Compare commits
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
d3ee3236c0 | ||
|
|
0781e93054 | ||
|
|
251e807012 | ||
|
|
29346769ed | ||
|
|
1420091588 | ||
|
|
d46adeaee9 | ||
|
|
5c0dca44bd | ||
|
|
cc301ac123 | ||
|
|
2ac6a0108f |
+1
-1
@@ -12,7 +12,7 @@ RUN --mount=type=cache,target=/root/.cache/pip \
|
||||
python3 -m pip install --upgrade -r /requirements.txt
|
||||
|
||||
# Install vLLM (switching back to pip installs since issues that required building fork are fixed and space optimization is not as important since caching) and FlashInfer
|
||||
RUN python3 -m pip install vllm==0.5.5 && \
|
||||
RUN python3 -m pip install vllm==0.6.2 && \
|
||||
python3 -m pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.3
|
||||
|
||||
# Setup for Option 2: Building the Image with the Model included
|
||||
|
||||
@@ -18,9 +18,9 @@ Deploy OpenAI-Compatible Blazing-Fast LLM Endpoints powered by the [vLLM](https:
|
||||
### 1. UI for Deploying vLLM Worker on RunPod console:
|
||||

|
||||
|
||||
### 2. Worker vLLM `v1.3.1` with vLLM `0.5.5` now available under `stable` tags
|
||||
### 2. Worker vLLM `v1.5.0` with vLLM `0.6.2` now available under `stable` tags
|
||||
|
||||
Update v1.3.1 is now available, use the image tag `runpod/worker-v1-vllm:v1.3.1stable-cuda12.1.0`.
|
||||
Update v1.5.0 is now available, use the image tag `runpod/worker-v1-vllm:v1.5.0stable-cuda12.1.0`.
|
||||
|
||||
### 3. OpenAI-Compatible [Embedding Worker](https://github.com/runpod-workers/worker-infinity-embedding) Released
|
||||
Deploy your own OpenAI-compatible Serverless Endpoint on RunPod with multiple embedding models and fast inference for RAG and more!
|
||||
@@ -82,7 +82,7 @@ Below is a summary of the available RunPod Worker images, categorized by image s
|
||||
|
||||
| CUDA Version | Stable Image Tag | Development Image Tag | Note |
|
||||
|--------------|-----------------------------------|-----------------------------------|----------------------------------------------------------------------|
|
||||
| 12.1.0 | `runpod/worker-v1-vllm:v1.3.1stable-cuda12.1.0` | `runpod/worker-v1-vllm:v1.3.1dev-cuda12.1.0` | When creating an Endpoint, select CUDA Version 12.3, 12.2 and 12.1 in the filter. |
|
||||
| 12.1.0 | `runpod/worker-v1-vllm:v15.0stable-cuda12.1.0` | `runpod/worker-v1-vllm:v1.5.0dev-cuda12.1.0` | When creating an Endpoint, select CUDA Version 12.3, 12.2 and 12.1 in the filter. |
|
||||
|
||||
|
||||
|
||||
|
||||
@@ -1,10 +1,11 @@
|
||||
ray
|
||||
pandas
|
||||
pyarrow
|
||||
runpod==1.7.0
|
||||
runpod==1.7.1
|
||||
huggingface-hub
|
||||
packaging
|
||||
typing-extensions==4.7.1
|
||||
pydantic
|
||||
pydantic-settings
|
||||
hf-transfer
|
||||
transformers
|
||||
+8
-5
@@ -11,6 +11,7 @@ from vllm import AsyncLLMEngine
|
||||
from vllm.entrypoints.openai.serving_chat import OpenAIServingChat
|
||||
from vllm.entrypoints.openai.serving_completion import OpenAIServingCompletion
|
||||
from vllm.entrypoints.openai.protocol import ChatCompletionRequest, CompletionRequest, ErrorResponse
|
||||
from vllm.entrypoints.openai.serving_engine import BaseModelPath
|
||||
|
||||
from utils import DummyRequest, JobInput, BatchSize, create_error_response
|
||||
from constants import DEFAULT_MAX_CONCURRENCY, DEFAULT_BATCH_SIZE, DEFAULT_BATCH_SIZE_GROWTH_FACTOR, DEFAULT_MIN_BATCH_SIZE
|
||||
@@ -124,11 +125,13 @@ class OpenAIvLLMEngine(vLLMEngine):
|
||||
|
||||
async def _initialize_engines(self):
|
||||
self.model_config = await self.llm.get_model_config()
|
||||
|
||||
self.base_model_paths = [
|
||||
BaseModelPath(name=self.engine_args.model, model_path=self.engine_args.model)
|
||||
]
|
||||
self.chat_engine = OpenAIServingChat(
|
||||
async_engine_client=self.llm,
|
||||
engine_client=self.llm,
|
||||
model_config=self.model_config,
|
||||
served_model_names=[self.served_model_name],
|
||||
base_model_paths=self.base_model_paths,
|
||||
response_role=self.response_role,
|
||||
chat_template=self.tokenizer.tokenizer.chat_template,
|
||||
lora_modules=None,
|
||||
@@ -136,9 +139,9 @@ class OpenAIvLLMEngine(vLLMEngine):
|
||||
request_logger=None
|
||||
)
|
||||
self.completion_engine = OpenAIServingCompletion(
|
||||
async_engine_client=self.llm,
|
||||
engine_client=self.llm,
|
||||
model_config=self.model_config,
|
||||
served_model_names=[self.served_model_name],
|
||||
base_model_paths=self.base_model_paths,
|
||||
lora_modules=[],
|
||||
prompt_adapters=None,
|
||||
request_logger=None
|
||||
|
||||
@@ -3,6 +3,7 @@ import logging
|
||||
from http import HTTPStatus
|
||||
from functools import wraps
|
||||
from time import time
|
||||
from vllm.entrypoints.openai.protocol import RequestResponseMetadata
|
||||
|
||||
try:
|
||||
from vllm.utils import random_uuid
|
||||
@@ -47,10 +48,14 @@ class JobInput:
|
||||
self.min_batch_size = int(min_batch_size) if min_batch_size else None
|
||||
self.openai_route = job.get("openai_route")
|
||||
self.openai_input = job.get("openai_input")
|
||||
class DummyState:
|
||||
def __init__(self):
|
||||
self.request_metadata = None
|
||||
|
||||
class DummyRequest:
|
||||
def __init__(self):
|
||||
self.headers = {}
|
||||
self.state = DummyState()
|
||||
async def is_disconnected(self):
|
||||
return False
|
||||
|
||||
|
||||
+120
-104
@@ -1,5 +1,125 @@
|
||||
{
|
||||
"versions": {
|
||||
"0.6.2": {
|
||||
"imageName": "runpod/worker-v1-vllm:v1.5.0stable-cuda12.1.0",
|
||||
"minimumCudaVersion": "12.1",
|
||||
"categories": [
|
||||
{
|
||||
"title": "LLM Settings",
|
||||
"settings": [
|
||||
"TOKENIZER", "TOKENIZER_MODE", "SKIP_TOKENIZER_INIT", "TRUST_REMOTE_CODE",
|
||||
"DOWNLOAD_DIR", "LOAD_FORMAT", "DTYPE", "KV_CACHE_DTYPE", "QUANTIZATION_PARAM_PATH",
|
||||
"MAX_MODEL_LEN", "GUIDED_DECODING_BACKEND", "DISTRIBUTED_EXECUTOR_BACKEND",
|
||||
"WORKER_USE_RAY", "RAY_WORKERS_USE_NSIGHT", "PIPELINE_PARALLEL_SIZE",
|
||||
"TENSOR_PARALLEL_SIZE", "MAX_PARALLEL_LOADING_WORKERS", "ENABLE_PREFIX_CACHING",
|
||||
"DISABLE_SLIDING_WINDOW", "USE_V2_BLOCK_MANAGER", "NUM_LOOKAHEAD_SLOTS",
|
||||
"SEED", "NUM_GPU_BLOCKS_OVERRIDE", "MAX_NUM_BATCHED_TOKENS", "MAX_NUM_SEQS",
|
||||
"MAX_LOGPROBS", "DISABLE_LOG_STATS", "QUANTIZATION", "ROPE_SCALING", "ROPE_THETA",
|
||||
"TOKENIZER_POOL_SIZE", "TOKENIZER_POOL_TYPE", "TOKENIZER_POOL_EXTRA_CONFIG",
|
||||
"ENABLE_LORA", "MAX_LORAS", "MAX_LORA_RANK", "LORA_EXTRA_VOCAB_SIZE",
|
||||
"LORA_DTYPE", "LONG_LORA_SCALING_FACTORS", "MAX_CPU_LORAS", "FULLY_SHARDED_LORAS",
|
||||
"DEVICE", "SCHEDULER_DELAY_FACTOR", "ENABLE_CHUNKED_PREFILL", "SPECULATIVE_MODEL",
|
||||
"NUM_SPECULATIVE_TOKENS", "SPECULATIVE_DRAFT_TENSOR_PARALLEL_SIZE",
|
||||
"SPECULATIVE_MAX_MODEL_LEN", "SPECULATIVE_DISABLE_BY_BATCH_SIZE",
|
||||
"NGRAM_PROMPT_LOOKUP_MAX", "NGRAM_PROMPT_LOOKUP_MIN", "SPEC_DECODING_ACCEPTANCE_METHOD",
|
||||
"TYPICAL_ACCEPTANCE_SAMPLER_POSTERIOR_THRESHOLD", "TYPICAL_ACCEPTANCE_SAMPLER_POSTERIOR_ALPHA",
|
||||
"MODEL_LOADER_EXTRA_CONFIG", "PREEMPTION_MODE", "PREEMPTION_CHECK_PERIOD",
|
||||
"PREEMPTION_CPU_CAPACITY", "MAX_LOG_LEN", "DISABLE_LOGGING_REQUEST"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Tokenizer Settings",
|
||||
"settings": [
|
||||
"TOKENIZER_NAME", "TOKENIZER_REVISION", "CUSTOM_CHAT_TEMPLATE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "System Settings",
|
||||
"settings": [
|
||||
"GPU_MEMORY_UTILIZATION", "MAX_PARALLEL_LOADING_WORKERS", "BLOCK_SIZE",
|
||||
"SWAP_SPACE", "ENFORCE_EAGER", "MAX_SEQ_LEN_TO_CAPTURE", "DISABLE_CUSTOM_ALL_REDUCE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Streaming Settings",
|
||||
"settings": [
|
||||
"DEFAULT_BATCH_SIZE", "DEFAULT_MIN_BATCH_SIZE", "DEFAULT_BATCH_SIZE_GROWTH_FACTOR"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "OpenAI Settings",
|
||||
"settings": [
|
||||
"RAW_OPENAI_OUTPUT", "OPENAI_RESPONSE_ROLE", "OPENAI_SERVED_MODEL_NAME_OVERRIDE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Serverless Settings",
|
||||
"settings": [
|
||||
"MAX_CONCURRENCY", "DISABLE_LOG_STATS", "DISABLE_LOG_REQUESTS"
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
"0.6.1": {
|
||||
"imageName": "runpod/worker-v1-vllm:v1.4.0stable-cuda12.1.0",
|
||||
"minimumCudaVersion": "12.1",
|
||||
"categories": [
|
||||
{
|
||||
"title": "LLM Settings",
|
||||
"settings": [
|
||||
"TOKENIZER", "TOKENIZER_MODE", "SKIP_TOKENIZER_INIT", "TRUST_REMOTE_CODE",
|
||||
"DOWNLOAD_DIR", "LOAD_FORMAT", "DTYPE", "KV_CACHE_DTYPE", "QUANTIZATION_PARAM_PATH",
|
||||
"MAX_MODEL_LEN", "GUIDED_DECODING_BACKEND", "DISTRIBUTED_EXECUTOR_BACKEND",
|
||||
"WORKER_USE_RAY", "RAY_WORKERS_USE_NSIGHT", "PIPELINE_PARALLEL_SIZE",
|
||||
"TENSOR_PARALLEL_SIZE", "MAX_PARALLEL_LOADING_WORKERS", "ENABLE_PREFIX_CACHING",
|
||||
"DISABLE_SLIDING_WINDOW", "USE_V2_BLOCK_MANAGER", "NUM_LOOKAHEAD_SLOTS",
|
||||
"SEED", "NUM_GPU_BLOCKS_OVERRIDE", "MAX_NUM_BATCHED_TOKENS", "MAX_NUM_SEQS",
|
||||
"MAX_LOGPROBS", "DISABLE_LOG_STATS", "QUANTIZATION", "ROPE_SCALING", "ROPE_THETA",
|
||||
"TOKENIZER_POOL_SIZE", "TOKENIZER_POOL_TYPE", "TOKENIZER_POOL_EXTRA_CONFIG",
|
||||
"ENABLE_LORA", "MAX_LORAS", "MAX_LORA_RANK", "LORA_EXTRA_VOCAB_SIZE",
|
||||
"LORA_DTYPE", "LONG_LORA_SCALING_FACTORS", "MAX_CPU_LORAS", "FULLY_SHARDED_LORAS",
|
||||
"DEVICE", "SCHEDULER_DELAY_FACTOR", "ENABLE_CHUNKED_PREFILL", "SPECULATIVE_MODEL",
|
||||
"NUM_SPECULATIVE_TOKENS", "SPECULATIVE_DRAFT_TENSOR_PARALLEL_SIZE",
|
||||
"SPECULATIVE_MAX_MODEL_LEN", "SPECULATIVE_DISABLE_BY_BATCH_SIZE",
|
||||
"NGRAM_PROMPT_LOOKUP_MAX", "NGRAM_PROMPT_LOOKUP_MIN", "SPEC_DECODING_ACCEPTANCE_METHOD",
|
||||
"TYPICAL_ACCEPTANCE_SAMPLER_POSTERIOR_THRESHOLD", "TYPICAL_ACCEPTANCE_SAMPLER_POSTERIOR_ALPHA",
|
||||
"MODEL_LOADER_EXTRA_CONFIG", "PREEMPTION_MODE", "PREEMPTION_CHECK_PERIOD",
|
||||
"PREEMPTION_CPU_CAPACITY", "MAX_LOG_LEN", "DISABLE_LOGGING_REQUEST"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Tokenizer Settings",
|
||||
"settings": [
|
||||
"TOKENIZER_NAME", "TOKENIZER_REVISION", "CUSTOM_CHAT_TEMPLATE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "System Settings",
|
||||
"settings": [
|
||||
"GPU_MEMORY_UTILIZATION", "MAX_PARALLEL_LOADING_WORKERS", "BLOCK_SIZE",
|
||||
"SWAP_SPACE", "ENFORCE_EAGER", "MAX_SEQ_LEN_TO_CAPTURE", "DISABLE_CUSTOM_ALL_REDUCE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Streaming Settings",
|
||||
"settings": [
|
||||
"DEFAULT_BATCH_SIZE", "DEFAULT_MIN_BATCH_SIZE", "DEFAULT_BATCH_SIZE_GROWTH_FACTOR"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "OpenAI Settings",
|
||||
"settings": [
|
||||
"RAW_OPENAI_OUTPUT", "OPENAI_RESPONSE_ROLE", "OPENAI_SERVED_MODEL_NAME_OVERRIDE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Serverless Settings",
|
||||
"settings": [
|
||||
"MAX_CONCURRENCY", "DISABLE_LOG_STATS", "DISABLE_LOG_REQUESTS"
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
"0.5.5": {
|
||||
"imageName": "runpod/worker-v1-vllm:v1.3.1stable-cuda12.1.0",
|
||||
"minimumCudaVersion": "12.1",
|
||||
@@ -119,110 +239,6 @@
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
"0.5.3": {
|
||||
"imageName": "runpod/worker-v1-vllm:stable-cuda12.1.0",
|
||||
"minimumCudaVersion": "12.1",
|
||||
"categories": [
|
||||
{
|
||||
"title": "LLM Settings",
|
||||
"settings": [
|
||||
"TOKENIZER", "TOKENIZER_MODE", "SKIP_TOKENIZER_INIT", "TRUST_REMOTE_CODE",
|
||||
"DOWNLOAD_DIR", "LOAD_FORMAT", "DTYPE", "KV_CACHE_DTYPE", "QUANTIZATION_PARAM_PATH",
|
||||
"MAX_MODEL_LEN", "GUIDED_DECODING_BACKEND", "DISTRIBUTED_EXECUTOR_BACKEND",
|
||||
"WORKER_USE_RAY", "RAY_WORKERS_USE_NSIGHT", "PIPELINE_PARALLEL_SIZE",
|
||||
"TENSOR_PARALLEL_SIZE", "MAX_PARALLEL_LOADING_WORKERS", "ENABLE_PREFIX_CACHING",
|
||||
"DISABLE_SLIDING_WINDOW", "USE_V2_BLOCK_MANAGER", "NUM_LOOKAHEAD_SLOTS",
|
||||
"SEED", "NUM_GPU_BLOCKS_OVERRIDE", "MAX_NUM_BATCHED_TOKENS", "MAX_NUM_SEQS",
|
||||
"MAX_LOGPROBS", "DISABLE_LOG_STATS", "QUANTIZATION", "ROPE_SCALING", "ROPE_THETA",
|
||||
"TOKENIZER_POOL_SIZE", "TOKENIZER_POOL_TYPE", "TOKENIZER_POOL_EXTRA_CONFIG",
|
||||
"ENABLE_LORA", "MAX_LORAS", "MAX_LORA_RANK", "LORA_EXTRA_VOCAB_SIZE",
|
||||
"LORA_DTYPE", "LONG_LORA_SCALING_FACTORS", "MAX_CPU_LORAS", "FULLY_SHARDED_LORAS",
|
||||
"DEVICE", "SCHEDULER_DELAY_FACTOR", "ENABLE_CHUNKED_PREFILL", "SPECULATIVE_MODEL",
|
||||
"NUM_SPECULATIVE_TOKENS", "SPECULATIVE_DRAFT_TENSOR_PARALLEL_SIZE",
|
||||
"SPECULATIVE_MAX_MODEL_LEN", "SPECULATIVE_DISABLE_BY_BATCH_SIZE",
|
||||
"NGRAM_PROMPT_LOOKUP_MAX", "NGRAM_PROMPT_LOOKUP_MIN", "SPEC_DECODING_ACCEPTANCE_METHOD",
|
||||
"TYPICAL_ACCEPTANCE_SAMPLER_POSTERIOR_THRESHOLD", "TYPICAL_ACCEPTANCE_SAMPLER_POSTERIOR_ALPHA",
|
||||
"MODEL_LOADER_EXTRA_CONFIG", "PREEMPTION_MODE", "PREEMPTION_CHECK_PERIOD",
|
||||
"PREEMPTION_CPU_CAPACITY", "MAX_LOG_LEN", "DISABLE_LOGGING_REQUEST"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Tokenizer Settings",
|
||||
"settings": [
|
||||
"TOKENIZER_NAME", "TOKENIZER_REVISION", "CUSTOM_CHAT_TEMPLATE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "System Settings",
|
||||
"settings": [
|
||||
"GPU_MEMORY_UTILIZATION", "MAX_PARALLEL_LOADING_WORKERS", "BLOCK_SIZE",
|
||||
"SWAP_SPACE", "ENFORCE_EAGER", "MAX_SEQ_LEN_TO_CAPTURE", "DISABLE_CUSTOM_ALL_REDUCE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Streaming Settings",
|
||||
"settings": [
|
||||
"DEFAULT_BATCH_SIZE", "DEFAULT_MIN_BATCH_SIZE", "DEFAULT_BATCH_SIZE_GROWTH_FACTOR"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "OpenAI Settings",
|
||||
"settings": [
|
||||
"RAW_OPENAI_OUTPUT", "OPENAI_RESPONSE_ROLE", "OPENAI_SERVED_MODEL_NAME_OVERRIDE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Serverless Settings",
|
||||
"settings": [
|
||||
"MAX_CONCURRENCY", "DISABLE_LOG_STATS", "DISABLE_LOG_REQUESTS"
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
"0.4.2": {
|
||||
"imageName": "runpod/worker-vllm:stable-cuda12.1.0",
|
||||
"minimumCudaVersion": "12.1",
|
||||
"categories": [
|
||||
{
|
||||
"title": "LLM Settings",
|
||||
"settings": [
|
||||
"MODEL_REVISION", "MAX_MODEL_LEN", "BASE_PATH", "LOAD_FORMAT", "QUANTIZATION",
|
||||
"TRUST_REMOTE_CODE", "SEED", "KV_CACHE_DTYPE", "DTYPE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Tokenizer Settings",
|
||||
"settings": [
|
||||
"TOKENIZER_NAME", "TOKENIZER_REVISION", "CUSTOM_CHAT_TEMPLATE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "System Settings",
|
||||
"settings": [
|
||||
"GPU_MEMORY_UTILIZATION", "MAX_PARALLEL_LOADING_WORKERS", "BLOCK_SIZE",
|
||||
"SWAP_SPACE", "ENFORCE_EAGER", "MAX_SEQ_LEN_TO_CAPTURE", "DISABLE_CUSTOM_ALL_REDUCE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Streaming Settings",
|
||||
"settings": [
|
||||
"DEFAULT_BATCH_SIZE", "DEFAULT_MIN_BATCH_SIZE", "DEFAULT_BATCH_SIZE_GROWTH_FACTOR"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "OpenAI Settings",
|
||||
"settings": [
|
||||
"RAW_OPENAI_OUTPUT", "OPENAI_RESPONSE_ROLE", "OPENAI_SERVED_MODEL_NAME_OVERRIDE"
|
||||
]
|
||||
},
|
||||
{
|
||||
"title": "Serverless Settings",
|
||||
"settings": [
|
||||
"MAX_CONCURRENCY", "DISABLE_LOG_STATS", "DISABLE_LOG_REQUESTS"
|
||||
]
|
||||
}
|
||||
]
|
||||
}
|
||||
},
|
||||
"schema": {
|
||||
|
||||
Reference in New Issue
Block a user