DeepInfer vs. ONNX Comparison


DeepInfer DeepSeek	ONNX	+	+
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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 ONNX defines a common set of operators - the building blocks of machine learning and deep learning models - and a common file format to enable AI developers to use models with a variety of frameworks, tools, runtimes, and compilers. Develop in your preferred framework without worrying about downstream inferencing implications. ONNX enables you to use your preferred framework with your chosen inference engine. ONNX makes it easier to access hardware optimizations. Use ONNX-compatible runtimes and libraries designed to maximize performance across hardware. Our active community thrives under our open governance structure, which provides transparency and inclusion. We encourage you to engage and contribute.
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 Individuals wanting an advanced Machine Learning solution
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or 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 ONNX onnx.ai/
Alternatives vLLM	Alternatives ExecuTorch
Wafer	OpenVINO Intel
DeepSeek-V2 DeepSeek	NVIDIA Triton Inference Server NVIDIA
NVIDIA TensorRT NVIDIA	Azure Machine Learning Microsoft
ModelArk ByteDance View All	Qualcomm Cloud AI SDK Qualcomm View All
Categories AI Inference Supported	Categories AI Inference Supported Machine Learning Supported ML Model Deployment Supported

Integrations Azure SQL Edge Not Supported Cirrascale Not Supported Flyte Not Supported Groq Not Supported Higson Not Supported Intel Open Edge Platform Not Supported LaunchX Not Supported Laya AI Not Supported ML.NET Not Supported OpenVINO Not Supported Qualcomm AI Hub Not Supported Qualcomm Cloud AI SDK Not Supported SiMa Not Supported Show More Integrations	Integrations Azure SQL Edge Supported Cirrascale Supported Flyte Supported Groq Supported Higson Supported Intel Open Edge Platform Supported LaunchX Supported Laya AI Supported ML.NET Supported OpenVINO Supported Qualcomm AI Hub Supported Qualcomm Cloud AI SDK Supported SiMa Supported Show More Integrations View All 13 Integrations
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