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[None][fix] Add missing absolute pe in Qwen3-VL Vision Encoder#11065

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jaedeok-nvidia merged 1 commit intoNVIDIA:mainfrom
Nekofish-L:dev-fix-qwen3vl-encoder
Jan 30, 2026
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[None][fix] Add missing absolute pe in Qwen3-VL Vision Encoder#11065
jaedeok-nvidia merged 1 commit intoNVIDIA:mainfrom
Nekofish-L:dev-fix-qwen3vl-encoder

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@Nekofish-L Nekofish-L commented Jan 28, 2026

Description
This PR fixes a bug in the Qwen3VL encoder forward pass where pos_embeds were not being added to the hidden_states after the embedding layer.

Why Unit Tests Failed to Catch This: The current unittests use a randomly initialized model. The pos_embed weights are initialized to zeros or very small values. As a result, adding them doesn't produce a detectable difference in output tensors.
I conducted tests using the full Qwen3-VL-8B-Instruct pre-trained weights. By comparing the output of this implementation against the reference HF transformers output, the results are as follows:

  • before fix (diff):
max abs diff mean abs diff
Context phase 3.625 0.675
Generation phase 1.125 0.135
  • after fix (diff):
max abs diff mean abs diff
Context phase 0.359 0.058
Generation phase 0.25 0.032

Summary by CodeRabbit

  • New Features
    • Enhanced positional embedding computation by introducing interpolated grid-based embeddings alongside existing rotary embeddings, providing more comprehensive spatial conditioning for improved model accuracy.

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@Nekofish-L Nekofish-L requested a review from a team as a code owner January 28, 2026 12:11
@svc-trtllm-gh-bot svc-trtllm-gh-bot added the Community want to contribute PRs initiated from Community label Jan 28, 2026
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coderabbitai bot commented Jan 28, 2026

📝 Walkthrough

Walkthrough

A new positional embedding computation path using fast_pos_embed_interpolate(grid_thw) is added to the forward method. The computed positional embeddings are combined with patch-based hidden states before subsequent processing, complementing the existing rotary positional embeddings.

Changes

Cohort / File(s) Summary
Qwen3VL Model Updates
tensorrt_llm/_torch/models/modeling_qwen3vl.py
Adds interpolated grid-based positional embeddings to hidden states in forward method via fast_pos_embed_interpolate(grid_thw) and combines them with patch embeddings

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

🚥 Pre-merge checks | ✅ 2 | ❌ 1
❌ Failed checks (1 warning)
Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 0.00% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (2 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly specifies the fix being applied: adding missing absolute positional embeddings in the Qwen3-VL Vision Encoder, directly matching the changeset.
Description check ✅ Passed The PR description clearly explains the bug, provides empirical evidence of the fix's effectiveness, and explains why tests failed to catch it.

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@Nekofish-L
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Hi @yechank-nvidia , could you please take a look at this PR?

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Nice catch! Thanks for the PR!

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/bot run

@yechank-nvidia yechank-nvidia added the Multimodal Label for issues & PRs regarding Multimodal related objects label Jan 28, 2026
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PR_Github #33882 [ run ] triggered by Bot. Commit: 25db9c0

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PR_Github #33882 [ run ] completed with state SUCCESS. Commit: 25db9c0
/LLM/main/L0_MergeRequest_PR pipeline #26128 completed with status: 'FAILURE'

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Signed-off-by: Necofish <liuxiangyang@mail.ustc.edu.cn>
@yechank-nvidia yechank-nvidia force-pushed the dev-fix-qwen3vl-encoder branch from 25db9c0 to 0aea0d7 Compare January 29, 2026 03:03
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/bot run

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PR_Github #33954 [ run ] triggered by Bot. Commit: 0aea0d7

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PR_Github #33954 [ run ] completed with state SUCCESS. Commit: 0aea0d7
/LLM/main/L0_MergeRequest_PR pipeline #26190 completed with status: 'FAILURE'

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/bot run

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PR_Github #33985 [ run ] triggered by Bot. Commit: 0aea0d7

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PR_Github #33985 [ run ] completed with state SUCCESS. Commit: 0aea0d7
/LLM/main/L0_MergeRequest_PR pipeline #26217 completed with status: 'FAILURE'

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/bot run

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PR_Github #34137 [ run ] triggered by Bot. Commit: 0aea0d7

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PR_Github #34137 [ run ] completed with state SUCCESS. Commit: 0aea0d7
/LLM/main/L0_MergeRequest_PR pipeline #26337 completed with status: 'SUCCESS'

@jaedeok-nvidia jaedeok-nvidia merged commit 144b617 into NVIDIA:main Jan 30, 2026
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Thanks @Nekofish-L for the fix 👍

@yechank-nvidia This is a fix of qwen3-vl functionality. Would you please help cherry-pick this PR into release/1.2?

cc. @2ez4bz @chang-l

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