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docs: Complete quantized LLM, depth and ColBERT benchmarks - #1574
Adds 124 measurements across Galaxy S20+, S24 and iPhone 17 for LLMs, Depth Estimation and ColBERT models. Remove non-quantized LLM rows and documents memory-related failures and skips.
Unfortunately I didn't have access to the exact same devices as other benchmarks that's why I didn't add the newly added backend/precision variants for existing models.
Introduces a breaking change?
Yes
No
Type of change
Bug fix (change which fixes an issue)
New feature (change which adds functionality)
Documentation update (improves or adds clarity to existing documentation)
Other (chores, tests, code style improvements etc.)
Peak memory looks under-counted on GPU backends: MLX LFM2.5-VL-1.6B shows 216 MB for a 2.8 GB model, and Gemma4 E2B Vulkan shows 327 MB on S20+ vs 3667 MB on S24. Please add a caveat. The "2.4 to 3.5 GB" sentence is also outdated now (S20+ Qwen3 4B peaks at 4122 MB).
I'm thinking if we should change the navbar below. Some important sections like benchmarks, API references etc. are not visible rn. Maybe they should be collapsed by default and there should be an arrow for expanding them, WDYT?
I'm thinking if we should change the navbar below. Some important sections like benchmarks, API references etc. are not visible rn. Maybe they should be collapsed by default and there should be an arrow for expanding them, WDYT?
Not sure this is a problem. I'd rather show the list of tasks we support than things like api ref or the advanced part with core api. I agree, we could move benchmarks above extensions so they are more exposed.
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documentationImprovements or additions to documentation
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Description
Adds 124 measurements across Galaxy S20+, S24 and iPhone 17 for LLMs, Depth Estimation and ColBERT models. Remove non-quantized LLM rows and documents memory-related failures and skips.
Unfortunately I didn't have access to the exact same devices as other benchmarks that's why I didn't add the newly added backend/precision variants for existing models.
Introduces a breaking change?
Type of change
Tested on
Testing instructions
N/A
Screenshots
Related issues
Closes #1570
Checklist
Additional notes