From b5f4a2f958b6bba09c58c0fa64a68836e3844cd5 Mon Sep 17 00:00:00 2001
From: localai-org-maint-bot
 <306269227+localai-org-maint-bot@users.noreply.github.com>
Date: Mon, 5 Oct 2026 20:05:05 +0000
Subject: [PATCH] chore(gallery): add Swift Heretic GSQ-RCO variants

Add three llama.cpp quantizations with the matching vision projector,
MTP decoding, and installation examples. Pin downloads to one Hugging
Face revision and verify SHA256 values against LFS metadata and headers.

Assisted-by: Codex:gpt-6
---
 docs/content/features/model-gallery.md |  20 ++++
 gallery/index.yaml                     | 159 +++++++++++++++++++++++++
 2 files changed, 179 insertions(+)

diff --git a/docs/content/features/model-gallery.md b/docs/content/features/model-gallery.md
index 3bdfc6d41..81f9a7a8b 100644
--- a/docs/content/features/model-gallery.md
+++ b/docs/content/features/model-gallery.md
@@ -86,6 +86,26 @@ The files use standard llama.cpp quantization types and the Apache-2.0 license.
 See the [publisher's model card](https://huggingface.co/agentionai/Qwen3.8-27B-AP-GGUF)
 for quantization details. These entries do not enable MTP speculative decoding.
 
+## Swift 1.5 Qwen3.8-27B Heretic GSQ-RCO
+
+Install this community modification of Swift 1.5 for text and image chat with llama.cpp:
+
+```bash
+local-ai models install swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq3-s
+```
+
+The gallery groups IQ3_S, IQ3_XXS, and IQ2_S builds with a shared F16 vision projector.
+To select the smaller IQ2_S build explicitly, run:
+
+```bash
+local-ai models install swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq3-s --variant swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq2-s
+```
+
+All builds use the embedded chat template, a 32,768-token default context, and MTP decoding with up to three draft tokens.
+The publisher recommends IQ3_S; the smaller builds trade quality for size.
+See the [model card](https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF)
+and [Swift Open License v1.0](https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/blob/main/LICENSE) for details and usage terms.
+
 ## Swift 1.5 Qwen3.8-27B GSQ-RCO
 
 Install `swift-1.5-qwen3.8-27b-gsq-rco` for text chat with llama.cpp.
diff --git a/gallery/index.yaml b/gallery/index.yaml
index 7c9d8a766..e170ff969 100644
--- a/gallery/index.yaml
+++ b/gallery/index.yaml
@@ -6091,6 +6091,165 @@
     - filename: llama-cpp/mmproj/qwen3.8-27b-ridge/mmproj-Qwen3.8-27B-BF16.gguf
       uri: huggingface://empero-ai/Qwen3.8-27B-Ridge-GGUF/mmproj-Qwen3.8-27B-BF16.gguf
       sha256: 52228402ce4823f10705d901813cd43ced71859524cf2d8bf83305ad6b7dcbc2
+- name: "swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq3-s"
+  variants:
+    - model: swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq3-xxs
+    - model: swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq2-s
+  url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
+  urls:
+    - https://huggingface.co/ukisai/Swift-1.5-Qwen3.8-27b
+    - https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF
+  license: "swift-open-license-1.0"
+  description: |
+    A community Heretic modification of Swift 1.5 Qwen3.8-27B for reasoning,
+    coding, and image chat. This IQ3_S GGUF uses GSQ-RCO mixed-precision
+    quantization and includes the matching F16 vision projector.
+    Uses llama.cpp with MTP decoding and the Swift Open License v1.0.
+  tags:
+    - llm
+    - gguf
+    - cpu
+    - gpu
+    - reasoning
+    - vision
+    - multimodal
+    - mtp
+  overrides:
+    backend: llama-cpp
+    context_size: 32768
+    function:
+      automatic_tool_parsing_fallback: true
+      grammar:
+        disable: true
+    known_usecases:
+      - chat
+      - vision
+    mmproj: llama-cpp/mmproj/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+    options:
+      - use_jinja:true
+      - spec_type:draft-mtp
+      - spec_n_max:3
+    parameters:
+      min_p: 0
+      model: llama-cpp/models/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ3_S-mtp.gguf
+      presence_penalty: 0
+      repeat_penalty: 1
+      temperature: 1
+      top_k: 20
+      top_p: 0.95
+    template:
+      use_tokenizer_template: true
+  files:
+    - filename: llama-cpp/models/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ3_S-mtp.gguf
+      sha256: 00f5763c0bc549478cfe27e76bd939c6008ac8179b256580e647e5c5d9998838
+      uri: https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/resolve/a1e8a6359d32cb83ab4e20e8b194a7f78f546f36/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ3_S-mtp.gguf
+    - filename: llama-cpp/mmproj/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+      sha256: b409acbc885f5c852a8f9149b9bb808014b3aef5ecf91ae72e59599ee8fbce23
+      uri: https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/resolve/a1e8a6359d32cb83ab4e20e8b194a7f78f546f36/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+- name: "swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq3-xxs"
+  url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
+  urls:
+    - https://huggingface.co/ukisai/Swift-1.5-Qwen3.8-27b
+    - https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF
+  license: "swift-open-license-1.0"
+  description: |
+    A community Heretic modification of Swift 1.5 Qwen3.8-27B for reasoning,
+    coding, and image chat. This IQ3_XXS GGUF uses GSQ-RCO mixed-precision
+    quantization and includes the matching F16 vision projector.
+    Uses llama.cpp with MTP decoding and the Swift Open License v1.0.
+  tags:
+    - llm
+    - gguf
+    - cpu
+    - gpu
+    - reasoning
+    - vision
+    - multimodal
+    - mtp
+  overrides:
+    backend: llama-cpp
+    context_size: 32768
+    function:
+      automatic_tool_parsing_fallback: true
+      grammar:
+        disable: true
+    known_usecases:
+      - chat
+      - vision
+    mmproj: llama-cpp/mmproj/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+    options:
+      - use_jinja:true
+      - spec_type:draft-mtp
+      - spec_n_max:3
+    parameters:
+      min_p: 0
+      model: llama-cpp/models/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ3_XXS-mtp.gguf
+      presence_penalty: 0
+      repeat_penalty: 1
+      temperature: 1
+      top_k: 20
+      top_p: 0.95
+    template:
+      use_tokenizer_template: true
+  files:
+    - filename: llama-cpp/models/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ3_XXS-mtp.gguf
+      sha256: a9d571cd9a072b58eec2f6651df2cbdd68f3736fafadc623af7bdd8521fee4bd
+      uri: https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/resolve/a1e8a6359d32cb83ab4e20e8b194a7f78f546f36/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ3_XXS-mtp.gguf
+    - filename: llama-cpp/mmproj/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+      sha256: b409acbc885f5c852a8f9149b9bb808014b3aef5ecf91ae72e59599ee8fbce23
+      uri: https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/resolve/a1e8a6359d32cb83ab4e20e8b194a7f78f546f36/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+- name: "swift-1.5-qwen3.8-27b-heretic-gsq-rco-iq2-s"
+  url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
+  urls:
+    - https://huggingface.co/ukisai/Swift-1.5-Qwen3.8-27b
+    - https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF
+  license: "swift-open-license-1.0"
+  description: |
+    A community Heretic modification of Swift 1.5 Qwen3.8-27B for reasoning,
+    coding, and image chat. This IQ2_S GGUF uses GSQ-RCO mixed-precision
+    quantization and includes the matching F16 vision projector.
+    Uses llama.cpp with MTP decoding and the Swift Open License v1.0.
+  tags:
+    - llm
+    - gguf
+    - cpu
+    - gpu
+    - reasoning
+    - vision
+    - multimodal
+    - mtp
+  overrides:
+    backend: llama-cpp
+    context_size: 32768
+    function:
+      automatic_tool_parsing_fallback: true
+      grammar:
+        disable: true
+    known_usecases:
+      - chat
+      - vision
+    mmproj: llama-cpp/mmproj/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+    options:
+      - use_jinja:true
+      - spec_type:draft-mtp
+      - spec_n_max:3
+    parameters:
+      min_p: 0
+      model: llama-cpp/models/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ2_S-mtp.gguf
+      presence_penalty: 0
+      repeat_penalty: 1
+      temperature: 1
+      top_k: 20
+      top_p: 0.95
+    template:
+      use_tokenizer_template: true
+  files:
+    - filename: llama-cpp/models/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ2_S-mtp.gguf
+      sha256: 7f3e481d8ca31d67cc97f4dc3b8c3b469a9d4ee6cfca7f1d099682d11f691fd5
+      uri: https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/resolve/a1e8a6359d32cb83ab4e20e8b194a7f78f546f36/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-IQ2_S-mtp.gguf
+    - filename: llama-cpp/mmproj/swift-1.5-qwen3.8-27b-heretic-gsq-rco/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
+      sha256: b409acbc885f5c852a8f9149b9bb808014b3aef5ecf91ae72e59599ee8fbce23
+      uri: https://huggingface.co/jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUF/resolve/a1e8a6359d32cb83ab4e20e8b194a7f78f546f36/Swift-1.5-Qwen3.8-27B-heretic-mmproj-F16.gguf
 - name: swift-1.5-qwen3.8-27b-gsq-rco
   variants:
     - model: swift-1.5-qwen3.8-27b-gsq-rco-iq2-s