chore(gallery): add Saluki 27B MTP variant

Offer the Saluki IQ2 weights with an MTP head for llama.cpp. Pin both
assets and document how to select the variant.

Assisted-by: Codex:GPT-6
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

docs/content/features/model-gallery.md

@@ -61,6 +61,17 @@ Select a specific build with `--variant minicpm-v-4_7-1b-q4`,
 `--variant minicpm-v-4_7-1b-q5`, `--variant minicpm-v-4_7-1b-q6`,
 or `--variant minicpm-v-4_7-1b-q8`.
 
+### Underdog Saluki with multi-token prediction
+
+The `underdog-saluki-27b-1.0` entry offers `underdog-saluki-27b-1.0-mtp` as a
+variant. It preserves the mixed IQ2 main weights and adds an MTP head for
+llama.cpp, with up to two draft tokens. Both entries include the F16 vision
+projector. To install the MTP build explicitly:
+
+```bash
+local-ai models install --variant underdog-saluki-27b-1.0-mtp underdog-saluki-27b-1.0
+```
+
 ### Repairing an existing model configuration
 
 Gallery template updates do not rewrite YAML files for already installed models.

gallery/index.yaml

@@ -3,6 +3,56 @@
 # written by scripts/models/cmd/modelcatalog and stays only so releases before
 # the cutover keep working. CI fails when it differs from the generated copy:
 #   go run ./scripts/models/cmd/modelcatalog --library gallery/models/index.yaml --out gallery/index.yaml
+- url: github:mudler/LocalAI/gallery/virtual.yaml@master
+  name: underdog-saluki-27b-1.0-mtp
+  description: |
+    Underdog Saluki 27B 1.0 with its mixed IQ2 main weights preserved and
+    a Qwen3.8-27B MTP head added. This llama.cpp build enables multi-token
+    prediction with up to two draft tokens and includes the F16 vision
+    projector. The weights and projector total approximately 9.28 GB.
+  license: apache-2.0
+  urls:
+    - https://huggingface.co/Qwen/Qwen3.8-27B
+    - https://huggingface.co/ConwayResearch/Underdog-Saluki-27B-1.0
+    - https://huggingface.co/Kujira/Underdog-Saluki-27B-1.0-MTP-GGUF
+  tags:
+    - llm
+    - gguf
+    - vision
+    - function-calling
+    - reasoning
+    - mtp
+    - cpu
+    - gpu
+  files:
+    - filename: llama-cpp/models/underdog-saluki-27b-1.0-mtp/Underdog-Saluki-27B-1.0-IQ2-mix-MTP.gguf
+      sha256: 98f6ebb527917a2541df8e667d51c3ec8a8bb135b44c606d40cc6ed924e89e52
+      uri: https://huggingface.co/Kujira/Underdog-Saluki-27B-1.0-MTP-GGUF/resolve/5d92db9b7aa466a7c8f55e26dac2e366c36e8e5b/Underdog-Saluki-27B-1.0-IQ2-mix-MTP.gguf
+    - filename: llama-cpp/mmproj/underdog-saluki-27b-1.0/mmproj-Underdog-Saluki-27B-1.0-F16.gguf
+      sha256: f3aa57813a513420c2ef765503b057c1946bf4c8cdf3679d266a6644fc6cfd50
+      uri: https://huggingface.co/ConwayResearch/Underdog-Saluki-27B-1.0/resolve/1336c0b5d74dfe6ad7f793577092f5effd9f97c6/mmproj-Underdog-Saluki-27B-1.0-F16.gguf
+  overrides:
+    backend: llama-cpp
+    context_size: 32768
+    function:
+      automatic_tool_parsing_fallback: true
+      grammar:
+        disable: true
+    known_usecases:
+      - chat
+      - vision
+    mmproj: llama-cpp/mmproj/underdog-saluki-27b-1.0/mmproj-Underdog-Saluki-27B-1.0-F16.gguf
+    options:
+      - use_jinja:true
+      - spec_type:draft-mtp
+      - spec_n_max:2
+    parameters:
+      model: llama-cpp/models/underdog-saluki-27b-1.0-mtp/Underdog-Saluki-27B-1.0-IQ2-mix-MTP.gguf
+      temperature: 0.6
+      top_k: 20
+      top_p: 0.95
+    template:
+      use_tokenizer_template: true
 - url: github:mudler/LocalAI/gallery/virtual.yaml@master
   name: adavar-3b-q4
   description: |
@@ -7938,6 +7988,8 @@
       top_p: 0.95
     template:
       use_tokenizer_template: true
+  variants:
+    - model: underdog-saluki-27b-1.0-mtp
 - url: github:mudler/LocalAI/gallery/virtual.yaml@master
   name: spark-x2.5-4b-heretic-jp-q4
   description: |

gallery/models/index.yaml

@@ -4,6 +4,64 @@
 # changes and never edit it by hand. CI fails when it is stale. A build from
 # master reads it as the default model source; a tagged build reads the gallery
 # until the release cutover.
+- kind: model
+  id: underdog-saluki-27b-1.0-mtp
+  name: underdog-saluki-27b-1.0-mtp
+  version: 0.0.0-gallery.1f1ebd571aaa
+  description: |
+    Underdog Saluki 27B 1.0 with its mixed IQ2 main weights preserved and
+    a Qwen3.8-27B MTP head added. This llama.cpp build enables multi-token
+    prediction with up to two draft tokens and includes the F16 vision
+    projector. The weights and projector total approximately 9.28 GB.
+  license: apache-2.0
+  urls:
+    - https://huggingface.co/Qwen/Qwen3.8-27B
+    - https://huggingface.co/ConwayResearch/Underdog-Saluki-27B-1.0
+    - https://huggingface.co/Kujira/Underdog-Saluki-27B-1.0-MTP-GGUF
+  tags:
+    - llm
+    - gguf
+    - vision
+    - function-calling
+    - reasoning
+    - mtp
+    - cpu
+    - gpu
+  channel: gallery
+  policy:
+    requireSignature: false
+  schemaVersion: 1
+  model:
+    url: github:mudler/LocalAI/gallery/virtual.yaml@master
+    files:
+      - filename: llama-cpp/models/underdog-saluki-27b-1.0-mtp/Underdog-Saluki-27B-1.0-IQ2-mix-MTP.gguf
+        sha256: 98f6ebb527917a2541df8e667d51c3ec8a8bb135b44c606d40cc6ed924e89e52
+        uri: https://huggingface.co/Kujira/Underdog-Saluki-27B-1.0-MTP-GGUF/resolve/5d92db9b7aa466a7c8f55e26dac2e366c36e8e5b/Underdog-Saluki-27B-1.0-IQ2-mix-MTP.gguf
+      - filename: llama-cpp/mmproj/underdog-saluki-27b-1.0/mmproj-Underdog-Saluki-27B-1.0-F16.gguf
+        sha256: f3aa57813a513420c2ef765503b057c1946bf4c8cdf3679d266a6644fc6cfd50
+        uri: https://huggingface.co/ConwayResearch/Underdog-Saluki-27B-1.0/resolve/1336c0b5d74dfe6ad7f793577092f5effd9f97c6/mmproj-Underdog-Saluki-27B-1.0-F16.gguf
+    overrides:
+      backend: llama-cpp
+      context_size: 32768
+      function:
+        automatic_tool_parsing_fallback: true
+        grammar:
+          disable: true
+      known_usecases:
+        - chat
+        - vision
+      mmproj: llama-cpp/mmproj/underdog-saluki-27b-1.0/mmproj-Underdog-Saluki-27B-1.0-F16.gguf
+      options:
+        - use_jinja:true
+        - spec_type:draft-mtp
+        - spec_n_max:2
+      parameters:
+        model: llama-cpp/models/underdog-saluki-27b-1.0-mtp/Underdog-Saluki-27B-1.0-IQ2-mix-MTP.gguf
+        temperature: 0.6
+        top_k: 20
+        top_p: 0.95
+      template:
+        use_tokenizer_template: true
 - kind: model
   id: adavar-3b-q4
   name: adavar-3b-q4
@@ -9187,6 +9245,8 @@
         top_p: 0.95
       template:
         use_tokenizer_template: true
+    variants:
+      - model: underdog-saluki-27b-1.0-mtp
 - kind: model
   id: spark-x2.5-4b-heretic-jp-q4
   name: spark-x2.5-4b-heretic-jp-q4