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README.md
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README.md
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# Text generation web UI
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A gradio web UI for running Large Language Models like LLaMA, llama.cpp, GPT-J, OPT, and GALACTICA.
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A Gradio web UI for Large Language Models.
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Its goal is to become the [AUTOMATIC1111/stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) of text generation.
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@ -10,20 +10,18 @@ Its goal is to become the [AUTOMATIC1111/stable-diffusion-webui](https://github.
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## Features
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* 3 interface modes: default, notebook, and chat
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* 3 interface modes: default (two columns), notebook, and chat
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* Multiple model backends: [transformers](https://github.com/huggingface/transformers), [llama.cpp](https://github.com/ggerganov/llama.cpp), [ExLlama](https://github.com/turboderp/exllama), [AutoGPTQ](https://github.com/PanQiWei/AutoGPTQ), [GPTQ-for-LLaMa](https://github.com/qwopqwop200/GPTQ-for-LLaMa), [ctransformers](https://github.com/marella/ctransformers)
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* Dropdown menu for quickly switching between different models
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* LoRA: load and unload LoRAs on the fly, train a new LoRA
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* Precise instruction templates for chat mode, including Llama 2, Alpaca, Vicuna, WizardLM, StableLM, and many others
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* LoRA: load and unload LoRAs on the fly, train a new LoRA using QLoRA
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* Precise instruction templates for chat mode, including Llama-2-chat, Alpaca, Vicuna, WizardLM, StableLM, and many others
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* 4-bit, 8-bit, and CPU inference through the transformers library
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* Use llama.cpp models with transformers samplers (`llamacpp_HF` loader)
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* [Multimodal pipelines, including LLaVA and MiniGPT-4](https://github.com/oobabooga/text-generation-webui/tree/main/extensions/multimodal)
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* 8-bit and 4-bit inference through bitsandbytes
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* CPU mode for transformers models
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* [DeepSpeed ZeRO-3 inference](docs/DeepSpeed.md)
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* [Extensions](docs/Extensions.md)
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* [Extensions framework](docs/Extensions.md)
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* [Custom chat characters](docs/Chat-mode.md)
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* Very efficient text streaming
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* Markdown output with LaTeX rendering, to use for instance with [GALACTICA](https://github.com/paperswithcode/galai)
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* Nice HTML output for GPT-4chan
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* API, including endpoints for websocket streaming ([see the examples](https://github.com/oobabooga/text-generation-webui/blob/main/api-examples))
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To learn how to use the various features, check out the Documentation: https://github.com/oobabooga/text-generation-webui/tree/main/docs
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@ -38,26 +36,24 @@ To learn how to use the various features, check out the Documentation: https://g
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Just download the zip above, extract it, and double-click on "start". The web UI and all its dependencies will be installed in the same folder.
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* The source codes are here: https://github.com/oobabooga/one-click-installers
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* The source codes and more information can be found here: https://github.com/oobabooga/one-click-installers
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* There is no need to run the installers as admin.
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* AMD doesn't work on Windows.
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* Huge thanks to [@jllllll](https://github.com/jllllll), [@ClayShoaf](https://github.com/ClayShoaf), and [@xNul](https://github.com/xNul) for their contributions to these installers.
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### Manual installation using Conda
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Recommended if you have some experience with the command line.
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Recommended if you have some experience with the command-line.
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#### 0. Install Conda
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https://docs.conda.io/en/latest/miniconda.html
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On Linux or WSL, it can be automatically installed with these two commands:
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On Linux or WSL, it can be automatically installed with these two commands ([source](https://educe-ubc.github.io/conda.html)):
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```
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curl -sL "https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh" > "Miniconda3.sh"
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bash Miniconda3.sh
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```
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Source: https://educe-ubc.github.io/conda.html
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#### 1. Create a new conda environment
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@ -92,9 +88,9 @@ cd text-generation-webui
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pip install -r requirements.txt
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```
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#### bitsandbytes
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#### Note about older NVIDIA GPUs
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bitsandbytes >= 0.39 may not work on older NVIDIA GPUs. In that case, to use `--load-in-8bit`, you may have to downgrade like this:
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bitsandbytes >= 0.39 may not work. In that case, to use `--load-in-8bit`, you may have to downgrade like this:
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* Linux: `pip install bitsandbytes==0.38.1`
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* Windows: `pip install https://github.com/jllllll/bitsandbytes-windows-webui/raw/main/bitsandbytes-0.38.1-py3-none-any.whl`
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@ -113,37 +109,52 @@ docker compose up --build
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### Updating the requirements
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From time to time, the `requirements.txt` changes. To update, use this command:
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From time to time, the `requirements.txt` changes. To update, use these commands:
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```
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conda activate textgen
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cd text-generation-webui
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pip install -r requirements.txt --upgrade
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```
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## Downloading models
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Models should be placed inside the `models/` folder.
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Models should be placed in the `text-generation-webui/models` folder. They are usually downloaded from [Hugging Face](https://huggingface.co/models?pipeline_tag=text-generation&sort=downloads).
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[Hugging Face](https://huggingface.co/models?pipeline_tag=text-generation&sort=downloads) is the main place to download models. These are some examples:
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* Transformers or GPTQ models are made of several files and must be placed in a subfolder. Example:
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* [Pythia](https://huggingface.co/models?sort=downloads&search=eleutherai%2Fpythia+deduped)
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* [OPT](https://huggingface.co/models?search=facebook/opt)
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* [GALACTICA](https://huggingface.co/models?search=facebook/galactica)
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* [GPT-J 6B](https://huggingface.co/EleutherAI/gpt-j-6B/tree/main)
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```
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text-generation-webui/
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├── models
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│ ├── lmsys_vicuna-33b-v1.3
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│ │ ├── config.json
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│ │ ├── generation_config.json
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│ │ ├── huggingface-metadata.txt
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│ │ ├── pytorch_model-00001-of-00007.bin
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│ │ ├── pytorch_model-00002-of-00007.bin
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│ │ ├── pytorch_model-00003-of-00007.bin
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│ │ ├── pytorch_model-00004-of-00007.bin
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│ │ ├── pytorch_model-00005-of-00007.bin
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│ │ ├── pytorch_model-00006-of-00007.bin
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│ │ ├── pytorch_model-00007-of-00007.bin
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│ │ ├── pytorch_model.bin.index.json
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│ │ ├── README.md
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│ │ ├── special_tokens_map.json
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│ │ ├── tokenizer_config.json
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│ │ └── tokenizer.model
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```
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You can automatically download a model from HF using the script `download-model.py`:
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In the "Model" tab of the UI, those models can be downloaded from Hugging Face. You can also download them from the command-line with `python download-model.py organization/model`.
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python download-model.py organization/model
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* GGML models are a single file and can be placed directly into `models`. Example:
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For example:
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```
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text-generation-webui/
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├── models
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│ ├── llama-13b.ggmlv3.q4_K_M.bin
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```
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python download-model.py facebook/opt-1.3b
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To download a protected model, set env vars `HF_USER` and `HF_PASS` to your Hugging Face username and password (or [User Access Token](https://huggingface.co/settings/tokens)). The model's terms must first be accepted on the HF website.
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#### GGML models
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You can drop these directly into the `models/` folder, making sure that the file name contains `ggml` somewhere and ends in `.bin`.
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Those models have to be downloaded manually and placed into that folder.
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#### GPT-4chan
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@ -354,5 +365,5 @@ If you would like to contribute to the project, check out the [Contributing guid
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## Community
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* Subreddit: https://www.reddit.com/r/oobaboogazz/
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* Subreddit: https://www.reddit.com/r/oobabooga/
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* Discord: https://discord.gg/jwZCF2dPQN
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