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  # Introduction
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- ![Running SLMs in web browsers](thumb_small_language_model.jpg)
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  This repository is part of [playbook for experiments on fine tuning small language models](https://ashishware.com/2025/11/16/slm_in_browser/) using LoRA, exporting them to ONNX and running them locally using ONNX compatibale runtime like javascript(node js) and WASM (browser)
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  - Simple run `node app.js`
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  This is what you should see
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- ![NodeJS application showing paraphrasing screen](slm_nodejs.gif)
 
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  ### To run web browser based demo (WASM based in-browser inference)
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  This is what you should see
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- ![NodeJS application showing paraphrasing screen](slm_web_wasm.gif)
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-
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  ### Citation
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  # Introduction
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+ ![Running SLMs in web browsers](docs/thumb_small_language_model.jpg)
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  This repository is part of [playbook for experiments on fine tuning small language models](https://ashishware.com/2025/11/16/slm_in_browser/) using LoRA, exporting them to ONNX and running them locally using ONNX compatibale runtime like javascript(node js) and WASM (browser)
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  - Simple run `node app.js`
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  This is what you should see
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+ ![NodeJS application showing paraphrasing screen](docs/slm_nodejs.gif)
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+ ![NodeJS runtime memory usage](node_runtime_ram.png)
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  ### To run web browser based demo (WASM based in-browser inference)
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  This is what you should see
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+ ![Web browser showing memory usage when running onnx model using WASM](docs/slm_web_wasm.gif)
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+ ![Web browser memory usage](docs/wasm_runtime_ram.png)
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  ### Citation
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