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Llm serving

16 repositories found

vllm-project

vllm-project

vllm-ascend
C++ Rising Star AI analysis

vLLM Ascend Plugin is a community-maintained hardware acceleration plugin for vLLM that enables large language model serving on Huawei Ascend...

Production ready Niche use case
ascend inference llm
2.4k
1.6k
2.3k
61/wk
active
7/10 AI & ML
alibaba

alibaba

rtp-llm
Cuda AI analysis

RTP-LLM is Alibaba's high-performance LLM inference engine designed for production-scale serving of large language models across multiple business...

Production ready Niche use case
gpt inference llama
1.3k
230
162
20/wk
active
8/10 AI & ML
NVIDIA

NVIDIA

TensorRT-LLM
Python AI analysis

TensorRT LLM is an NVIDIA-developed framework that optimizes inference for large language models and visual generation models on NVIDIA GPUs through...

Production ready Niche use case
blackwell cuda llm-serving
14.1k
2.5k
1.5k
70/wk
active
8/10 AI & ML
vllm-project

vllm-project

vllm
Python AI analysis

vLLM is a high-throughput, memory-efficient inference and serving engine for large language models, using PagedAttention and continuous batching to...

Production ready Niche use case
amd blackwell cuda
85.9k
19.2k
5.7k
596/wk +88 yesterday
active
10/10 AI & ML
gpustack

gpustack

gpustack
Python AI analysis

GPUStack is an open-source GPU cluster manager designed for high-performance AI model serving (vLLM, SGLang, TensorRT-LLM) and on-demand GPU instance...

Production ready Niche use case
ascend cuda deepseek
5.3k
567
615
36/wk
active
7/10 AI & ML
GradientHQ

GradientHQ

parallax
Python AI analysis

Parallax is a distributed inference framework that enables decentralized LLM serving across heterogeneous devices using P2P communication and...

Production ready Niche use case
blackwell chatbot decentralized-inference
1.3k
143
21
4/wk
recent
7/10 AI & ML
ovg-project

ovg-project

kvcached
Python AI analysis

kvcached is a KV cache management library for LLM serving and training on shared GPUs, using OS-style virtual memory abstraction to enable elastic,...

Production ready Niche use case
elastic-kvcache gpu-mutiplexing gpu-sharing
1.1k
122
90
3/wk
recent
8/10 AI & ML
skypilot-org

skypilot-org

skypilot
Python AI analysis

SkyPilot is a unified control plane for running, managing, and scaling AI workloads across heterogeneous infrastructure—Kubernetes, Slurm, 20+ cloud...

Production ready Niche use case
cloud-computing cloud-management cost-optimization
10.3k
1.1k
342
26/wk
active
8/10 AI & ML
ray-project

ray-project

ray
Python AI analysis

Ray is a distributed computing framework designed for scaling Python and AI workloads across clusters, cloud providers, and Kubernetes. It excels at...

Production ready
data-science deep-learning deployment
43.2k
7.8k
3.5k
79/wk
active
9/10 AI & ML
liguodongiot

liguodongiot

llm-action
HTML AI analysis

A comprehensive knowledge base and tutorial collection focused on large language model engineering, covering training, inference, compression,...

Beginner friendly Single maintainer Niche use case
llm llm-inference llm-serving
24.7k
2.8k
18
43/wk
recent
7/10 AI & ML
bentoml

bentoml

BentoML
Python AI analysis

BentoML is a Python framework for building and deploying AI model inference APIs with features like dynamic batching, multi-model orchestration, and...

Production ready Beginner friendly
ai-inference deep-learning generative-ai
8.7k
984
178
8/wk
active
8/10 AI & ML
superduper-io

superduper-io

superduper
Python AI analysis

Superduper is an end-to-end framework for building AI applications and agents integrated directly with databases (MongoDB, SQL, Snowflake, Redis). It...

Production ready Niche use case
ai chatbot data
5.3k
542
35
4/wk
slow
7/10 AI & ML
bentoml

bentoml

OpenLLM
Python AI analysis

OpenLLM enables developers to deploy any open-source LLM (Llama, Qwen, DeepSeek, Mistral, etc.) as an OpenAI-compatible API with a single command,...

Production ready Beginner friendly
bentoml fine-tuning llama
12.4k
822
17
8/wk
recent
8/10 AI & ML
thu-pacman

thu-pacman

chitu
Python AI analysis

Chitu is a production-grade inference framework for large language models optimized for efficiency, flexibility, and operational stability. It...

Production ready Niche use case
deepseek gpu llm
3.1k
268
58
2/wk
active
8/10 AI & ML
PaddlePaddle

PaddlePaddle

FastDeploy
Python AI analysis

FastDeploy is a production-grade inference and deployment toolkit specifically designed for large language models (LLMs) and vision language models...

Production ready Niche use case
ernie ernie-45 ernie-45-vl
3.7k
755
696
2/wk
active
7/10 AI & ML
predibase

predibase

lorax
Python AI analysis

LoRAX is a specialized inference server designed to serve thousands of fine-tuned LoRA adapters efficiently on a single GPU, drastically reducing...

Production ready Niche use case
fine-tuning gpt llama
3.8k
324
183
4/wk
slow
8/10 AI & ML