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llama.cpp v0.5.0

llama.cpp v0.5.0 is a new release of the open-source C/C++ inference library and server for running GGML-format models locally and on servers. The release adds performance optimizations, expanded model/format conversion support, server/router robustness improvements, and UI/server feature updates.

What it does

Developers can use it to run supported models and serve them through its API, including setups that need multiple listening addresses or image inputs in function-call outputs.

Availability
Released 23 Sep 20:50
Pricing model
Not stated
Deployment
Builds listed for multiple operating systems and hardware backends
Privacy
Not stated
Licence
Not stated
Capability
text generationanalysis
Modality
textimagecode
Access
APICLI
Deployment
on-premiseson-device
Pricing
unknown
Target user
developerresearcherenterprisecreatorconsumer

Evidence

70 claims
  • The release is marked as a pre-release. [1] [16]
  • Builds are listed for macOS, iOS, Linux, Android, Windows, and openEuler. [1] [16]
  • The batch API supports token, embedding, and state inputs. [1]
  • The release adds the llama_batch_ext API. [1]
    llama: add llama_batch_ext ( #24669 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • b11179 is marked as a pre-release. [2]
  • The listed builds include CPU and accelerator-specific variants.
  • The release lists builds for macOS, iOS, Linux, Android, and Windows. [2] [16]
  • The release adds support for sparse FA on SYCL. [2]
  • The release lists builds for macOS, iOS, Linux, Android, Windows, and openEuler. [3] [16]
  • The server now permits chunked prefill for RANK pooling when the context is causal. [3]
    can_split() now permits chunked prefill for RANK pooling when the
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The change addresses long-document and multimodal reranking for causal models including Qwen3 and Qwen3-VL. [3]
  • Release b11223 is marked as a pre-release. [3]
  • Wrapped content arrays are accepted for multimodal embedding requests. [4]
    Accept the OpenAI-style wrapped content array format for multimodal
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The server supports multimodal input for Qwen3-VL-Embedding. [4]
    server : support multimodal input for /v1/embeddings (Qwen3-VL-Embedding)
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The server supports typed vision, audio, and video content input for the /v1/embeddings endpoint. [4]
    server : support typed content (vision/audio/video) input for /v1/embeddings endpoint ( #29556 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The GitHub release is marked Pre-release. [4] [16]
  • Bare content arrays are rejected with a migration message. [4]
    Bare content arrays (the unwrapped shape) are
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Legacy formats continue to work through tokenize_input_prompts. [4]
  • The release adds MiMo support for dflash conversion and feature extraction. [5]
  • The GitHub release is marked Pre-release. [5] [16]
  • The release lists builds for macOS, Linux, Android, and Windows. [5] [16]
  • The release lists Linux arm64 builds for Snapdragon CPU, Adreno GPU and Hexagon NPU. [6] [16]
    Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds q2_k and q3_k quant type support for Hexagon. [6]
    hexagon: add q2_k and q3_k quant type support ( #29717 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Release b11345 is marked as a pre-release. [6]
  • The release lists builds for macOS, iOS, Linux, Android, Windows and openEuler. [6] [16]
  • The release lists Android arm64 builds for Snapdragon CPU, Adreno GPU and Hexagon NPU. [6] [16]
    Android arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The target verifies drafts by rejection sampling. [7]
    Make the drafter probabilistic and the target verify by rejection sampling
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds probabilistic sampling for simple draft and MTP. [7]
    spec : add probabilistic sampling for simple draft and MTP ( #27694 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Probabilistic draft sampling is controlled by a flag whose default value is greedy. [7]
    Fallback to argmax sampling for grammar-constrained requests and adding flag for enabling probabilistic draft sampling.
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release is marked pre-release and was released on 03 Oct. [7]
  • Rejection sampling supports grammar-constrained requests. [7]
    Support grammar-constrained requests in rejection sampling
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The GitHub release is marked Pre-release. [8] [16]
  • The release lists platform builds for macOS, iOS, Linux, Android, and Windows. [8] [16]
  • The release adds initial support for the Clef decision model. [8]
    model: add support for clef decision model (text-only) ( #29831 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The Clef support is text-only. [8]
    model: add support for clef decision model (text-only) ( #29831 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release lists builds for macOS Apple Silicon and Intel, and an iOS XCFramework. [9] [16]
  • b11400 is marked as a pre-release. [9]
  • The release adds support for both embeddings and raw tokens in a batch. [9]
  • The release lists Linux builds for CPU, Vulkan, CUDA, ROCm, OpenVINO and SYCL configurations. [9] [16]
  • The release lists Android and Windows builds. [9] [16]
  • On that test, pp128 throughput increased from 10.70 to 93.87 tokens per second. [10]
  • The release reports Qwen2.5-0.5B-Instruct Q8_0 tested on a Milk-V Jupiter. [10]
  • b11408 is marked as a pre-release on GitHub. [10]
  • The release marks Q8_0 as supported on the X60. [10]
  • b11408 adds a Q8_0 IME1 matrix kernel for the SpacemiT X60. [10]
    ggml-cpu : add Q8_0 IME1 matrix kernel for SpacemiT X60 ( #28479 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • b11507 is marked as a pre-release. [11]
  • The release lists macOS, iOS, Linux, Android, and Windows builds. [11] [16]
  • Linux and Windows builds are listed for CUDA 12 and CUDA 13. [16]
  • b11507 adds support for MoE cache over multiple GPUs. [11]
    llama: support MoE cache over multiple GPUs ( #30112 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release improves OpenCL support for FA and DK512 for Gemma-4. [12]
  • The release lists builds for macOS, iOS, Linux, Android, Windows, and openEuler. [12] [16]
  • The release is marked Pre-release. [12] [16]
  • The release enables Gemma-4 E4B GPU decode through OpenCL. [12]
    opencl: enable Gemma-4 E4B GPU decode
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release extends Gemma-4 GPU decode through OpenCL to E2B. [12]
    opencl: enable Gemma-4 E4B GPU decode
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds MTP support for Mellum. [13]
    model : MTP support for Mellum2.1 ( #30612 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds MTP support for Mellum2.1. [13]
    model : MTP support for Mellum2.1 ( #30612 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds inline RoPE construction in Mellum. [13]
    model : inline rope construction in Mellum
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Builds are listed for macOS/iOS, Linux, Android, and Windows. [13] [16]
  • b11695 is marked as a pre-release. [13]
  • b11714 is marked as a pre-release. [14]
  • The Discover Models surface includes a curated catalog list with search and a details pane. [14]
    The Discover surface: the curated-catalog list with its search and
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The Discover interface includes download options and a standalone download progress bar. [14]
    download options, and the standalone download progress bar that replaces
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Paused downloads can be resumed, and incomplete downloads are remembered across restarts. [14]
  • The Discover setting gates browsing and downloading Hugging Face GGUF models. [14]
    The flag gates browsing and downloading HuggingFace GGUF models, so it is
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release is v0.5.0, published on 23 Sep. [15] [16]
    The release expands hyper-connection, flash-attention, and fused MoE/SSM support across backends, with robustness, quantization, data-layout, and RPC/meta improvements.
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release accelerates CUDA conv2d with implicit GEMM. [15]
    Accelerate CUDA conv2d with implicit GEMM ( #29135 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds HRM-Text (DFM Mimir 1B) support. [15]
    It adds HRM-Text (DFM Mimir 1B) support, MiMo-V2.6 and HunyuanOCR conversion support, ggml 0.25.0 backend improvements, multi-address HTTP binding, image outputs from function calls, and several chat parser/UI fixes.
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Server function-call outputs support input_image. [15]
    Add input_image support to server function-call outputs ( #22575 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The server can bind to multiple comma-separated TCP addresses and UNIX sockets. [15]
    Allow the server to bind to multiple addresses ( #28690 )
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The release adds conversion support for MiMo-V2.6. [15]
    It adds HRM-Text (DFM Mimir 1B) support, MiMo-V2.6 and HunyuanOCR conversion support, ggml 0.25.0 backend improvements, multi-address HTTP binding, image outputs from function calls, and several chat parser/UI fixes.
    GitHub watchlist. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

16
1
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11163 Retrieved 2026-09-24 19:44 UTC
Verified
2
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11179 Retrieved 2026-09-25 13:50 UTC
Verified
3
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11223 Retrieved 2026-09-28 02:07 UTC
Verified
4
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11240 Retrieved 2026-09-29 02:14 UTC
Verified
5
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11298 Retrieved 2026-09-30 20:28 UTC
Verified
6
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11345 Retrieved 2026-10-02 14:42 UTC
Verified
7
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11368 Retrieved 2026-10-03 02:46 UTC
Verified
8
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11371 Retrieved 2026-10-03 08:48 UTC
Verified
9
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11400 Retrieved 2026-10-05 03:02 UTC
Verified
10
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11408 Retrieved 2026-10-05 09:04 UTC
Verified
11
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11507 Retrieved 2026-10-08 15:33 UTC
Verified
12
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11559 Retrieved 2026-10-11 22:00 UTC
Verified
13
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11695 Retrieved 2026-10-16 16:41 UTC
Verified
14
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/b11714 Retrieved 2026-10-17 16:50 UTC
Verified
15
GitHub watchlistOwner-controlled
https://github.com/ggml-org/llama.cpp/releases/tag/v0.5.0 Retrieved 2026-10-28 00:15 UTC
Verified
16
GitHub watchlistOther
https://github.com/ggml-org/llama.cpp/releases/tag/b11146 Retrieved 2026-10-28 00:15 UTC
Verified

Versions

35
VersionEffectiveChangeChanged fieldsState
352026-10-28 00:15 UTCevidence updatescoreCurrent
342026-10-26 01:24 UTCevidence updatescoreCurrent
332026-10-25 01:21 UTCevidence updatescoreCurrent
322026-10-24 01:52 UTCevidence updatescoreCurrent
312026-10-19 01:52 UTCevidence updatescoreCurrent
302026-10-18 02:42 UTCmaterial changecapability, access, availabilityCurrent
292026-10-17 16:50 UTCmajor releaseaccess, capability, target user, availability, releaseCurrent
282026-10-17 03:41 UTCmaterial changeavailabilityCurrent
272026-10-16 16:41 UTCmajor releasedeployment, availability, releaseCurrent
262026-10-12 08:11 UTCmaterial changeavailabilityCurrent
252026-10-11 22:00 UTCmajor releasedeployment, availability, releaseCurrent
242026-10-09 10:52 UTCmaterial changeaccess, availabilityCurrent
232026-10-08 15:33 UTCmajor releaseaccess, deployment, availability, releaseCurrent
222026-10-07 12:45 UTCmaterial changemodality, access, deployment, availabilityCurrent
212026-10-06 13:44 UTCmaterial changecapability, modality, deployment, pricing, availabilityCurrent
202026-10-05 14:41 UTCmaterial changeaccess, pricing, availabilityCurrent
192026-10-05 09:04 UTCmajor releasedeployment, availability, releaseCurrent
182026-10-05 03:02 UTCmajor releaseaccess, pricing, deployment, availability, releaseCurrent
172026-10-04 15:36 UTCmaterial changecapability, modality, availabilityCurrent
162026-10-03 16:33 UTCmaterial changecapability, pricing, availability, deploymentCurrent
152026-10-03 08:48 UTCmajor releasedeployment, availability, releaseCurrent
142026-10-03 02:46 UTCmajor releasepricing, capability, deployment, availability, releaseCurrent
132026-10-02 17:29 UTCmaterial changepricing, availability, deploymentCurrent
122026-10-02 14:42 UTCmajor releasepricing, deployment, availability, releaseCurrent
112026-10-01 18:22 UTCmaterial changemodality, access, deployment, pricing, availability, deploymentCurrent
102026-09-30 20:28 UTCmajor releasecapability, deployment, availability, releaseCurrent
92026-09-29 20:10 UTCmaterial changecapability, modality, access, deployment, availability, deploymentCurrent
82026-09-29 02:14 UTCmajor releaseaccess, modality, capability, deployment, availability, releaseCurrent
72026-09-28 21:00 UTCmaterial changecapability, modality, access, deployment, pricing, availability, deploymentCurrent
62026-09-28 02:07 UTCmajor releasepricing, capability, deployment, availability, releaseCurrent
52026-09-26 22:49 UTCmaterial changeaccess, deployment, availability, deploymentCurrent
42026-09-25 23:41 UTCmaterial changecapability, modality, access, deployment, pricing, availability, pricing model, deployment, privacyCurrent
32026-09-25 13:50 UTCmajor releasedeployment, availability, releaseCurrent
22026-09-24 19:44 UTCmajor releasepricing, capability, deployment, availability, releaseCurrent
12026-09-24 01:33 UTCpublicationNoneCurrent

In briefs

6

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Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.