llama.cpp 发布带来 OpenVINO 更新、Vulkan、GGUF 和 SYCL 改进

作者 PulseAugur 编辑部 · [57 个来源] · 2026-09-16 13:10

llama.cpp 项目发布了多个更新，包括 b11024 版本，该版本更新了 OpenVINO 2026.4 并修复了各种编译器警告。其他近期版本，如 b11022 和 b11020，分别改进了 Vulkan 支持和 DeepSeek 模型的消息分隔符解析。b11019 版本解决了 GGUF 文件对齐和 LoRA 加载问题，而 b11013 解决了 Vulkan 着色器中的缓冲区对齐问题。早期的更新，如 b11017 和 b11016，侧重于 Vulkan 和 SYCL 优化，b11015 包括了 OpenCL 警告的修复。 AI

影响这些对 llama.cpp 的更新增强了其在各种硬件和软件配置下的性能和兼容性，可能提高本地运行大型语言模型的效率。

排序理由该集群包含 llama.cpp 项目的多个发布说明，详细介绍了渐进式的软件更新和错误修复，而不是新产品发布或重大的研究突破。

在 llama.cpp — Releases 阅读 →

AI 生成摘要 · Google Gemini · 来自 57 个来源。我们如何撰写摘要 →

llama.cpp 发布带来 OpenVINO 更新、Vulkan、GGUF 和 SYCL 改进

本文如何被排名

Signal score: 0 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Tool; 该集群包含 llama.cpp 项目的多个发布说明，详细介绍了渐进式的软件更新和错误修复，而不是新产品发布或重大的研究突破。
Source corroboration: 57 independent sources; Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics: product, infra; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: 58 days old; Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.
Coverage growth since scoring: +37 source(s) since last score; New sources have picked up this story since our last re-score. Score will update on the next scoring pass.

完整方法见我们的编辑标准。

报道来源 [57]

llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 19:54

b11081

<details open=""> test-llama-archs : make tensor data stdev configurable and improve help (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29133">#29133</a>) <ul> <li>test-llama-archs : make tensor data stdev configurable</li> </ul> …
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 19:21

b11080

<details open=""> tests/test-backend-ops : allow regex entries in the -o filter (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29204">#29204</a>) <ul> <li>tests/test-backend-ops : allow regex entries in the -o filter</li> </ul> so …
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 18:52

b11078

<details open=""> args: add env vars for temperature, top-p, min-p and penalties (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/27380">#27380</a>) Allow configuring --temp, --top-p, --min-p, --repeat-penalty, --presence-penal…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 18:14

b11077

<details open=""> server : do not forward --api-key-file to router-spawned child instances (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28938">#28938</a>) In router mode, authentication belongs to the router. unset_reserved_args(…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 17:16

b11076

<details open=""> tests : remove stale comment (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29140">#29140</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app</a></li…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 16:46

b11075

<details open=""> ggml-metal : simplify fusion pattern op list declaration (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29206">#29206</a>) <ul> <li>ggml-metal : derive non-empty fusion ops from ops_all</li> </ul> Assisted-by: pi:…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 16:04

b11074

<details open=""> json: Fixed json enum handling (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28518">#28518</a>) <ul> <li>Fixed json enum handling</li> </ul> Added common_json_value handling for enum values. Added tests/tes…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 15:33

b11073

<details open=""> sycl : coalesce MKL-FA softmax loads instead of one work-item per row (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28918">#28918</a>) <ul> <li> sycl : coalesce MKL-FA softmax loads instead of one work-item per r…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 14:15

b11071

<details open=""> ci : Upgrade CUDA to 13.4 for Ubuntu CUDA Release Builds (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29202">#29202</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollo…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 10:53

b11070

<details open=""> hexagon: overhaul of buffer and DMA handling to support 64bit mappings + improvements (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29197">#29197</a>) <ul> <li>hex-dma64: enable support extended buffer mappings and …
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 10:17

b11069

<details open=""> cuda : tune MMVQ to MMQ crossover for SM70 (Volta) (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28912">#28912</a>) <ul> <li>tune MMVQ to MMQ crossover for SM70 (Volta)</li> </ul> Signed-off-by: Yangyu Chen <a hr…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 09:44

b11068

<details open=""> metal : fix deprecation warnings from macOS 27 SDK (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29136">#29136</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">htt…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-21 08:19

b11067

<details open=""> webgpu : add fused gdn + cpy (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28976">#28976</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app</a></li…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 21:56

b11065

<details open=""> CUDA: tune FA for Gemma 4 on Ampere or newer (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29152">#29152</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://l…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 15:23

b11064

<details open=""> metal : support arbitrary hc in dsv4_hc_pre (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29169">#29169</a>) the dsv4_hc_pre kernels hardcoded hc = 4 via a constexpr used with simd_shuffle, so the op was re…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 12:31

b11063

<details open=""> common/peg : handle invalid utf-8 sequences in the AST (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29161">#29161</a>) <ul> <li> common/peg : handle invalid utf-8 sequences in the AST </li> <li> cont : re…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 09:50

b11062

<details open=""> CUDA: enable sparse fa for qwen4 (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28770">#28770</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app</a>…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 06:09

b11060

<details open=""> fix(mamba) : make time-step projection input contiguous (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28832">#28832</a>) <ul> <li>mamba : make time-step projection input contiguous</li> </ul> Assisted-by: ChatGPT…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 05:44

b11059

<details open=""> metal: add F16 input to the FWHT (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29094">#29094</a>) <ul> <li>metal: add F16 input to the FWHT</li> </ul> The Metal FWHT kernel accepts F32 input only. This change mak…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-20 00:01

b11057

<details open=""> chat : add dedicated Ling 3.0 (Bailing V3) parser (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28682">#28682</a>) <ul> <li>chat: add dedicated Ling 3.0 (Bailing V3) parser</li> </ul> Ling 3.0 Flash templates pre…
llama.cpp — Releases TIER_1 (SO) · aldehir · 2026-09-19 23:59

b11058

chat : fix gemma4 required tool grammar (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29115">#29115</a>)
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-19 17:55

b11056

<details open=""> hexagon: enable I32 GET_ROWS (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29116">#29116</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app</a></li…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-19 17:25

b11055

<details open=""> hexagon: add support for GEGLU_QUICK (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29114">#29114</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-19 16:50

b11054

<details open=""> hexagon: enable support for TOP_K op (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29113">#29113</a>) <ul> <li> hexagon: enable support for TOP_K op </li> <li> hex-topk: thread single-row TOP_K, raise VTCM…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 15:05

b11040

<details open=""> ggml : check for allocation failures to prevent crashes (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28149">#28149</a>) <ul> <li> ggml : check for allocation failures to prevent crashes </li> <li> wording…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 14:13

b11039

<details open=""> Model-Saver: Write the SWA pattern, 15 more architectures roundtrip (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29042">#29042</a>) <ul> <li>llama: read the SWA pattern as a period or a per-layer array</li> </ul> <…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 12:16

b11037

<details open=""> ggml-webgpu: fix supports_op condition for GET_ROWS (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28978">#28978</a>) <ul> <li> fix get_rows vec4 handling </li> <li> Add src strides checking to vec4_aligned…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 11:37

b11036

<details open=""> ggml : handle graph buffer reservation failure (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/26070">#26070</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https:/…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 11:07

b11035

<details open=""> vulkan: add IQ3_S MMQ matmul kernels (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28822">#28822</a>) <ul> <li> vulkan: add IQ3_S MMQ matmul kernels </li> <li> Make block_a_to_shmem do 2-byte loads (110 by…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 10:40

b11034

<details open=""> vocab : add ufakzeka pre-tokenizer (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29033">#29033</a>) <ul> <li> vocab : add ufakzeka pre-tokenizer </li> <li> vocab : move ufakzeka to the models list and rege…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 09:58

b11033

<details open=""> cmake : fix build when GGML_CPU=OFF and GGML_CUDA=ON (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29026">#29026</a>) <ul> <li> fix: build fails when GGML_CPU=OFF and GGML_CUDA=ON </li> <li> fix: eol in ex…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 08:16

b11030

<details open=""> ci : bump android-actions/setup-android to 4.0.4 (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29065">#29065</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-18 07:43

b11029

<details open=""> vulkan: raise the hoisted row-id limit for mul_mat_id from 256 to 1024 experts (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28501">#28501</a>) <ul> <li>vulkan: raise the hoisted row-id limit for mul_mat_id to 512 e…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 17:30

b11028

<details open=""> ci : add missing evict-old-files (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29041">#29041</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app</a>…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 16:03

b11027

<details open=""> rpc : skip ACCEL devices (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29020">#29020</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://llama.app</a></li> </…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 13:34

b11026

<details open=""> model : skip gate_up_exps if TENSOR_SKIP is set (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29014">#29014</a>) required for qwen35moe if MTP tensors are fused but not loaded </details> Website:</…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 13:06

b11025

<details open=""> model : extend Nemotron MTP support (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29018">#29018</a>) <ul> <li> first fix </li> <li> removed unnecessary declarations </li> </ul> </details> We…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 12:33

b11024

<details open=""> openvino : Update OpenVINO to 2026.4;fix clangd,MSVC warnings; (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29009">#29009</a>) <ul> <li> Update to openvino-2026.4 </li> <li> Update OV docs </li> <li> …
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 11:39

b11022

<details open=""> vulkan: split buffers and debug code into separate files, add shared headers (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28732">#28732</a>) </details> Website: <ul> <li><a href="https://lla…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 11:10

b11020

<details open=""> chat : add message delimiters to the DeepSeek V3.2/V4 parser (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/29008">#29008</a>) <ul> <li>chat : add message delimiters to the DeepSeek V3.2/V4 parser</li> </ul> Assis…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 10:39

b11019

<details open=""> gguf : align the data section relative to the GGUF start, not the file (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28993">#28993</a>) <ul> <li>gguf : align the data section relative to the GGUF start, not the file…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 10:03

b11018

<details open=""> sycl : fix the B70 mem allocate error when >19.3GB (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28953">#28953</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 09:31

b11017

<details open=""> vulkan: skip unneeded MoE work in mul_mm coopmat1 path (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/25483">#25483</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow"…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 09:01

b11016

<details open=""> sycl: ssm_conv: fuse the SiLU epilogue into the ssm_conv kernel (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28929">#28929</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 08:34

b11015

<details open=""> opencl: fix various warnings (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28984">#28984</a>) <ul> <li> opencl: fix warnings </li> <li> opencl: fix warnings for non adreno </li> </ul> </details> <st…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 07:54

b11013

<details open=""> vulkan: fix buffer_reference alignment in im2col shaders (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28996">#28996</a>) Both im2col.comp and im2col_3d.comp declare D_ptr without an explicit buffer_referen…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 06:29

b11012

<details open=""> vulkan: support qwen4exp hc ops (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28988">#28988</a>) <ul> <li> vulkan: support qwen4exp hc ops </li> <li> fix stale comment [no-ci] </li> </ul> </details> <p…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 02:50

b11011

<details open=""> [SYCL] Fix function signature for <code>ggml_backend_sycl_split_buffer_type</code> (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28981">#28981</a>) </details> Website: <ul> <li><a href="https…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-17 00:05

b11010

<details open=""> vulkan: work around NV bug with argsort_large.comp (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28975">#28975</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">htt…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 19:41

b11009

<details open=""> TP: fix split state and granularity for fused QKV gemma4, qwen35 (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28965">#28965</a>) <ul> <li>model: calculate split states for attn_qkv from n_head * n_embd_head_k</li> …
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 17:49

b11007

<details open=""> Enable CUDA graph for MTP draft (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28549">#28549</a>) <ul> <li> Improve CUDA graph usage for MTP </li> <li> Rename field </li> <li> Address review feedback…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 17:22

b11006

<details open=""> hexagon: Support for K-Quants Q4_K and Q6_K (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28994">#28994</a>) implement q6k/q4k kernels Squashed from: feat: implement q6k kernel hex-q6k: improve…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 16:53

b11005

<details open=""> hexagon: accept the zeroed rope probe in supports_op (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28995">#28995</a>) llama probes weight placement with a rope where all params are 0, so rejecting n_dims ==…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 15:31

b11003

<details open=""> model : add support for HrmTextForCausalLM (DFM Mimir 1B) (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/27625">#27625</a>) <ul> <li>model : add support for HrmTextForCausalLM (DFM Mimir 1B)</li> </ul> HRM-Text ru…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 14:41

b11002

<details open=""> CUDA/HIP: improve access patterns in im2col (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/28013">#28013</a>) </details> Website: <ul> <li><a href="https://llama.app" rel="nofollow">https://ll…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 14:05

b11001

<details open=""> spacemit : fix wrong transpose function for int16 data (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/25161">#25161</a>) The <code>sizeof(int16_t)</code> branch in <code>permute_transpose_impl</code> calls <…
llama.cpp — Releases TIER_1 (SO) · github-actions[bot] · 2026-09-16 13:10

b11000

<details open=""> rpc : invalidate cached compute graph when a referenced buffer is freed (<a class="issue-link js-issue-link" href="https://github.com/ggml-org/llama.cpp/pull/24292">#24292</a>) The server caches the most recent compute graph per device so that GR…

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