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[feat] Add benchmark results in README #3348

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[doc] Add Performance Benchmarks section to README
alberttorosyan Jun 25, 2025
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[doc] Add performance charts
alberttorosyan Jun 25, 2025
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[doc] Adjust images size and alignment
alberttorosyan Jun 25, 2025
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31 changes: 31 additions & 0 deletions README.md
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Expand Up @@ -334,6 +334,37 @@ See the docs on how to [set up the remote server](https://aimstack.readthedocs.i

Read the full documentation on [aimstack.readthedocs.io](https://aimstack.readthedocs.io) 📖

# 🚀 Performance Benchmarks

We continuously track and optimize Aim’s performance through automated benchmarks across different repo sizes.
Below are selected results from recent runs.

## Querying Metrics from Filtered Runs

Chart demonstrating metric queries performance with runs filter applied.
Query times remain consistent across varying metric counts, with fast filtering.

<div align="center">
<img src="https://github.com/user-attachments/assets/c15c57cc-4f53-4190-b0de-4eeef55368c4" width="400" />
</div>

## Querying Metrics from All Runs

Heatmap showing average query times for retrieving selected metric across different numbers of runs and metrics.
Performance remains under 1s for typical workloads and scales linearly beyond.
<div align="center">
<img src="https://github.com/user-attachments/assets/2e5cdef9-7c31-4728-968e-8c7a3699052e" width="400" />
</div>

## Run Selection Performance

Line chart showing how average run selection time changes for different repository sizes.
All query types (selecting 50%, 10%, and 1% of runs) scale linearly, with sub-second response times up to 1K runs.
<div align="center">
<img src="https://github.com/user-attachments/assets/04e3133e-cdcf-4855-81e1-74f1ee03a3f3" width="400" />
</div>


# 🆚 Comparisons to familiar tools

<details>
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