[Models] Add remaining model PP support (vllm-project#7168)

Signed-off-by: Muralidhar Andoorveedu <muralidhar.andoorveedu@centml.ai>
Signed-off-by: Murali Andoorveedu <muralidhar.andoorveedu@centml.ai>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Amit Garg <mitgarg17495@gmail.com>

Author: 2 people

.buildkite/test-pipeline.yaml

@@ -146,7 +146,9 @@ steps:
   source_file_dependencies:
   - vllm/
   - tests/test_regression
-  command: pytest -v -s test_regression.py
+  commands:
+  - pip install modelscope
+  - pytest -v -s test_regression.py
   working_dir: "/vllm-workspace/tests" # optional
 
 - label: Engine Test # 10min

docs/source/models/supported_models.rst

@@ -12,201 +12,249 @@ Alongside each architecture, we include some popular models that use it.
 Decoder-only Language Models
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 .. list-table::
-  :widths: 25 25 50 5
+  :widths: 25 25 50 5 5
   :header-rows: 1
 
   * - Architecture
     - Models
     - Example HuggingFace Models
     - :ref:`LoRA <lora>`
+    - :ref:`PP <distributed_serving>`
   * - :code:`AquilaForCausalLM`
     - Aquila, Aquila2
     - :code:`BAAI/Aquila-7B`, :code:`BAAI/AquilaChat-7B`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`ArcticForCausalLM`
     - Arctic
     - :code:`Snowflake/snowflake-arctic-base`, :code:`Snowflake/snowflake-arctic-instruct`, etc.
     -
+    - ✅︎
   * - :code:`BaiChuanForCausalLM`
     - Baichuan2, Baichuan
     - :code:`baichuan-inc/Baichuan2-13B-Chat`, :code:`baichuan-inc/Baichuan-7B`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`BloomForCausalLM`
     - BLOOM, BLOOMZ, BLOOMChat
     - :code:`bigscience/bloom`, :code:`bigscience/bloomz`, etc.
     -
+    - ✅︎
   * - :code:`ChatGLMModel`
     - ChatGLM
     - :code:`THUDM/chatglm2-6b`, :code:`THUDM/chatglm3-6b`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`CohereForCausalLM`
     - Command-R
     - :code:`CohereForAI/c4ai-command-r-v01`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`DbrxForCausalLM`
     - DBRX
     - :code:`databricks/dbrx-base`, :code:`databricks/dbrx-instruct`, etc.
     -
+    - ✅︎
   * - :code:`DeciLMForCausalLM`
     - DeciLM
     - :code:`Deci/DeciLM-7B`, :code:`Deci/DeciLM-7B-instruct`, etc.
     -
+    - ✅︎
   * - :code:`DeepseekForCausalLM`
     - DeepSeek
     - :code:`deepseek-ai/deepseek-llm-67b-base`, :code:`deepseek-ai/deepseek-llm-7b-chat` etc.
     - 
+    - ✅︎
   * - :code:`DeepseekV2ForCausalLM`
     - DeepSeek-V2
     - :code:`deepseek-ai/DeepSeek-V2`, :code:`deepseek-ai/DeepSeek-V2-Chat` etc.
     - 
+    - ✅︎
   * - :code:`ExaoneForCausalLM`
     - EXAONE-3
     - :code:`LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`FalconForCausalLM`
     - Falcon
     - :code:`tiiuae/falcon-7b`, :code:`tiiuae/falcon-40b`, :code:`tiiuae/falcon-rw-7b`, etc.
     -
+    - ✅︎
   * - :code:`GemmaForCausalLM`
     - Gemma
     - :code:`google/gemma-2b`, :code:`google/gemma-7b`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`Gemma2ForCausalLM`
     - Gemma2
     - :code:`google/gemma-2-9b`, :code:`google/gemma-2-27b`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`GPT2LMHeadModel`
     - GPT-2
     - :code:`gpt2`, :code:`gpt2-xl`, etc.
     -
+    - ✅︎
   * - :code:`GPTBigCodeForCausalLM`
     - StarCoder, SantaCoder, WizardCoder
     - :code:`bigcode/starcoder`, :code:`bigcode/gpt_bigcode-santacoder`, :code:`WizardLM/WizardCoder-15B-V1.0`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`GPTJForCausalLM`
     - GPT-J
     - :code:`EleutherAI/gpt-j-6b`, :code:`nomic-ai/gpt4all-j`, etc.
     -
+    - ✅︎
   * - :code:`GPTNeoXForCausalLM`
     - 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:`GraniteForCausalLM`
     - PowerLM
     - :code:`ibm/PowerLM-3b` etc.
     - ✅︎
+    - ✅︎
   * - :code:`GraniteMoeForCausalLM`
     - PowerMoE
     - :code:`ibm/PowerMoE-3b` etc.
     - ✅︎
+    - ✅︎
   * - :code:`InternLMForCausalLM`
     - InternLM
     - :code:`internlm/internlm-7b`, :code:`internlm/internlm-chat-7b`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`InternLM2ForCausalLM`
     - InternLM2
     - :code:`internlm/internlm2-7b`, :code:`internlm/internlm2-chat-7b`, etc.
     -
+    - ✅︎
   * - :code:`JAISLMHeadModel`
     - Jais
     - :code:`core42/jais-13b`, :code:`core42/jais-13b-chat`, :code:`core42/jais-30b-v3`, :code:`core42/jais-30b-chat-v3`, etc.
     -
+    - ✅︎
   * - :code:`JambaForCausalLM`
     - Jamba
     - :code:`ai21labs/AI21-Jamba-1.5-Large`, :code:`ai21labs/AI21-Jamba-1.5-Mini`, :code:`ai21labs/Jamba-v0.1`, etc.
     - ✅︎
+    - 
   * - :code:`LlamaForCausalLM`
     - Llama 3.1, Llama 3, Llama 2, LLaMA, Yi
     - :code:`meta-llama/Meta-Llama-3.1-405B-Instruct`, :code:`meta-llama/Meta-Llama-3.1-70B`, :code:`meta-llama/Meta-Llama-3-70B-Instruct`, :code:`meta-llama/Llama-2-70b-hf`, :code:`01-ai/Yi-34B`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`MiniCPMForCausalLM`
     - MiniCPM
     - :code:`openbmb/MiniCPM-2B-sft-bf16`, :code:`openbmb/MiniCPM-2B-dpo-bf16`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`MiniCPM3ForCausalLM`
     - MiniCPM3
     - :code:`openbmb/MiniCPM3-4B`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`MistralForCausalLM`
     - Mistral, Mistral-Instruct
     - :code:`mistralai/Mistral-7B-v0.1`, :code:`mistralai/Mistral-7B-Instruct-v0.1`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`MixtralForCausalLM`
     - Mixtral-8x7B, Mixtral-8x7B-Instruct
     - :code:`mistralai/Mixtral-8x7B-v0.1`, :code:`mistralai/Mixtral-8x7B-Instruct-v0.1`, :code:`mistral-community/Mixtral-8x22B-v0.1`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`MPTForCausalLM`
     - MPT, MPT-Instruct, MPT-Chat, MPT-StoryWriter
     - :code:`mosaicml/mpt-7b`, :code:`mosaicml/mpt-7b-storywriter`, :code:`mosaicml/mpt-30b`, etc.
     -
+    - ✅︎
   * - :code:`NemotronForCausalLM`
     - Nemotron-3, Nemotron-4, Minitron
     - :code:`nvidia/Minitron-8B-Base`, :code:`mgoin/Nemotron-4-340B-Base-hf-FP8`, etc.
     - ✅︎
-  * - :code:`OLMoEForCausalLM`
-    - OLMoE
-    - :code:`allenai/OLMoE-1B-7B-0924`, :code:`allenai/OLMoE-1B-7B-0924-Instruct`, etc.
-    -
+    - ✅︎
   * - :code:`OLMoForCausalLM`
     - OLMo
     - :code:`allenai/OLMo-1B-hf`, :code:`allenai/OLMo-7B-hf`, etc.
     -
+    - ✅︎
+  * - :code:`OLMoEForCausalLM`
+    - OLMoE
+    - :code:`allenai/OLMoE-1B-7B-0924`, :code:`allenai/OLMoE-1B-7B-0924-Instruct`, etc.
+    - ✅︎
+    - ✅︎
   * - :code:`OPTForCausalLM`
     - OPT, OPT-IML
     - :code:`facebook/opt-66b`, :code:`facebook/opt-iml-max-30b`, etc.
     -
+    - ✅︎
   * - :code:`OrionForCausalLM`
     - Orion
     - :code:`OrionStarAI/Orion-14B-Base`, :code:`OrionStarAI/Orion-14B-Chat`, etc.
     -
+    - ✅︎
   * - :code:`PhiForCausalLM`
     - Phi
     - :code:`microsoft/phi-1_5`, :code:`microsoft/phi-2`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`Phi3ForCausalLM`
     - Phi-3
     - :code:`microsoft/Phi-3-mini-4k-instruct`, :code:`microsoft/Phi-3-mini-128k-instruct`, :code:`microsoft/Phi-3-medium-128k-instruct`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`Phi3SmallForCausalLM`
     - Phi-3-Small
     - :code:`microsoft/Phi-3-small-8k-instruct`, :code:`microsoft/Phi-3-small-128k-instruct`, etc.
     -
+    - ✅︎
   * - :code:`PhiMoEForCausalLM`
     - Phi-3.5-MoE
     - :code:`microsoft/Phi-3.5-MoE-instruct`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`PersimmonForCausalLM`
     - Persimmon
     - :code:`adept/persimmon-8b-base`, :code:`adept/persimmon-8b-chat`, etc.
     - 
+    - ✅︎
   * - :code:`QWenLMHeadModel`
     - Qwen
     - :code:`Qwen/Qwen-7B`, :code:`Qwen/Qwen-7B-Chat`, etc.
     -
+    - ✅︎
   * - :code:`Qwen2ForCausalLM`
     - Qwen2
     - :code:`Qwen/Qwen2-beta-7B`, :code:`Qwen/Qwen2-beta-7B-Chat`, etc.
     - ✅︎
+    - ✅︎
   * - :code:`Qwen2MoeForCausalLM`
     - Qwen2MoE
     - :code:`Qwen/Qwen1.5-MoE-A2.7B`, :code:`Qwen/Qwen1.5-MoE-A2.7B-Chat`, etc.
     -
+    - ✅︎
   * - :code:`StableLmForCausalLM`
     - StableLM
     - :code:`stabilityai/stablelm-3b-4e1t`, :code:`stabilityai/stablelm-base-alpha-7b-v2`, etc.
     -
+    - ✅︎
   * - :code:`Starcoder2ForCausalLM`
     - Starcoder2
     - :code:`bigcode/starcoder2-3b`, :code:`bigcode/starcoder2-7b`, :code:`bigcode/starcoder2-15b`, etc.
     -
+    - ✅︎
   * - :code:`SolarForCausalLM`
-    - EXAONE-3
+    - Solar Pro
     - :code:`upstage/solar-pro-preview-instruct`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`XverseForCausalLM`
-    - Xverse
+    - XVERSE
     - :code:`xverse/XVERSE-7B-Chat`, :code:`xverse/XVERSE-13B-Chat`, :code:`xverse/XVERSE-65B-Chat`, etc.
-    -
+    - ✅︎
+    - ✅︎
 
 .. note::
     Currently, the ROCm version of vLLM supports Mistral and Mixtral only for context lengths up to 4096.
@@ -217,94 +265,111 @@ Multimodal Language Models
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 .. list-table::
-  :widths: 25 25 25 25 5
+  :widths: 25 25 25 25 5 5
   :header-rows: 1
 
   * - Architecture
     - Models
     - Modalities
     - Example HuggingFace Models
     - :ref:`LoRA <lora>`
+    - :ref:`PP <distributed_serving>`
   * - :code:`Blip2ForConditionalGeneration`
     - BLIP-2
     - Image\ :sup:`E`
     - :code:`Salesforce/blip2-opt-2.7b`, :code:`Salesforce/blip2-opt-6.7b`, etc.
     -
+    - ✅︎
   * - :code:`ChameleonForConditionalGeneration`
     - Chameleon
     - Image
     - :code:`facebook/chameleon-7b` etc.
     - 
+    - ✅︎
   * - :code:`FuyuForCausalLM`
     - Fuyu
     - Image
     - :code:`adept/fuyu-8b` etc.
     - 
+    - ✅︎
   * - :code:`InternVLChatModel`
     - InternVL2
     - Image\ :sup:`E+`
     - :code:`OpenGVLab/InternVL2-4B`, :code:`OpenGVLab/InternVL2-8B`, etc.
     - 
+    - ✅︎
   * - :code:`LlavaForConditionalGeneration`
     - LLaVA-1.5
     - Image\ :sup:`E+`
     - :code:`llava-hf/llava-1.5-7b-hf`, :code:`llava-hf/llava-1.5-13b-hf`, etc.
     -
+    - ✅︎
   * - :code:`LlavaNextForConditionalGeneration`
     - LLaVA-NeXT
     - Image\ :sup:`E+`
     - :code:`llava-hf/llava-v1.6-mistral-7b-hf`, :code:`llava-hf/llava-v1.6-vicuna-7b-hf`, etc.
     -
+    - ✅︎
   * - :code:`LlavaNextVideoForConditionalGeneration`
     - LLaVA-NeXT-Video
     - Video
     - :code:`llava-hf/LLaVA-NeXT-Video-7B-hf`, etc.
     -
+    - ✅︎
   * - :code:`LlavaOnevisionForConditionalGeneration`
     - LLaVA-Onevision
     - Image\ :sup:`+` / Video
     - :code:`llava-hf/llava-onevision-qwen2-7b-ov-hf`, :code:`llava-hf/llava-onevision-qwen2-0.5b-ov-hf`, etc.
     -
+    - ✅︎
   * - :code:`MiniCPMV`
     - MiniCPM-V
     - Image\ :sup:`+`
     - :code:`openbmb/MiniCPM-V-2` (see note), :code:`openbmb/MiniCPM-Llama3-V-2_5`, :code:`openbmb/MiniCPM-V-2_6`, etc.
-    -
+    - ✅︎
+    - ✅︎
   * - :code:`MllamaForConditionalGeneration`
     - Llama 3.2
     - Image
     - :code:`meta-llama/Llama-3.2-90B-Vision-Instruct`, :code:`meta-llama/Llama-3.2-11B-Vision`, etc.
     -
+    - 
   * - :code:`PaliGemmaForConditionalGeneration`
     - PaliGemma
     - Image\ :sup:`E`
     - :code:`google/paligemma-3b-pt-224`, :code:`google/paligemma-3b-mix-224`, etc.
     - 
+    - ✅︎
   * - :code:`Phi3VForCausalLM`
     - Phi-3-Vision, Phi-3.5-Vision
     - Image\ :sup:`E+`
     - :code:`microsoft/Phi-3-vision-128k-instruct`, :code:`microsoft/Phi-3.5-vision-instruct` etc.
     -
+    - ✅︎
   * - :code:`PixtralForConditionalGeneration`
     - Pixtral
     - Image\ :sup:`+`
     - :code:`mistralai/Pixtral-12B-2409`
     -
+    - ✅︎
   * - :code:`QWenLMHeadModel`
     - Qwen-VL
     - Image\ :sup:`E+`
     - :code:`Qwen/Qwen-VL`, :code:`Qwen/Qwen-VL-Chat`, etc.
     -
+    - ✅︎
   * - :code:`Qwen2VLForConditionalGeneration`
     - Qwen2-VL
     - Image\ :sup:`E+` / Video\ :sup:`+`
     - :code:`Qwen/Qwen2-VL-2B-Instruct`, :code:`Qwen/Qwen2-VL-7B-Instruct`, :code:`Qwen/Qwen2-VL-72B-Instruct`, etc.
     -
+    - ✅︎
   * - :code:`UltravoxModel`
     - Ultravox
     - Audio\ :sup:`E+`
     - :code:`fixie-ai/ultravox-v0_3`
     -
+    - ✅︎
 
 | :sup:`E` Pre-computed embeddings can be inputted for this modality.
 | :sup:`+` Multiple items can be inputted per text prompt for this modality.

requirements-test.txt

@@ -10,8 +10,8 @@ pytest-shard
 awscli
 einops # required for MPT, qwen-vl and Mamba
 httpx
-librosa # required for audio test
-opencv-python # required for video test
+librosa # required for audio tests
+opencv-python # required for video tests
 peft
 requests
 ray[adag]==2.35