Add EarlyTom video token compression for Qwen2.5-VL.#1
Open
zhangj1an wants to merge 2 commits into
Open
Conversation
Port of EarlyTom (arXiv:2605.30010, github.com/viridisGreen/EarlyTom)
from LLaVA-OneVision/SigLIP to vLLM's Qwen2.5-VL, riding the EVS
pruning infrastructure (--video-pruning-rate) so the processor-side
placeholder count contract is preserved exactly.
- In-encoder temporal frame merging (EMA cosine segmentation + frame
mixing) at configurable ViT layers, with full rebuild of cu_seqlens,
window cu_seqlens, rope tables and merger reverse indices
- Attention saliency recomputed from QK^T at the last full-attention
layer (flash-attention safe, query-chunked, TP all-reduced)
- Outer compression: global attention top-k dominant tokens + DPC-KNN
contextual merging for segment-boundary frames; local-window top-k
for static frames; exact-budget allocator + retention mask drives
EVS mrope recomputation
- Inner (FastV-style) LLM compression intentionally not ported: paged
KV cache assumes fixed prompt length
- Enabled via VLLM_EARLYTOM=1 (+ VLLM_EARLYTOM_* hyperparams)
Signed-off-by: Zhang Jian <jianmusings@gmail.com>
Signed-off-by: Zhang Jian <jianmusings@gmail.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Port of EarlyTom (arXiv:2605.30010, github.com/viridisGreen/EarlyTom)
from LLaVA-OneVision/SigLIP to vLLM's Qwen2.5-VL, riding the EVS
pruning infrastructure (--video-pruning-rate) so the processor-side
placeholder count contract is preserved exactly.
PLEASE FILL IN THE PR DESCRIPTION HERE ENSURING ALL CHECKLIST ITEMS (AT THE BOTTOM) HAVE BEEN CONSIDERED.
Purpose
Test Plan
Test Result
Essential Elements of an Effective PR Description Checklist
supported_models.mdandexamplesfor a new model.BEFORE SUBMITTING, PLEASE READ https://docs.vllm.ai/en/latest/contributing (anything written below this line will be removed by GitHub Actions)