DeepInfer

DeepInfer

DeepSeek
+
+

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About

DeepInfer is an open-source inference framework for running DeepSeek language models on Linux systems with supported NVIDIA or Huawei Ascend accelerators. It provides offline inference and runtime components for model execution, optimized kernels, distributed parallelism, asynchronous batch scheduling, speculative decoding, deterministic generation, and structured outputs such as JSON Schema, regular expressions, and EBNF formats. The project documents DeepSeek-V4.1-Flash support and includes build instructions, configuration guidance, examples, and evaluation tools. It is intended for developers and infrastructure teams building or evaluating self-managed inference deployments. Its repository notes that production services may require additional KV-cache, prefill/decode disaggregation, and load-balancing components not included in this release.

About

vLLM is a high-performance library designed to facilitate efficient inference and serving of Large Language Models (LLMs). Originally developed in the Sky Computing Lab at UC Berkeley, vLLM has evolved into a community-driven project with contributions from both academia and industry. It offers state-of-the-art serving throughput by efficiently managing attention key and value memory through its PagedAttention mechanism. It supports continuous batching of incoming requests and utilizes optimized CUDA kernels, including integration with FlashAttention and FlashInfer, to enhance model execution speed. Additionally, vLLM provides quantization support for GPTQ, AWQ, INT4, INT8, and FP8, as well as speculative decoding capabilities. Users benefit from seamless integration with popular Hugging Face models, support for various decoding algorithms such as parallel sampling and beam search, and compatibility with NVIDIA GPUs, AMD CPUs and GPUs, Intel CPUs, and more.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Supported
Cloud Not Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and infrastructure teams deploying or evaluating DeepSeek model inference on supported accelerator hardware.

Audience

AI infrastructure engineers looking for a solution to optimize the deployment and serving of large-scale language models in production environments

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

DeepSeek
Founded: 2023
China
github.com/deepseek-ai/DeepInfer

Company Information

vLLM
United States
vllm.ai

Alternatives

Alternatives

DeepInfer

DeepInfer

DeepSeek
DeepSeek-V2

DeepSeek-V2

DeepSeek
ModelArk

ModelArk

ByteDance

Categories

AI Inference Supported

Categories

AI Inference Supported

Integrations

Database Mart Not Supported
Docker Not Supported
DocsGPT Not Supported
Hugging Face Not Supported
KServe Not Supported
Kubernetes Not Supported
Muse Spark Open Not Supported
NGINX Not Supported
NVIDIA DRIVE Not Supported
Nemotron 3.5 Bolt Not Supported
Nemotron 3.5 Super VL Not Supported
OpenAI Not Supported
PyTorch Not Supported
Thunder Compute Not Supported
omp Not Supported

Integrations

Database Mart Supported
Docker Supported
DocsGPT Supported
Hugging Face Supported
KServe Supported
Kubernetes Supported
Muse Spark Open Supported
NGINX Supported
NVIDIA DRIVE Supported
Nemotron 3.5 Bolt Supported
Nemotron 3.5 Super VL Supported
OpenAI Supported
PyTorch Supported
Thunder Compute Supported
omp Supported
Claim DeepInfer and update features and information
Claim DeepInfer and update features and information
Claim vLLM and update features and information
Claim vLLM and update features and information