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Run PyTorch LLMs locally on servers, desktop and mobile

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This PR is in progress but to checkpoint progress: 1 - Now uses torchtune model builders to create the model architecture (i.e. llama 3 8b). Previously it used pure HF...

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### 🐛 Describe the bug I am using the streamlit version of streamlit 1.37.1 and while I run the browser version of torchat for llama2. Getting the following error `2024-08-15...

bug
Browser

I want to use torchchat to load the trained model directly from the local. How to change the torchchat/config/data/models.json? Need to change download _ and _ convert in download.py?And, what...

bug

### 🚀 The feature, motivation and pitch Select a method for enforcing types in Python dataclasses (i.e. pydantic) ### Alternatives Don't enforce types - may cause type errors when decoding...

enhancement
actionable

### 🚀 The feature, motivation and pitch torchchat provides quantization functionality but the interaction isn't ideal. ### Currently Currently you can run generate with a --quantization flag and it quantize...

enhancement

### 🚀 The feature, motivation and pitch torchchat supports adding models to the "known_model" list and has CLI support for local models not hosted in torchchat's, but this can be...

enhancement
Known Gaps

Introduced in https://github.com/pytorch/torchchat/pull/1046, the `torchchat/edge` path header reflects the structure in the repo, but is unnecessary when abd'ing the android local path. This PR just undo's that extra indirection

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This PR is a major restructuring of the files in the torchchat repo. In order to make this safe and easy to review, each of the commits are squashed into...

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