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[DOCS] Restore LLM benchmarking guide (Fixes #2031) #4234

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[DOCS] Restore LLM benchmarking guide (Fixes #2031) #4234

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8738150
docs: Restore LLM benchmarking guide with updated deployment methods
AsadShahid04 Nov 7, 2025
734a309
Fix broken links in benchmarking guide README
AsadShahid04 Nov 12, 2025
1dbe6bd
docs: Address review comments - use Qwen/Qwen3-0.6B model and reword …
AsadShahid04 Nov 13, 2025
2e65deb
docs: Add note that benchmarking workflow works with all backends
AsadShahid04 Nov 13, 2025
580aba7
Merge branch 'main' into docs/restore-llm-benchmarking-guide
AsadShahid04 Nov 19, 2025
4a6e60b
fix: correct broken link to metrics documentation
AsadShahid04 Nov 19, 2025
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11 changes: 11 additions & 0 deletions benchmarks/README.md
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Expand Up @@ -69,6 +69,17 @@ This directory also includes lightweight tools for:

Detailed information is provided in the `prefix_data_generator` directory.

## Benchmarking Tools

This directory contains several benchmarking tools for different use cases:

- **[General Benchmarking Framework](utils/)** - Python-based wrapper around AIPerf for benchmarking any HTTP endpoints (see [complete guide](../docs/benchmarks/benchmarking.md))
- **[LLM Benchmarking Scripts](llm/)** - Specialized scripts (`perf.sh` and `plot_pareto.py`) for detailed LLM performance analysis and Pareto frontier visualization
- **[Router Benchmarking](router/)** - Scripts for benchmarking Dynamo router with prefix caching
- **[Profiler Tools](profiler/)** - Performance profiling utilities for SLA-driven deployments

## Comprehensive Guide

For detailed documentation, configuration options, and advanced usage, see the [complete benchmarking guide](../docs/benchmarks/benchmarking.md).

For LLM-specific benchmarking with Pareto plots, see the [LLM Benchmarking Guide](llm/README.md).
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