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Commit9ff85ad

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Merge pull request#95 from unum-cloud/main-dev
Improved Documentation
2 parentse6c7b42 +95c91a9 commit9ff85ad

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-115
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‎.github/workflows/prerelease.yml‎

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contents:read
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jobs:
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versioning:
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name:Update Version
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runs-on:ubuntu-latest
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steps:
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-name:Checkout
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uses:actions/checkout@v4
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with:
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fetch-depth:0
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persist-credentials:false
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-name:Run TinySemVer
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uses:ashvardanian/tinysemver@v2.0.7
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with:
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verbose:"true"
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version-file:"VERSION"
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update-version-in:|
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package.json:"version": "(\d+\.\d+\.\d+)"
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package-lock.json:"uform",\n\s+"version": "(\d+\.\d+\.\d+)"
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CITATION.cff:^version: (\d+\.\d+\.\d+)
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pyproject.toml:^version = "(\d+\.\d+\.\d+)"
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dry-run:"true"
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test_python:
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name:Test Python
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runs-on:ubuntu-latest

‎.github/workflows/release.yml‎

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jobs:
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versioning:
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name:Semantic Release
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name:Update Version
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runs-on:ubuntu-latest
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steps:
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-uses:actions/checkout@v4
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-name:Checkout
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uses:actions/checkout@v4
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with:
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fetch-depth:0
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persist-credentials:false
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-uses:actions/setup-node@v4
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-name:Run TinySemVer
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uses:ashvardanian/tinysemver@v2.0.7
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with:
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node-version:20
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-run:npm install --save-dev --prefix ./package-ci @semantic-release/exec @semantic-release/git conventional-changelog-eslint semantic-release && npx --prefix ./package-ci semantic-release
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verbose:"true"
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version-file:"VERSION"
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update-version-in:|
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package.json:"version": "(\d+\.\d+\.\d+)"
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package-lock.json:"uform",\n\s+"version": "(\d+\.\d+\.\d+)"
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CITATION.cff:^version: (\d+\.\d+\.\d+)
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pyproject.toml:^version = "(\d+\.\d+\.\d+)"
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dry-run:"false"
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push:"true"
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create-release:"true"
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github-token:${{ secrets.SEMANTIC_RELEASE_TOKEN }}
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rebase:
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name:Rebase Dev. Branch

‎.github/workflows/update_version.sh‎

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‎.releaserc‎

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‎.vscode/settings.json‎

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{
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"cSpell.words": [
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"arange",
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"ashvardanian",
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"astype",
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"CFURL",
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"coreml",

‎README.md‎

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##Features
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-__Tiny Embeddings__: 64-dimensional[Matryoshaka][matryoshka]-style embeddings for extremely fast[search][usearch].
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-__Tiny Embeddings__: 64-dimensional[Matryoshka][matryoshka]-style embeddings for extremely fast[search][usearch].
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-__Throughput__: Thanks to the small size, the inference speed is[2-4x faster](#speed) than competitors.
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-__Portable__: Models come with native ONNX support, making them easy to deploy on any platform.
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-__Quantization Aware__: Down-cast embeddings from`f32` to`i8` without losing much recall.
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fromPILimport Image
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image_url='https://media-cdn.tripadvisor.com/media/photo-s/1b/28/6b/53/lovely-armenia.jpg'
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image_url= Image.open(BytesIO(requests.get(image_url).content))
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image= Image.open(BytesIO(requests.get(image_url).content))
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image_data= processor_image(image)
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image_features, image_embedding= model_image.encode(image_data,return_features=True)
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```

‎package-ci.json‎

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‎package.json‎

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{
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"name":"@unum-cloud/uform",
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"type":"module",
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"private":false,
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"version":"2.0.2",
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"version":"3.0.2",
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"description":"Pocket-Sized Multimodal AI for Content Understanding and Generation",
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"dependencies": {
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"@huggingface/hub":"^0.14.8",

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