Unverified Commit 657061fd authored by Philipp Moritz's avatar Philipp Moritz Committed by GitHub
Browse files

[docs] Add LoRA support information for models (#3299)

parent 2f8844ba
...@@ -92,7 +92,8 @@ LoRA adapter requests if they were provided and ``max_loras`` is set high enough ...@@ -92,7 +92,8 @@ LoRA adapter requests if they were provided and ``max_loras`` is set high enough
The following is an example request The following is an example request
.. code-block::bash .. code-block:: bash
curl http://localhost:8000/v1/completions \ curl http://localhost:8000/v1/completions \
-H "Content-Type: application/json" \ -H "Content-Type: application/json" \
-d '{ -d '{
......
...@@ -8,84 +8,109 @@ The following is the list of model architectures that are currently supported by ...@@ -8,84 +8,109 @@ The following is the list of model architectures that are currently supported by
Alongside each architecture, we include some popular models that use it. Alongside each architecture, we include some popular models that use it.
.. list-table:: .. list-table::
:widths: 25 25 50 :widths: 25 25 50 5
:header-rows: 1 :header-rows: 1
* - Architecture * - Architecture
- Models - Models
- Example HuggingFace Models - Example HuggingFace Models
- :ref:`LoRA <lora>`
* - :code:`AquilaForCausalLM` * - :code:`AquilaForCausalLM`
- Aquila - Aquila
- :code:`BAAI/Aquila-7B`, :code:`BAAI/AquilaChat-7B`, etc. - :code:`BAAI/Aquila-7B`, :code:`BAAI/AquilaChat-7B`, etc.
- ✅︎
* - :code:`BaiChuanForCausalLM` * - :code:`BaiChuanForCausalLM`
- Baichuan - Baichuan
- :code:`baichuan-inc/Baichuan2-13B-Chat`, :code:`baichuan-inc/Baichuan-7B`, etc. - :code:`baichuan-inc/Baichuan2-13B-Chat`, :code:`baichuan-inc/Baichuan-7B`, etc.
-
* - :code:`ChatGLMModel` * - :code:`ChatGLMModel`
- ChatGLM - ChatGLM
- :code:`THUDM/chatglm2-6b`, :code:`THUDM/chatglm3-6b`, etc. - :code:`THUDM/chatglm2-6b`, :code:`THUDM/chatglm3-6b`, etc.
-
* - :code:`DeciLMForCausalLM` * - :code:`DeciLMForCausalLM`
- DeciLM - DeciLM
- :code:`Deci/DeciLM-7B`, :code:`Deci/DeciLM-7B-instruct`, etc. - :code:`Deci/DeciLM-7B`, :code:`Deci/DeciLM-7B-instruct`, etc.
-
* - :code:`BloomForCausalLM` * - :code:`BloomForCausalLM`
- BLOOM, BLOOMZ, BLOOMChat - BLOOM, BLOOMZ, BLOOMChat
- :code:`bigscience/bloom`, :code:`bigscience/bloomz`, etc. - :code:`bigscience/bloom`, :code:`bigscience/bloomz`, etc.
-
* - :code:`FalconForCausalLM` * - :code:`FalconForCausalLM`
- Falcon - Falcon
- :code:`tiiuae/falcon-7b`, :code:`tiiuae/falcon-40b`, :code:`tiiuae/falcon-rw-7b`, etc. - :code:`tiiuae/falcon-7b`, :code:`tiiuae/falcon-40b`, :code:`tiiuae/falcon-rw-7b`, etc.
-
* - :code:`GemmaForCausalLM` * - :code:`GemmaForCausalLM`
- Gemma - Gemma
- :code:`google/gemma-2b`, :code:`google/gemma-7b`, etc. - :code:`google/gemma-2b`, :code:`google/gemma-7b`, etc.
- ✅︎
* - :code:`GPT2LMHeadModel` * - :code:`GPT2LMHeadModel`
- GPT-2 - GPT-2
- :code:`gpt2`, :code:`gpt2-xl`, etc. - :code:`gpt2`, :code:`gpt2-xl`, etc.
-
* - :code:`GPTBigCodeForCausalLM` * - :code:`GPTBigCodeForCausalLM`
- StarCoder, SantaCoder, WizardCoder - StarCoder, SantaCoder, WizardCoder
- :code:`bigcode/starcoder`, :code:`bigcode/gpt_bigcode-santacoder`, :code:`WizardLM/WizardCoder-15B-V1.0`, etc. - :code:`bigcode/starcoder`, :code:`bigcode/gpt_bigcode-santacoder`, :code:`WizardLM/WizardCoder-15B-V1.0`, etc.
-
* - :code:`GPTJForCausalLM` * - :code:`GPTJForCausalLM`
- GPT-J - GPT-J
- :code:`EleutherAI/gpt-j-6b`, :code:`nomic-ai/gpt4all-j`, etc. - :code:`EleutherAI/gpt-j-6b`, :code:`nomic-ai/gpt4all-j`, etc.
-
* - :code:`GPTNeoXForCausalLM` * - :code:`GPTNeoXForCausalLM`
- GPT-NeoX, Pythia, OpenAssistant, Dolly V2, StableLM - GPT-NeoX, Pythia, OpenAssistant, Dolly V2, StableLM
- :code:`EleutherAI/gpt-neox-20b`, :code:`EleutherAI/pythia-12b`, :code:`OpenAssistant/oasst-sft-4-pythia-12b-epoch-3.5`, :code:`databricks/dolly-v2-12b`, :code:`stabilityai/stablelm-tuned-alpha-7b`, etc. - :code:`EleutherAI/gpt-neox-20b`, :code:`EleutherAI/pythia-12b`, :code:`OpenAssistant/oasst-sft-4-pythia-12b-epoch-3.5`, :code:`databricks/dolly-v2-12b`, :code:`stabilityai/stablelm-tuned-alpha-7b`, etc.
-
* - :code:`InternLMForCausalLM` * - :code:`InternLMForCausalLM`
- InternLM - InternLM
- :code:`internlm/internlm-7b`, :code:`internlm/internlm-chat-7b`, etc. - :code:`internlm/internlm-7b`, :code:`internlm/internlm-chat-7b`, etc.
- ✅︎
* - :code:`InternLM2ForCausalLM` * - :code:`InternLM2ForCausalLM`
- InternLM2 - InternLM2
- :code:`internlm/internlm2-7b`, :code:`internlm/internlm2-chat-7b`, etc. - :code:`internlm/internlm2-7b`, :code:`internlm/internlm2-chat-7b`, etc.
-
* - :code:`LlamaForCausalLM` * - :code:`LlamaForCausalLM`
- LLaMA, LLaMA-2, Vicuna, Alpaca, Yi - LLaMA, LLaMA-2, Vicuna, Alpaca, Yi
- :code:`meta-llama/Llama-2-13b-hf`, :code:`meta-llama/Llama-2-70b-hf`, :code:`openlm-research/open_llama_13b`, :code:`lmsys/vicuna-13b-v1.3`, :code:`01-ai/Yi-6B`, :code:`01-ai/Yi-34B`, etc. - :code:`meta-llama/Llama-2-13b-hf`, :code:`meta-llama/Llama-2-70b-hf`, :code:`openlm-research/open_llama_13b`, :code:`lmsys/vicuna-13b-v1.3`, :code:`01-ai/Yi-6B`, :code:`01-ai/Yi-34B`, etc.
- ✅︎
* - :code:`MistralForCausalLM` * - :code:`MistralForCausalLM`
- Mistral, Mistral-Instruct - Mistral, Mistral-Instruct
- :code:`mistralai/Mistral-7B-v0.1`, :code:`mistralai/Mistral-7B-Instruct-v0.1`, etc. - :code:`mistralai/Mistral-7B-v0.1`, :code:`mistralai/Mistral-7B-Instruct-v0.1`, etc.
- ✅︎
* - :code:`MixtralForCausalLM` * - :code:`MixtralForCausalLM`
- Mixtral-8x7B, Mixtral-8x7B-Instruct - Mixtral-8x7B, Mixtral-8x7B-Instruct
- :code:`mistralai/Mixtral-8x7B-v0.1`, :code:`mistralai/Mixtral-8x7B-Instruct-v0.1`, etc. - :code:`mistralai/Mixtral-8x7B-v0.1`, :code:`mistralai/Mixtral-8x7B-Instruct-v0.1`, etc.
- ✅︎
* - :code:`MPTForCausalLM` * - :code:`MPTForCausalLM`
- MPT, MPT-Instruct, MPT-Chat, MPT-StoryWriter - MPT, MPT-Instruct, MPT-Chat, MPT-StoryWriter
- :code:`mosaicml/mpt-7b`, :code:`mosaicml/mpt-7b-storywriter`, :code:`mosaicml/mpt-30b`, etc. - :code:`mosaicml/mpt-7b`, :code:`mosaicml/mpt-7b-storywriter`, :code:`mosaicml/mpt-30b`, etc.
-
* - :code:`OLMoForCausalLM` * - :code:`OLMoForCausalLM`
- OLMo - OLMo
- :code:`allenai/OLMo-1B`, :code:`allenai/OLMo-7B`, etc. - :code:`allenai/OLMo-1B`, :code:`allenai/OLMo-7B`, etc.
-
* - :code:`OPTForCausalLM` * - :code:`OPTForCausalLM`
- OPT, OPT-IML - OPT, OPT-IML
- :code:`facebook/opt-66b`, :code:`facebook/opt-iml-max-30b`, etc. - :code:`facebook/opt-66b`, :code:`facebook/opt-iml-max-30b`, etc.
-
* - :code:`OrionForCausalLM` * - :code:`OrionForCausalLM`
- Orion - Orion
- :code:`OrionStarAI/Orion-14B-Base`, :code:`OrionStarAI/Orion-14B-Chat`, etc. - :code:`OrionStarAI/Orion-14B-Base`, :code:`OrionStarAI/Orion-14B-Chat`, etc.
-
* - :code:`PhiForCausalLM` * - :code:`PhiForCausalLM`
- Phi - Phi
- :code:`microsoft/phi-1_5`, :code:`microsoft/phi-2`, etc. - :code:`microsoft/phi-1_5`, :code:`microsoft/phi-2`, etc.
-
* - :code:`QWenLMHeadModel` * - :code:`QWenLMHeadModel`
- Qwen - Qwen
- :code:`Qwen/Qwen-7B`, :code:`Qwen/Qwen-7B-Chat`, etc. - :code:`Qwen/Qwen-7B`, :code:`Qwen/Qwen-7B-Chat`, etc.
-
* - :code:`Qwen2ForCausalLM` * - :code:`Qwen2ForCausalLM`
- Qwen2 - Qwen2
- :code:`Qwen/Qwen2-beta-7B`, :code:`Qwen/Qwen2-beta-7B-Chat`, etc. - :code:`Qwen/Qwen2-beta-7B`, :code:`Qwen/Qwen2-beta-7B-Chat`, etc.
- ✅︎
* - :code:`StableLmForCausalLM` * - :code:`StableLmForCausalLM`
- StableLM - StableLM
- :code:`stabilityai/stablelm-3b-4e1t/` , :code:`stabilityai/stablelm-base-alpha-7b-v2`, etc. - :code:`stabilityai/stablelm-3b-4e1t/` , :code:`stabilityai/stablelm-base-alpha-7b-v2`, etc.
-
If your model uses one of the above model architectures, you can seamlessly run your model with vLLM. If your model uses one of the above model architectures, you can seamlessly run your model with vLLM.
Otherwise, please refer to :ref:`Adding a New Model <adding_a_new_model>` for instructions on how to implement support for your model. Otherwise, please refer to :ref:`Adding a New Model <adding_a_new_model>` for instructions on how to implement support for your model.
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment