---
id: pr-tensorrt-llm-13714
repo: NVIDIA/TensorRT-LLM
pr: 13714
title: '[None][docs] add GVR Top-K technical blog'
author: longcheng-nv
date: '2026-05-03'
url: https://github.com/NVIDIA/TensorRT-LLM/pull/13714
source_category: upstream-code
architectures:
- sm100
tags:
- blackwell
- sm100
techniques: []
hardware_features:
- blackwell
kernel_types: []
languages: []
captured_at: '2026-05-16'
status: merged
merge_sha: 9dce3fc08417622e40c26418e1b4fe2711bd5e16
inclusion_reason: Search-matched CUDA kernel optimization PR; materialize diff/source before synthesis.
changed_paths:
- docs/source/blogs/media/tech_blog21_algorithm_flow.png
- docs/source/blogs/media/tech_blog21_dispatch_logic.png
- docs/source/blogs/media/tech_blog21_e2e_tept8_osl1k_bar.png
- docs/source/blogs/media/tech_blog21_hit_ratio.png
- docs/source/blogs/media/tech_blog21_indexer_topk.png
- docs/source/blogs/media/tech_blog21_phase4_detail.png
- docs/source/blogs/media/tech_blog21_real_data_bars.png
- docs/source/blogs/media/tech_blog21_secant_method.png
- docs/source/blogs/media/tech_blog21_synthetic_scaling.png
- docs/source/blogs/media/tech_blog21_temporal_correlation_diagram.png
- docs/source/blogs/media/tech_blog21_topk_dispatch_flowchart.png
- docs/source/blogs/tech_blog/blog15_Optimizing_DeepSeek_V32_on_NVIDIA_Blackwell_GPUs.md
- docs/source/blogs/tech_blog/blog21_Temporal_Correlation_Meets_Sparse_Attention.md
- docs/source/features/sparse-attention.md
- tensorrt_llm/llmapi/llm_args.py
artifact_dir: evidence/pull-bundles/tensorrt-llm/gh-13714
head_ref_oid: c839365499af9e43cb442340d97d1d8d5f2b3a96
---
# [None][docs] add GVR Top-K technical blog

- Repository: `NVIDIA/TensorRT-LLM`
- PR: [13714](https://github.com/NVIDIA/TensorRT-LLM/pull/13714)
- Decision: `Search-matched CUDA kernel optimization PR; materialize diff/source before synthesis.`
- Reason: Search-matched CUDA kernel optimization PR; materialize diff/source before synthesis.

## Changed Paths

- `docs/source/blogs/media/tech_blog21_algorithm_flow.png`
- `docs/source/blogs/media/tech_blog21_dispatch_logic.png`
- `docs/source/blogs/media/tech_blog21_e2e_tept8_osl1k_bar.png`
- `docs/source/blogs/media/tech_blog21_hit_ratio.png`
- `docs/source/blogs/media/tech_blog21_indexer_topk.png`
- `docs/source/blogs/media/tech_blog21_phase4_detail.png`
- `docs/source/blogs/media/tech_blog21_real_data_bars.png`
- `docs/source/blogs/media/tech_blog21_secant_method.png`
- `docs/source/blogs/media/tech_blog21_synthetic_scaling.png`
- `docs/source/blogs/media/tech_blog21_temporal_correlation_diagram.png`
- `docs/source/blogs/media/tech_blog21_topk_dispatch_flowchart.png`
- `docs/source/blogs/tech_blog/blog15_Optimizing_DeepSeek_V32_on_NVIDIA_Blackwell_GPUs.md`
- `docs/source/blogs/tech_blog/blog21_Temporal_Correlation_Meets_Sparse_Attention.md`
- `docs/source/features/sparse-attention.md`
- `tensorrt_llm/llmapi/llm_args.py`

## Evidence Bundle

`evidence/pull-bundles/tensorrt-llm/gh-13714`
