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tensorzero

10,485
723
Rust

Project Description

TensorZero is an open-source stack for industrial-grade LLM applications. It unifies an LLM gateway, observability, optimization, evaluation, and experimentation.

tensorzero: TensorZero is an open-source stack for industrial-grade LLM applications. It unifies an LLM gateway,

Project Title

tensorzero — Industrial-grade LLM Applications Stack

Overview

TensorZero is an open-source stack designed for industrial-grade Large Language Model (LLM) applications, offering a unified gateway, observability, optimization, evaluation, and experimentation. It stands out for its low latency, high throughput, and support for customizability and self-hosting, making it suitable for complex LLM applications in production environments.

Key Features

  • Unified API Gateway for LLM providers with sub-1ms p99 latency
  • Observability tools for storing inferences and feedback
  • Optimization capabilities based on metrics and human feedback
  • Comprehensive evaluation tools for benchmarking inferences and workflows
  • Built-in experimentation features including A/B testing and routing

Use Cases

  • Automating code changelogs at large banks using LLMs
  • Optimizing prompts, models, and inference strategies based on production metrics
  • Benchmarking individual inferences or end-to-end workflows for performance tuning
  • Implementing A/B testing and routing for confident shipping of LLM applications

Advantages

  • Supports low latency and high throughput required for industrial applications
  • Type safety and self-hosting capabilities for greater control and customization
  • Unified LLMOps stack for compounding benefits across different stages of LLM application development

Limitations / Considerations

  • As an open-source project, community support and documentation may vary
  • Customizability requires a certain level of technical expertise to implement effectively
  • The project's complexity might pose a steep learning curve for new users

Similar / Related Projects

  • Hugging Face Transformers: A library of pre-trained models for NLP, differing in focus on model availability rather than the full LLMOps stack.
  • OpenAI SDK: Provides access to LLMs but lacks the unified stack and industrial-grade features offered by TensorZero.

Basic Information


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Project Information

Created on 7/16/2024
Updated on 10/31/2025