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ease
features
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support

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Description

DeepInfer serves as an open-source framework designed for executing DeepSeek language models on Linux platforms that utilize compatible NVIDIA or Huawei Ascend accelerators. It encompasses a variety of features aimed at facilitating offline inference and efficient model execution, including optimized kernels, distributed parallelism, asynchronous batch scheduling, speculative decoding, and the generation of structured outputs in formats like JSON Schema, regular expressions, and EBNF. The project documentation covers support for DeepSeek-V4.1-Flash along with comprehensive guidance on building, configuring, and utilizing examples and evaluation tools. Aimed at developers and infrastructure teams, it assists in constructing or assessing self-managed inference deployments. Additionally, the repository highlights that for production services, there may be a need for supplementary components such as KV-cache, prefill/decode disaggregation, and load-balancing mechanisms that are not part of this particular release, ensuring users are aware of potential additional requirements as they implement the framework. Overall, DeepInfer is designed to optimize the deployment of language models in various contexts, addressing both fundamental and advanced operational needs.

Description

Scalattice serves as a managed inference API and a distributed GPU network, catering to developers utilizing open models as well as GPU owners who offer computational power. Developers can make chat-completion and image-generation requests using endpoints that are compatible with OpenAI, while also selecting models from a catalog and managing aspects like API keys, credits, usage, model access, and regional policies via Scalattice Cloud or its command-line interface. The requests are processed on the machines of GPU providers, who are compensated based on tracked usage through the service. GPU providers are required to install the Scalattice agent on compatible machines running Windows, Linux, or Apple Silicon macOS, allowing them to set their availability and oversee job progress and earnings. This service is designed for a diverse audience, including application developers, AI innovators, and GPU operators looking to access hosted inference capabilities or to contribute their computational resources. Additionally, the availability of models and their pricing is determined by the existing catalog and the capacity that is currently available for use. Scalattice ultimately aims to bridge the gap between developers and GPU providers, enhancing the efficiency of AI model deployment.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

No images available

Integrations

Model Context Protocol (MCP) No 
OpenAI No 

Integrations

Model Context Protocol (MCP) Yes 
OpenAI Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Pricing Details

Inference uses per-token pricing for text models and per-image pricing for image generation. Customers can add prepaid credits; GPU operators earn payouts for completed workloads. Rates and model availability vary by catalog entry and capacity.
Free Trial No 
Free Version No 

Deployment

Web-Based No 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux Yes 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

DeepSeek

Founded

2023

Country

China

Website

github.com/deepseek-ai/DeepInfer

Vendor Details

Company Name

Robottik

Founded

2026

Country

United Kingdom

Website

scalattice.com

Product Features

Product Features

Alternatives

Alternatives

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