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47 lines
6.4 KiB
Markdown
47 lines
6.4 KiB
Markdown
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disableToc = false
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title = "Model compatibility table"
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weight = 24
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url = "/model-compatibility/"
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Besides llama based models, LocalAI is compatible also with other architectures. The table below lists all the backends, compatible models families and the associated repository.
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{{% alert note %}}
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LocalAI will attempt to automatically load models which are not explicitly configured for a specific backend. You can specify the backend to use by configuring a model with a YAML file. See [the advanced section]({{%relref "docs/advanced" %}}) for more details.
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{{% /alert %}}
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| Backend and Bindings | Compatible models | Completion/Chat endpoint | Capability | Embeddings support | Token stream support | Acceleration |
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|----------------------------------------------------------------------------------|-----------------------|--------------------------|---------------------------|-----------------------------------|----------------------|--------------|
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| [llama.cpp]({{%relref "docs/features/text-generation#llama.cpp" %}}) | LLama, Mamba, RWKV, Falcon, Starcoder, GPT-2, [and many others](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#description) | yes | GPT and Functions | yes | yes | CUDA, openCL, cuBLAS, Metal |
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| [llama.cpp's ggml model (backward compatibility with old format, before GGUF)](https://github.com/ggerganov/llama.cpp) ([binding](https://github.com/go-skynet/go-llama.cpp)) | LLama, GPT-2, [and many others](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#description) | yes | GPT and Functions | yes | yes | CUDA, openCL, cuBLAS, Metal |
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| [whisper](https://github.com/ggerganov/whisper.cpp) | whisper | no | Audio | no | no | N/A |
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| [stablediffusion](https://github.com/EdVince/Stable-Diffusion-NCNN) ([binding](https://github.com/mudler/go-stable-diffusion)) | stablediffusion | no | Image | no | no | N/A |
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| [langchain-huggingface](https://github.com/tmc/langchaingo) | Any text generators available on HuggingFace through API | yes | GPT | no | no | N/A |
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| [piper](https://github.com/rhasspy/piper) ([binding](https://github.com/mudler/go-piper)) | Any piper onnx model | no | Text to voice | no | no | N/A |
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| [sentencetransformers](https://github.com/UKPLab/sentence-transformers) | BERT | no | Embeddings only | yes | no | N/A |
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| `bark` | bark | no | Audio generation | no | no | yes |
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| `autogptq` | GPTQ | yes | GPT | yes | no | N/A |
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| `exllama` | GPTQ | yes | GPT only | no | no | N/A |
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| `diffusers` | SD,... | no | Image generation | no | no | N/A |
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| `vall-e-x` | Vall-E | no | Audio generation and Voice cloning | no | no | CPU/CUDA |
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| `vllm` | Various GPTs and quantization formats | yes | GPT | no | no | CPU/CUDA |
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| `mamba` | Mamba models architecture | yes | GPT | no | no | CPU/CUDA |
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| `exllama2` | GPTQ | yes | GPT only | no | no | N/A |
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| `transformers-musicgen` | | no | Audio generation | no | no | N/A |
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| stablediffusion | no | Image | no | no | N/A |
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| `coqui` | Coqui | no | Audio generation and Voice cloning | no | no | CPU/CUDA |
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| `openvoice` | Open voice | no | Audio generation and Voice cloning | no | no | CPU/CUDA |
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| `parler-tts` | Open voice | no | Audio generation and Voice cloning | no | no | CPU/CUDA |
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| [rerankers](https://github.com/AnswerDotAI/rerankers) | Reranking API | no | Reranking | no | no | CPU/CUDA |
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| `transformers` | Various GPTs and quantization formats | yes | GPT, embeddings | yes | yes* | CPU/CUDA/XPU |
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| [bark-cpp](https://github.com/PABannier/bark.cpp) | bark | no | Audio-Only | no | no | yes |
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| [stablediffusion-cpp](https://github.com/leejet/stable-diffusion.cpp) | stablediffusion-1, stablediffusion-2, stablediffusion-3, flux, PhotoMaker | no | Image | no | no | N/A |
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| [silero-vad](https://github.com/snakers4/silero-vad) with [Golang bindings](https://github.com/streamer45/silero-vad-go) | Silero VAD | no | Voice Activity Detection | no | no | CPU |
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Note: any backend name listed above can be used in the `backend` field of the model configuration file (See [the advanced section]({{%relref "docs/advanced" %}})).
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- \* Only for CUDA and OpenVINO CPU/XPU acceleration.
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