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on Slurm clusters using vLLM." authors = ["Marshall Wang "] license = "MIT license" @@ -11,7 +11,7 @@ python = "^3.10" requests = "^2.31.0" click = "^8.1.0" rich = "^13.7.0" -pandas = "^1.15.0" +polars = "^1.15.0" numpy = "^1.24.0" vllm = { version = "^0.6.0", optional = true } vllm-nccl-cu12 = { version = ">=2.18,<2.19", optional = true } diff --git a/vec_inf/launch_server.sh b/vec_inf/launch_server.sh index 54dc939d..6d1fe900 100755 --- a/vec_inf/launch_server.sh +++ b/vec_inf/launch_server.sh @@ -50,7 +50,7 @@ export MODEL_WEIGHTS_PARENT_DIR=$model_weights_parent_dir if [ -n "$max_num_seqs" ]; then export VLLM_MAX_NUM_SEQS=$max_num_seqs -else +else export VLLM_MAX_NUM_SEQS=256 fi @@ -75,7 +75,7 @@ fi mkdir -p $LOG_DIR # Model and entrypoint configuration. API Server URL (host, port) are set automatically based on the -# SLURM job +# SLURM job export SRC_DIR="$(dirname "$0")" export MODEL_DIR="${SRC_DIR}/models/${MODEL_FAMILY}" diff --git a/vec_inf/models/README.md b/vec_inf/models/README.md index 9e5a6761..703263ef 100644 --- a/vec_inf/models/README.md +++ b/vec_inf/models/README.md @@ -1,13 +1,17 @@ # Available Models More profiling metrics coming soon! -## [Cohere for AI: Command R](https://huggingface.co/collections/CohereForAI/c4ai-command-r-plus-660ec4c34f7a69c50ce7f7b9) +## Text Generation Models + +### [Cohere for AI: Command R](https://huggingface.co/collections/CohereForAI/c4ai-command-r-plus-660ec4c34f7a69c50ce7f7b9) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| -|[`c4ai-command-r-plus`](https://huggingface.co/CohereForAI/c4ai-command-r-plus)| 8x a40 (2 nodes, 4 a40/node) | 412 tokens/s | 541 tokens/s | +| [`c4ai-command-r-plus`](https://huggingface.co/CohereForAI/c4ai-command-r-plus) | 8x a40 (2 nodes, 4 a40/node) | 412 tokens/s | 541 tokens/s | +| [`c4ai-command-r-plus-08-2024`](https://huggingface.co/CohereForAI/c4ai-command-r-plus-08-2024) | 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s | +| [`c4ai-command-r-08-2024`](https://huggingface.co/CohereForAI/c4ai-command-r-08-2024) | 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s | -## [Code Llama](https://huggingface.co/collections/meta-llama/code-llama-family-661da32d0a9d678b6f55b933) +### [Code Llama](https://huggingface.co/collections/meta-llama/code-llama-family-661da32d0a9d678b6f55b933) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| @@ -20,13 +24,13 @@ More profiling metrics coming soon! | [`CodeLlama-70b-hf`](https://huggingface.co/meta-llama/CodeLlama-70b-hf) | 4x a40 | - tokens/s | - tokens/s | | [`CodeLlama-70b-Instruct-hf`](https://huggingface.co/meta-llama/CodeLlama-70b-Instruct-hf) | 4x a40 | - tokens/s | - tokens/s | -## [Databricks: DBRX](https://huggingface.co/collections/databricks/dbrx-6601c0852a0cdd3c59f71962) +### [Databricks: DBRX](https://huggingface.co/collections/databricks/dbrx-6601c0852a0cdd3c59f71962) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| -|[`dbrx-instruct`](https://huggingface.co/databricks/dbrx-instruct)| 8x a40 (2 nodes, 4 a40/node) | 107 tokens/s | 904 tokens/s | +| [`dbrx-instruct`](https://huggingface.co/databricks/dbrx-instruct) | 8x a40 (2 nodes, 4 a40/node) | 107 tokens/s | 904 tokens/s | -## [Google: Gemma 2](https://huggingface.co/collections/google/gemma-2-release-667d6600fd5220e7b967f315) +### [Google: Gemma 2](https://huggingface.co/collections/google/gemma-2-release-667d6600fd5220e7b967f315) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| @@ -35,21 +39,7 @@ More profiling metrics coming soon! | [`gemma-2-27b`](https://huggingface.co/google/gemma-2-27b) | 2x a40 | - tokens/s | - tokens/s | | [`gemma-2-27b-it`](https://huggingface.co/google/gemma-2-27b-it) | 2x a40 | - tokens/s | - tokens/s | -## [LLaVa-1.5](https://huggingface.co/collections/llava-hf/llava-15-65f762d5b6941db5c2ba07e0) - -| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | -|:----------:|:----------:|:----------:|:----------:| -|[`llava-1.5-7b-hf`](https://huggingface.co/llava-hf/llava-1.5-7b-hf)| 1x a40 | - tokens/s | - tokens/s | -|[`llava-1.5-13b-hf`](https://huggingface.co/llava-hf/llava-1.5-13b-hf)| 1x a40 | - tokens/s | - tokens/s | - -## [LLaVa-NeXT](https://huggingface.co/collections/llava-hf/llava-next-65f75c4afac77fd37dbbe6cf) - -| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | -|:----------:|:----------:|:----------:|:----------:| -|[`llava-v1.6-mistral-7b-hf`](https://huggingface.co/llava-hf/llava-v1.6-mistral-7b-hf)| 1x a40 | - tokens/s | - tokens/s | -|[`llava-v1.6-34b-hf`](https://huggingface.co/llava-hf/llava-v1.6-34b-hf)| 2x a40 | - tokens/s | - tokens/s | - -## [Meta: Llama 2](https://huggingface.co/collections/meta-llama/llama-2-family-661da1f90a9d678b6f55773b) +### [Meta: Llama 2](https://huggingface.co/collections/meta-llama/llama-2-family-661da1f90a9d678b6f55773b) | Variant | Suggested resource allocation | |:----------:|:----------:| @@ -60,7 +50,7 @@ More profiling metrics coming soon! | [`Llama-2-70b-hf`](https://huggingface.co/meta-llama/Llama-2-70b-hf) | 4x a40 | | [`Llama-2-70b-chat-hf`](https://huggingface.co/meta-llama/Llama-2-70b-chat-hf) | 4x a40 | -## [Meta: Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6) +### [Meta: Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| @@ -69,7 +59,7 @@ More profiling metrics coming soon! | [`Meta-Llama-3-70B`](https://huggingface.co/meta-llama/Meta-Llama-3-70B) | 4x a40 | 81 tokens/s | 618 tokens/s | | [`Meta-Llama-3-70B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct) | 4x a40 | 301 tokens/s | 660 tokens/s | -## [Meta: Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f) +### [Meta: Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| @@ -79,28 +69,135 @@ More profiling metrics coming soon! | [`Meta-Llama-3.1-70B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct) | 4x a40 | - tokens/s | - tokens/s | | [`Meta-Llama-3.1-405B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct) | 32x a40 (8 nodes, 4 a40/node) | - tokens/s | - tokens/s | -## [Mistral AI: Mistral](https://huggingface.co/mistralai) +### [Meta: Llama 3.2](https://huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Llama-3.2-1B`](https://huggingface.co/meta-llama/Llama-3.2-1B) | 1x a40 | - tokens/s | - tokens/s | +| [`Llama-3.2-1B-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Llama-3.2-3B`](https://huggingface.co/meta-llama/Llama-3.2-3B) | 1x a40 | - tokens/s | - tokens/s | +| [`Llama-3.2-3B-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) | 1x a40 | - tokens/s | - tokens/s | + +### [Mistral AI: Mistral](https://huggingface.co/mistralai) | Variant (Mistral) | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| -|[`Mistral-7B-v0.1`](https://huggingface.co/mistralai/Mistral-7B-v0.1)| 1x a40 | - tokens/s | - tokens/s| -|[`Mistral-7B-Instruct-v0.1`](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1)| 1x a40 | - tokens/s | - tokens/s| -|[`Mistral-7B-Instruct-v0.2`](https://huggingface.co/mistralai/Mistral-7B-v0.2)| 1x a40 | - tokens/s | - tokens/s| -|[`Mistral-7B-v0.3`](https://huggingface.co/mistralai/Mistral-7B-v0.3)| 1x a40 | - tokens/s | - tokens/s | -|[`Mistral-7B-Instruct-v0.3`](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3)| 1x a40 | - tokens/s | - tokens/s| -|[`Mistral-Large-Instruct-2407`](https://huggingface.co/mistralai/Mistral-Large-Instruct-2407)| 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s| +| [`Mistral-7B-v0.1`](https://huggingface.co/mistralai/Mistral-7B-v0.1) | 1x a40 | - tokens/s | - tokens/s| +| [`Mistral-7B-Instruct-v0.1`](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1) | 1x a40 | - tokens/s | - tokens/s| +| [`Mistral-7B-Instruct-v0.2`](https://huggingface.co/mistralai/Mistral-7B-v0.2) | 1x a40 | - tokens/s | - tokens/s| +| [`Mistral-7B-v0.3`](https://huggingface.co/mistralai/Mistral-7B-v0.3) | 1x a40 | - tokens/s | - tokens/s | +| [`Mistral-7B-Instruct-v0.3`](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3) | 1x a40 | - tokens/s | - tokens/s| +| [`Mistral-Large-Instruct-2407`](https://huggingface.co/mistralai/Mistral-Large-Instruct-2407) | 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s| +| [`Mistral-Large-Instruct-2411`](https://huggingface.co/mistralai/Mistral-Large-Instruct-2411) | 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s| -## [Mistral AI: Mixtral](https://huggingface.co/mistralai) +### [Mistral AI: Mixtral](https://huggingface.co/mistralai) | Variant (Mixtral) | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| -|[`Mixtral-8x7B-Instruct-v0.1`](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1)| 4x a40 | 222 tokens/s | 1543 tokens/s | -|[`Mixtral-8x22B-v0.1`](https://huggingface.co/mistralai/Mixtral-8x22B-v0.1)| 8x a40 (2 nodes, 4 a40/node) | 145 tokens/s | 827 tokens/s| -|[`Mixtral-8x22B-Instruct-v0.1`](https://huggingface.co/mistralai/Mixtral-8x22B-Instruct-v0.1)| 8x a40 (2 nodes, 4 a40/node) | 95 tokens/s | 803 tokens/s| +| [`Mixtral-8x7B-Instruct-v0.1`](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1) | 4x a40 | 222 tokens/s | 1543 tokens/s | +| [`Mixtral-8x22B-v0.1`](https://huggingface.co/mistralai/Mixtral-8x22B-v0.1) | 8x a40 (2 nodes, 4 a40/node) | 145 tokens/s | 827 tokens/s| +| [`Mixtral-8x22B-Instruct-v0.1`](https://huggingface.co/mistralai/Mixtral-8x22B-Instruct-v0.1) | 8x a40 (2 nodes, 4 a40/node) | 95 tokens/s | 803 tokens/s| -## [Microsoft: Phi 3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3) +### [Microsoft: Phi 3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3) | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | |:----------:|:----------:|:----------:|:----------:| | [`Phi-3-medium-128k-instruct`](https://huggingface.co/microsoft/Phi-3-medium-128k-instruct) | 2x a40 | - tokens/s | - tokens/s | + +### [Aaditya Ura: Llama3-OpenBioLLM](https://huggingface.co/aaditya/Llama3-OpenBioLLM-70B) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Llama3-OpenBioLLM-70B`](https://huggingface.co/aaditya/Llama3-OpenBioLLM-70B) | 4x a40 | - tokens/s | - tokens/s | + +### [Nvidia: Llama-3.1-Nemotron](https://huggingface.co/collections/nvidia/llama-31-nemotron-70b-670e93cd366feea16abc13d8) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Llama-3.1-Nemotron-70B-Instruct-HF`](https://huggingface.co/nvidia/Llama-3.1-Nemotron-70B-Instruct-HF) | 4x a40 | - tokens/s | - tokens/s | + +### [Qwen: Qwen2.5](https://huggingface.co/collections/Qwen/qwen25-66e81a666513e518adb90d9e) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Qwen2.5-0.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-1.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-3B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-3B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-14B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-32B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct) | 2x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-72B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct) | 4x a40 | - tokens/s | - tokens/s | + +### [Qwen: Qwen2.5-Math](https://huggingface.co/collections/Qwen/qwen25-math-66eaa240a1b7d5ee65f1da3e) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Qwen2.5-1.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Math-1.5B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Math-7B-Instruct) | 1x a40 | - tokens/s | - tokens/s | +| [`Qwen2.5-72B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Math-72B-Instruct) | 4x a40 | - tokens/s | - tokens/s | + +### [Qwen: Qwen2.5-Coder](https://huggingface.co/collections/Qwen/qwen25-coder-66eaa22e6f99801bf65b0c2f) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Qwen2.5-Coder-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct) | 1x a40 | - tokens/s | - tokens/s | + +### [Qwen: QwQ](https://huggingface.co/collections/Qwen/qwq-674762b79b75eac01735070a) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`QwQ-32B-Preview`](https://huggingface.co/Qwen/QwQ-32B-Preview) | 2x a40 | - tokens/s | - tokens/s | + +## Vision Language Models + +### [LLaVa-1.5](https://huggingface.co/collections/llava-hf/llava-15-65f762d5b6941db5c2ba07e0) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`llava-1.5-7b-hf`](https://huggingface.co/llava-hf/llava-1.5-7b-hf) | 1x a40 | - tokens/s | - tokens/s | +| [`llava-1.5-13b-hf`](https://huggingface.co/llava-hf/llava-1.5-13b-hf) | 1x a40 | - tokens/s | - tokens/s | + +### [LLaVa-NeXT](https://huggingface.co/collections/llava-hf/llava-next-65f75c4afac77fd37dbbe6cf) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`llava-v1.6-mistral-7b-hf`](https://huggingface.co/llava-hf/llava-v1.6-mistral-7b-hf) | 1x a40 | - tokens/s | - tokens/s | +| [`llava-v1.6-34b-hf`](https://huggingface.co/llava-hf/llava-v1.6-34b-hf) | 2x a40 | - tokens/s | - tokens/s | + +### [Microsoft: Phi 3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| | [`Phi-3-vision-128k-instruct`](https://huggingface.co/microsoft/Phi-3-vision-128k-instruct) | 2x a40 | - tokens/s | - tokens/s | + +### [Meta: Llama 3.2](https://huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Llama-3.2-11B-Vision`](https://huggingface.co/meta-llama/Llama-3.2-1B) | 2x a40 | - tokens/s | - tokens/s | +| [`Llama-3.2-11B-Vision-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct) | 2x a40 | - tokens/s | - tokens/s | +| [`Llama-3.2-90B-Vision`](https://huggingface.co/meta-llama/Llama-3.2-3B) | 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s | +| [`Llama-3.2-90B-Vision-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) | 8x a40 (2 nodes, 4 a40/node) | - tokens/s | - tokens/s | + +**NOTE**: `MllamaForConditionalGeneration` currently doesn't support pipeline parallelsim, to save memory, maximum number of requests is reduced and enforce eager mode is on. + +### [Mistral: Pixtral](https://huggingface.co/mistralai) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Pixtral-12B-2409`](https://huggingface.co/mistralai/Pixtral-12B-2409) | 1x a40 | - tokens/s | - tokens/s | + +## Text Embedding Models + +### [Liang Wang: e5](https://huggingface.co/intfloat) +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`e5-mistral-7b-instruct`](https://huggingface.co/intfloat/e5-mistral-7b-instruct) | 1x a40 | - tokens/s | - tokens/s | + +## Reward Modeling Models + +### [Qwen: Qwen2.5-Math](https://huggingface.co/collections/Qwen/qwen25-math-66eaa240a1b7d5ee65f1da3e) + +| Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput | +|:----------:|:----------:|:----------:|:----------:| +| [`Qwen2.5-Math-RM-72B`](https://huggingface.co/Qwen/Qwen2.5-Math-RM-72B) | 4x a40 | - tokens/s | - tokens/s |