snips-nlu-rs,https://github.com/snipsco/snips-nlu-rs,,2018-02-21 09:29:02,2020-01-28 16:20:20,2020-01-28 16:19:54,55.0,4.0,15.0,313.0,1583.0,2020-01-28 16:20:20,0.65.6,33.0,Snips NLU rust implementation.,,,21.0,14,False,2.0,, 11 | 9,texture-synthesis,EmbarkStudios/texture-synthesis,image,https://github.com/EmbarkStudios/texture-synthesis,https://github.com/EmbarkStudios/texture-synthesis,,2019-08-26 08:06:48,2020-12-10 16:17:19,2020-12-10 16:17:17,42.0,10.0,33.0,1309.0,,2020-02-26 20:39:27,0.8.0,12.0,Example-based texture synthesis written in Rust.,,,17.0,13,False,2.0,1800.0,100.0 12 | 10,rusty-machine,AtheMathmo/rusty-machine,ml-frameworks,https://github.com/AtheMathmo/rusty-machine,https://github.com/AtheMathmo/rusty-machine,MIT,2015-11-14 05:55:27,2020-07-10 17:17:37,2020-02-14 18:25:14,139.0,33.0,65.0,1143.0,532.0,,,,Machine Learning library for Rust.,,,20.0,13,True,2.0,, 13 | 11,juice,spearow/juice,ml-frameworks,https://github.com/spearow/juice,https://github.com/spearow/juice,,2017-01-14 21:27:49,2021-02-14 12:06:52,2020-10-19 17:07:39,55.0,26.0,38.0,731.0,1300.0,,,,The Hacker's Machine Learning Engine.,,,42.0,13,False,2.0,, 14 | 12,rustlearn,maciejkula/rustlearn,ml-frameworks,https://github.com/maciejkula/rustlearn,https://github.com/maciejkula/rustlearn,Apache-2.0,2015-12-03 21:48:17,2020-06-21 02:01:59,2020-06-21 02:01:58,42.0,7.0,4.0,473.0,76.0,2018-07-29 21:02:49,0.5.0,4.0,Machine learning crate for Rust.,,,9.0,13,True,2.0,, 15 | 13,rust-bert,guillaume-be/rust-bert,nlp,https://github.com/guillaume-be/rust-bert,https://github.com/guillaume-be/rust-bert,Apache-2.0,2020-01-25 09:40:07,2021-02-14 09:53:04,2021-02-03 15:39:08,34.0,7.0,29.0,444.0,656.0,,,,"Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...).",,,8.0,13,True,2.0,, 16 | 14,rustface,atomashpolskiy/rustface,image,https://github.com/atomashpolskiy/rustface,https://github.com/atomashpolskiy/rustface,,2017-12-21 20:24:40,2020-11-25 09:43:07,2020-11-25 09:43:06,21.0,6.0,12.0,268.0,167.0,2020-11-02 08:22:28,0.1.6,3.0,Face detection library for the Rust programming language.,,,6.0,13,False,2.0,, 17 | 15,lingua-rs,pemistahl/lingua-rs,nlp,https://github.com/pemistahl/lingua-rs,https://github.com/pemistahl/lingua-rs,Apache-2.0,2020-06-17 10:47:30,2021-01-31 19:20:27,2021-01-31 19:17:17,4.0,2.0,6.0,247.0,84.0,2021-01-31 19:22:29,1.1.0,5.0,"The most accurate natural language detection library in the Rust ecosystem, suitable for long and short text alike.",,,2.0,13,True,2.0,, 18 | 16,leaf,autumnai/leaf,ml-frameworks,https://github.com/autumnai/leaf,https://github.com/autumnai/leaf,,2015-10-26 08:20:56,2018-01-14 18:40:05,2018-01-14 18:40:04,263.0,26.0,24.0,5469.0,164.0,,,,Open Machine Intelligence Framework for Hackers. (GPU/CPU).,,,15.0,12,False,2.0,, 19 | 17,tch-rs,LaurentMazare/tch-rs,ml-frameworks,https://github.com/LaurentMazare/tch-rs,https://github.com/LaurentMazare/tch-rs,,2019-02-16 21:08:44,2021-02-05 14:16:03,2021-02-05 14:16:03,84.0,26.0,181.0,928.0,540.0,,,,Rust bindings for the C++ api of PyTorch.,,,29.0,12,False,2.0,, 20 | 18,rust-autograd,raskr/rust-autograd,ml-frameworks,https://github.com/raskr/rust-autograd,https://github.com/raskr/rust-autograd,MIT,2017-09-05 14:42:39,2021-02-06 10:34:39,2020-12-31 14:24:43,19.0,,21.0,271.0,343.0,,,,Tensors and differentiable operations (like TensorFlow) in Rust.,,,10.0,12,True,2.0,, 21 | 19,rs-natural,christophertrml/rs-natural,nlp,https://github.com/christophertrml/rs-natural,https://github.com/christophertrml/rs-natural,MIT,2014-07-27 22:26:18,2020-10-17 18:22:37,2020-02-13 07:12:11,27.0,2.0,7.0,188.0,97.0,,,,Natural Language Processing for Rust.,,,14.0,11,True,3.0,, 22 | 20,Peroxide,Axect/Peroxide,ml-frameworks,https://github.com/Axect/Peroxide,https://github.com/Axect/Peroxide,,2018-04-20 18:38:06,2021-01-25 15:59:03,2021-01-25 15:57:51,9.0,6.0,13.0,184.0,1129.0,,,,"Rust numeric library with R, MATLAB & Python syntax.",,,8.0,11,False,2.0,, 23 | 21,orkhon,vertexclique/orkhon,ml-frameworks,https://github.com/vertexclique/orkhon,https://github.com/vertexclique/orkhon,MIT,2019-05-18 23:24:53,2021-02-01 15:23:47,2021-02-01 15:23:39,2.0,4.0,3.0,96.0,102.0,2020-11-17 23:04:49,0.2.0,1.0,Orkhon: ML Inference Framework and Server Runtime.,,,,11,False,2.0,, 24 | 22,rsrl,tspooner/rsrl,ml-frameworks,https://github.com/tspooner/rsrl,https://github.com/tspooner/rsrl,MIT,2017-03-29 15:18:20,2020-06-18 11:34:02,2020-06-18 11:31:52,10.0,19.0,15.0,92.0,545.0,,,7.0,"A fast, safe and easy to use reinforcement learning framework in Rust.",,,4.0,11,False,2.0,, 25 | 23,cv,rust-cv/cv,image,https://github.com/rust-cv/cv,https://github.com/rust-cv/cv,MIT,2020-04-04 17:46:04,2020-12-21 04:23:15,2020-12-21 04:23:11,6.0,24.0,2.0,64.0,560.0,,,,Rust CV mono-repo.,,,4.0,11,False,3.0,, 26 | 24,RustNN,jackm321/RustNN,ml-frameworks,https://github.com/jackm321/RustNN,https://github.com/jackm321/RustNN,Apache-2.0,2015-03-27 08:34:35,2017-12-21 15:19:41,2015-05-08 02:34:16,29.0,1.0,2.0,301.0,41.0,,,,A neural network crate.,,,2.0,10,False,3.0,, 27 | 25,deeplearn-rs,tedsta/deeplearn-rs,ml-frameworks,https://github.com/tedsta/deeplearn-rs,https://github.com/tedsta/deeplearn-rs,MIT,2015-10-27 02:51:50,2019-10-30 04:18:48,2017-08-20 03:30:59,22.0,1.0,4.0,193.0,78.0,,,,Neural networks in Rust.,,,2.0,10,False,3.0,, 28 | 26,alumina,millardjn/alumina,ml-frameworks,https://github.com/millardjn/alumina,https://github.com/millardjn/alumina,MIT,2017-02-06 15:57:08,2020-10-25 09:17:59,2020-10-25 09:17:58,5.0,3.0,,76.0,245.0,,,,A deep learning library for rust.,,,3.0,10,False,3.0,, 29 | 27,torchrs,torchrs/torchrs,ml-frameworks,https://github.com/torchrs/torchrs,https://github.com/torchrs/torchrs,BSD-2-Clause,2017-05-27 21:57:45,2017-07-16 00:27:45,2017-07-16 00:27:34,11.0,1.0,,76.0,532.0,,,,Deep Learning in Rust with the PyTorch API.,,,,10,False,3.0,, 30 | 28,rust-tokenizers,guillaume-be/rust-tokenizers,nlp,https://github.com/guillaume-be/rust-tokenizers,https://github.com/guillaume-be/rust-tokenizers,Apache-2.0,2019-11-09 16:14:11,2021-02-13 08:37:59,2021-01-28 16:36:12,9.0,,4.0,73.0,326.0,,,,"Rust-tokenizer offers high-performance tokenizers for modern language models, including WordPiece, Byte-Pair Encoding..",,,2.0,10,False,3.0,, 31 | 29,NeuroFlow,MikhailKravets/NeuroFlow,ml-frameworks,https://github.com/MikhailKravets/NeuroFlow,https://github.com/MikhailKravets/NeuroFlow,MIT,2017-06-22 18:45:50,2021-01-29 17:43:28,2018-01-07 20:12:50,4.0,,1.0,52.0,194.0,,,,Awesome deep learning crate.,,,2.0,10,False,3.0,, 32 | 30,vtext,rth/vtext,nlp,https://github.com/rth/vtext,https://github.com/rth/vtext,Apache-2.0,2018-11-05 09:02:15,2020-07-22 19:19:12,2020-06-18 21:00:31,8.0,11.0,7.0,105.0,143.0,,,,Simple NLP in Rust with Python bindings.,,,3.0,9,False,3.0,, 33 | 31,smartcore,smartcorelib/smartcore,ml-frameworks,https://github.com/smartcorelib/smartcore,https://github.com/smartcorelib/smartcore,Apache-2.0,2019-05-08 05:14:51,2021-02-15 02:39:36,2021-02-12 01:42:57,12.0,20.0,13.0,81.0,,,,,SmartCore is a comprehensive library for machine learning and numerical computing. The library provides a set of tools..,,,11.0,9,False,3.0,, 34 | 32,kodama,diffeo/kodama,ml-frameworks,https://github.com/diffeo/kodama,https://github.com/diffeo/kodama,MIT,2017-08-07 00:12:06,2020-12-21 14:04:54,2020-12-21 14:04:53,4.0,,,49.0,38.0,,,,Fast hierarchical agglomerative clustering in Rust.,,,2.0,9,False,3.0,, 35 | 33,rustml,daniel-e/rustml,ml-frameworks,https://github.com/daniel-e/rustml,https://github.com/daniel-e/rustml,,2015-06-23 13:59:00,2018-01-31 13:53:22,2018-01-31 13:53:17,6.0,2.0,3.0,46.0,332.0,2015-10-07 20:05:27,0.0.5,4.0,Machine learning in Rust.,,,2.0,9,False,3.0,, 36 | 34,visual-odometry-rs,mpizenberg/visual-odometry-rs,image,https://github.com/mpizenberg/visual-odometry-rs,https://github.com/mpizenberg/visual-odometry-rs,MPL-2.0,2018-03-26 08:10:34,2020-01-17 19:04:01,2019-03-25 14:16:01,1.0,6.0,1.0,26.0,299.0,,,,Visual Odometry in Rust (vors).,,,,9,False,3.0,, 37 | 35,hal,jramapuram/hal,ml-frameworks,https://github.com/jramapuram/hal,https://github.com/jramapuram/hal,MIT,2015-07-22 20:11:09,2016-10-22 00:27:46,2016-10-22 00:24:58,9.0,5.0,,75.0,52.0,,,,Rust based Cross-GPU Machine Learning.,,,2.0,8,False,3.0,, 38 | 36,visionmagic,visioncortex/visionmagic/,image,https://github.com/visioncortex/visionmagic,https://github.com/visioncortex/visionmagic,,2020-12-16 15:07:32,2021-02-07 06:22:52,2021-02-07 06:22:52,1.0,,,20.0,26.0,2020-12-18 17:16:23,0.1.2,3.0,Collection of vision & graphics algorithms.,,,,8,False,3.0,, 39 | 37,word2vec,dimakudosh/word2vec,nlp,https://github.com/DimaKudosh/word2vec,https://github.com/DimaKudosh/word2vec,MIT,2016-01-28 19:57:43,2019-11-04 15:30:36,2019-11-04 15:29:26,6.0,,,19.0,63.0,,,,Rust interface to word2vec.,,,5.0,8,False,3.0,, 40 | 38,deepfrog,proycon/deepfrog,nlp,https://github.com/proycon/deepfrog,https://github.com/proycon/deepfrog,GPL-3.0,2020-02-12 12:28:13,2020-09-29 20:00:51,2020-09-29 14:58:49,1.0,2.0,3.0,13.0,125.0,2020-09-29 20:00:51,0.2.0,1.0,An NLP-suite powered by deep learning.,,,,8,False,3.0,, 41 | 39,autograph,charles-r-earp/autograph,ml-frameworks,https://github.com/charles-r-earp/autograph,https://github.com/charles-r-earp/autograph,,2019-06-17 23:43:49,2021-01-29 22:18:42,2021-01-29 22:18:02,3.0,,5.0,98.0,,,,,Machine Learning Library for Rust.,,,3.0,7,False,3.0,, 42 | 40,tflite-rs,boncheolgu/tflite-rs,ml-frameworks,https://github.com/boncheolgu/tflite-rs,https://github.com/boncheolgu/tflite-rs,,2018-10-23 13:13:57,2020-12-04 11:16:49,2020-12-04 11:02:17,17.0,9.0,7.0,35.0,136.0,,,,,,,6.0,7,False,3.0,, 43 | 41,cogent,JonathanWoollett-Light/cogent,ml-frameworks,https://github.com/JonathanWoollett-Light/cogent,https://github.com/JonathanWoollett-Light/cogent,,2019-09-30 01:15:30,2021-01-21 23:15:25,2021-01-21 21:39:37,,,,23.0,344.0,,,,Simple neural network library for classification written in Rust.,,,2.0,7,False,3.0,, 44 | 42,drug,CasperN/drug,ml-frameworks,https://github.com/CasperN/drug,https://github.com/CasperN/drug,MIT,2018-08-12 21:43:02,2018-10-26 16:34:55,2018-10-26 16:34:50,,,1.0,9.0,72.0,,,,Differentiable Rust Graphs (neural network library).,,,,7,False,3.0,, 45 | 43,fwumious_wabbit,outbrain/fwumious_wabbit,ml-frameworks,https://github.com/outbrain/fwumious_wabbit,https://github.com/outbrain/fwumious_wabbit,,2020-09-14 12:52:38,2021-02-14 22:04:56,2021-02-14 21:05:25,5.0,2.0,,94.0,,,,,"Fwumious Wabbit, fast on-line machine learning toolkit written in Rust.",,,7.0,6,False,3.0,, 46 | 44,prophet,robbepop/prophet,ml-frameworks,https://github.com/Robbepop/prophet,https://github.com/Robbepop/prophet,,2016-09-04 16:28:38,2019-07-31 09:45:36,2018-05-25 09:44:58,1.0,4.0,4.0,39.0,151.0,,,,A simple neural net implementation.,,,2.0,6,False,3.0,, 47 | 45,revonet,yurytsoy/revonet,ml-frameworks,https://github.com/yurytsoy/revonet,https://github.com/yurytsoy/revonet,GPL-3.0,2017-05-13 08:37:07,2017-08-20 14:10:04,2017-08-20 14:08:55,1.0,,15.0,13.0,73.0,,,,Rust implementation of real-coded GA for solving optimization problems and training of neural networks.,,,,6,False,3.0,, 48 | 46,fann-rs,afck/fann-rs,ml-frameworks,https://github.com/afck/fann-rs,https://github.com/afck/fann-rs,LGPL-3.0,2015-06-26 15:59:52,2018-10-19 20:53:06,2018-10-19 20:52:44,,,1.0,11.0,57.0,,,,Rust wrapper for the Fast Artificial Neural Network library.,,,,6,False,3.0,, 49 | 47,batched-fn,epwalsh/batched-fn,ml-frameworks,https://github.com/epwalsh/batched-fn,https://github.com/epwalsh/batched-fn,Apache-2.0,2020-03-20 22:06:11,2021-01-05 18:00:08,2021-01-05 18:00:06,,,,2.0,47.0,,,,Rust middleware for serving deep learning models with batched prediction.,,,2.0,6,False,3.0,, 50 | 48,cntk-rs,usamec/cntk-rs,ml-frameworks,https://github.com/usamec/cntk-rs,https://github.com/usamec/cntk-rs,,2017-10-29 16:32:42,2018-03-04 12:55:18,2018-03-04 12:55:13,,1.0,1.0,20.0,41.0,,,,Wrapper around Microsoft CNTK library.,,,,5,False,3.0,, 51 | 49,blingfire-rs,reinfer/blingfire-rs,nlp,https://github.com/reinfer/blingfire-rs,https://github.com/reinfer/blingfire-rs,MIT,2019-07-06 13:50:14,2020-06-23 16:31:02,2020-06-23 16:30:54,,,1.0,10.0,19.0,,,,Rust wrapper for the BlingFire tokenization library.,,,2.0,5,False,3.0,, 52 | 50,image-ssd,mermoldy/image-ssd,image,https://github.com/mermoldy/image-ssd,https://github.com/mermoldy/image-ssd,MIT,2020-08-30 21:11:13,2020-10-24 17:17:43,2020-10-24 17:17:20,,,,1.0,12.0,,,,A Rust library for object detection via SSD MobileNet.,,,,5,False,3.0,, 53 | 51,misspeller,andrew-johnson-4/misspeller,nlp,https://github.com/andrew-johnson-4/misspeller,https://github.com/andrew-johnson-4/misspeller,,2020-08-04 22:25:41,2020-12-27 22:57:27,2020-12-27 22:57:26,1.0,,,1.0,27.0,,,,Take correctly spelled words and return common spelling mistakes.,,,2.0,4,False,3.0,, 54 | 52,rusoto,usoto/rusoto,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,, 55 | 53,L2,bkkaggle/l2,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,, 56 | -------------------------------------------------------------------------------- /history/2021-02-22_changes.md: -------------------------------------------------------------------------------- 1 | Nothing changed from last update. -------------------------------------------------------------------------------- /history/2021-02-22_projects.csv: -------------------------------------------------------------------------------- 1 | ,name,github_id,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,commit_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,projectrank,show,projectrank_placing,github_release_downloads,monthly_downloads 2 | 0,tokenizers,huggingface/tokenizers,nlp,https://github.com/huggingface/tokenizers,https://github.com/huggingface/tokenizers,Apache-2.0,2019-11-01 17:52:20,2021-02-22 04:14:13,2021-02-10 02:05:52,312.0,70.0,307.0,4273.0,1441.0,2021-02-04 15:38:39,python-v0.10.1,39.0,Fast State-of-the-Art Tokenizers optimized for Research and Production.,25.0,25.0,40.0,21,True,1.0,, 3 | 1,tvm,apache/tvm,ml-frameworks,https://github.com/apache/tvm,https://github.com/apache/tvm,Apache-2.0,2016-10-12 22:20:28,2021-02-22 11:14:27,2021-02-21 21:35:40,1748.0,114.0,1606.0,6316.0,,2020-10-02 18:30:42,0.7.0,9.0,"Open deep learning compiler stack for cpu, gpu and specialized accelerators.",,,495.0,19,True,1.0,453.0,11.0 4 | 2,rust,tensorflow/rust,ml-frameworks,https://github.com/tensorflow/rust,https://github.com/tensorflow/rust,Apache-2.0,2016-02-05 00:32:17,2021-02-18 04:15:09,2021-02-18 04:15:09,234.0,27.0,101.0,2939.0,629.0,,,,Rust language bindings for TensorFlow.,,,37.0,16,True,1.0,, 5 | 3,tract,sonos/tract,ml-frameworks,https://github.com/sonos/tract,https://github.com/sonos/tract,,2017-08-07 09:31:26,2021-02-21 10:48:27,2021-02-18 10:38:11,93.0,20.0,45.0,869.0,,2021-01-12 13:07:06,0.12.5,13.0,"Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.",,,21.0,15,False,1.0,1441.0,240.0 6 | 4,whatlang-rs,greyblake/whatlang-rs,nlp,https://github.com/greyblake/whatlang-rs,https://github.com/greyblake/whatlang-rs,MIT,2016-11-05 21:26:51,2021-02-11 21:48:32,2021-02-05 07:23:01,27.0,1.0,23.0,389.0,365.0,2019-03-03 16:17:34,0.7.0,3.0,Natural language detection library for Rust. Try demo online: https://www.greyblake.com/whatlang/.,,,14.0,15,True,1.0,, 7 | 5,xaynet,xaynetwork/xaynet/,ml-frameworks,https://github.com/xaynetwork/xaynet,https://github.com/xaynetwork/xaynet,Apache-2.0,2019-08-29 08:59:32,2021-02-22 08:58:15,2021-02-22 08:48:53,18.0,3.0,27.0,107.0,2443.0,2021-01-18 12:57:57,0.11.0,11.0,Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.,,,,15,True,1.0,, 8 | 6,linfa,rust-ml/linfa/,ml-frameworks,https://github.com/rust-ml/linfa,https://github.com/rust-ml/linfa,,2018-04-05 07:03:30,2021-02-21 20:10:14,2021-02-16 06:25:17,46.0,12.0,19.0,721.0,174.0,2021-01-21 07:50:34,0.3.0,3.0,A Rust machine learning framework.,,,,14,False,2.0,, 9 | 7,opencv-rust,twistedfall/opencv-rust,image,https://github.com/twistedfall/opencv-rust,https://github.com/twistedfall/opencv-rust,MIT,2015-04-14 06:32:54,2021-02-04 08:40:26,2021-02-04 08:40:14,58.0,9.0,159.0,594.0,853.0,,,,Rust bindings for OpenCV 3 & 4.,,,25.0,14,True,1.0,, 10 | 8,snips-nlu-rs,snipsco/snips-nlu-rs,nlp,https://github.com/snipsco/snips-nlu-rs,https://github.com/snipsco/snips-nlu-rs,,2018-02-21 09:29:02,2020-01-28 16:20:20,2020-01-28 16:19:54,55.0,4.0,15.0,312.0,1583.0,2020-01-28 16:20:20,0.65.6,33.0,Snips NLU rust implementation.,,,21.0,14,False,2.0,, 11 | 9,texture-synthesis,EmbarkStudios/texture-synthesis,image,https://github.com/EmbarkStudios/texture-synthesis,https://github.com/EmbarkStudios/texture-synthesis,,2019-08-26 08:06:48,2020-12-10 16:17:19,2020-12-10 16:17:17,42.0,10.0,33.0,1315.0,,2020-02-26 20:39:27,0.8.0,12.0,Example-based texture synthesis written in Rust.,,,17.0,13,False,2.0,1815.0,100.0 12 | 10,rusty-machine,AtheMathmo/rusty-machine,ml-frameworks,https://github.com/AtheMathmo/rusty-machine,https://github.com/AtheMathmo/rusty-machine,MIT,2015-11-14 05:55:27,2020-07-10 17:17:37,2020-02-14 18:25:14,138.0,33.0,65.0,1143.0,532.0,,,,Machine Learning library for Rust.,,,20.0,13,True,2.0,, 13 | 11,juice,spearow/juice,ml-frameworks,https://github.com/spearow/juice,https://github.com/spearow/juice,,2017-01-14 21:27:49,2021-02-14 12:06:52,2020-10-19 17:07:39,55.0,26.0,38.0,734.0,1300.0,,,,The Hacker's Machine Learning Engine.,,,42.0,13,False,2.0,, 14 | 12,rustlearn,maciejkula/rustlearn,ml-frameworks,https://github.com/maciejkula/rustlearn,https://github.com/maciejkula/rustlearn,Apache-2.0,2015-12-03 21:48:17,2020-06-21 02:01:59,2020-06-21 02:01:58,42.0,7.0,4.0,474.0,76.0,2018-07-29 21:02:49,0.5.0,4.0,Machine learning crate for Rust.,,,9.0,13,True,2.0,, 15 | 13,rust-bert,guillaume-be/rust-bert,nlp,https://github.com/guillaume-be/rust-bert,https://github.com/guillaume-be/rust-bert,Apache-2.0,2020-01-25 09:40:07,2021-02-21 08:30:37,2021-02-21 08:20:50,34.0,6.0,30.0,466.0,689.0,,,,"Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...).",,,8.0,13,True,2.0,, 16 | 14,rustface,atomashpolskiy/rustface,image,https://github.com/atomashpolskiy/rustface,https://github.com/atomashpolskiy/rustface,,2017-12-21 20:24:40,2020-11-25 09:43:07,2020-11-25 09:43:06,21.0,6.0,12.0,269.0,167.0,2020-11-02 08:22:28,0.1.6,3.0,Face detection library for the Rust programming language.,,,6.0,13,False,2.0,, 17 | 15,lingua-rs,pemistahl/lingua-rs,nlp,https://github.com/pemistahl/lingua-rs,https://github.com/pemistahl/lingua-rs,Apache-2.0,2020-06-17 10:47:30,2021-01-31 19:20:27,2021-01-31 19:17:17,4.0,2.0,6.0,255.0,84.0,2021-01-31 19:22:29,1.1.0,5.0,"The most accurate natural language detection library in the Rust ecosystem, suitable for long and short text alike.",,,2.0,13,True,2.0,, 18 | 16,leaf,autumnai/leaf,ml-frameworks,https://github.com/autumnai/leaf,https://github.com/autumnai/leaf,,2015-10-26 08:20:56,2018-01-14 18:40:05,2018-01-14 18:40:04,263.0,26.0,24.0,5469.0,164.0,,,,Open Machine Intelligence Framework for Hackers. (GPU/CPU).,,,15.0,12,False,2.0,, 19 | 17,tch-rs,LaurentMazare/tch-rs,ml-frameworks,https://github.com/LaurentMazare/tch-rs,https://github.com/LaurentMazare/tch-rs,,2019-02-16 21:08:44,2021-02-05 14:16:03,2021-02-05 14:16:03,86.0,26.0,181.0,940.0,540.0,,,,Rust bindings for the C++ api of PyTorch.,,,29.0,12,False,2.0,, 20 | 18,rust-autograd,raskr/rust-autograd,ml-frameworks,https://github.com/raskr/rust-autograd,https://github.com/raskr/rust-autograd,MIT,2017-09-05 14:42:39,2021-02-06 10:34:39,2020-12-31 14:24:43,19.0,,21.0,272.0,343.0,,,,Tensors and differentiable operations (like TensorFlow) in Rust.,,,10.0,12,True,2.0,, 21 | 19,rs-natural,christophertrml/rs-natural,nlp,https://github.com/christophertrml/rs-natural,https://github.com/christophertrml/rs-natural,MIT,2014-07-27 22:26:18,2020-10-17 18:22:37,2020-02-13 07:12:11,27.0,2.0,7.0,188.0,97.0,,,,Natural Language Processing for Rust.,,,14.0,11,True,3.0,, 22 | 20,Peroxide,Axect/Peroxide,ml-frameworks,https://github.com/Axect/Peroxide,https://github.com/Axect/Peroxide,,2018-04-20 18:38:06,2021-01-25 15:59:03,2021-01-25 15:57:51,9.0,6.0,13.0,186.0,1129.0,,,,"Rust numeric library with R, MATLAB & Python syntax.",,,8.0,11,False,2.0,, 23 | 21,orkhon,vertexclique/orkhon,ml-frameworks,https://github.com/vertexclique/orkhon,https://github.com/vertexclique/orkhon,MIT,2019-05-18 23:24:53,2021-02-01 15:23:47,2021-02-01 15:23:39,2.0,4.0,3.0,96.0,102.0,2020-11-17 23:04:49,0.2.0,1.0,Orkhon: ML Inference Framework and Server Runtime.,,,,11,False,2.0,, 24 | 22,rsrl,tspooner/rsrl,ml-frameworks,https://github.com/tspooner/rsrl,https://github.com/tspooner/rsrl,MIT,2017-03-29 15:18:20,2020-06-18 11:34:02,2020-06-18 11:31:52,10.0,19.0,15.0,91.0,545.0,,,7.0,"A fast, safe and easy to use reinforcement learning framework in Rust.",,,4.0,11,False,2.0,, 25 | 23,cv,rust-cv/cv,image,https://github.com/rust-cv/cv,https://github.com/rust-cv/cv,MIT,2020-04-04 17:46:04,2020-12-21 04:23:15,2020-12-21 04:23:11,6.0,24.0,2.0,65.0,560.0,,,,Rust CV mono-repo.,,,4.0,11,False,3.0,, 26 | 24,RustNN,jackm321/RustNN,ml-frameworks,https://github.com/jackm321/RustNN,https://github.com/jackm321/RustNN,Apache-2.0,2015-03-27 08:34:35,2017-12-21 15:19:41,2015-05-08 02:34:16,29.0,1.0,2.0,302.0,41.0,,,,A neural network crate.,,,2.0,10,False,3.0,, 27 | 25,deeplearn-rs,tedsta/deeplearn-rs,ml-frameworks,https://github.com/tedsta/deeplearn-rs,https://github.com/tedsta/deeplearn-rs,MIT,2015-10-27 02:51:50,2019-10-30 04:18:48,2017-08-20 03:30:59,22.0,1.0,4.0,192.0,78.0,,,,Neural networks in Rust.,,,2.0,10,False,3.0,, 28 | 26,alumina,millardjn/alumina,ml-frameworks,https://github.com/millardjn/alumina,https://github.com/millardjn/alumina,MIT,2017-02-06 15:57:08,2020-10-25 09:17:59,2020-10-25 09:17:58,5.0,3.0,,76.0,245.0,,,,A deep learning library for rust.,,,3.0,10,False,3.0,, 29 | 27,torchrs,torchrs/torchrs,ml-frameworks,https://github.com/torchrs/torchrs,https://github.com/torchrs/torchrs,BSD-2-Clause,2017-05-27 21:57:45,2017-07-16 00:27:45,2017-07-16 00:27:34,11.0,1.0,,76.0,532.0,,,,Deep Learning in Rust with the PyTorch API.,,,,10,False,3.0,, 30 | 28,rust-tokenizers,guillaume-be/rust-tokenizers,nlp,https://github.com/guillaume-be/rust-tokenizers,https://github.com/guillaume-be/rust-tokenizers,Apache-2.0,2019-11-09 16:14:11,2021-02-18 16:42:24,2021-02-18 16:42:24,9.0,,4.0,74.0,329.0,,,,"Rust-tokenizer offers high-performance tokenizers for modern language models, including WordPiece, Byte-Pair Encoding..",,,2.0,10,False,3.0,, 31 | 29,NeuroFlow,MikhailKravets/NeuroFlow,ml-frameworks,https://github.com/MikhailKravets/NeuroFlow,https://github.com/MikhailKravets/NeuroFlow,MIT,2017-06-22 18:45:50,2021-01-29 17:43:28,2018-01-07 20:12:50,4.0,,1.0,52.0,194.0,,,,Awesome deep learning crate.,,,2.0,10,False,3.0,, 32 | 30,vtext,rth/vtext,nlp,https://github.com/rth/vtext,https://github.com/rth/vtext,Apache-2.0,2018-11-05 09:02:15,2020-07-22 19:19:12,2020-06-18 21:00:31,8.0,11.0,7.0,105.0,143.0,,,,Simple NLP in Rust with Python bindings.,,,3.0,9,False,3.0,, 33 | 31,smartcore,smartcorelib/smartcore,ml-frameworks,https://github.com/smartcorelib/smartcore,https://github.com/smartcorelib/smartcore,Apache-2.0,2019-05-08 05:14:51,2021-02-21 15:27:22,2021-02-17 02:20:02,13.0,20.0,13.0,89.0,,,,,SmartCore is a comprehensive library for machine learning and numerical computing. The library provides a set of tools..,,,11.0,9,False,3.0,, 34 | 32,kodama,diffeo/kodama,ml-frameworks,https://github.com/diffeo/kodama,https://github.com/diffeo/kodama,MIT,2017-08-07 00:12:06,2020-12-21 14:04:54,2020-12-21 14:04:53,4.0,,,49.0,38.0,,,,Fast hierarchical agglomerative clustering in Rust.,,,2.0,9,False,3.0,, 35 | 33,rustml,daniel-e/rustml,ml-frameworks,https://github.com/daniel-e/rustml,https://github.com/daniel-e/rustml,,2015-06-23 13:59:00,2018-01-31 13:53:22,2018-01-31 13:53:17,6.0,2.0,3.0,46.0,332.0,2015-10-07 20:05:27,0.0.5,4.0,Machine learning in Rust.,,,2.0,9,False,3.0,, 36 | 34,visual-odometry-rs,mpizenberg/visual-odometry-rs,image,https://github.com/mpizenberg/visual-odometry-rs,https://github.com/mpizenberg/visual-odometry-rs,MPL-2.0,2018-03-26 08:10:34,2020-01-17 19:04:01,2019-03-25 14:16:01,1.0,6.0,1.0,26.0,299.0,,,,Visual Odometry in Rust (vors).,,,,9,False,3.0,, 37 | 35,hal,jramapuram/hal,ml-frameworks,https://github.com/jramapuram/hal,https://github.com/jramapuram/hal,MIT,2015-07-22 20:11:09,2016-10-22 00:27:46,2016-10-22 00:24:58,9.0,5.0,,75.0,52.0,,,,Rust based Cross-GPU Machine Learning.,,,2.0,8,False,3.0,, 38 | 36,visionmagic,visioncortex/visionmagic/,image,https://github.com/visioncortex/visionmagic,https://github.com/visioncortex/visionmagic,,2020-12-16 15:07:32,2021-02-07 06:22:52,2021-02-07 06:22:52,1.0,,,20.0,26.0,2020-12-18 17:16:23,0.1.2,3.0,Collection of vision & graphics algorithms.,,,,8,False,3.0,, 39 | 37,word2vec,dimakudosh/word2vec,nlp,https://github.com/DimaKudosh/word2vec,https://github.com/DimaKudosh/word2vec,MIT,2016-01-28 19:57:43,2019-11-04 15:30:36,2019-11-04 15:29:26,6.0,,,19.0,63.0,,,,Rust interface to word2vec.,,,5.0,8,False,3.0,, 40 | 38,deepfrog,proycon/deepfrog,nlp,https://github.com/proycon/deepfrog,https://github.com/proycon/deepfrog,GPL-3.0,2020-02-12 12:28:13,2020-09-29 20:00:51,2020-09-29 14:58:49,1.0,2.0,3.0,13.0,125.0,2020-09-29 20:00:51,0.2.0,1.0,An NLP-suite powered by deep learning.,,,,8,False,3.0,, 41 | 39,autograph,charles-r-earp/autograph,ml-frameworks,https://github.com/charles-r-earp/autograph,https://github.com/charles-r-earp/autograph,,2019-06-17 23:43:49,2021-01-29 22:18:42,2021-01-29 22:18:02,3.0,,5.0,98.0,,,,,Machine Learning Library for Rust.,,,3.0,7,False,3.0,, 42 | 40,tflite-rs,boncheolgu/tflite-rs,ml-frameworks,https://github.com/boncheolgu/tflite-rs,https://github.com/boncheolgu/tflite-rs,,2018-10-23 13:13:57,2020-12-04 11:16:49,2020-12-04 11:02:17,18.0,10.0,7.0,36.0,136.0,,,,,,,6.0,7,False,3.0,, 43 | 41,cogent,JonathanWoollett-Light/cogent,ml-frameworks,https://github.com/JonathanWoollett-Light/cogent,https://github.com/JonathanWoollett-Light/cogent,,2019-09-30 01:15:30,2021-01-21 23:15:25,2021-01-21 21:39:37,,,,23.0,344.0,,,,Simple neural network library for classification written in Rust.,,,2.0,7,False,3.0,, 44 | 42,drug,CasperN/drug,ml-frameworks,https://github.com/CasperN/drug,https://github.com/CasperN/drug,MIT,2018-08-12 21:43:02,2018-10-26 16:34:55,2018-10-26 16:34:50,,,1.0,9.0,72.0,,,,Differentiable Rust Graphs (neural network library).,,,,7,False,3.0,, 45 | 43,fwumious_wabbit,outbrain/fwumious_wabbit,ml-frameworks,https://github.com/outbrain/fwumious_wabbit,https://github.com/outbrain/fwumious_wabbit,,2020-09-14 12:52:38,2021-02-21 10:01:44,2021-02-18 15:12:40,5.0,2.0,,94.0,,,,,"Fwumious Wabbit, fast on-line machine learning toolkit written in Rust.",,,7.0,6,False,3.0,, 46 | 44,prophet,robbepop/prophet,ml-frameworks,https://github.com/Robbepop/prophet,https://github.com/Robbepop/prophet,,2016-09-04 16:28:38,2019-07-31 09:45:36,2018-05-25 09:44:58,1.0,4.0,4.0,39.0,151.0,,,,A simple neural net implementation.,,,2.0,6,False,3.0,, 47 | 45,revonet,yurytsoy/revonet,ml-frameworks,https://github.com/yurytsoy/revonet,https://github.com/yurytsoy/revonet,GPL-3.0,2017-05-13 08:37:07,2017-08-20 14:10:04,2017-08-20 14:08:55,1.0,,15.0,14.0,73.0,,,,Rust implementation of real-coded GA for solving optimization problems and training of neural networks.,,,,6,False,3.0,, 48 | 46,fann-rs,afck/fann-rs,ml-frameworks,https://github.com/afck/fann-rs,https://github.com/afck/fann-rs,LGPL-3.0,2015-06-26 15:59:52,2018-10-19 20:53:06,2018-10-19 20:52:44,,,1.0,11.0,57.0,,,,Rust wrapper for the Fast Artificial Neural Network library.,,,,6,False,3.0,, 49 | 47,batched-fn,epwalsh/batched-fn,ml-frameworks,https://github.com/epwalsh/batched-fn,https://github.com/epwalsh/batched-fn,Apache-2.0,2020-03-20 22:06:11,2021-01-05 18:00:08,2021-01-05 18:00:06,,,,2.0,47.0,,,,Rust middleware for serving deep learning models with batched prediction.,,,2.0,6,False,3.0,, 50 | 48,cntk-rs,usamec/cntk-rs,ml-frameworks,https://github.com/usamec/cntk-rs,https://github.com/usamec/cntk-rs,,2017-10-29 16:32:42,2018-03-04 12:55:18,2018-03-04 12:55:13,,1.0,1.0,20.0,41.0,,,,Wrapper around Microsoft CNTK library.,,,,5,False,3.0,, 51 | 49,blingfire-rs,reinfer/blingfire-rs,nlp,https://github.com/reinfer/blingfire-rs,https://github.com/reinfer/blingfire-rs,MIT,2019-07-06 13:50:14,2020-06-23 16:31:02,2020-06-23 16:30:54,,,1.0,10.0,19.0,,,,Rust wrapper for the BlingFire tokenization library.,,,2.0,5,False,3.0,, 52 | 50,image-ssd,mermoldy/image-ssd,image,https://github.com/mermoldy/image-ssd,https://github.com/mermoldy/image-ssd,MIT,2020-08-30 21:11:13,2020-10-24 17:17:43,2020-10-24 17:17:20,,,,1.0,12.0,,,,A Rust library for object detection via SSD MobileNet.,,,,5,False,3.0,, 53 | 51,misspeller,andrew-johnson-4/misspeller,nlp,https://github.com/andrew-johnson-4/misspeller,https://github.com/andrew-johnson-4/misspeller,,2020-08-04 22:25:41,2020-12-27 22:57:27,2020-12-27 22:57:26,1.0,,,1.0,27.0,,,,Take correctly spelled words and return common spelling mistakes.,,,2.0,4,False,3.0,, 54 | 52,rusoto,usoto/rusoto,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,, 55 | 53,L2,bkkaggle/l2,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,, 56 | -------------------------------------------------------------------------------- /history/2021-03-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - fwumious_wabbit (🥉7 · ⭐ 94 · 🐣) - Fwumious Wabbit, fast on-line machine learning.. ❗Unlicensed 6 | 7 | ## 📉 Trending Down 8 | 9 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 10 | 11 | - texture-synthesis (🥈12 · ⭐ 1.3K · 📉) - Example-based texture synthesis written in Rust. ❗Unlicensed 12 | - cv (🥉10 · ⭐ 64 · 📉) - Rust CV mono-repo. MIT 13 | - kodama (🥉8 · ⭐ 48 · 📉) - Fast hierarchical agglomerative clustering in Rust. MIT 14 | - deepfrog (🥉7 · ⭐ 13 · 📉) - An NLP-suite powered by deep learning. ❗️GPL-3.0 15 | - tflite-rs (🥉6 · ⭐ 36 · 📉) - ❗Unlicensed 16 | 17 | ## ➕ Added Projects 18 | 19 | _Projects that were recently added to this best-of list._ 20 | 21 | - ballista (🥇16 · ⭐ 2.1K · ➕) - Distributed compute platform implemented in Rust, and powered.. Apache-2 22 | - aleph-alpha-tokenizer (🥉3 · ⭐ 5 · 💤) - A rustic language tokenizer library inspired by.. ❗Unlicensed 23 | 24 | -------------------------------------------------------------------------------- /history/2021-03-01_projects.csv: -------------------------------------------------------------------------------- 1 | ,name,github_id,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,commit_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,projectrank,show,projectrank_placing,github_release_downloads,monthly_downloads,new_addition,trending 2 | 0,tokenizers,huggingface/tokenizers,nlp,https://github.com/huggingface/tokenizers,https://github.com/huggingface/tokenizers,Apache-2.0,2019-11-01 17:52:20,2021-02-22 14:00:05,2021-02-10 02:05:52,313.0,76.0,308.0,4301.0,1441.0,2021-02-04 15:38:39,python-v0.10.1,39.0,Fast State-of-the-Art Tokenizers optimized for Research and Production.,25.0,25.0,40.0,21,True,1.0,,,, 3 | 1,tvm,apache/tvm,ml-frameworks,https://github.com/apache/tvm,https://github.com/apache/tvm,Apache-2.0,2016-10-12 22:20:28,2021-03-01 12:23:12,2021-03-01 08:12:25,1755.0,122.0,1614.0,6347.0,,2020-10-02 18:30:42,0.7.0,9.0,"Open deep learning compiler stack for cpu, gpu and specialized accelerators.",,,496.0,19,True,1.0,453.0,11.0,, 4 | 2,rust,tensorflow/rust,ml-frameworks,https://github.com/tensorflow/rust,https://github.com/tensorflow/rust,Apache-2.0,2016-02-05 00:32:17,2021-03-01 07:35:57,2021-02-18 04:15:09,234.0,27.0,101.0,2950.0,629.0,,,,Rust language bindings for TensorFlow.,,,37.0,16,True,1.0,,,, 5 | 3,ballista,ballista-compute/ballista,ml-frameworks,https://github.com/ballista-compute/ballista,https://github.com/ballista-compute/ballista,Apache-2.0,2019-07-04 17:09:41,2021-02-28 21:10:25,2021-02-28 21:10:24,124.0,61.0,178.0,2090.0,,2021-02-23 02:39:20,0.4.1,17.0,"Distributed compute platform implemented in Rust, and powered by Apache Arrow.",,,33.0,16,True,1.0,,,True, 6 | 4,tract,sonos/tract,ml-frameworks,https://github.com/sonos/tract,https://github.com/sonos/tract,,2017-08-07 09:31:26,2021-03-01 10:55:17,2021-02-18 10:38:11,93.0,20.0,45.0,887.0,,2021-01-12 13:07:06,0.12.5,13.0,"Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.",,,21.0,15,False,1.0,1511.0,215.0,, 7 | 5,whatlang-rs,greyblake/whatlang-rs,nlp,https://github.com/greyblake/whatlang-rs,https://github.com/greyblake/whatlang-rs,MIT,2016-11-05 21:26:51,2021-02-28 21:27:12,2021-02-28 21:27:12,27.0,6.0,27.0,390.0,459.0,2019-03-03 16:17:34,0.7.0,3.0,Natural language detection library for Rust. Try demo online: https://www.greyblake.com/whatlang/.,,,14.0,15,True,1.0,,,, 8 | 6,xaynet,xaynetwork/xaynet/,ml-frameworks,https://github.com/xaynetwork/xaynet,https://github.com/xaynetwork/xaynet,Apache-2.0,2019-08-29 08:59:32,2021-03-01 09:18:38,2021-02-22 08:48:53,18.0,3.0,27.0,111.0,2443.0,2021-01-18 12:57:57,0.11.0,11.0,Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.,,,,15,True,1.0,,,, 9 | 7,linfa,rust-ml/linfa/,ml-frameworks,https://github.com/rust-ml/linfa,https://github.com/rust-ml/linfa,,2018-04-05 07:03:30,2021-03-01 12:00:18,2021-03-01 11:59:56,48.0,11.0,20.0,737.0,178.0,2021-01-21 07:50:34,0.3.0,3.0,A Rust machine learning framework.,,,,14,False,2.0,,,, 10 | 8,opencv-rust,twistedfall/opencv-rust,image,https://github.com/twistedfall/opencv-rust,https://github.com/twistedfall/opencv-rust,MIT,2015-04-14 06:32:54,2021-02-04 08:40:26,2021-02-04 08:40:14,58.0,10.0,159.0,596.0,853.0,,,,Rust bindings for OpenCV 3 & 4.,,,25.0,14,True,1.0,,,, 11 | 9,snips-nlu-rs,snipsco/snips-nlu-rs,nlp,https://github.com/snipsco/snips-nlu-rs,https://github.com/snipsco/snips-nlu-rs,,2018-02-21 09:29:02,2020-01-28 16:20:20,2020-01-28 16:19:54,55.0,4.0,15.0,314.0,1583.0,2020-01-28 16:20:20,0.65.6,33.0,Snips NLU rust implementation.,,,21.0,14,False,2.0,,,, 12 | 10,rusty-machine,AtheMathmo/rusty-machine,ml-frameworks,https://github.com/AtheMathmo/rusty-machine,https://github.com/AtheMathmo/rusty-machine,MIT,2015-11-14 05:55:27,2020-07-10 17:17:37,2020-02-14 18:25:14,139.0,34.0,65.0,1145.0,532.0,,,,Machine Learning library for Rust.,,,20.0,13,False,2.0,,,, 13 | 11,juice,spearow/juice,ml-frameworks,https://github.com/spearow/juice,https://github.com/spearow/juice,,2017-01-14 21:27:49,2021-02-26 17:10:55,2020-10-19 17:07:39,55.0,27.0,38.0,738.0,1300.0,,,,The Hacker's Machine Learning Engine.,,,42.0,13,False,2.0,,,, 14 | 12,rust-bert,guillaume-be/rust-bert,nlp,https://github.com/guillaume-be/rust-bert,https://github.com/guillaume-be/rust-bert,Apache-2.0,2020-01-25 09:40:07,2021-02-28 14:22:00,2021-02-23 16:19:24,35.0,6.0,30.0,480.0,691.0,,,,"Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...).",,,8.0,13,True,2.0,,,, 15 | 13,rustlearn,maciejkula/rustlearn,ml-frameworks,https://github.com/maciejkula/rustlearn,https://github.com/maciejkula/rustlearn,Apache-2.0,2015-12-03 21:48:17,2020-06-21 02:01:59,2020-06-21 02:01:58,42.0,7.0,4.0,477.0,76.0,2018-07-29 21:02:49,0.5.0,4.0,Machine learning crate for Rust.,,,9.0,13,True,2.0,,,, 16 | 14,rustface,atomashpolskiy/rustface,image,https://github.com/atomashpolskiy/rustface,https://github.com/atomashpolskiy/rustface,,2017-12-21 20:24:40,2020-11-25 09:43:07,2020-11-25 09:43:06,21.0,6.0,12.0,270.0,167.0,2020-11-02 08:22:28,0.1.6,3.0,Face detection library for the Rust programming language.,,,6.0,13,False,2.0,,,, 17 | 15,lingua-rs,pemistahl/lingua-rs,nlp,https://github.com/pemistahl/lingua-rs,https://github.com/pemistahl/lingua-rs,Apache-2.0,2020-06-17 10:47:30,2021-02-25 21:31:21,2021-01-31 19:17:17,4.0,3.0,6.0,254.0,84.0,2021-01-31 19:22:29,1.1.0,5.0,"The most accurate natural language detection library in the Rust ecosystem, suitable for long and short text alike.",,,2.0,13,True,2.0,,,, 18 | 16,leaf,autumnai/leaf,ml-frameworks,https://github.com/autumnai/leaf,https://github.com/autumnai/leaf,,2015-10-26 08:20:56,2018-01-14 18:40:05,2018-01-14 18:40:04,263.0,26.0,24.0,5468.0,164.0,,,,Open Machine Intelligence Framework for Hackers. (GPU/CPU).,,,15.0,12,False,2.0,,,, 19 | 17,texture-synthesis,EmbarkStudios/texture-synthesis,image,https://github.com/EmbarkStudios/texture-synthesis,https://github.com/EmbarkStudios/texture-synthesis,,2019-08-26 08:06:48,2020-12-10 16:17:19,2020-12-10 16:17:17,42.0,10.0,33.0,1325.0,,2020-02-26 20:39:27,0.8.0,12.0,Example-based texture synthesis written in Rust.,,,17.0,12,False,2.0,1833.0,96.0,,-1.0 20 | 18,tch-rs,LaurentMazare/tch-rs,ml-frameworks,https://github.com/LaurentMazare/tch-rs,https://github.com/LaurentMazare/tch-rs,,2019-02-16 21:08:44,2021-02-27 22:17:50,2021-02-23 19:16:48,86.0,26.0,181.0,952.0,541.0,,,,Rust bindings for the C++ api of PyTorch.,,,29.0,12,False,2.0,,,, 21 | 19,rust-autograd,raskr/rust-autograd,ml-frameworks,https://github.com/raskr/rust-autograd,https://github.com/raskr/rust-autograd,MIT,2017-09-05 14:42:39,2021-02-06 10:34:39,2020-12-31 14:24:43,19.0,,21.0,273.0,343.0,,,,Tensors and differentiable operations (like TensorFlow) in Rust.,,,10.0,12,True,2.0,,,, 22 | 20,rs-natural,christophertrml/rs-natural,nlp,https://github.com/christophertrml/rs-natural,https://github.com/christophertrml/rs-natural,MIT,2014-07-27 22:26:18,2020-10-17 18:22:37,2020-02-13 07:12:11,27.0,2.0,7.0,189.0,97.0,,,,Natural Language Processing for Rust.,,,14.0,11,False,3.0,,,, 23 | 21,Peroxide,Axect/Peroxide,ml-frameworks,https://github.com/Axect/Peroxide,https://github.com/Axect/Peroxide,,2018-04-20 18:38:06,2021-03-01 11:27:37,2021-03-01 11:23:03,9.0,6.0,13.0,187.0,1133.0,,,,"Rust numeric library with R, MATLAB & Python syntax.",,,8.0,11,False,2.0,,,, 24 | 22,orkhon,vertexclique/orkhon,ml-frameworks,https://github.com/vertexclique/orkhon,https://github.com/vertexclique/orkhon,MIT,2019-05-18 23:24:53,2021-02-01 15:23:47,2021-02-01 15:23:39,2.0,4.0,3.0,96.0,102.0,2020-11-17 23:04:49,0.2.0,1.0,Orkhon: ML Inference Framework and Server Runtime.,,,,11,False,2.0,,,, 25 | 23,rsrl,tspooner/rsrl,ml-frameworks,https://github.com/tspooner/rsrl,https://github.com/tspooner/rsrl,MIT,2017-03-29 15:18:20,2020-06-18 11:34:02,2020-06-18 11:31:52,10.0,19.0,15.0,91.0,545.0,,,7.0,"A fast, safe and easy to use reinforcement learning framework in Rust.",,,4.0,11,False,2.0,,,, 26 | 24,RustNN,jackm321/RustNN,ml-frameworks,https://github.com/jackm321/RustNN,https://github.com/jackm321/RustNN,Apache-2.0,2015-03-27 08:34:35,2017-12-21 15:19:41,2015-05-08 02:34:16,29.0,1.0,2.0,301.0,41.0,,,,A neural network crate.,,,2.0,10,False,3.0,,,, 27 | 25,deeplearn-rs,tedsta/deeplearn-rs,ml-frameworks,https://github.com/tedsta/deeplearn-rs,https://github.com/tedsta/deeplearn-rs,MIT,2015-10-27 02:51:50,2019-10-30 04:18:48,2017-08-20 03:30:59,22.0,1.0,4.0,192.0,78.0,,,,Neural networks in Rust.,,,2.0,10,False,3.0,,,, 28 | 26,alumina,millardjn/alumina,ml-frameworks,https://github.com/millardjn/alumina,https://github.com/millardjn/alumina,MIT,2017-02-06 15:57:08,2020-10-25 09:17:59,2020-10-25 09:17:58,5.0,3.0,,76.0,245.0,,,,A deep learning library for rust.,,,3.0,10,False,3.0,,,, 29 | 27,torchrs,torchrs/torchrs,ml-frameworks,https://github.com/torchrs/torchrs,https://github.com/torchrs/torchrs,BSD-2-Clause,2017-05-27 21:57:45,2017-07-16 00:27:45,2017-07-16 00:27:34,11.0,1.0,,76.0,532.0,,,,Deep Learning in Rust with the PyTorch API.,,,,10,False,3.0,,,, 30 | 28,rust-tokenizers,guillaume-be/rust-tokenizers,nlp,https://github.com/guillaume-be/rust-tokenizers,https://github.com/guillaume-be/rust-tokenizers,Apache-2.0,2019-11-09 16:14:11,2021-02-18 16:42:24,2021-02-18 16:42:24,9.0,,4.0,74.0,329.0,,,,"Rust-tokenizer offers high-performance tokenizers for modern language models, including WordPiece, Byte-Pair Encoding..",,,2.0,10,False,3.0,,,, 31 | 29,cv,rust-cv/cv,image,https://github.com/rust-cv/cv,https://github.com/rust-cv/cv,MIT,2020-04-04 17:46:04,2020-12-21 04:23:15,2020-12-21 04:23:11,7.0,24.0,2.0,64.0,560.0,,,,Rust CV mono-repo.,,,4.0,10,False,3.0,,,,-1.0 32 | 30,NeuroFlow,MikhailKravets/NeuroFlow,ml-frameworks,https://github.com/MikhailKravets/NeuroFlow,https://github.com/MikhailKravets/NeuroFlow,MIT,2017-06-22 18:45:50,2021-01-29 17:43:28,2018-01-07 20:12:50,4.0,,1.0,52.0,194.0,,,,Awesome deep learning crate.,,,2.0,10,False,3.0,,,, 33 | 31,vtext,rth/vtext,nlp,https://github.com/rth/vtext,https://github.com/rth/vtext,Apache-2.0,2018-11-05 09:02:15,2020-07-22 19:19:12,2020-06-18 21:00:31,8.0,11.0,7.0,106.0,143.0,,,,Simple NLP in Rust with Python bindings.,,,3.0,9,False,3.0,,,, 34 | 32,smartcore,smartcorelib/smartcore,ml-frameworks,https://github.com/smartcorelib/smartcore,https://github.com/smartcorelib/smartcore,Apache-2.0,2019-05-08 05:14:51,2021-02-27 17:05:10,2021-02-26 20:43:10,13.0,20.0,15.0,96.0,,,,,SmartCore is a comprehensive library for machine learning and numerical computing. The library provides a set of tools..,,,13.0,9,False,3.0,,,, 35 | 33,rustml,daniel-e/rustml,ml-frameworks,https://github.com/daniel-e/rustml,https://github.com/daniel-e/rustml,,2015-06-23 13:59:00,2018-01-31 13:53:22,2018-01-31 13:53:17,6.0,2.0,3.0,46.0,332.0,2015-10-07 20:05:27,0.0.5,4.0,Machine learning in Rust.,,,2.0,9,False,3.0,,,, 36 | 34,visual-odometry-rs,mpizenberg/visual-odometry-rs,image,https://github.com/mpizenberg/visual-odometry-rs,https://github.com/mpizenberg/visual-odometry-rs,MPL-2.0,2018-03-26 08:10:34,2020-01-17 19:04:01,2019-03-25 14:16:01,1.0,6.0,1.0,26.0,299.0,,,,Visual Odometry in Rust (vors).,,,,9,False,3.0,,,, 37 | 35,hal,jramapuram/hal,ml-frameworks,https://github.com/jramapuram/hal,https://github.com/jramapuram/hal,MIT,2015-07-22 20:11:09,2016-10-22 00:27:46,2016-10-22 00:24:58,9.0,5.0,,75.0,52.0,,,,Rust based Cross-GPU Machine Learning.,,,2.0,8,False,3.0,,,, 38 | 36,kodama,diffeo/kodama,ml-frameworks,https://github.com/diffeo/kodama,https://github.com/diffeo/kodama,MIT,2017-08-07 00:12:06,2020-12-21 14:04:54,2020-12-21 14:04:53,4.0,,,48.0,38.0,,,,Fast hierarchical agglomerative clustering in Rust.,,,2.0,8,False,3.0,,,,-1.0 39 | 37,visionmagic,visioncortex/visionmagic/,image,https://github.com/visioncortex/visionmagic,https://github.com/visioncortex/visionmagic,,2020-12-16 15:07:32,2021-02-07 06:22:52,2021-02-07 06:22:52,1.0,,,20.0,26.0,2020-12-18 17:16:23,0.1.2,3.0,Collection of vision & graphics algorithms.,,,,8,False,3.0,,,, 40 | 38,word2vec,dimakudosh/word2vec,nlp,https://github.com/DimaKudosh/word2vec,https://github.com/DimaKudosh/word2vec,MIT,2016-01-28 19:57:43,2019-11-04 15:30:36,2019-11-04 15:29:26,6.0,,,19.0,63.0,,,,Rust interface to word2vec.,,,5.0,8,False,3.0,,,, 41 | 39,autograph,charles-r-earp/autograph,ml-frameworks,https://github.com/charles-r-earp/autograph,https://github.com/charles-r-earp/autograph,,2019-06-17 23:43:49,2021-01-29 22:18:42,2021-01-29 22:18:02,3.0,,5.0,98.0,,,,,Machine Learning Library for Rust.,,,3.0,7,False,3.0,,,, 42 | 40,fwumious_wabbit,outbrain/fwumious_wabbit,ml-frameworks,https://github.com/outbrain/fwumious_wabbit,https://github.com/outbrain/fwumious_wabbit,,2020-09-14 12:52:38,2021-02-28 21:44:19,2021-02-18 15:12:40,5.0,2.0,,94.0,,,,,"Fwumious Wabbit, fast on-line machine learning toolkit written in Rust.",,,7.0,7,False,3.0,,,,1.0 43 | 41,cogent,JonathanWoollett-Light/cogent,ml-frameworks,https://github.com/JonathanWoollett-Light/cogent,https://github.com/JonathanWoollett-Light/cogent,,2019-09-30 01:15:30,2021-01-21 23:15:25,2021-01-21 21:39:37,,,,23.0,344.0,,,,Simple neural network library for classification written in Rust.,,,2.0,7,False,3.0,,,, 44 | 42,deepfrog,proycon/deepfrog,nlp,https://github.com/proycon/deepfrog,https://github.com/proycon/deepfrog,GPL-3.0,2020-02-12 12:28:13,2020-09-29 20:00:51,2020-09-29 14:58:49,1.0,2.0,3.0,13.0,125.0,2020-09-29 20:00:51,0.2.0,1.0,An NLP-suite powered by deep learning.,,,,7,False,3.0,,,,-1.0 45 | 43,drug,CasperN/drug,ml-frameworks,https://github.com/CasperN/drug,https://github.com/CasperN/drug,MIT,2018-08-12 21:43:02,2018-10-26 16:34:55,2018-10-26 16:34:50,,,1.0,9.0,72.0,,,,Differentiable Rust Graphs (neural network library).,,,,7,False,3.0,,,, 46 | 44,prophet,robbepop/prophet,ml-frameworks,https://github.com/Robbepop/prophet,https://github.com/Robbepop/prophet,,2016-09-04 16:28:38,2019-07-31 09:45:36,2018-05-25 09:44:58,1.0,4.0,4.0,39.0,151.0,,,,A simple neural net implementation.,,,2.0,6,False,3.0,,,, 47 | 45,tflite-rs,boncheolgu/tflite-rs,ml-frameworks,https://github.com/boncheolgu/tflite-rs,https://github.com/boncheolgu/tflite-rs,,2018-10-23 13:13:57,2020-12-04 11:16:49,2020-12-04 11:02:17,18.0,10.0,7.0,36.0,136.0,,,,,,,6.0,6,False,3.0,,,,-1.0 48 | 46,revonet,yurytsoy/revonet,ml-frameworks,https://github.com/yurytsoy/revonet,https://github.com/yurytsoy/revonet,GPL-3.0,2017-05-13 08:37:07,2017-08-20 14:10:04,2017-08-20 14:08:55,1.0,,15.0,14.0,73.0,,,,Rust implementation of real-coded GA for solving optimization problems and training of neural networks.,,,,6,False,3.0,,,, 49 | 47,fann-rs,afck/fann-rs,ml-frameworks,https://github.com/afck/fann-rs,https://github.com/afck/fann-rs,LGPL-3.0,2015-06-26 15:59:52,2018-10-19 20:53:06,2018-10-19 20:52:44,,,1.0,11.0,57.0,,,,Rust wrapper for the Fast Artificial Neural Network library.,,,,6,False,3.0,,,, 50 | 48,batched-fn,epwalsh/batched-fn,ml-frameworks,https://github.com/epwalsh/batched-fn,https://github.com/epwalsh/batched-fn,Apache-2.0,2020-03-20 22:06:11,2021-01-05 18:00:08,2021-01-05 18:00:06,,,,2.0,47.0,,,,Rust middleware for serving deep learning models with batched prediction.,,,2.0,6,False,3.0,,,, 51 | 49,cntk-rs,usamec/cntk-rs,ml-frameworks,https://github.com/usamec/cntk-rs,https://github.com/usamec/cntk-rs,,2017-10-29 16:32:42,2018-03-04 12:55:18,2018-03-04 12:55:13,,1.0,1.0,20.0,41.0,,,,Wrapper around Microsoft CNTK library.,,,,5,False,3.0,,,, 52 | 50,blingfire-rs,reinfer/blingfire-rs,nlp,https://github.com/reinfer/blingfire-rs,https://github.com/reinfer/blingfire-rs,MIT,2019-07-06 13:50:14,2020-06-23 16:31:02,2020-06-23 16:30:54,,,1.0,10.0,19.0,,,,Rust wrapper for the BlingFire tokenization library.,,,2.0,5,False,3.0,,,, 53 | 51,image-ssd,mermoldy/image-ssd,image,https://github.com/mermoldy/image-ssd,https://github.com/mermoldy/image-ssd,MIT,2020-08-30 21:11:13,2020-10-24 17:17:43,2020-10-24 17:17:20,,,,1.0,12.0,,,,A Rust library for object detection via SSD MobileNet.,,,,5,False,3.0,,,, 54 | 52,aleph-alpha-tokenizer,Aleph-Alpha/aleph-alpha-tokenizer,nlp,https://github.com/Aleph-Alpha/aleph-alpha-tokenizer,https://github.com/Aleph-Alpha/aleph-alpha-tokenizer,,2020-04-15 09:07:39,2020-07-13 08:52:05,2020-07-13 08:52:00,,1.0,,5.0,16.0,,,,A rustic language tokenizer library inspired by huggingface's tokenizers.,,,2.0,3,False,3.0,,,True, 55 | 53,misspeller,andrew-johnson-4/misspeller,nlp,https://github.com/andrew-johnson-4/misspeller,https://github.com/andrew-johnson-4/misspeller,,2020-08-04 22:25:41,2020-12-27 22:57:27,2020-12-27 22:57:26,1.0,,,1.0,27.0,,,,Take correctly spelled words and return common spelling mistakes.,,,2.0,3,False,3.0,,,, 56 | 54,rusoto,usoto/rusoto,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,,,, 57 | 55,L2,bkkaggle/l2,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,,,, 58 | -------------------------------------------------------------------------------- /history/2021-03-08_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - visionmagic (🥉9 · ⭐ 21 · 🐣) - Collection of vision & graphics algorithms. ❗Unlicensed 6 | - batched-fn (🥉7 · ⭐ 3 · 📈) - Rust middleware for serving deep learning models with batched.. Apache-2 7 | 8 | -------------------------------------------------------------------------------- /history/2021-03-08_projects.csv: -------------------------------------------------------------------------------- 1 | ,name,github_id,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,commit_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,projectrank,show,projectrank_placing,github_release_downloads,monthly_downloads,trending 2 | 0,tokenizers,huggingface/tokenizers,nlp,https://github.com/huggingface/tokenizers,https://github.com/huggingface/tokenizers,Apache-2.0,2019-11-01 17:52:20,2021-02-22 14:00:05,2021-02-10 02:05:52,315.0,77.0,311.0,4311.0,1441.0,2021-02-04 15:38:39,python-v0.10.1,39.0,Fast State-of-the-Art Tokenizers optimized for Research and Production.,25.0,25.0,40.0,21,True,1.0,,, 3 | 1,tvm,apache/tvm,ml-frameworks,https://github.com/apache/tvm,https://github.com/apache/tvm,Apache-2.0,2016-10-12 22:20:28,2021-03-08 10:38:51,2021-03-08 07:07:23,1770.0,118.0,1626.0,6373.0,,2020-10-02 18:30:42,0.7.0,9.0,"Open deep learning compiler stack for cpu, gpu and specialized accelerators.",,,501.0,19,True,1.0,463.0,11.0, 4 | 2,rust,tensorflow/rust,ml-frameworks,https://github.com/tensorflow/rust,https://github.com/tensorflow/rust,Apache-2.0,2016-02-05 00:32:17,2021-03-01 07:35:57,2021-02-18 04:15:09,235.0,27.0,101.0,2959.0,629.0,,,,Rust language bindings for TensorFlow.,,,37.0,16,True,1.0,,, 5 | 3,ballista,ballista-compute/ballista,ml-frameworks,https://github.com/ballista-compute/ballista,https://github.com/ballista-compute/ballista,Apache-2.0,2019-07-04 17:09:41,2021-03-08 04:29:48,2021-03-07 22:37:09,130.0,62.0,183.0,2138.0,,2021-02-23 02:39:20,0.4.1,17.0,"Distributed compute platform implemented in Rust, and powered by Apache Arrow.",,,36.0,16,True,1.0,,, 6 | 4,tract,sonos/tract,ml-frameworks,https://github.com/sonos/tract,https://github.com/sonos/tract,,2017-08-07 09:31:26,2021-03-08 11:10:27,2021-03-08 10:46:09,94.0,21.0,45.0,888.0,,2021-01-12 13:07:06,0.12.5,13.0,"Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.",,,22.0,15,False,1.0,1587.0,226.0, 7 | 5,whatlang-rs,greyblake/whatlang-rs,nlp,https://github.com/greyblake/whatlang-rs,https://github.com/greyblake/whatlang-rs,MIT,2016-11-05 21:26:51,2021-02-28 21:27:12,2021-02-28 21:27:12,27.0,6.0,27.0,391.0,459.0,2019-03-03 16:17:34,0.7.0,3.0,Natural language detection library for Rust. Try demo online: https://www.greyblake.com/whatlang/.,,,14.0,15,True,1.0,,, 8 | 6,xaynet,xaynetwork/xaynet/,ml-frameworks,https://github.com/xaynetwork/xaynet,https://github.com/xaynetwork/xaynet,Apache-2.0,2019-08-29 08:59:32,2021-03-08 09:10:58,2021-03-05 16:03:34,18.0,3.0,27.0,111.0,2447.0,2021-01-18 12:57:57,0.11.0,11.0,Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.,,,,15,True,1.0,,, 9 | 7,linfa,rust-ml/linfa/,ml-frameworks,https://github.com/rust-ml/linfa,https://github.com/rust-ml/linfa,,2018-04-05 07:03:30,2021-03-07 23:09:06,2021-03-05 13:48:36,49.0,11.0,20.0,744.0,181.0,2021-01-21 07:50:34,0.3.0,3.0,A Rust machine learning framework.,,,,14,False,2.0,,, 10 | 8,opencv-rust,twistedfall/opencv-rust,image,https://github.com/twistedfall/opencv-rust,https://github.com/twistedfall/opencv-rust,MIT,2015-04-14 06:32:54,2021-02-04 08:40:26,2021-02-04 08:40:14,59.0,8.0,163.0,598.0,853.0,,,,Rust bindings for OpenCV 3 & 4.,,,25.0,14,True,1.0,,, 11 | 9,snips-nlu-rs,snipsco/snips-nlu-rs,nlp,https://github.com/snipsco/snips-nlu-rs,https://github.com/snipsco/snips-nlu-rs,,2018-02-21 09:29:02,2020-01-28 16:20:20,2020-01-28 16:19:54,55.0,4.0,15.0,314.0,1583.0,2020-01-28 16:20:20,0.65.6,33.0,Snips NLU rust implementation.,,,21.0,14,False,2.0,,, 12 | 10,rusty-machine,AtheMathmo/rusty-machine,ml-frameworks,https://github.com/AtheMathmo/rusty-machine,https://github.com/AtheMathmo/rusty-machine,MIT,2015-11-14 05:55:27,2020-07-10 17:17:37,2020-02-14 18:25:14,139.0,34.0,65.0,1146.0,532.0,,,,Machine Learning library for Rust.,,,20.0,13,False,2.0,,, 13 | 11,juice,spearow/juice,ml-frameworks,https://github.com/spearow/juice,https://github.com/spearow/juice,,2017-01-14 21:27:49,2021-03-05 16:52:28,2020-10-19 17:07:39,55.0,27.0,38.0,738.0,1300.0,,,,The Hacker's Machine Learning Engine.,,,42.0,13,False,2.0,,, 14 | 12,rust-bert,guillaume-be/rust-bert,nlp,https://github.com/guillaume-be/rust-bert,https://github.com/guillaume-be/rust-bert,Apache-2.0,2020-01-25 09:40:07,2021-03-07 12:06:40,2021-03-07 12:06:40,36.0,6.0,32.0,493.0,692.0,,,,"Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...).",,,9.0,13,True,2.0,,, 15 | 13,rustlearn,maciejkula/rustlearn,ml-frameworks,https://github.com/maciejkula/rustlearn,https://github.com/maciejkula/rustlearn,Apache-2.0,2015-12-03 21:48:17,2020-06-21 02:01:59,2020-06-21 02:01:58,42.0,7.0,4.0,477.0,76.0,2018-07-29 21:02:49,0.5.0,4.0,Machine learning crate for Rust.,,,9.0,13,True,2.0,,, 16 | 14,rustface,atomashpolskiy/rustface,image,https://github.com/atomashpolskiy/rustface,https://github.com/atomashpolskiy/rustface,,2017-12-21 20:24:40,2020-11-25 09:43:07,2020-11-25 09:43:06,21.0,6.0,12.0,270.0,167.0,2020-11-02 08:22:28,0.1.6,3.0,Face detection library for the Rust programming language.,,,6.0,13,False,2.0,,, 17 | 15,lingua-rs,pemistahl/lingua-rs,nlp,https://github.com/pemistahl/lingua-rs,https://github.com/pemistahl/lingua-rs,Apache-2.0,2020-06-17 10:47:30,2021-02-25 21:31:21,2021-01-31 19:17:17,4.0,3.0,6.0,256.0,84.0,2021-01-31 19:22:29,1.1.0,5.0,"The most accurate natural language detection library in the Rust ecosystem, suitable for long and short text alike.",,,2.0,13,True,2.0,,, 18 | 16,leaf,autumnai/leaf,ml-frameworks,https://github.com/autumnai/leaf,https://github.com/autumnai/leaf,,2015-10-26 08:20:56,2018-01-14 18:40:05,2018-01-14 18:40:04,263.0,26.0,24.0,5469.0,164.0,,,,Open Machine Intelligence Framework for Hackers. (GPU/CPU).,,,15.0,12,False,2.0,,, 19 | 17,texture-synthesis,EmbarkStudios/texture-synthesis,image,https://github.com/EmbarkStudios/texture-synthesis,https://github.com/EmbarkStudios/texture-synthesis,,2019-08-26 08:06:48,2020-12-10 16:17:19,2020-12-10 16:17:17,42.0,10.0,33.0,1329.0,,2020-02-26 20:39:27,0.8.0,12.0,Example-based texture synthesis written in Rust.,,,17.0,12,False,2.0,1845.0,97.0, 20 | 18,tch-rs,LaurentMazare/tch-rs,ml-frameworks,https://github.com/LaurentMazare/tch-rs,https://github.com/LaurentMazare/tch-rs,,2019-02-16 21:08:44,2021-03-08 08:59:31,2021-03-08 08:59:25,86.0,26.0,182.0,960.0,545.0,,,,Rust bindings for the C++ api of PyTorch.,,,29.0,12,False,2.0,,, 21 | 19,rust-autograd,raskr/rust-autograd,ml-frameworks,https://github.com/raskr/rust-autograd,https://github.com/raskr/rust-autograd,MIT,2017-09-05 14:42:39,2021-02-06 10:34:39,2020-12-31 14:24:43,19.0,,21.0,276.0,343.0,,,,Tensors and differentiable operations (like TensorFlow) in Rust.,,,10.0,12,True,2.0,,, 22 | 20,rs-natural,christophertrml/rs-natural,nlp,https://github.com/christophertrml/rs-natural,https://github.com/christophertrml/rs-natural,MIT,2014-07-27 22:26:18,2020-10-17 18:22:37,2020-02-13 07:12:11,27.0,2.0,7.0,189.0,97.0,,,,Natural Language Processing for Rust.,,,14.0,11,False,3.0,,, 23 | 21,Peroxide,Axect/Peroxide,ml-frameworks,https://github.com/Axect/Peroxide,https://github.com/Axect/Peroxide,,2018-04-20 18:38:06,2021-03-01 11:27:37,2021-03-01 11:23:03,9.0,6.0,13.0,189.0,1133.0,,,,"Rust numeric library with R, MATLAB & Python syntax.",,,8.0,11,False,2.0,,, 24 | 22,orkhon,vertexclique/orkhon,ml-frameworks,https://github.com/vertexclique/orkhon,https://github.com/vertexclique/orkhon,MIT,2019-05-18 23:24:53,2021-02-01 15:23:47,2021-02-01 15:23:39,2.0,4.0,3.0,96.0,102.0,2020-11-17 23:04:49,0.2.0,1.0,Orkhon: ML Inference Framework and Server Runtime.,,,,11,False,2.0,,, 25 | 23,rsrl,tspooner/rsrl,ml-frameworks,https://github.com/tspooner/rsrl,https://github.com/tspooner/rsrl,MIT,2017-03-29 15:18:20,2020-06-18 11:34:02,2020-06-18 11:31:52,10.0,19.0,15.0,91.0,545.0,,,7.0,"A fast, safe and easy to use reinforcement learning framework in Rust.",,,4.0,11,False,2.0,,, 26 | 24,RustNN,jackm321/RustNN,ml-frameworks,https://github.com/jackm321/RustNN,https://github.com/jackm321/RustNN,Apache-2.0,2015-03-27 08:34:35,2017-12-21 15:19:41,2015-05-08 02:34:16,29.0,1.0,2.0,301.0,41.0,,,,A neural network crate.,,,2.0,10,False,3.0,,, 27 | 25,deeplearn-rs,tedsta/deeplearn-rs,ml-frameworks,https://github.com/tedsta/deeplearn-rs,https://github.com/tedsta/deeplearn-rs,MIT,2015-10-27 02:51:50,2019-10-30 04:18:48,2017-08-20 03:30:59,22.0,1.0,4.0,192.0,78.0,,,,Neural networks in Rust.,,,2.0,10,False,3.0,,, 28 | 26,alumina,millardjn/alumina,ml-frameworks,https://github.com/millardjn/alumina,https://github.com/millardjn/alumina,MIT,2017-02-06 15:57:08,2020-10-25 09:17:59,2020-10-25 09:17:58,5.0,3.0,,76.0,245.0,,,,A deep learning library for rust.,,,3.0,10,False,3.0,,, 29 | 27,torchrs,torchrs/torchrs,ml-frameworks,https://github.com/torchrs/torchrs,https://github.com/torchrs/torchrs,BSD-2-Clause,2017-05-27 21:57:45,2017-07-16 00:27:45,2017-07-16 00:27:34,11.0,1.0,,76.0,532.0,,,,Deep Learning in Rust with the PyTorch API.,,,,10,False,3.0,,, 30 | 28,rust-tokenizers,guillaume-be/rust-tokenizers,nlp,https://github.com/guillaume-be/rust-tokenizers,https://github.com/guillaume-be/rust-tokenizers,Apache-2.0,2019-11-09 16:14:11,2021-02-18 16:42:24,2021-02-18 16:42:24,9.0,,5.0,73.0,329.0,,,,"Rust-tokenizer offers high-performance tokenizers for modern language models, including WordPiece, Byte-Pair Encoding..",,,2.0,10,False,3.0,,, 31 | 29,cv,rust-cv/cv,image,https://github.com/rust-cv/cv,https://github.com/rust-cv/cv,MIT,2020-04-04 17:46:04,2020-12-21 04:23:15,2020-12-21 04:23:11,7.0,24.0,2.0,70.0,560.0,,,,Rust CV mono-repo.,,,4.0,10,False,3.0,,, 32 | 30,NeuroFlow,MikhailKravets/NeuroFlow,ml-frameworks,https://github.com/MikhailKravets/NeuroFlow,https://github.com/MikhailKravets/NeuroFlow,MIT,2017-06-22 18:45:50,2021-01-29 17:43:28,2018-01-07 20:12:50,3.0,,1.0,52.0,194.0,,,,Awesome deep learning crate.,,,2.0,10,False,3.0,,, 33 | 31,smartcore,smartcorelib/smartcore,ml-frameworks,https://github.com/smartcorelib/smartcore,https://github.com/smartcorelib/smartcore,Apache-2.0,2019-05-08 05:14:51,2021-03-06 00:26:24,2021-03-05 23:02:11,14.0,20.0,16.0,108.0,,,,,SmartCore is a comprehensive library for machine learning and numerical computing. The library provides a set of tools..,,,13.0,9,False,3.0,,, 34 | 32,vtext,rth/vtext,nlp,https://github.com/rth/vtext,https://github.com/rth/vtext,Apache-2.0,2018-11-05 09:02:15,2020-07-22 19:19:12,2020-06-18 21:00:31,8.0,11.0,7.0,106.0,143.0,,,,Simple NLP in Rust with Python bindings.,,,3.0,9,False,3.0,,, 35 | 33,rustml,daniel-e/rustml,ml-frameworks,https://github.com/daniel-e/rustml,https://github.com/daniel-e/rustml,,2015-06-23 13:59:00,2018-01-31 13:53:22,2018-01-31 13:53:17,6.0,2.0,3.0,46.0,332.0,2015-10-07 20:05:27,0.0.5,4.0,Machine learning in Rust.,,,2.0,9,False,3.0,,, 36 | 34,visual-odometry-rs,mpizenberg/visual-odometry-rs,image,https://github.com/mpizenberg/visual-odometry-rs,https://github.com/mpizenberg/visual-odometry-rs,MPL-2.0,2018-03-26 08:10:34,2020-01-17 19:04:01,2019-03-25 14:16:01,1.0,6.0,1.0,26.0,299.0,,,,Visual Odometry in Rust (vors).,,,,9,False,3.0,,, 37 | 35,visionmagic,visioncortex/visionmagic/,image,https://github.com/visioncortex/visionmagic,https://github.com/visioncortex/visionmagic,,2020-12-16 15:07:32,2021-02-07 06:22:52,2021-02-07 06:22:52,1.0,,,21.0,26.0,2020-12-18 17:16:23,0.1.2,3.0,Collection of vision & graphics algorithms.,,,,9,False,3.0,,,1.0 38 | 36,hal,jramapuram/hal,ml-frameworks,https://github.com/jramapuram/hal,https://github.com/jramapuram/hal,MIT,2015-07-22 20:11:09,2016-10-22 00:27:46,2016-10-22 00:24:58,9.0,5.0,,75.0,52.0,,,,Rust based Cross-GPU Machine Learning.,,,2.0,8,False,3.0,,, 39 | 37,kodama,diffeo/kodama,ml-frameworks,https://github.com/diffeo/kodama,https://github.com/diffeo/kodama,MIT,2017-08-07 00:12:06,2020-12-21 14:04:54,2020-12-21 14:04:53,4.0,,,48.0,38.0,,,,Fast hierarchical agglomerative clustering in Rust.,,,2.0,8,False,3.0,,, 40 | 38,word2vec,dimakudosh/word2vec,nlp,https://github.com/DimaKudosh/word2vec,https://github.com/DimaKudosh/word2vec,MIT,2016-01-28 19:57:43,2019-11-04 15:30:36,2019-11-04 15:29:26,6.0,,,19.0,63.0,,,,Rust interface to word2vec.,,,5.0,8,False,3.0,,, 41 | 39,autograph,charles-r-earp/autograph,ml-frameworks,https://github.com/charles-r-earp/autograph,https://github.com/charles-r-earp/autograph,,2019-06-17 23:43:49,2021-03-06 01:20:03,2021-03-06 01:19:58,3.0,,5.0,99.0,,,,,Machine Learning Library for Rust.,,,3.0,7,False,3.0,,, 42 | 40,fwumious_wabbit,outbrain/fwumious_wabbit,ml-frameworks,https://github.com/outbrain/fwumious_wabbit,https://github.com/outbrain/fwumious_wabbit,,2020-09-14 12:52:38,2021-03-08 12:12:33,2021-02-18 15:12:40,5.0,2.0,,96.0,,,,,"Fwumious Wabbit, fast on-line machine learning toolkit written in Rust.",,,7.0,7,False,3.0,,, 43 | 41,cogent,JonathanWoollett-Light/cogent,ml-frameworks,https://github.com/JonathanWoollett-Light/cogent,https://github.com/JonathanWoollett-Light/cogent,,2019-09-30 01:15:30,2021-03-03 22:13:22,2021-03-03 22:13:17,,,,23.0,348.0,,,,Simple neural network library for classification written in Rust.,,,2.0,7,False,3.0,,, 44 | 42,deepfrog,proycon/deepfrog,nlp,https://github.com/proycon/deepfrog,https://github.com/proycon/deepfrog,GPL-3.0,2020-02-12 12:28:13,2020-09-29 20:00:51,2020-09-29 14:58:49,1.0,2.0,3.0,13.0,125.0,2020-09-29 20:00:51,0.2.0,1.0,An NLP-suite powered by deep learning.,,,,7,False,3.0,,, 45 | 43,drug,CasperN/drug,ml-frameworks,https://github.com/CasperN/drug,https://github.com/CasperN/drug,MIT,2018-08-12 21:43:02,2018-10-26 16:34:55,2018-10-26 16:34:50,,,1.0,9.0,72.0,,,,Differentiable Rust Graphs (neural network library).,,,,7,False,3.0,,, 46 | 44,batched-fn,epwalsh/batched-fn,ml-frameworks,https://github.com/epwalsh/batched-fn,https://github.com/epwalsh/batched-fn,Apache-2.0,2020-03-20 22:06:11,2021-01-05 18:00:08,2021-01-05 18:00:06,,1.0,,3.0,47.0,,,,Rust middleware for serving deep learning models with batched prediction.,,,2.0,7,False,3.0,,,1.0 47 | 45,prophet,robbepop/prophet,ml-frameworks,https://github.com/Robbepop/prophet,https://github.com/Robbepop/prophet,,2016-09-04 16:28:38,2019-07-31 09:45:36,2018-05-25 09:44:58,1.0,4.0,4.0,39.0,151.0,,,,A simple neural net implementation.,,,2.0,6,False,3.0,,, 48 | 46,tflite-rs,boncheolgu/tflite-rs,ml-frameworks,https://github.com/boncheolgu/tflite-rs,https://github.com/boncheolgu/tflite-rs,,2018-10-23 13:13:57,2020-12-04 11:16:49,2020-12-04 11:02:17,18.0,10.0,7.0,36.0,136.0,,,,,,,6.0,6,False,3.0,,, 49 | 47,revonet,yurytsoy/revonet,ml-frameworks,https://github.com/yurytsoy/revonet,https://github.com/yurytsoy/revonet,GPL-3.0,2017-05-13 08:37:07,2017-08-20 14:10:04,2017-08-20 14:08:55,1.0,,15.0,14.0,73.0,,,,Rust implementation of real-coded GA for solving optimization problems and training of neural networks.,,,,6,False,3.0,,, 50 | 48,fann-rs,afck/fann-rs,ml-frameworks,https://github.com/afck/fann-rs,https://github.com/afck/fann-rs,LGPL-3.0,2015-06-26 15:59:52,2018-10-19 20:53:06,2018-10-19 20:52:44,,,1.0,11.0,57.0,,,,Rust wrapper for the Fast Artificial Neural Network library.,,,,6,False,3.0,,, 51 | 49,cntk-rs,usamec/cntk-rs,ml-frameworks,https://github.com/usamec/cntk-rs,https://github.com/usamec/cntk-rs,,2017-10-29 16:32:42,2018-03-04 12:55:18,2018-03-04 12:55:13,,1.0,1.0,20.0,41.0,,,,Wrapper around Microsoft CNTK library.,,,,5,False,3.0,,, 52 | 50,blingfire-rs,reinfer/blingfire-rs,nlp,https://github.com/reinfer/blingfire-rs,https://github.com/reinfer/blingfire-rs,MIT,2019-07-06 13:50:14,2020-06-23 16:31:02,2020-06-23 16:30:54,,,1.0,10.0,19.0,,,,Rust wrapper for the BlingFire tokenization library.,,,2.0,5,False,3.0,,, 53 | 51,image-ssd,mermoldy/image-ssd,image,https://github.com/mermoldy/image-ssd,https://github.com/mermoldy/image-ssd,MIT,2020-08-30 21:11:13,2020-10-24 17:17:43,2020-10-24 17:17:20,,,,1.0,12.0,,,,A Rust library for object detection via SSD MobileNet.,,,,5,False,3.0,,, 54 | 52,aleph-alpha-tokenizer,Aleph-Alpha/aleph-alpha-tokenizer,nlp,https://github.com/Aleph-Alpha/aleph-alpha-tokenizer,https://github.com/Aleph-Alpha/aleph-alpha-tokenizer,,2020-04-15 09:07:39,2020-07-13 08:52:05,2020-07-13 08:52:00,,1.0,,5.0,16.0,,,,A rustic language tokenizer library inspired by huggingface's tokenizers.,,,2.0,3,False,3.0,,, 55 | 53,misspeller,andrew-johnson-4/misspeller,nlp,https://github.com/andrew-johnson-4/misspeller,https://github.com/andrew-johnson-4/misspeller,,2020-08-04 22:25:41,2020-12-27 22:57:27,2020-12-27 22:57:26,1.0,,,1.0,27.0,,,,Take correctly spelled words and return common spelling mistakes.,,,2.0,3,False,3.0,,, 56 | 54,rusoto,usoto/rusoto,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,,, 57 | 55,L2,bkkaggle/l2,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,,, 58 | -------------------------------------------------------------------------------- /history/2021-03-15_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - cv (🥉11 · ⭐ 73 · 📈) - Rust CV mono-repo. MIT 6 | - tflite-rs (🥉7 · ⭐ 37 · 📈) - ❗Unlicensed 7 | 8 | ## ➕ Added Projects 9 | 10 | _Projects that were recently added to this best-of list._ 11 | 12 | - polars (🥇15 · ⭐ 1.1K · ➕) - Rust DataFrame library. MIT 13 | 14 | -------------------------------------------------------------------------------- /history/2021-03-24_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - polars (🥇16 · ⭐ 1.3K · 📈) - Rust DataFrame library. MIT 6 | - texture-synthesis (🥈13 · ⭐ 1.3K · 📈) - Example-based texture synthesis written in Rust. ❗Unlicensed 7 | - orkhon (🥈12 · ⭐ 98 · 📈) - Orkhon: ML Inference Framework and Server Runtime. MIT 8 | 9 | -------------------------------------------------------------------------------- /history/2021-03-24_projects.csv: -------------------------------------------------------------------------------- 1 | ,name,github_id,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,commit_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,projectrank,show,projectrank_placing,github_release_downloads,monthly_downloads,trending 2 | 0,tokenizers,huggingface/tokenizers,nlp,https://github.com/huggingface/tokenizers,https://github.com/huggingface/tokenizers,Apache-2.0,2019-11-01 17:52:20,2021-03-18 22:14:09,2021-03-18 18:39:52,326.0,83.0,318.0,4363.0,1446.0,2021-02-04 15:38:39,python-v0.10.1,39.0,Fast State-of-the-Art Tokenizers optimized for Research and Production.,25.0,25.0,40.0,21,True,1.0,,, 3 | 1,tvm,apache/tvm,ml-frameworks,https://github.com/apache/tvm,https://github.com/apache/tvm,Apache-2.0,2016-10-12 22:20:28,2021-03-24 09:13:42,2021-03-24 02:40:32,1797.0,131.0,1636.0,6447.0,,2020-10-02 18:30:42,0.7.0,9.0,"Open deep learning compiler stack for cpu, gpu and specialized accelerators.",,,517.0,19,True,1.0,503.0,12.0, 4 | 2,rust,tensorflow/rust,ml-frameworks,https://github.com/tensorflow/rust,https://github.com/tensorflow/rust,Apache-2.0,2016-02-05 00:32:17,2021-03-01 07:35:57,2021-02-18 04:15:09,236.0,28.0,101.0,2979.0,629.0,,,,Rust language bindings for TensorFlow.,,,37.0,16,True,1.0,,, 5 | 3,ballista,ballista-compute/ballista,ml-frameworks,https://github.com/ballista-compute/ballista,https://github.com/ballista-compute/ballista,Apache-2.0,2019-07-04 17:09:41,2021-03-19 08:36:09,2021-03-11 06:25:13,134.0,64.0,184.0,2217.0,,2021-02-23 02:39:20,0.4.1,17.0,"Distributed compute platform implemented in Rust, and powered by Apache Arrow.",,,37.0,16,True,1.0,,, 6 | 4,polars,ritchie46/polars,data-loading,https://github.com/ritchie46/polars,https://github.com/ritchie46/polars,MIT,2020-05-13 19:45:33,2021-03-24 08:16:11,2021-03-23 12:57:33,55.0,33.0,207.0,1271.0,1287.0,,,,Rust DataFrame library.,,,21.0,16,True,1.0,,,1.0 7 | 5,tract,sonos/tract,ml-frameworks,https://github.com/sonos/tract,https://github.com/sonos/tract,,2017-08-07 09:31:26,2021-03-23 13:44:01,2021-03-23 08:25:13,95.0,21.0,45.0,902.0,,2021-03-22 10:07:08,0.13.0,14.0,"Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.",,,22.0,15,False,1.0,1756.0,250.0, 8 | 6,whatlang-rs,greyblake/whatlang-rs,nlp,https://github.com/greyblake/whatlang-rs,https://github.com/greyblake/whatlang-rs,MIT,2016-11-05 21:26:51,2021-03-11 22:20:32,2021-03-11 22:20:26,27.0,4.0,29.0,402.0,463.0,2019-03-03 16:17:34,0.7.0,3.0,Natural language detection library for Rust. Try demo online: https://www.greyblake.com/whatlang/.,,,14.0,15,True,1.0,,, 9 | 7,xaynet,xaynetwork/xaynet/,ml-frameworks,https://github.com/xaynetwork/xaynet,https://github.com/xaynetwork/xaynet,Apache-2.0,2019-08-29 08:59:32,2021-03-23 08:50:10,2021-03-23 08:48:11,18.0,3.0,27.0,113.0,2463.0,2021-01-18 12:57:57,0.11.0,11.0,Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.,,,,15,True,1.0,,, 10 | 8,linfa,rust-ml/linfa/,ml-frameworks,https://github.com/rust-ml/linfa,https://github.com/rust-ml/linfa,,2018-04-05 07:03:30,2021-03-24 04:47:41,2021-03-22 18:57:08,53.0,15.0,23.0,823.0,196.0,2021-03-11 09:31:50,0.3.1,4.0,A Rust machine learning framework.,,,,14,False,2.0,,, 11 | 9,opencv-rust,twistedfall/opencv-rust,image,https://github.com/twistedfall/opencv-rust,https://github.com/twistedfall/opencv-rust,MIT,2015-04-14 06:32:54,2021-03-24 10:59:33,2021-03-21 19:48:21,61.0,9.0,163.0,606.0,861.0,,,,Rust bindings for OpenCV 3 & 4.,,,25.0,14,True,1.0,,, 12 | 10,snips-nlu-rs,snipsco/snips-nlu-rs,nlp,https://github.com/snipsco/snips-nlu-rs,https://github.com/snipsco/snips-nlu-rs,,2018-02-21 09:29:02,2020-01-28 16:20:20,2020-01-28 16:19:54,55.0,4.0,15.0,316.0,1583.0,2020-01-28 16:20:20,0.65.6,33.0,Snips NLU rust implementation.,,,21.0,14,False,2.0,,, 13 | 11,texture-synthesis,EmbarkStudios/texture-synthesis,image,https://github.com/EmbarkStudios/texture-synthesis,https://github.com/EmbarkStudios/texture-synthesis,,2019-08-26 08:06:48,2021-03-15 20:31:41,2021-03-15 20:31:40,42.0,10.0,34.0,1342.0,,2020-02-26 20:39:27,0.8.0,12.0,Example-based texture synthesis written in Rust.,,,18.0,13,False,2.0,1874.0,98.0,1.0 14 | 12,rusty-machine,AtheMathmo/rusty-machine,ml-frameworks,https://github.com/AtheMathmo/rusty-machine,https://github.com/AtheMathmo/rusty-machine,MIT,2015-11-14 05:55:27,2020-07-10 17:17:37,2020-02-14 18:25:14,141.0,33.0,66.0,1153.0,532.0,,,,Machine Learning library for Rust.,,,20.0,13,False,2.0,,, 15 | 13,juice,spearow/juice,ml-frameworks,https://github.com/spearow/juice,https://github.com/spearow/juice,,2017-01-14 21:27:49,2021-03-05 16:52:28,2020-10-19 17:07:39,56.0,27.0,38.0,743.0,1300.0,,,,The Hacker's Machine Learning Engine.,,,42.0,13,False,2.0,,, 16 | 14,rust-bert,guillaume-be/rust-bert,nlp,https://github.com/guillaume-be/rust-bert,https://github.com/guillaume-be/rust-bert,Apache-2.0,2020-01-25 09:40:07,2021-03-23 15:36:52,2021-03-23 15:36:52,36.0,6.0,33.0,517.0,715.0,,,,"Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...).",,,9.0,13,True,2.0,,, 17 | 15,rustlearn,maciejkula/rustlearn,ml-frameworks,https://github.com/maciejkula/rustlearn,https://github.com/maciejkula/rustlearn,Apache-2.0,2015-12-03 21:48:17,2020-06-21 02:01:59,2020-06-21 02:01:58,43.0,8.0,4.0,481.0,76.0,2018-07-29 21:02:49,0.5.0,4.0,Machine learning crate for Rust.,,,9.0,13,True,2.0,,, 18 | 16,rustface,atomashpolskiy/rustface,image,https://github.com/atomashpolskiy/rustface,https://github.com/atomashpolskiy/rustface,,2017-12-21 20:24:40,2020-11-25 09:43:07,2020-11-25 09:43:06,21.0,5.0,14.0,269.0,167.0,2020-11-02 08:22:28,0.1.6,3.0,Face detection library for the Rust programming language.,,,6.0,13,False,2.0,,, 19 | 17,lingua-rs,pemistahl/lingua-rs,nlp,https://github.com/pemistahl/lingua-rs,https://github.com/pemistahl/lingua-rs,Apache-2.0,2020-06-17 10:47:30,2021-02-25 21:31:21,2021-01-31 19:17:17,4.0,5.0,7.0,266.0,84.0,2021-01-31 19:22:29,1.1.0,5.0,"The most accurate natural language detection library in the Rust ecosystem, suitable for long and short text alike.",,,2.0,13,True,2.0,,, 20 | 18,leaf,autumnai/leaf,ml-frameworks,https://github.com/autumnai/leaf,https://github.com/autumnai/leaf,,2015-10-26 08:20:56,2018-01-14 18:40:05,2018-01-14 18:40:04,265.0,26.0,24.0,5472.0,164.0,,,,Open Machine Intelligence Framework for Hackers. (GPU/CPU).,,,15.0,12,False,2.0,,, 21 | 19,tch-rs,LaurentMazare/tch-rs,ml-frameworks,https://github.com/LaurentMazare/tch-rs,https://github.com/LaurentMazare/tch-rs,,2019-02-16 21:08:44,2021-03-15 21:20:23,2021-03-15 21:20:18,89.0,25.0,185.0,987.0,549.0,,,,Rust bindings for the C++ api of PyTorch.,,,29.0,12,False,2.0,,, 22 | 20,rust-autograd,raskr/rust-autograd,ml-frameworks,https://github.com/raskr/rust-autograd,https://github.com/raskr/rust-autograd,MIT,2017-09-05 14:42:39,2021-02-06 10:34:39,2020-12-31 14:24:43,19.0,,21.0,281.0,343.0,,,,Tensors and differentiable operations (like TensorFlow) in Rust.,,,10.0,12,True,2.0,,, 23 | 21,orkhon,vertexclique/orkhon,ml-frameworks,https://github.com/vertexclique/orkhon,https://github.com/vertexclique/orkhon,MIT,2019-05-18 23:24:53,2021-02-01 15:23:47,2021-02-01 15:23:39,3.0,4.0,3.0,98.0,102.0,2020-11-17 23:04:49,0.2.0,1.0,Orkhon: ML Inference Framework and Server Runtime.,,,,12,False,2.0,,,1.0 24 | 22,Peroxide,Axect/Peroxide,ml-frameworks,https://github.com/Axect/Peroxide,https://github.com/Axect/Peroxide,,2018-04-20 18:38:06,2021-03-24 07:31:42,2021-03-01 11:23:03,8.0,6.0,13.0,195.0,1133.0,,,,"Rust numeric library with R, MATLAB & Python syntax.",,,8.0,11,False,2.0,,, 25 | 23,rs-natural,christophertrml/rs-natural,nlp,https://github.com/christophertrml/rs-natural,https://github.com/christophertrml/rs-natural,MIT,2014-07-27 22:26:18,2020-10-17 18:22:37,2020-02-13 07:12:11,27.0,2.0,7.0,189.0,97.0,,,,Natural Language Processing for Rust.,,,14.0,11,False,3.0,,, 26 | 24,rsrl,tspooner/rsrl,ml-frameworks,https://github.com/tspooner/rsrl,https://github.com/tspooner/rsrl,MIT,2017-03-29 15:18:20,2020-06-18 11:34:02,2020-06-18 11:31:52,10.0,19.0,15.0,94.0,545.0,,,7.0,"A fast, safe and easy to use reinforcement learning framework in Rust.",,,4.0,11,False,2.0,,, 27 | 25,cv,rust-cv/cv,image,https://github.com/rust-cv/cv,https://github.com/rust-cv/cv,MIT,2020-04-04 17:46:04,2021-03-15 07:00:22,2021-03-15 07:00:17,7.0,24.0,2.0,83.0,562.0,,,,Rust CV mono-repo.,,,4.0,11,False,3.0,,, 28 | 26,RustNN,jackm321/RustNN,ml-frameworks,https://github.com/jackm321/RustNN,https://github.com/jackm321/RustNN,Apache-2.0,2015-03-27 08:34:35,2017-12-21 15:19:41,2015-05-08 02:34:16,30.0,1.0,2.0,301.0,41.0,,,,A neural network crate.,,,2.0,10,False,3.0,,, 29 | 27,deeplearn-rs,tedsta/deeplearn-rs,ml-frameworks,https://github.com/tedsta/deeplearn-rs,https://github.com/tedsta/deeplearn-rs,MIT,2015-10-27 02:51:50,2019-10-30 04:18:48,2017-08-20 03:30:59,23.0,1.0,4.0,191.0,78.0,,,,Neural networks in Rust.,,,2.0,10,False,3.0,,, 30 | 28,alumina,millardjn/alumina,ml-frameworks,https://github.com/millardjn/alumina,https://github.com/millardjn/alumina,MIT,2017-02-06 15:57:08,2020-10-25 09:17:59,2020-10-25 09:17:58,5.0,3.0,,76.0,245.0,,,,A deep learning library for rust.,,,3.0,10,False,3.0,,, 31 | 29,torchrs,torchrs/torchrs,ml-frameworks,https://github.com/torchrs/torchrs,https://github.com/torchrs/torchrs,BSD-2-Clause,2017-05-27 21:57:45,2017-07-16 00:27:45,2017-07-16 00:27:34,11.0,1.0,,76.0,532.0,,,,Deep Learning in Rust with the PyTorch API.,,,,10,False,3.0,,, 32 | 30,rust-tokenizers,guillaume-be/rust-tokenizers,nlp,https://github.com/guillaume-be/rust-tokenizers,https://github.com/guillaume-be/rust-tokenizers,Apache-2.0,2019-11-09 16:14:11,2021-03-14 08:08:14,2021-02-18 16:42:24,8.0,,5.0,73.0,329.0,,,,"Rust-tokenizer offers high-performance tokenizers for modern language models, including WordPiece, Byte-Pair Encoding..",,,2.0,10,False,3.0,,, 33 | 31,NeuroFlow,MikhailKravets/NeuroFlow,ml-frameworks,https://github.com/MikhailKravets/NeuroFlow,https://github.com/MikhailKravets/NeuroFlow,MIT,2017-06-22 18:45:50,2021-01-29 17:43:28,2018-01-07 20:12:50,3.0,,1.0,52.0,194.0,,,,Awesome deep learning crate.,,,2.0,10,False,3.0,,, 34 | 32,smartcore,smartcorelib/smartcore,ml-frameworks,https://github.com/smartcorelib/smartcore,https://github.com/smartcorelib/smartcore,Apache-2.0,2019-05-08 05:14:51,2021-03-06 00:26:24,2021-03-05 23:02:11,14.0,20.0,16.0,115.0,,,,,SmartCore is a comprehensive library for machine learning and numerical computing. The library provides a set of tools..,,,13.0,9,False,3.0,,, 35 | 33,vtext,rth/vtext,nlp,https://github.com/rth/vtext,https://github.com/rth/vtext,Apache-2.0,2018-11-05 09:02:15,2020-07-22 19:19:12,2020-06-18 21:00:31,10.0,11.0,7.0,108.0,143.0,,,,Simple NLP in Rust with Python bindings.,,,3.0,9,False,3.0,,, 36 | 34,rustml,daniel-e/rustml,ml-frameworks,https://github.com/daniel-e/rustml,https://github.com/daniel-e/rustml,,2015-06-23 13:59:00,2018-01-31 13:53:22,2018-01-31 13:53:17,6.0,2.0,3.0,46.0,332.0,2015-10-07 20:05:27,0.0.5,4.0,Machine learning in Rust.,,,2.0,9,False,3.0,,, 37 | 35,visual-odometry-rs,mpizenberg/visual-odometry-rs,image,https://github.com/mpizenberg/visual-odometry-rs,https://github.com/mpizenberg/visual-odometry-rs,MPL-2.0,2018-03-26 08:10:34,2020-01-17 19:04:01,2019-03-25 14:16:01,1.0,6.0,1.0,27.0,299.0,,,,Visual Odometry in Rust (vors).,,,,9,False,3.0,,, 38 | 36,visionmagic,visioncortex/visionmagic/,image,https://github.com/visioncortex/visionmagic,https://github.com/visioncortex/visionmagic,,2020-12-16 15:07:32,2021-02-07 06:22:52,2021-02-07 06:22:52,1.0,,,21.0,26.0,2020-12-18 17:16:23,0.1.2,3.0,Collection of vision & graphics algorithms.,,,,9,False,3.0,,, 39 | 37,hal,jramapuram/hal,ml-frameworks,https://github.com/jramapuram/hal,https://github.com/jramapuram/hal,MIT,2015-07-22 20:11:09,2016-10-22 00:27:46,2016-10-22 00:24:58,9.0,5.0,,75.0,52.0,,,,Rust based Cross-GPU Machine Learning.,,,2.0,8,False,3.0,,, 40 | 38,kodama,diffeo/kodama,ml-frameworks,https://github.com/diffeo/kodama,https://github.com/diffeo/kodama,MIT,2017-08-07 00:12:06,2020-12-21 14:04:54,2020-12-21 14:04:53,4.0,,,48.0,38.0,,,,Fast hierarchical agglomerative clustering in Rust.,,,2.0,8,False,3.0,,, 41 | 39,word2vec,dimakudosh/word2vec,nlp,https://github.com/DimaKudosh/word2vec,https://github.com/DimaKudosh/word2vec,MIT,2016-01-28 19:57:43,2019-11-04 15:30:36,2019-11-04 15:29:26,6.0,,,20.0,63.0,,,,Rust interface to word2vec.,,,5.0,8,False,3.0,,, 42 | 40,autograph,charles-r-earp/autograph,ml-frameworks,https://github.com/charles-r-earp/autograph,https://github.com/charles-r-earp/autograph,,2019-06-17 23:43:49,2021-03-06 01:20:03,2021-03-06 01:19:58,3.0,,5.0,99.0,,,,,Machine Learning Library for Rust.,,,3.0,7,False,3.0,,, 43 | 41,fwumious_wabbit,outbrain/fwumious_wabbit,ml-frameworks,https://github.com/outbrain/fwumious_wabbit,https://github.com/outbrain/fwumious_wabbit,,2020-09-14 12:52:38,2021-03-21 16:17:53,2021-03-21 16:17:53,7.0,2.0,,96.0,,,,,"Fwumious Wabbit, fast on-line machine learning toolkit written in Rust.",,,7.0,7,False,3.0,,, 44 | 42,tflite-rs,boncheolgu/tflite-rs,ml-frameworks,https://github.com/boncheolgu/tflite-rs,https://github.com/boncheolgu/tflite-rs,,2018-10-23 13:13:57,2021-03-20 08:47:36,2021-03-20 08:19:51,18.0,9.0,8.0,38.0,143.0,,,,,,,7.0,7,False,3.0,,, 45 | 43,cogent,JonathanWoollett-Light/cogent,ml-frameworks,https://github.com/JonathanWoollett-Light/cogent,https://github.com/JonathanWoollett-Light/cogent,,2019-09-30 01:15:30,2021-03-13 18:26:33,2021-03-13 18:26:33,,,,24.0,353.0,,,,Simple neural network library for classification written in Rust.,,,2.0,7,False,3.0,,, 46 | 44,deepfrog,proycon/deepfrog,nlp,https://github.com/proycon/deepfrog,https://github.com/proycon/deepfrog,GPL-3.0,2020-02-12 12:28:13,2020-09-29 20:00:51,2020-09-29 14:58:49,1.0,2.0,3.0,13.0,125.0,2020-09-29 20:00:51,0.2.0,1.0,An NLP-suite powered by deep learning.,,,,7,False,3.0,,, 47 | 45,drug,CasperN/drug,ml-frameworks,https://github.com/CasperN/drug,https://github.com/CasperN/drug,MIT,2018-08-12 21:43:02,2018-10-26 16:34:55,2018-10-26 16:34:50,,,1.0,10.0,72.0,,,,Differentiable Rust Graphs (neural network library).,,,,7,False,3.0,,, 48 | 46,batched-fn,epwalsh/batched-fn,ml-frameworks,https://github.com/epwalsh/batched-fn,https://github.com/epwalsh/batched-fn,Apache-2.0,2020-03-20 22:06:11,2021-01-05 18:00:08,2021-01-05 18:00:06,,1.0,,3.0,47.0,,,,Rust middleware for serving deep learning models with batched prediction.,,,2.0,7,False,3.0,,, 49 | 47,prophet,robbepop/prophet,ml-frameworks,https://github.com/Robbepop/prophet,https://github.com/Robbepop/prophet,,2016-09-04 16:28:38,2019-07-31 09:45:36,2018-05-25 09:44:58,1.0,4.0,4.0,39.0,151.0,,,,A simple neural net implementation.,,,2.0,6,False,3.0,,, 50 | 48,revonet,yurytsoy/revonet,ml-frameworks,https://github.com/yurytsoy/revonet,https://github.com/yurytsoy/revonet,GPL-3.0,2017-05-13 08:37:07,2017-08-20 14:10:04,2017-08-20 14:08:55,1.0,,15.0,14.0,73.0,,,,Rust implementation of real-coded GA for solving optimization problems and training of neural networks.,,,,6,False,3.0,,, 51 | 49,fann-rs,afck/fann-rs,ml-frameworks,https://github.com/afck/fann-rs,https://github.com/afck/fann-rs,LGPL-3.0,2015-06-26 15:59:52,2018-10-19 20:53:06,2018-10-19 20:52:44,,,1.0,11.0,57.0,,,,Rust wrapper for the Fast Artificial Neural Network library.,,,,6,False,3.0,,, 52 | 50,cntk-rs,usamec/cntk-rs,ml-frameworks,https://github.com/usamec/cntk-rs,https://github.com/usamec/cntk-rs,,2017-10-29 16:32:42,2018-03-04 12:55:18,2018-03-04 12:55:13,,1.0,1.0,20.0,41.0,,,,Wrapper around Microsoft CNTK library.,,,,5,False,3.0,,, 53 | 51,blingfire-rs,reinfer/blingfire-rs,nlp,https://github.com/reinfer/blingfire-rs,https://github.com/reinfer/blingfire-rs,MIT,2019-07-06 13:50:14,2020-06-23 16:31:02,2020-06-23 16:30:54,,,1.0,10.0,19.0,,,,Rust wrapper for the BlingFire tokenization library.,,,2.0,5,False,3.0,,, 54 | 52,image-ssd,mermoldy/image-ssd,image,https://github.com/mermoldy/image-ssd,https://github.com/mermoldy/image-ssd,MIT,2020-08-30 21:11:13,2020-10-24 17:17:43,2020-10-24 17:17:20,,,,1.0,12.0,,,,A Rust library for object detection via SSD MobileNet.,,,,5,False,3.0,,, 55 | 53,aleph-alpha-tokenizer,Aleph-Alpha/aleph-alpha-tokenizer,nlp,https://github.com/Aleph-Alpha/aleph-alpha-tokenizer,https://github.com/Aleph-Alpha/aleph-alpha-tokenizer,,2020-04-15 09:07:39,2020-07-13 08:52:05,2020-07-13 08:52:00,,1.0,,5.0,16.0,,,,A rustic language tokenizer library inspired by huggingface's tokenizers.,,,2.0,3,False,3.0,,, 56 | 54,misspeller,andrew-johnson-4/misspeller,nlp,https://github.com/andrew-johnson-4/misspeller,https://github.com/andrew-johnson-4/misspeller,,2020-08-04 22:25:41,2020-12-27 22:57:27,2020-12-27 22:57:26,1.0,,,,27.0,,,,Take correctly spelled words and return common spelling mistakes.,,,2.0,3,False,3.0,,, 57 | 55,rusoto,usoto/rusoto,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,,, 58 | 56,L2,bkkaggle/l2,ml-frameworks,,{},,,,,,,,,,,,,,,,,0,False,,,, 59 | -------------------------------------------------------------------------------- /history/2021-03-25_changes.md: -------------------------------------------------------------------------------- 1 | ## ➕ Added Projects 2 | 3 | _Projects that were recently added to this best-of list._ 4 | 5 | - vector (🥇23 · ⭐ 6.8K · ➕) - High-performance, high-reliability observability data pipeline. MPL-2.0 6 | - weld (🥇17 · ⭐ 2.6K · 💤) - High-performance runtime for data analytics applications. BSD-3 7 | - rayon (🥉15 · ⭐ 4.9K · ➕) - Rayon: A data parallelism library for Rust. ❗Unlicensed 8 | - Enzyme (🥈15 · ⭐ 440 · ➕) - High-performance automatic differentiation of LLVM. ❗Unlicensed 9 | - nlprule (🥇14 · ⭐ 310 · ➕) - A fast, low-resource Natural Language Processing and Text.. ❗Unlicensed 10 | - lindera (🥈13 · ⭐ 100 · ➕) - A morphological analysis library. MIT 11 | - cleora (🥈12 · ⭐ 300 · 🐣) - Cleora AI is a general-purpose model for efficient, scalable.. ❗Unlicensed 12 | - nnsplit (🥈12 · ⭐ 140 · ➕) - Semantic text segmentation. For sentence boundary detection, compound.. MIT 13 | - aho-corasick (🥈11 · ⭐ 430 · ➕) - A fast implementation of Aho-Corasick in Rust. ❗Unlicensed 14 | - finalfusion-rust (🥈11 · ⭐ 35 · ➕) - finalfusion embeddings in Rust. ❗Unlicensed 15 | - rust-dataframe (🥉10 · ⭐ 270 · ➕) - A Rust DataFrame implementation, built on Apache Arrow. Apache-2 16 | - finalfrontier (🥉10 · ⭐ 61 · ➕) - Context-sensitive word embeddings with subwords. In.. ❗Unlicensed 17 | - dpar (🥉9 · ⭐ 39 · ➕) - Neural network transition-based dependency parser (in Rust). Apache-2 18 | - sentencepiece (🥉9 · ⭐ 6 · ➕) - Rust binding for the sentencepiece library. Apache-2 19 | - RusticSOM (🥉8 · ⭐ 20 · ➕) - Rust library for Self Organising Maps (SOM). MIT 20 | - crfsuite-rs (🥉8 · ⭐ 13 · ➕) - Rust binding to crfsuite. MIT 21 | - alpino-tokenizer (🥉8 · ⭐ 2 · ➕) - Rust wrapper for the Alpino tokenizer. Apache-2 22 | - lumberjack (🥉7 · ⭐ 11 · 💀) - Read and modify constituency trees in Rust. Apache-2 23 | - seqalign (🥉7 · 💤) - Sequence alignments. Apache-2 24 | - syntaxdot (🥉6 · ⭐ 9 · 🐣) - Neural syntax annotator, supporting sequence labeling,.. ❗Unlicensed 25 | - reductive (🥉6 · ➕) - Vector quantization. Apache-2 26 | - ohnomore (🥉5 · ➕) - Explorations in lemmatization. ❗Unlicensed 27 | - wordpieces (🥉4 · ⭐ 1 · ➕) - Split tokens into word pieces. ❗Unlicensed 28 | 29 | -------------------------------------------------------------------------------- /history/2021-03-26_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - texture-synthesis (🥇14 · ⭐ 1.3K · 📈) - Example-based texture synthesis written in Rust. ❗Unlicensed 6 | 7 | ## ➕ Added Projects 8 | 9 | _Projects that were recently added to this best-of list._ 10 | 11 | - sticker (🥉9 · ⭐ 27 · ➕) - Succeeded by SyntaxDot: https://github.com/tensordot/syntaxdot. ❗Unlicensed 12 | - tch-serde (🥉9 · ⭐ 3 · ➕) - Serialize/Deserialize tch-rs types with serde. MIT 13 | - rust-sbert (🥉8 · ⭐ 15 · ➕) - Rust port of sentence-transformers.. Apache-2 14 | - rust-tfrecord (🥉8 · ⭐ 13 · ➕) - A Rust crate that reads and writes tfrecord files. MIT 15 | - rust-dl-webserver (🥉7 · ⭐ 16 · ➕) - Example of serving deep learning models in Rust with.. ❗Unlicensed 16 | - rust-cv-convert (🥉7 · ⭐ 9 · 🐣) - Type conversion among popular Rust computer vision libraries. MIT 17 | - rustberta-snli (🥉4 · ⭐ 11 · 🐣) - A Rust implementation of a RoBERTa classification.. ❗Unlicensed 18 | 19 | -------------------------------------------------------------------------------- /history/2021-03-29_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - rustface (🥇14 · ⭐ 270 · 📈) - Face detection library for the Rust programming language. ❗Unlicensed 6 | - rust-tfrecord (🥉9 · ⭐ 13 · 📈) - A Rust crate that reads and writes tfrecord files. MIT 7 | 8 | -------------------------------------------------------------------------------- /history/2021-04-05_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - rusoto (🥇20 · ⭐ 2.3K · 📈) - AWS SDK for Rust. MIT 6 | - xaynet (🥇16 · ⭐ 120 · 📈) - Xaynet represents an agnostic Federated Machine Learning framework.. Apache-2 7 | - nnsplit (🥈13 · ⭐ 150 · 📈) - Semantic text segmentation. For sentence boundary detection, compound.. MIT 8 | - L2 (🥉11 · ⭐ 130 · 📈) - l2 is a fast, Pytorch-style Tensor+Autograd library written in Rust. MIT 9 | - syntaxdot (🥉7 · ⭐ 9 · 🐣) - Neural syntax annotator, supporting sequence labeling,.. ❗Unlicensed 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - tvm (🥇18 · ⭐ 6.5K · 📉) - Open deep learning compiler stack for cpu, gpu and specialized.. Apache-2 16 | - lindera (🥈11 · ⭐ 100 · 📉) - A morphological analysis library. MIT 17 | - NeuroFlow (🥉9 · ⭐ 53 · 💀) - Awesome deep learning crate. MIT 18 | - rust-sbert (🥉7 · ⭐ 15 · 📉) - Rust port of sentence-transformers.. Apache-2 19 | - crfsuite-rs (🥉7 · ⭐ 13 · 📉) - Rust binding to crfsuite. MIT 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - grex (🥇16 · ⭐ 3.2K · ➕) - A command-line tool and library for generating regular expressions.. Apache-2 26 | - rust-numpy (🥈15 · ⭐ 430 · ➕) - PyO3-based Rust binding of NumPy C-API. BSD-2 27 | - azure-sdk-for-rust (🥈13 · ⭐ 91 · ➕) - This repository is for active development of the.. MIT 28 | - rustling-ontology (🥈11 · ⭐ 110 · ➕) - Ontology for rustling. ❗Unlicensed 29 | - rustling (🥈11 · ⭐ 61 · 💀) - Rust implementation of Duckling. ❗Unlicensed 30 | - snips-nlu-ontology (🥈11 · ⭐ 55 · 💀) - Ontology of Snips NLU. ❗Unlicensed 31 | - fancy-regex (🥈10 · ⭐ 200 · ➕) - Rust library for regular expressions using fancy features like.. MIT 32 | - tractjs (🥉9 · ⭐ 50 · ➕) - Run ONNX and TensorFlow inference in the browser. ❗Unlicensed 33 | - chr (🥉9 · ⭐ 20 · ➕) - A command-line tool that gives information about Unicode characters. Apache-2 34 | - gazetteer-entity-parser (🥉9 · ⭐ 14 · 💀) - Rust library for parsing and resolving entity values.. ❗Unlicensed 35 | - snips-nlu-parsers (🥉9 · ⭐ 11 · 💀) - Rust crate for entity parsing. ❗Unlicensed 36 | - spm_precompiled (🥉6 · ⭐ 9 · ➕) - Highly specialized crate to parse and use.. Apache-2 37 | - srx (🥉6 · ⭐ 3 · 🐣) - A mostly compliant Rust implementation of the Segmentation Rules.. ❗Unlicensed 38 | 39 | -------------------------------------------------------------------------------- /history/2021-04-12_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - grex (🥇17 · ⭐ 3.3K · 📈) - A command-line tool and library for generating regular expressions.. Apache-2 6 | - deepfrog (🥈10 · ⭐ 13 · 📈) - An NLP-suite powered by deep learning. ❗️GPL-3.0 7 | - rust-cv-convert (🥉7 · ⭐ 10 · 🐣) - Type conversion among popular Rust computer vision libraries. MIT 8 | 9 | ## 📉 Trending Down 10 | 11 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 12 | 13 | - lingua-rs (🥈12 · ⭐ 270 · 📉) - The most accurate natural language detection library in the.. Apache-2 14 | 15 | ## ➕ Added Projects 16 | 17 | _Projects that were recently added to this best-of list._ 18 | 19 | - nalgebra (🥇17 · ⭐ 2.1K · ➕) - Linear algebra library for Rust. Apache-2 20 | - petgraph (🥇15 · ⭐ 1.2K · ➕) - Graph data structure library for Rust. ❗Unlicensed 21 | - cgmath (🥇15 · ⭐ 780 · ➕) - A linear algebra and mathematics library for computer graphics. Apache-2 22 | - evcxr (🥈14 · ⭐ 2.4K · ➕) - Apache-2 23 | - imageproc (🥈14 · ⭐ 350 · ➕) - Image processing operations. MIT 24 | - statrs (🥈13 · ⭐ 240 · ➕) - Statistical computation library for Rust. MIT 25 | - granne (🥈13 · ⭐ 230 · 💤) - Graph-based Approximate Nearest Neighbor Search. MIT 26 | - graphlib (🥉13 · ⭐ 150 · 💤) - Simple but powerful graph library for Rust. MIT 27 | - graph-rs (🥉12 · ⭐ 17 · ➕) - Graph API client writen in Rust. MIT 28 | - sprs (🥈11 · ⭐ 230 · ➕) - sparse linear algebra library for rust. ❗Unlicensed 29 | - gym-rs (🥈11 · ⭐ 32 · 💤) - OpenAI Gym bindings for Rust. MIT 30 | - black-jack (🥈11 · ⭐ 25 · ➕) - DataFrame / Series data processing in Rust. ❗️GPL-3.0 31 | - rust-stemmers (🥈10 · ⭐ 61 · 💀) - A rust implementation of some popular snowball stemming.. MIT 32 | - ffsvm-rust (🥉10 · ⭐ 41 · 💀) - FFSVM stands for Really Fast Support Vector Machine. MIT 33 | - faiss-rs (🥉10 · ⭐ 37 · ➕) - Rust language bindings for Faiss. ❗Unlicensed 34 | - rurel (🥉10 · ⭐ 27 · ➕) - Flexible, reusable reinforcement learning (Q learning) implementation.. MPL-2.0 35 | - rustdef (🥉10 · ⭐ 10 · ➕) - Jupyter extension for rust. MIT 36 | - kdtree-rs (🥉8 · ⭐ 96 · ➕) - K-dimensional tree in Rust for fast geospatial indexing and.. ❗Unlicensed 37 | - ngt-rs (🥉8 · ⭐ 8 · ➕) - Rust wrappers for NGT approximate nearest neighbor search. Apache-2 38 | - rust-stop-words (🥉8 · ⭐ 3 · ➕) - Common stop words in a variety of languages. MIT 39 | - awabi (🥉8 · ⭐ 3 · ➕) - A morphological analyzer using mecab dictionary. MIT 40 | - gamma (🥉7 · ⭐ 100 · ➕) - A graph library for Rust. ❗Unlicensed 41 | - hnsw (🥉7 · ⭐ 50 · 💤) - HNSW ANN from the paper Efficient and robust approximate nearest neighbor.. BSD-2 42 | - fasttext-rs (🥉7 · ⭐ 27 · ➕) - fastText Rust binding. ❗Unlicensed 43 | - hwt (🥉7 · ⭐ 6 · 💀) - Hamming Weight Tree from the paper Online Nearest Neighbor Search in Hamming.. MIT 44 | - liblinear-rs (🥉7 · ⭐ 5 · 💀) - Rust language bindings for the LIBLINEAR C/C++ library. MIT 45 | - mushin (🥉6 · ⭐ 160 · ➕) - Compile-time creation of neural networks. ❗Unlicensed 46 | - word2vec-rs (🥉6 · ⭐ 25 · ➕) - pure rust implemention of word2vec. ❗Unlicensed 47 | - vpsearch (🥉6 · ⭐ 25 · ➕) - C library for finding nearest (most similar) element in a set. ❗Unlicensed 48 | - bayespam (🥉6 · ⭐ 3 · ➕) - A simple bayesian spam classifier written in Rust. MIT 49 | - rstats (🥉6 · ⭐ 2 · ➕) - Rust Statistics and Vector Algebra Library. Apache-2 50 | - rust-tfidf (🥉3 · ⭐ 9 · ➕) - ❗Unlicensed 51 | 52 | -------------------------------------------------------------------------------- /history/2021-04-19_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - polars (🥈17 · ⭐ 1.4K · 📈) - Fast multi-threaded DataFrame library in Rust and Python. MIT 6 | - graphlib (🥉14 · ⭐ 150 · 💤) - Simple but powerful graph library for Rust. MIT 7 | - rust-autograd (🥈13 · ⭐ 290 · 📈) - Tensors and differentiable operations (like TensorFlow) in Rust. MIT 8 | - word2vec-rs (🥉7 · ⭐ 25 · 📈) - pure rust implemention of word2vec. ❗Unlicensed 9 | 10 | ## ➕ Added Projects 11 | 12 | _Projects that were recently added to this best-of list._ 13 | 14 | - h2o-kubernetes (🥇8 · ⭐ 14 · ➕) - H2O Open Source Kubernetes operator and a command-line.. Apache-2 15 | - eval-metrics (🥇5 · ⭐ 1 · ➕) - Evaluation metrics for machine learning. ❗Unlicensed 16 | - NewsAggregator (🥉5 · 🐣) - A fast, searchable news article aggregation service using various.. Apache-2 17 | 18 | -------------------------------------------------------------------------------- /history/2021-04-26_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - statrs (🥈14 · ⭐ 240 · 📈) - Statistical computation library for Rust. MIT 6 | - RusticSOM (🥉9 · ⭐ 21 · 📈) - Rust library for Self Organising Maps (SOM). MIT 7 | - hnsw (🥉8 · ⭐ 53 · 📈) - HNSW ANN from the paper Efficient and robust approximate nearest neighbor.. BSD-2 8 | - crfsuite-rs (🥉8 · ⭐ 13 · 📈) - Rust binding to crfsuite. MIT 9 | - rstats (🥉7 · ⭐ 2 · 📈) - Rust Statistics and Vector Algebra Library. Apache-2 10 | 11 | ## ➕ Added Projects 12 | 13 | _Projects that were recently added to this best-of list._ 14 | 15 | - arrow (🥈22 · ⭐ 7.8K · ➕) - Apache Arrow is a cross-language development platform for in-.. Apache-2 16 | - fst (🥉11 · ⭐ 1.1K · ➕) - Represent large sets and maps compactly with finite state.. ❗Unlicensed 17 | - levenshtein-automata (🥉9 · ⭐ 32 · 💀) - MIT 18 | - rustfst (🥉6 · ⭐ 65 · ➕) - Rust re-implementation of OpenFST - library for constructing,.. ❗Unlicensed 19 | 20 | -------------------------------------------------------------------------------- /history/2021-05-03_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - cleora (🥈13 · ⭐ 320 · 🐣) - Cleora AI is a general-purpose model for efficient, scalable.. ❗Unlicensed 6 | - aho-corasick (🥈12 · ⭐ 440 · 📈) - A fast implementation of Aho-Corasick in Rust. ❗Unlicensed 7 | - sprs (🥈12 · ⭐ 240 · 📈) - sparse linear algebra library for rust. ❗Unlicensed 8 | - finalfrontier (🥈11 · ⭐ 60 · 📈) - Context-sensitive word embeddings with subwords. In.. ❗Unlicensed 9 | - levenshtein-automata (🥈10 · ⭐ 32 · 💀) - MIT 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - rustface (🥉13 · ⭐ 270 · 📉) - Face detection library for the Rust programming language. ❗Unlicensed 16 | - evcxr (🥈12 · ⭐ 2.4K · 📉) - Apache-2 17 | - L2 (🥉10 · ⭐ 130 · 📉) - l2 is a fast, Pytorch-style Tensor+Autograd library written in Rust. MIT 18 | - orkhon (🥉10 · ⭐ 98 · 📉) - Orkhon: ML Inference Framework and Server Runtime. MIT 19 | - fancy-regex (🥉9 · ⭐ 200 · 📉) - Rust library for regular expressions using fancy features like.. MIT 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - GraphScope (🥈14 · ⭐ 690 · ➕) - GraphScope: A One-Stop Large-Scale Graph Computing System.. Apache-2 26 | - gap_statistic (🥈13 · ⭐ 89 · ➕) - Dynamically get the suggested clusters in the data for.. ❗Unlicensed 27 | - pyrus-cramjam (🥈11 · ⭐ 13 · ➕) - Thin Python wrapper to de/compression algorithms in Rust -.. MIT 28 | 29 | -------------------------------------------------------------------------------- /history/2021-05-10_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - fst (🥉12 · ⭐ 1.1K · 📈) - Represent large sets and maps compactly with finite state.. ❗Unlicensed 6 | - fancy-regex (🥈10 · ⭐ 210 · 📈) - Rust library for regular expressions using fancy features like.. MIT 7 | - kdtree-rs (🥉9 · ⭐ 99 · 💤) - K-dimensional tree in Rust for fast geospatial indexing and.. ❗Unlicensed 8 | - chr (🥉9 · ⭐ 21 · 📈) - A command-line tool that gives information about Unicode characters. Apache-2 9 | - rstats (🥉8 · ⭐ 2 · 📈) - Rust Statistics and Vector Algebra Library. Apache-2 10 | 11 | ## ➕ Added Projects 12 | 13 | _Projects that were recently added to this best-of list._ 14 | 15 | - argmin (🥈11 · ⭐ 280 · ➕) - Mathematical optimization in pure Rust. ❗Unlicensed 16 | 17 | -------------------------------------------------------------------------------- /history/2021-05-17_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - statrs (🥇16 · ⭐ 250 · 📈) - Statistical computation library for Rust. MIT 6 | - fst (🥉13 · ⭐ 1.1K · 📈) - Represent large sets and maps compactly with finite state.. ❗Unlicensed 7 | - syntaxdot (🥉8 · ⭐ 14 · 📈) - Neural syntax annotator, supporting sequence labeling,.. ❗Unlicensed 8 | - eval-metrics (🥇7 · ⭐ 1 · 📈) - Evaluation metrics for machine learning. ❗Unlicensed 9 | 10 | ## 📉 Trending Down 11 | 12 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 13 | 14 | - Enzyme (🥈12 · ⭐ 460 · 📉) - High-performance automatic differentiation of LLVM. ❗Unlicensed 15 | - seqalign (🥉6 · ⭐ 1 · 📉) - Sequence alignments. Apache-2 16 | 17 | ## ➕ Added Projects 18 | 19 | _Projects that were recently added to this best-of list._ 20 | 21 | - synth (🥈15 · ⭐ 220 · ➕) - The Declarative Data Generator. Apache-2 22 | - tokenizations (🥈13 · ⭐ 74 · ➕) - Robust and Fast tokenizations alignment library for Rust and.. MIT 23 | - rust-csv (🥉12 · ⭐ 940 · ➕) - A CSV parser for Rust, with Serde support. ❗Unlicensed 24 | - memchr (🥈12 · ⭐ 220 · ➕) - Optimized string search routines for Rust. ❗Unlicensed 25 | - datafrog (🥉10 · ⭐ 400 · ➕) - A lightweight Datalog engine in Rust. ❗Unlicensed 26 | 27 | -------------------------------------------------------------------------------- /history/2021-05-24_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - granne (🥈15 · ⭐ 240 · 📈) - Graph-based Approximate Nearest Neighbor Search. MIT 6 | - rust-tfidf (🥉5 · ⭐ 9 · 📈) - ❗Unlicensed 7 | 8 | ## 📉 Trending Down 9 | 10 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 11 | 12 | - levenshtein-automata (🥉9 · ⭐ 33 · 📉) - MIT 13 | 14 | -------------------------------------------------------------------------------- /history/2021-06-14_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - arrow (🥇23 · ⭐ 8K · 📈) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2 6 | - granne (🥇16 · ⭐ 240 · 📈) - Graph-based Approximate Nearest Neighbor Search. MIT 7 | - rustlearn (🥈14 · ⭐ 490 · 💤) - Machine learning crate for Rust. Apache-2 8 | - graph-rs (🥈14 · ⭐ 21 · 📈) - Graph API client writen in Rust. MIT 9 | - tflite-rs (🥉9 · ⭐ 42 · 📈) - ❗Unlicensed 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - weld (🥇16 · ⭐ 2.6K · 💀) - High-performance runtime for data analytics applications. BSD-3 16 | - graphlib (🥉13 · ⭐ 150 · 💤) - Simple but powerful graph library for Rust. MIT 17 | - gap_statistic (🥈12 · ⭐ 94 · 📉) - Dynamically get the suggested clusters in the data for.. ❗Unlicensed 18 | - cv (🥉10 · ⭐ 130 · 📉) - Rust CV mono-repo. Contains pure-Rust dependencies which attempt to.. MIT 19 | - rurel (🥉9 · ⭐ 30 · 📉) - Flexible, reusable reinforcement learning (Q learning) implementation.. MPL-2.0 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - instant-distance (🥉7 · ⭐ 87 · 🐣) - Fast approximate nearest neighbor searching in Rust,.. ❗Unlicensed 26 | 27 | -------------------------------------------------------------------------------- /history/2021-06-21_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - vector (🥇24 · ⭐ 7.4K · 📈) - A high-performance, highly reliable, observability data pipeline. MPL-2.0 6 | - tch-rs (🥈13 · ⭐ 1.1K · 📈) - Rust bindings for the C++ api of PyTorch. ❗Unlicensed 7 | - tch-serde (🥉9 · ⭐ 3 · 📈) - Serialize/Deserialize tch-rs types with serde. MIT 8 | 9 | ## 📉 Trending Down 10 | 11 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 12 | 13 | - rstats (🥉6 · ⭐ 2 · 📉) - Rust Statistics and Vector Algebra Library. ❗Unlicensed 14 | 15 | ## ➕ Added Projects 16 | 17 | _Projects that were recently added to this best-of list._ 18 | 19 | - datafuse (🥈17 · ⭐ 710 · ➕) - A Modern Real-Time Data Processing & Analytics DBMS with Cloud-.. Apache-2 20 | - arrow-datafusion (🥈15 · ⭐ 600 · 🐣) - Apache Arrow DataFusion and Ballista query engines. Apache-2 21 | - rain (🥈14 · ⭐ 650 · 💀) - Framework for large distributed pipelines. MIT 22 | - neuronika (🥉8 · ⭐ 350 · 🐣) - Tensors and dynamic neural networks in pure Rust. MPL-2.0 23 | - treebender (🥉8 · ⭐ 19 · ➕) - A HDPSG-inspired symbolic natural language parser written in Rust. MIT 24 | - craftml-rs (🥉7 · ⭐ 12 · 💀) - A Rust implementation of CRAFTML, an Efficient Clustering-based.. MIT 25 | - petal-clustering (🥉7 · ⭐ 5 · ➕) - DBSCAN and OPTICS clustering algorithms. Apache-2 26 | - bhtsne (🥉6 · ⭐ 18 · ➕) - Barnes-Hut t-SNE implementation written in Rust. MIT 27 | - REnforce (🥉5 · ⭐ 17 · 💀) - Reinforcement learning library written in Rust. ❗Unlicensed 28 | 29 | -------------------------------------------------------------------------------- /history/2021-07-19_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - arrow (🥇24 · ⭐ 8.2K · 📈) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2 6 | - statrs (🥇17 · ⭐ 260 · 📈) - Statistical computation library for Rust. MIT 7 | - synth (🥈16 · ⭐ 460 · 📈) - The Declarative Data Generator. Apache-2 8 | - rust-sbert (🥉9 · ⭐ 20 · 💤) - Rust port of sentence-transformers.. Apache-2 9 | - rstats (🥉8 · ⭐ 2 · 📈) - Rust Statistics and Vector Algebra Library. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - rusoto (🥇19 · ⭐ 2.4K · 📉) - AWS SDK for Rust. MIT 16 | - ballista (🥇15 · ⭐ 2.2K · 📉) - Distributed compute platform implemented in Rust, and powered.. Apache-2 17 | - xaynet (🥇15 · ⭐ 140 · 📉) - Xaynet represents an agnostic Federated Machine Learning framework.. Apache-2 18 | - rust-autograd (🥈12 · ⭐ 310 · 📉) - Tensors and differentiable operations (like TensorFlow) in Rust. MIT 19 | - sentencepiece (🥉7 · ⭐ 6 · 📉) - Rust binding for the sentencepiece library. ❗Unlicensed 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - deduplicate-text-datasets (🥉5 · ⭐ 29 · ➕) - Apache-2 26 | 27 | -------------------------------------------------------------------------------- /history/2021-08-02_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - rust-autograd (🥈13 · ⭐ 320 · 📈) - Tensors and differentiable operations (like TensorFlow) in Rust. MIT 6 | - lindera (🥇13 · ⭐ 110 · 📈) - A morphological analysis library. MIT 7 | - rustling (🥈12 · ⭐ 65 · 💀) - Rust implementation of Duckling. ❗Unlicensed 8 | - visionmagic (🥉11 · ⭐ 30 · 📈) - Collection of vision & graphics algorithms. ❗Unlicensed 9 | - black-jack (🥈11 · ⭐ 26 · 📈) - DataFrame / Series data processing in Rust. ❗️GPL-3.0 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - ballista (🥈14 · ⭐ 2.2K · 📉) - Distributed compute platform implemented in Rust, and powered.. Apache-2 16 | - texture-synthesis (🥈13 · ⭐ 1.4K · 📉) - Example-based texture synthesis written in Rust. ❗Unlicensed 17 | - azure-sdk-for-rust (🥈11 · ⭐ 140 · 📉) - This repository is for active development of the.. MIT 18 | - Peroxide (🥉10 · ⭐ 230 · 📉) - Rust numeric library with R, MATLAB & Python syntax. ❗Unlicensed 19 | - cv (🥉8 · ⭐ 150 · 📉) - Rust CV mono-repo. Contains pure-Rust dependencies which attempt to.. ❗Unlicensed 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - arrow-rs (🥈15 · ⭐ 480 · 🐣) - Official Rust implementation of Apache Arrow. Apache-2 26 | - hora (🥉8 · ⭐ 260 · 🐣) - efficient approximate nearest neighbor search algorithm collections.. Apache-2 27 | 28 | -------------------------------------------------------------------------------- /history/2021-08-09_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - datafuse (🥈18 · ⭐ 1.7K · 📈) - A Modern Real-Time Data Processing & Analytics DBMS with Cloud-.. Apache-2 6 | - synth (🥈17 · ⭐ 490 · 📈) - The Declarative Data Generator. Apache-2 7 | - linfa (🥇15 · ⭐ 1.1K · 📈) - A Rust machine learning framework. ❗Unlicensed 8 | - Peroxide (🥈11 · ⭐ 230 · 📈) - Rust numeric library with R, MATLAB & Python syntax. ❗Unlicensed 9 | - deduplicate-text-datasets (🥉7 · ⭐ 160 · 🐣) - Apache-2 10 | 11 | ## ➕ Added Projects 12 | 13 | _Projects that were recently added to this best-of list._ 14 | 15 | - onnxruntime-rs (🥉10 · ⭐ 68 · ➕) - Rust wrapper for Microsoft's ONNX Runtime (version.. ❗Unlicensed 16 | 17 | -------------------------------------------------------------------------------- /history/2021-08-16_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - datafuse (🥈19 · ⭐ 1.8K · 📈) - An elastic and scalable Cloud Warehouse, offers Blazing Fast.. Apache-2 6 | - azure-sdk-for-rust (🥈12 · ⭐ 150 · 📈) - This repository is for active development of the.. MIT 7 | - hora (🥈11 · ⭐ 1.9K · 🐣) - efficient approximate nearest neighbor search algorithm collections.. Apache-2 8 | 9 | ## ➕ Added Projects 10 | 11 | _Projects that were recently added to this best-of list._ 12 | 13 | - rust-hf-hub-loader (🥉4 · ⭐ 2 · 🐣) - Apache-2 14 | 15 | -------------------------------------------------------------------------------- /history/2021-09-16_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - rusoto (🥇20 · ⭐ 2.4K · 📈) - AWS SDK for Rust. MIT 6 | - datafuse (🥈20 · ⭐ 2.1K · 📈) - An elastic and reliable Cloud Warehouse, offers Blazing Fast.. Apache-2 7 | - instant-distance (🥉9 · ⭐ 110 · 📈) - Fast approximate nearest neighbor searching in Rust,.. Apache-2 8 | - eval-metrics (🥇8 · ⭐ 2 · 📈) - Evaluation metrics for machine learning. ❗Unlicensed 9 | - rust-hf-hub-loader (🥉6 · ⭐ 2 · 🐣) - Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - granne (🥇15 · ⭐ 250 · 📉) - Graph-based Approximate Nearest Neighbor Search. MIT 16 | - rustlearn (🥈13 · ⭐ 500 · 💀) - Machine learning crate for Rust. Apache-2 17 | - nlprule (🥈13 · ⭐ 350 · 📉) - A fast, low-resource Natural Language Processing and Text.. ❗Unlicensed 18 | - fst (🥉12 · ⭐ 1.2K · 📉) - Represent large sets and maps compactly with finite state.. ❗Unlicensed 19 | - rustface (🥉12 · ⭐ 280 · 📉) - Face detection library for the Rust programming language. ❗Unlicensed 20 | 21 | -------------------------------------------------------------------------------- /history/2021-09-27_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - nalgebra (🥇18 · ⭐ 2.3K · 📈) - Linear algebra library for Rust. Apache-2 6 | - synth (🥈18 · ⭐ 600 · 📈) - The Declarative Data Generator. Apache-2 7 | - rust-hf-hub-loader (🥉7 · ⭐ 2 · 🐣) - Apache-2 8 | 9 | ## ➕ Added Projects 10 | 11 | _Projects that were recently added to this best-of list._ 12 | 13 | - ungoliant (🥈10 · ⭐ 12 · ➕) - The pipeline for the OSCAR corpus. Apache-2 14 | 15 | -------------------------------------------------------------------------------- /history/2021-10-04_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - vector (🥇25 · ⭐ 8.1K · 📈) - A high-performance observability data pipeline. MPL-2.0 6 | - polars (🥈18 · ⭐ 2.6K · 📈) - Fast multi-threaded DataFrame library in Rust and Python. MIT 7 | - arrow-datafusion (🥈18 · ⭐ 1.2K · 🐣) - Apache Arrow DataFusion and Ballista query engines. Apache-2 8 | - arrow-rs (🥉16 · ⭐ 570 · 🐣) - Official Rust implementation of Apache Arrow. Apache-2 9 | - GraphScope (🥇15 · ⭐ 990 · 📈) - GraphScope: A One-Stop Large-Scale Graph Computing System.. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - synth (🥈17 · ⭐ 600 · 📉) - The Declarative Data Generator. Apache-2 16 | - linfa (🥈14 · ⭐ 1.2K · 📉) - A Rust machine learning framework. ❗Unlicensed 17 | - nlprule (🥈12 · ⭐ 360 · 📉) - A fast, low-resource Natural Language Processing and Text.. ❗Unlicensed 18 | - lingua-rs (🥈12 · ⭐ 300 · 📉) - The most accurate natural language detection library in the.. Apache-2 19 | - deepfrog (🥉8 · ⭐ 15 · 📉) - An NLP-suite powered by deep learning. ❗️GPL-3.0 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - MeiliSearch (🥇20 · ⭐ 19K · ➕) - Powerful, fast, and an easy to use search engine. MIT 26 | - zombodb (🥇20 · ⭐ 3.7K · ➕) - Making Postgres and Elasticsearch work together like it's.. ❗Unlicensed 27 | - sonic (🥈18 · ⭐ 12K · ➕) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 28 | - tantivy (🥈17 · ⭐ 5.3K · ➕) - Tantivy is a full-text search engine library inspired by Apache.. MIT 29 | - qdrant (🥈16 · ⭐ 610 · ➕) - Qdrant - vector similarity search engine with extended filtering.. Apache-2 30 | - bayard (🥉15 · ⭐ 1.5K · 💤) - A full-text search and indexing server written in Rust. MIT 31 | - Toshi (🥉14 · ⭐ 3.3K · ➕) - A full-text search engine in rust. MIT 32 | - milli (🥉13 · ⭐ 170 · ➕) - Search through millions of documents in milliseconds. MIT 33 | - quickwit (🥉12 · ⭐ 800 · 🐣) - Quickwit is a fast and highly reliable distributed search.. ❗Unlicensed 34 | - hora-hora (🥉11 · ⭐ 2.1K · 🐣) - efficient approximate nearest neighbor search algorithm.. Apache-2 35 | - weggli (🥉9 · ⭐ 580 · 🐣) - weggli is a fast and robust semantic search tool for C and C++.. Apache-2 36 | 37 | -------------------------------------------------------------------------------- /history/2021-10-18_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - synth (🥈19 · ⭐ 640 · 📈) - The Declarative Data Generator. Apache-2 6 | - milli (🥉14 · ⭐ 170 · 📈) - Search through millions of documents in milliseconds. MIT 7 | - weggli (🥉12 · ⭐ 1.1K · 🐣) - weggli is a fast and robust semantic search tool for C and C++.. Apache-2 8 | - kodama (🥉10 · ⭐ 52 · 📈) - Fast hierarchical agglomerative clustering in Rust. MIT 9 | - bhtsne (🥉10 · ⭐ 36 · 📈) - Parallel Barnes-Hut t-SNE implementation written in Rust. MIT 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - datafuse (🥈18 · ⭐ 2.3K · 📉) - An elastic and reliable Cloud Data Warehouse, offers Blazing.. Apache-2 16 | 17 | ## ➕ Added Projects 18 | 19 | _Projects that were recently added to this best-of list._ 20 | 21 | - flaco (🥉6 · ⭐ 2 · 🐣) - The most(?) memory efficient way to read data from PostgreSQL into.. ❗Unlicensed 22 | 23 | -------------------------------------------------------------------------------- /history/2021-12-06_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - sonic (🥇20 · ⭐ 12K · 📈) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 6 | - graphlib (🥇15 · ⭐ 160 · 📈) - Simple but powerful graph library for Rust. MIT 7 | - finalfusion-rust (🥈12 · ⭐ 44 · 📈) - finalfusion embeddings in Rust. ❗Unlicensed 8 | - rust-stop-words (🥈11 · ⭐ 3 · 📈) - Common stop words in a variety of languages. MIT 9 | - autograph (🥈10 · ⭐ 170 · 📈) - Machine Learning Library for Rust. ❗Unlicensed 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - rusoto (🥇19 · ⭐ 2.5K · 📉) - AWS SDK for Rust. MIT 16 | - synth (🥈18 · ⭐ 700 · 📉) - The Declarative Data Generator. Apache-2 17 | - datafuse (🥈17 · ⭐ 2.6K · 📉) - An elastic and reliable Serverless Data Warehouse, offers.. Apache-2 18 | - cleora (🥈12 · ⭐ 350 · 📉) - Cleora AI is a general-purpose model for efficient, scalable.. ❗Unlicensed 19 | - tch-rs (🥈11 · ⭐ 1.3K · 📉) - Rust bindings for the C++ api of PyTorch. ❗Unlicensed 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - erdos (🥉14 · ⭐ 120 · 💤) - Dataflow system for building self-driving car and robotics.. Apache-2 26 | - Rust-CUDA (🥇11 · ⭐ 1.2K · 🐣) - Ecosystem of libraries and tools for writing and.. ❗Unlicensed 27 | 28 | -------------------------------------------------------------------------------- /history/2021-12-13_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - synth (🥈19 · ⭐ 700 · 📈) - The Declarative Data Generator. Apache-2 6 | - arrow-rs (🥈17 · ⭐ 660 · 📈) - Official Rust implementation of Apache Arrow. Apache-2 7 | - rust-csv (🥉13 · ⭐ 1.1K · 💤) - A CSV parser for Rust, with Serde support. ❗Unlicensed 8 | - autograph (🥈11 · ⭐ 170 · 📈) - Machine Learning Library for Rust. ❗Unlicensed 9 | - rstats (🥉9 · ⭐ 4 · 📈) - Rust Statistics and Vector Algebra Library. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - finalfusion-rust (🥈10 · ⭐ 45 · 📉) - finalfusion embeddings in Rust. ❗Unlicensed 16 | 17 | ## ➕ Added Projects 18 | 19 | _Projects that were recently added to this best-of list._ 20 | 21 | - vega (🥇15 · ⭐ 2K · ➕) - A new arguably faster implementation of Apache Spark from scratch in.. Apache-2 22 | - sudachi.rs (🥇15 · ⭐ 120 · ➕) - An official Sudachi clone in Rust. Apache-2 23 | 24 | -------------------------------------------------------------------------------- /history/2022-01-24_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - rusoto (🥇20 · ⭐ 2.5K · 📈) - AWS SDK for Rust. MIT 6 | - sudachi.rs (🥇17 · ⭐ 130 · 📈) - An official Sudachi clone in Rust. Apache-2 7 | - quickwit (🥉14 · ⭐ 1.1K · 📈) - Quickwit is a fast and cost-efficient distributed search.. ❗Unlicensed 8 | - cogent (🥉8 · ⭐ 33 · 📈) - Simple neural network library for classification written in Rust. ❗Unlicensed 9 | - sentencepiece (🥉7 · ⭐ 7 · 📈) - Rust binding for the sentencepiece library. ❗Unlicensed 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - polars (🥈17 · ⭐ 4.4K · 📉) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT 16 | - nnsplit (🥈13 · ⭐ 230 · 📉) - Semantic text segmentation. For sentence boundary detection, compound.. MIT 17 | - tokenizations (🥈12 · ⭐ 120 · 📉) - Robust and Fast tokenizations alignment library for Rust and.. MIT 18 | - hora (🥈11 · ⭐ 2.1K · 📉) - efficient approximate nearest neighbor search algorithm collections.. Apache-2 19 | - hora-hora (🥉11 · ⭐ 2.1K · 📉) - efficient approximate nearest neighbor search algorithm.. Apache-2 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - lnx (🥉13 · ⭐ 320 · 🐣) - Insanely fast, Feature-rich searching. lnx is the adaptable, typo tollerant.. MIT 26 | 27 | -------------------------------------------------------------------------------- /history/2023-03-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - rayon (🥇26 · ⭐ 8.2K · 📈) - Rayon: A data parallelism library for Rust. Apache-2 6 | - petgraph (🥇25 · ⭐ 2K · 📈) - Graph data structure library for Rust. Apache-2 7 | - rust-csv (🥈23 · ⭐ 1.4K · 📈) - A CSV parser for Rust, with Serde support. Unlicense 8 | - memchr (🥇23 · ⭐ 470 · 💤) - Optimized string search routines for Rust. Unlicense 9 | - aho-corasick (🥇22 · ⭐ 700 · 📈) - A fast implementation of Aho-Corasick in Rust. Unlicense 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - arrow (🥉20 · ⭐ 11K · 📉) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2 16 | - tokenizers (🥇20 · ⭐ 6.5K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2 17 | - eval-metrics (🥇8 · ⭐ 7 · 💤) - Evaluation metrics for machine learning. ❗Unlicensed 18 | - rust-hf-hub-loader (🥉5 · ⭐ 2 · 💀) - Apache-2 19 | - aleph-alpha-tokenizer (📉) - ❗Unlicensed 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - rerun (🥈16 · ⭐ 1.4K · ➕) - Log images, point clouds, etc, and visualize them effortlessly... Apache-2 26 | - tiktoken (🥈15 · ⭐ 2.3K · 🐣) - MIT 27 | - lance (🥉15 · ⭐ 1.1K · ➕) - Modern columnar data format for ML implemented in Rust. Convert.. Apache-2 28 | - propagon (🥉5 · ⭐ 5 · ➕) - Fast, large scale library for computing rankings and features.. ❗Unlicensed 29 | 30 | -------------------------------------------------------------------------------- /history/2023-05-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - tiktoken (🥇21 · ⭐ 4.3K · 🐣) - tiktoken is a fast BPE tokeniser for use with OpenAI's models. MIT 6 | - rerun (🥈18 · ⭐ 2.1K · 📈) - Log images, point clouds, etc, and visualize them effortlessly... Apache-2 7 | - nnsplit (🥈15 · ⭐ 300 · 📈) - Semantic text segmentation. For sentence boundary detection, compound.. MIT 8 | - rust-stop-words (🥈14 · ⭐ 12 · 📈) - Common stop words in a variety of languages. MIT 9 | - syntaxdot (🥉10 · ⭐ 54 · 📈) - Neural syntax annotator, supporting sequence labeling,.. ❗Unlicensed 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - polars (🥈23 · ⭐ 17K · 📉) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT 16 | - memchr (🥇22 · ⭐ 480 · 💤) - Optimized string search routines for Rust. Unlicense 17 | - whatlang-rs (🥇20 · ⭐ 840 · 📉) - Natural language detection library for Rust. Try demo online:.. MIT 18 | - sonic (🥈19 · ⭐ 18K · 📉) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 19 | - ungoliant (🥈13 · ⭐ 96 · 📉) - The pipeline for the OSCAR corpus. Apache-2 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - ChatGPT (🥇23 · ⭐ 34K · 🐣) - ChatGPT Desktop Application (Mac, Windows and Linux). ❗️AGPL-3.0 26 | - chat-ai-desktop (🥈19 · ⭐ 1.7K · 🐣) - Unofficial ChatGPT desktop app for Mac & Windows menubar.. MIT 27 | - delta-rs (🥉18 · ⭐ 1K · ➕) - A native Rust library for Delta Lake, with bindings into Python. Apache-2 28 | - mosec (🥇16 · ⭐ 460 · ➕) - A high-performance serving framework for ML models, offers dynamic.. Apache-2 29 | - llama-rs (🥈12 · ⭐ 2.8K · 🐣) - Run LLaMA inference on CPU, with Rust. Apache-2 30 | - arroyo (🥉12 · ⭐ 1.5K · 🐣) - Distributed stream processing engine in Rust. Apache-2 31 | - kafka-delta-ingest (🥉11 · ⭐ 210 · ➕) - A highly efficient daemon for streaming data from.. Apache-2 32 | - rllama (🥉9 · ⭐ 370 · 🐣) - Rust+OpenCL+AVX2 implementation of LLaMA inference code. ❗️AGPL-3.0 33 | - opentau (🥉9 · ⭐ 50 · ➕) - Using Code Language Models for Gradual Type Inference. Apache-2 34 | - voy (🥉7 · ⭐ 130 · 🐣) - A WASM vector similarity search written in Rust. Apache-2 35 | - llamacord (🥉7 · ⭐ 38 · 🐣) - A Discord bot, written in Rust, that generates responses using.. ❗️GPL-3.0 36 | - zkml (🥉6 · ⭐ 180 · 🐣) - ❗️AGPL-3.0 37 | 38 | -------------------------------------------------------------------------------- /history/2023-08-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - arrow-datafusion (🥈23 · ⭐ 3.9K · 📈) - Apache Arrow DataFusion SQL Query Engine. Apache-2 6 | - llama-rs (🥇20 · ⭐ 4.4K · 🐣) - An ecosystem of Rust libraries for working with large language.. Apache-2 7 | - arroyo (🥉16 · ⭐ 2.3K · 🐣) - Distributed stream processing engine in Rust. Apache-2 8 | - srx (🥈14 · ⭐ 4 · 📈) - A mostly compliant Rust implementation of the Segmentation Rules.. Apache-2 9 | - voy (🥉10 · ⭐ 220 · 📈) - A WASM vector similarity search written in Rust. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - rust-csv (🥈22 · ⭐ 1.5K · 📉) - A CSV parser for Rust, with Serde support. Unlicense 16 | - fst (🥈20 · ⭐ 1.6K · 📉) - Represent large sets and maps compactly with finite state transducers. Unlicense 17 | - zombodb (🥈19 · ⭐ 4.4K · 📉) - Making Postgres and Elasticsearch work together like it's.. ❗Unlicensed 18 | - rust-bert (🥈18 · ⭐ 2K · 📉) - Rust native ready-to-use NLP pipelines and transformer-based.. Apache-2 19 | - milli (🥉17 · ⭐ 460 · 📉) - Search engine library for Meilisearch. MIT 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - burn (🥇19 · ⭐ 2.6K · ➕) - Burn - A Flexible and Comprehensive Deep Learning Framework in Rust. Apache-2 26 | - bloop (🥉17 · ⭐ 7.2K · ➕) - bloop is a fast code search engine written in Rust. ❗Unlicensed 27 | - redb (🥉17 · ⭐ 2.1K · ➕) - An embedded key-value database in pure Rust. Apache-2 28 | - rsnltk (🥉5 · ⭐ 8 · 💀) - Rust-based Natural Language Toolkit using Python Bindings. ❗Unlicensed 29 | 30 | -------------------------------------------------------------------------------- /history/2024-02-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - tokenizers (🥇24 · ⭐ 8.1K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2 6 | - qdrant (🥇23 · ⭐ 16K · 📈) - Qdrant - High-performance, massive-scale Vector Database for the.. Apache-2 7 | - sonic (🥈22 · ⭐ 19K · 📈) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 8 | - tch-rs (🥇20 · ⭐ 3.6K · 📈) - Rust bindings for the C++ api of PyTorch. Apache-2 9 | - petal-clustering (🥉10 · ⭐ 22 · 📈) - DBSCAN and OPTICS clustering algorithms. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - polars (🥈20 · ⭐ 24K · 📉) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT 16 | - arrow (🥉19 · ⭐ 13K · 📉) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2 17 | - grex (🥈19 · ⭐ 6.4K · 📉) - A command-line tool and Rust library with Python bindings for.. Apache-2 18 | - srx (🥈12 · ⭐ 5 · 💤) - A mostly compliant Rust implementation of the Segmentation Rules.. Apache-2 19 | - tflite-rs (🥉10 · ⭐ 100 · 💤) - Apache-2 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - candle (🥇19 · ⭐ 12K · ➕) - Minimalist ML framework for Rust. Apache-2 26 | - Raphtory (🥈18 · ⭐ 240 · ➕) - Blazingly fast, vectorised, parallel, and scalable temporal.. ❗️GPL-3.0 27 | - dfdx (🥈16 · ⭐ 1.5K · ➕) - Deep learning in Rust, with shape checked tensors and neural.. ❗Unlicensed 28 | - oxidized-transformers (🥉4 · ⭐ 8 · 🐣) - Toy oxidation of Curated Transformers. ❗Unlicensed 29 | 30 | -------------------------------------------------------------------------------- /history/2024-03-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - tokenizers (🥇25 · ⭐ 8.2K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2 6 | - aho-corasick (🥇23 · ⭐ 920 · 📈) - A fast implementation of Aho-Corasick in Rust. Unlicense 7 | - synth (🥈22 · ⭐ 1.3K · 📈) - The Declarative Data Generator. Apache-2 8 | - polars (🥈21 · ⭐ 25K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT 9 | - burn (🥇21 · ⭐ 6.3K · 📈) - Burn is a new comprehensive dynamic Deep Learning Framework built.. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - vector (🥇31 · ⭐ 16K · 📉) - A high-performance observability data pipeline. MPL-2.0 16 | - rayon (🥇23 · ⭐ 9.9K · 📉) - Rayon: A data parallelism library for Rust. Apache-2 17 | - rusoto (🥇22 · ⭐ 2.7K · 💀) - AWS SDK for Rust. MIT 18 | - sonic (🥈21 · ⭐ 19K · 📉) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 19 | - tantivy (🥈21 · ⭐ 9.6K · 📉) - Tantivy is a full-text search engine library inspired by Apache.. MIT 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - ollama-rs (🥈17 · ⭐ 170 · 🐣) - A Rust library allowing to interact with the Ollama API. MIT 26 | - text-splitter (🥈14 · ⭐ 74 · ➕) - Split text into semantic chunks, up to a desired chunk size... MIT 27 | - aici (🥈12 · ⭐ 82 · 🐣) - AI Controller Interface. MIT 28 | - ollama-rag-rs (🥉5 · ⭐ 1 · 🐣) - Experimenting with LLMs through Ollama and retrieval.. Apache-2 29 | 30 | -------------------------------------------------------------------------------- /history/2024-04-03_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - lance (🥈22 · ⭐ 3.2K · 📈) - Modern columnar data format for ML and LLMs implemented in Rust... Apache-2 6 | - imageproc (🥈20 · ⭐ 680 · 📈) - Image processing operations. MIT 7 | - Peroxide (🥇20 · ⭐ 440 · 📈) - Rust numeric library with R, MATLAB & Python syntax. Apache-2 8 | - aici (🥈16 · ⭐ 1.6K · 📈) - AICI: Prompts as (Wasm) Programs. MIT 9 | - batched-fn (🥉11 · ⭐ 17 · 📈) - Rust server plugin for deploying deep learning models with.. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - vector (🥇28 · ⭐ 16K · 📉) - A high-performance observability data pipeline. MPL-2.0 16 | - fst (🥉20 · ⭐ 1.7K · 📉) - Represent large sets and maps compactly with finite state transducers. Unlicense 17 | - fancy-regex (🥇20 · ⭐ 380 · 📉) - Rust library for regular expressions using fancy features like.. MIT 18 | - zombodb (🥈18 · ⭐ 4.6K · 📉) - Making Postgres and Elasticsearch work together like it's.. ❗Unlicensed 19 | - misspeller (📉) - ❗Unlicensed 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - LlamaEdge (🥉17 · ⭐ 510 · 🐣) - The easiest & fastest way to run customized and fine-tuned.. Apache-2 26 | - Oxen (🥇14 · ⭐ 140 · ➕) - Oxen.ai's core rust library, server, and CLI. Apache-2 27 | - kornia-rs (🥉12 · ⭐ 94 · ➕) - Low-level Computer Vision library in Rust. Apache-2 28 | - unda (🥉10 · ⭐ 13 · 🐣) - General purpose machine learning crate. Apache-2 29 | 30 | -------------------------------------------------------------------------------- /history/2024-10-02_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - qdrant (🥇28 · ⭐ 20K · 📈) - Qdrant - High-performance, massive-scale Vector Database for the.. Apache-2 6 | - polars (🥇24 · ⭐ 30K · 📈) - Dataframes powered by a multithreaded, vectorized query.. ❗Unlicensed 7 | - redb (🥈23 · ⭐ 3.2K · 📈) - An embedded key-value database in pure Rust. Apache-2 8 | - ollama-rs (🥇21 · ⭐ 480 · 📈) - A Rust library allowing to interact with the Ollama API. MIT 9 | - azure-sdk-for-rust (🥈19 · ⭐ 700 · 📈) - This repository is for active development of the.. MIT 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - nalgebra (🥇22 · ⭐ 3.9K · 📉) - Linear algebra library for Rust. Apache-2 16 | - opencv-rust (🥈17 · ⭐ 2K · 📉) - Rust bindings for OpenCV 3 & 4. MIT 17 | - whatlang-rs (🥈15 · ⭐ 970 · 💤) - Natural language detection library for Rust. Try demo online:.. MIT 18 | - kdtree-rs (🥉11 · ⭐ 230 · 💤) - K-dimensional tree in Rust for fast geospatial indexing and.. Apache-2 19 | - ballista (📉) - ❗Unlicensed 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - mistral.rs (🥇21 · ⭐ 3.6K · ➕) - Blazingly fast LLM inference. MIT 26 | - screenpipe (🥈17 · ⭐ 5.3K · 🐣) - 24/7 local AI screen & mic recording. Build AI apps that have the.. MIT 27 | - RustQuant (🥈17 · ⭐ 1.1K · ➕) - Rust library for quantitative finance. Apache-2 28 | - lsp-ai (🥉16 · ⭐ 2.1K · ➕) - LSP-AI is an open-source language server that serves as a backend for.. MIT 29 | - ratchet (🥈15 · ⭐ 580 · ➕) - A cross-platform browser ML framework. MIT 30 | - luminal (🥈14 · ⭐ 1.5K · ➕) - Deep learning at the speed of light. Apache-2 31 | - tokengrams (🥈12 · ⭐ 15 · ➕) - Efficiently computing & storing token n-grams from large corpora. MIT 32 | - nerve (🥉11 · ⭐ 480 · 🐣) - Instrument any LLM to do actual stuff. ❗Unlicensed 33 | - sail (🥉10 · ⭐ 340 · ➕) - LakeSail's computation framework with a mission to unify stream.. Apache-2 34 | - rten (🥉10 · ⭐ 110 · ➕) - ONNX neural network inference engine. ❗Unlicensed 35 | - TensorZero (🥉9 · ⭐ 140 · 🐣) - data & learning flywheel for LLM systems. Apache-2 36 | - extractous (🥉7 · ⭐ 55 · 🐣) - Fast and efficient unstructured data extraction. Written in.. Apache-2 37 | 38 | -------------------------------------------------------------------------------- /history/2024-12-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - LlamaEdge (🥈22 · ⭐ 1.1K · 📈) - The easiest & fastest way to run customized and fine-tuned.. Apache-2 6 | - fancy-regex (🥇21 · ⭐ 430 · 📈) - Rust library for regular expressions using fancy features like.. MIT 7 | - screenpipe (🥈20 · ⭐ 11K · 🐣) - one API to get all user desktop data (local, cross platform, 24/7,.. MIT 8 | - TensorZero (🥉13 · ⭐ 890 · 🐣) - TensorZero creates a feedback loop for optimizing LLM.. Apache-2 9 | - extractous (🥉10 · ⭐ 460 · 🐣) - Fast and efficient unstructured data extraction. Written in.. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - aho-corasick (🥇22 · ⭐ 1K · 📉) - A fast implementation of Aho-Corasick in Rust. Unlicense 16 | - statrs (🥇22 · ⭐ 600 · 📉) - Statistical computation library for Rust. MIT 17 | - linfa (🥇21 · ⭐ 3.8K · 📉) - A Rust machine learning framework. Apache-2 18 | - arrow-rs (🥈21 · ⭐ 2.6K · 📉) - Official Rust implementation of Apache Arrow. Apache-2 19 | - sonic (🥈20 · ⭐ 20K · 📉) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - lancedb (🥈19 · ⭐ 4.9K · ➕) - Developer-friendly, serverless vector database for AI.. Apache-2 26 | - dora (🥇19 · ⭐ 1.6K · ➕) - DORA (Dataflow-Oriented Robotic Architecture) is middleware designed.. Apache-2 27 | - candle-vllm (🥉13 · ⭐ 270 · ➕) - Efficent platform for inference and serving local LLMs including.. MIT 28 | - outlines-core (🥉11 · ⭐ 140 · 🐣) - Structured generation in Rust. Apache-2 29 | - candle-lora (🥉9 · ⭐ 130 · ➕) - Low rank adaptation (LoRA) for Candle. MIT 30 | 31 | -------------------------------------------------------------------------------- /latest-changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - LlamaEdge (🥈22 · ⭐ 1.1K · 📈) - The easiest & fastest way to run customized and fine-tuned.. Apache-2 6 | - fancy-regex (🥇21 · ⭐ 430 · 📈) - Rust library for regular expressions using fancy features like.. MIT 7 | - screenpipe (🥈20 · ⭐ 11K · 🐣) - one API to get all user desktop data (local, cross platform, 24/7,.. MIT 8 | - TensorZero (🥉13 · ⭐ 890 · 🐣) - TensorZero creates a feedback loop for optimizing LLM.. Apache-2 9 | - extractous (🥉10 · ⭐ 460 · 🐣) - Fast and efficient unstructured data extraction. Written in.. Apache-2 10 | 11 | ## 📉 Trending Down 12 | 13 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 14 | 15 | - aho-corasick (🥇22 · ⭐ 1K · 📉) - A fast implementation of Aho-Corasick in Rust. Unlicense 16 | - statrs (🥇22 · ⭐ 600 · 📉) - Statistical computation library for Rust. MIT 17 | - linfa (🥇21 · ⭐ 3.8K · 📉) - A Rust machine learning framework. Apache-2 18 | - arrow-rs (🥈21 · ⭐ 2.6K · 📉) - Official Rust implementation of Apache Arrow. Apache-2 19 | - sonic (🥈20 · ⭐ 20K · 📉) - Fast, lightweight & schema-less search backend. An alternative to.. MPL-2.0 20 | 21 | ## ➕ Added Projects 22 | 23 | _Projects that were recently added to this best-of list._ 24 | 25 | - lancedb (🥈19 · ⭐ 4.9K · ➕) - Developer-friendly, serverless vector database for AI.. Apache-2 26 | - dora (🥇19 · ⭐ 1.6K · ➕) - DORA (Dataflow-Oriented Robotic Architecture) is middleware designed.. Apache-2 27 | - candle-vllm (🥉13 · ⭐ 270 · ➕) - Efficent platform for inference and serving local LLMs including.. MIT 28 | - outlines-core (🥉11 · ⭐ 140 · 🐣) - Structured generation in Rust. Apache-2 29 | - candle-lora (🥉9 · ⭐ 130 · ➕) - Low rank adaptation (LoRA) for Candle. MIT 30 | 31 | --------------------------------------------------------------------------------