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What is Xinference?

Xinference acts as a robust AI inference platform designed specifically for businesses looking to leverage open models without the complexities of establishing their own serving infrastructure. Organizations can initially explore more than 300 open models through the Model API, all accessible via a single OpenAI-compatible endpoint situated in Australia. Switching from a current service provider is incredibly simple, requiring just two lines of code to implement. As the need for resources grows, workloads can be seamlessly transitioned to Dedicated Inference on specified GPUs or even set up privately within the client’s own cloud or data center. Each deployment comes with a centralized control panel that includes per-request logging, real-time TTFT and TPOT monitoring, role-based access controls, audit trails, and single sign-on functionality. Importantly, Xinference places a high emphasis on user privacy by not training on or storing customer data by default, ensuring that sensitive information remains secure. The platform is commonly applied in diverse areas such as enterprise retrieval-augmented generation (RAG), virtual customer service agents, intelligent automation, function invocation, coding assistance, document extraction, as well as speech and image generation. Moreover, Xinference's adaptable architecture enables businesses to refine and expand their AI capabilities as their requirements change, making it a future-proof solution for evolving industries. This adaptability ensures that organizations remain competitive and can swiftly respond to market demands.

What is DeepInfer?

DeepInfer is an open-source framework tailored for running DeepSeek language models on Linux systems equipped with compatible NVIDIA or Huawei Ascend accelerators. It boasts a range of features intended to streamline offline inference and enhance model performance, such as optimized kernels, distributed parallelism, asynchronous batch scheduling, speculative decoding, and the creation of structured outputs in formats including JSON Schema, regular expressions, and EBNF. The documentation for the project includes support details for DeepSeek-V4.1-Flash, along with thorough instructions for building, configuring, and utilizing various examples and evaluation tools. Targeted at developers and infrastructure teams, it aids in the development or evaluation of self-managed inference deployments. Furthermore, the repository emphasizes that for production environments, additional components like KV-cache, prefill/decode disaggregation, and load-balancing mechanisms may be necessary, making users conscious of possible extra requirements as they implement the framework. In summary, DeepInfer not only optimizes the deployment of language models across diverse applications but also caters to both essential and sophisticated operational needs, making it a versatile tool for developers. This framework ultimately encourages innovation in language processing and model deployment strategies.

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Integrations Supported

Additional information not provided

Integrations Supported

Additional information not provided

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided
Free Version

Supported Platforms

SaaS
On-Prem

Supported Platforms

On-Prem
Linux

Customer Service / Support

Not specified

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Xinference

Date Founded

2026

Company Location

Australia

Company Website

xinference.co

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

github.com/deepseek-ai/DeepInfer

Categories and Features

AI Inference

Not specified

Categories and Features

AI Inference

Not specified

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