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llama.cpp 的 server 讓 RERANK 端點支援多模態輸入

llama.cpp releases版本更新地端推論開源

llama.cpp 建置 b11818 讓 server 的 RERANK 端點支援帶型別的 content 輸入,可直接傳入多模態內容。當模型沒有 rerank chat template 時,服務端會明確拒絕多模態輸入,而不是像此前那樣靜默丟棄圖片;媒體下載或 base64 解碼失敗、top_n 為負數也改為返回 400 而不是 500。README 同時補充說明:TEI 的輸入格式與 Jina 保持一致。

原標題:b11818
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原文

server : support typed content input for RERANK endpoint ( #29625 ) server : support typed content input for rerank endpoint Assisted-by: Opencode/Qwen3.8 27B server : address rerank multimodal review findings reject multimodal rerank input when the model has no rerank chat template (images were silently dropped) translate handle_media download/base64 failures to 400 instead of 500 reject negative top_n with 400 instead of letting resize throw fix comment typos, redundant comments, indentation and trailing whitespace README: document that TEI input accepts the same shape as Jina; drop stray blank line Assisted-by: opencode Trimmed README Co-authored-by: timothywang21 [email protected] Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/58632846 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64) iOS XCFramework Linux: Ubuntu x64 (CPU) Ubuntu arm64 (CPU) Ubuntu s390x (CPU) Ubuntu x64 (Vulkan) Ubuntu arm64 (Vulkan) Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries Ubuntu x64 (CUDA 13) - CUDA 13.4 libraries Ubuntu arm64 (CUDA 13) - CUDA 13.4 libraries Ubuntu x64 (ROCm 10.0) Ubuntu x64 (OpenVINO) Ubuntu x64 (SYCL FP32) Ubuntu x64 (SYCL FP16) Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide Android: Android arm64 (CPU) Android arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide Windows: Windows x64 (CPU) Windows arm64 (CPU) Windows arm64 (OpenCL Adreno) Windows x64 (CUDA 12) - CUDA 12.4 DLLs Windows x64 (CUDA 13) - CUDA 13.4 DLLs Windows arm64 (CUDA 13) - CUDA 13.4 DLLs Windows x64 (Vulkan) Windows arm64 (Vulkan) Windows x64 (OpenVINO) Windows x64 (SYCL) Windows x64 (ROCm 10.0) openEuler: DISABLED openEuler x86 (310p) openEuler x86 (910b, ACL Graph) openEuler aarch64 (310p) openEuler aarch64 (910b, ACL Graph) UI: UI

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llama.cpp releasesAI 評分45

llama.cpp server 拒絕部分媒體截斷

llama.cpp 發布 b11415,其 server 端現在會拒絕部分媒體截斷(partial media truncation)的請求。此次提交只保留 keep_first 修復,去掉了 mtmd 測試輔助改動——clip_image_f32_batch 改為按值儲存條目後該改動已無法編譯;同時刪除視覺測試,因為沒有測試夾具能在複用快取的情況下切到兩個相鄰媒體塊之間,該測試與修復本身無關。