EvalsOne

EvalsOne Introduction

EvalsOne is an intuitive yet comprehensive evaluation platform designed to help you effortlessly evaluate your Generative AI Apps. It is a one-stop evaluation toolbox that streamlines the LLMOps workflow, builds confidence, and provides a competitive edge in the AI-driven product market.

Key Features of EvalsOne

One-Stop Evaluation Toolbox

EvalsOne is your all-in-one toolbox for optimizing your application evaluation process. It is like a Swiss Army knife for AI, equipped to tackle any evaluation scenario. Here are some of its key features:

• Crafting LLM Prompts: Suitable for crafting LLM prompts, fine-tuning RAG processes, and evaluating AI agents.
• Automated Evaluation: Choose from rule-based or LLM-based approaches to automate the evaluation process.
• Human Evaluation Integration: Integrate human evaluation seamlessly, leveraging the power of expert judgment.
• Applicability: Applicable to all LLMOps stages from development to production environments.

Streamlining LLMOps Workflow

EvalsOne provides an intuitive process and interface, empowering teams across the AI lifecycle – from developers to researchers and domain experts. Here's how it streamlines the workflow:

• Create Evaluation Runs: Easily create evaluation runs and organize them in levels.
• In-depth Analysis: Quickly iterate and perform in-depth analysis through forked runs.
• Prompt Versioning: Create multiple prompt versions for comparison and optimization.
• Evaluation Reports: Clear and intuitive evaluation reports at your fingertips.

Prepare Eval Samples with Ease

EvalsOne provides multiple ways to prepare evaluation samples, freeing you from tedious tasks and allowing you to focus on more creative work. Here's how it helps:

• Templates: Using templates and create a list of variable values to prepare eval samples.
• Online Evaluation: Run evaluation sample sets from OpenAI Evals online.
• Playground Integration: Quickly run evals by copying and pasting code from the Playground.
• Extend Eval Dataset: Unleash the power of LLM to intelligently extend your eval dataset.

Comprehensive Model Integration

EvalsOne supports generation and evaluation based on models deployed in various cloud and local environments. Here are some of its capabilities:

• Shared Models: Use shared models to get started quickly.
• Private Models: Add your own private models.
• Large Model Providers: Supports mainstream large model providers such as OpenAI, Claude, Gemini, Mistral, etc.
• Cloud-run Containers: Supports cloud-run containers from Azure, Bedrock, Hugging Face, Groq, etc.
• Local Models: Evaluate locally-run models via Ollama or API calls.
• Agent Orchestration Tools: Supports integration of Agent orchestration tools such as Coze, FastGPT, and Dify.

EvalsOne Evaluators

Evaluators are key to effective evaluation. EvalsOne integrates various industry-leading evaluators, ready to use out-of-the-box, and allows for the creation of personalized evaluators. Here's what it offers:

Out-of-the-Box Evaluators

• Preset Evaluators: Provides preset evaluators to meet common evaluation scenarios.
• Custom Evaluators: Create custom evaluators based on templates to meet individual needs.
• Judging Methods: Multiple judging methods such as rating, scoring, pass/fail.
• Reasoning Process: Not only provides judging results but also the reasoning process.

EvalsOne Use Cases

Use Case 1: Accelerating Development Cycles

Developers can use EvalsOne to quickly evaluate and iterate on their AI models, reducing the time taken to go from development to production.

Use Case 2: Enhancing Model Performance

Researchers can leverage EvalsOne to fine-tune their models and improve performance by conducting comprehensive evaluations.

EvalsOne FAQs

Q1: What is EvalsOne?

A1: EvalsOne is an evaluation platform for Generative AI Apps that helps you streamline your LLMOps workflow and optimize your AI-driven products.

Q2: How can EvalsOne help me with my AI model evaluation?

A2: EvalsOne provides a comprehensive set of tools and evaluators to automate and streamline the evaluation process, saving you time and effort.

Q3: Can I integrate EvalsOne with my existing tools?

A3: Yes, EvalsOne supports integration with various cloud and local environments, as well as agent orchestration tools.

Q4: What are the supported judging methods in EvalsOne?

A4: EvalsOne supports multiple judging methods such as rating, scoring, and pass/fail.

Q5: Can I create custom evaluators in EvalsOne?

A5: Yes, EvalsOne allows you to create custom evaluators based on templates to meet your specific needs.

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