Evaluate Cerebras LLM Inference Performance
Evaluate Cerebras Inference API models like Llama with promptfoo for high-performance LLM inference. Test and compare model outputs.
Why it matters
Benchmark and evaluate the performance of Large Language Models (LLMs) hosted on the Cerebras Inference API. This asset helps ensure your LLM integrations are efficient and reliable.
Outcomes
What it gets done
Integrate with Cerebras Inference API for model evaluation.
Utilize promptfoo for structured prompt testing.
Analyze and compare LLM inference speeds and accuracy.
Debug and optimize LLM performance for production.
Install
Add it to your toolbox
Run in your project directory:
curl -fsSL https://spark.entire.vc/get/pfoo-cerebras | bash Overview
Cerebras
This example shows how to use promptfoo to evaluate models available through the Cerebras Inference API. It focuses on assessing the high-performance inference capabilities of models like Llama and other LLMs. Use this when you need to test and compare the performance of LLM models specifically hosted on the Cerebras Inference API. It's ideal for validating Llama models or other LLMs optimized for Cerebras hardware.
What it does
This example demonstrates how to use the Cerebras provider with promptfoo to evaluate Cerebras Inference API models. It specifically focuses on testing models that offer high-performance inference for Llama and other Large Language Models (LLMs).
When to use - and when NOT to
Use this when you need to evaluate the performance and output quality of LLM models hosted via the Cerebras Inference API. This is particularly relevant if you are working with Llama models or other LLMs that are optimized for high-performance inference on Cerebras hardware.
Do not use this if you are not utilizing the Cerebras Inference API or if you are evaluating models hosted on different platforms.
Inputs and outputs
The primary input is the configuration for promptfoo to interact with the Cerebras Inference API. This includes specifying the models to be evaluated and the prompts to be used. The output consists of the evaluation results, which allow for comparison and analysis of the Cerebras-hosted LLM models' performance and responses.
Integrations
This example is designed to work with promptfoo, an open-source tool for evaluating and testing LLM prompts and models. The Cerebras provider within promptfoo enables integration with the Cerebras Inference API.
Who it's for
This is for developers, AI engineers, and researchers who are using or considering using Cerebras hardware for LLM inference and want to rigorously evaluate the performance of models like Llama. It differs from general LLM evaluation tools by specifically targeting the Cerebras Inference API, allowing for tailored testing of its high-performance capabilities.
Source README
This example demonstrates how to use the Cerebras provider with promptfoo to evaluate Cerebras Inference API models, which offer high-performance inference for Llama and other LLM models.
FAQ
Common questions
Discussion
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