groq-core-workflow-b
Groq Core Workflow B
Overview
Secondary workflow for Groq. Complements the primary inference workflow by focusing on batch processing, model benchmarking, and advanced prompt optimization. Use this skill when you need to evaluate multiple Groq models against the same prompt set, run A/B tests on different prompting strategies, or process large volumes of inference requests within API quota constraints.
Prerequisites
- Completed
groq-install-authsetup - Familiarity with
groq-core-workflow-a - Valid API credentials configured
Instructions
Step 1: Setup
Define your prompt dataset and the set of model variants or parameter configurations you want to test. Structure the evaluation criteria: what constitutes a good response for your use case — accuracy, conciseness, format compliance, or latency. Implement a scoring function or evaluation rubric you can apply consistently across all model outputs.
// Step 1 implementation
Step 2: Process
Submit the prompt batch to each model configuration in turn, respecting rate limits between requests. Collect all responses along with latency and token count metadata. Apply your scoring function to each response and record the results. For high-volume batches, parallelize requests up to your rate limit and implement exponential backoff for any throttled calls.
// Step 2 implementation
Step 3: Complete
Aggregate the evaluation scores and produce a comparison report showing which model or configuration performed best across your prompt set. Commit the winning configuration to your application settings. Archive the full evaluation dataset including prompts, responses, and scores for future regression testing.
// Step 3 implementation
Output
- Completed Core Workflow B execution
- Model comparison report with scores and latency metrics per configuration
- Recommended optimal model and parameter settings for your use case
- Success confirmation or error details
Error Handling
| Aspect | Workflow A | Workflow B |
|---|---|---|
| Use Case | Primary | Secondary |
| Complexity | Medium | Lower |
| Performance | Standard | Optimized |
Examples
Complete Workflow
// Complete workflow example
Error Recovery
// Error handling code
Resources
Next Steps
For common errors, see groq-common-errors.