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41 changes: 2 additions & 39 deletions gallery/index.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -46,8 +46,8 @@
use_tokenizer_template: true
files:
- filename: llama-cpp/models/gemma-4-12B-coder-fable5-composer2.5-v1-GGUF/gemma4-coding-Q4_K_M.gguf
sha256: 4011bb86572a587783a553b54927314a2ed8395befa59db202ee775d183cd751
uri: https://huggingface.co/yuxinlu1/gemma-4-12B-coder-fable5-composer2.5-v1-GGUF/resolve/main/gemma4-coding-Q4_K_M.gguf
sha256: 1fe90b72e105d7bc71650aa59883edece3e84751af489075217a7ae717b1fe8d
- name: "serenity-26b-a4b"
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
Expand Down Expand Up @@ -203,35 +203,7 @@
url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
urls:
- https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF
description: |
🪐 Qwopus3.6-27B-v2
SFT Release

Reasoning-Enhanced Dense Language Model Fine-Tuned on Qwen3.6-27B

🧬 Trace Inversion & Negentropy
🧠 27B Parameters
🔥 3-Stage Curriculum SFT
🛠️ Vision & Tool-use Support

💡 What is Qwopus3.6-27B-v2?
🪐 Qwopus3.6-27B-v2 is a reasoning-enhanced dense language model built on top of Qwen3.6-27B. By leveraging a multi-stage curriculum learning pipeline and augmented with Trace Inversion datasets (claude-opus-4.6/4.7-traceInversion), it reverse-engineers the compressed "Reasoning Bubbles" of commercial LLMs into structured, step-by-step synthetic reasoning traces, successfully eliminating logical shortcuts and knowledge fractures.

🧩 Structured Reasoning
Injects reconstructed deep CoT chains to eliminate logical shortcuts via Trace Inversion.

🪶 Style Consistency
Enforces strict constraints on the format and convergence of <think> tags.

🔁 Distillation Alignment
Ensures high-quality cross-source SFT data alignment to narrow the capacity gap.

⚡ RL Scalability
Sets up a stable formatting pipeline optimized for downstream Reinforcement Learning (RL).

## 💡 1. Base Model, Training Library & Cooperation

...
description: "\U0001FA90 Qwopus3.6-27B-v2\nSFT Release\n\nReasoning-Enhanced Dense Language Model Fine-Tuned on Qwen3.6-27B\n\n\U0001F9EC Trace Inversion & Negentropy\n\U0001F9E0 27B Parameters\n\U0001F525 3-Stage Curriculum SFT\n\U0001F6E0️ Vision & Tool-use Support\n\n\U0001F4A1 What is Qwopus3.6-27B-v2?\n\U0001FA90 Qwopus3.6-27B-v2 is a reasoning-enhanced dense language model built on top of Qwen3.6-27B. By leveraging a multi-stage curriculum learning pipeline and augmented with Trace Inversion datasets (claude-opus-4.6/4.7-traceInversion), it reverse-engineers the compressed \"Reasoning Bubbles\" of commercial LLMs into structured, step-by-step synthetic reasoning traces, successfully eliminating logical shortcuts and knowledge fractures.\n\n\U0001F9E9 Structured Reasoning\nInjects reconstructed deep CoT chains to eliminate logical shortcuts via Trace Inversion.\n\n\U0001FAB6 Style Consistency\nEnforces strict constraints on the format and convergence of <think> tags.\n\n\U0001F501 Distillation Alignment\nEnsures high-quality cross-source SFT data alignment to narrow the capacity gap.\n\n⚡ RL Scalability\nSets up a stable formatting pipeline optimized for downstream Reinforcement Learning (RL).\n\n## \U0001F4A1 1. Base Model, Training Library & Cooperation\n\n...\n"
license: "apache-2.0"
tags:
- llm
Expand Down Expand Up @@ -8049,7 +8021,6 @@
- filename: depth-anything-base-q4_k.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-base-q4_k.gguf
sha256: "43cd45d00f9024f4319f4beabd73155db5132e4b575bc52eff4131262c9d78f1"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-base-q8_0
description: |
Expand All @@ -8063,7 +8034,6 @@
- filename: depth-anything-base-q8_0.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-base-q8_0.gguf
sha256: "71b1c953113657f9a4fbef43ab6a16fe7a6f87b36da113a184f13c4a564968a0"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-base-f16
description: |
Expand All @@ -8077,7 +8047,6 @@
- filename: depth-anything-base-f16.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-base-f16.gguf
sha256: "2975419c99702ca646d5b7120c53e35c9fee158f0a803577241d16957f75624b"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-base-f32
description: |
Expand All @@ -8091,7 +8060,6 @@
- filename: depth-anything-base-f32.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-base-f32.gguf
sha256: "1b13b166e8a8b4f2c862f42d36edb2f9aab995a18cc527a52b9f160b99c6b8da"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-giant
description: |
Expand All @@ -8112,7 +8080,6 @@
- filename: depth-anything-giant-f32.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-giant-f32.gguf
sha256: "392edf64626be6a985487beb39c8d54cdc14f7feb2b53323742c96b71e7e7181"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-small
description: |
Expand All @@ -8126,7 +8093,6 @@
- filename: depth-anything-small-f32.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-small-f32.gguf
sha256: "eab5597e01dedde1a20c038590ae8c887b85ec35b882581138c08308e92c41e5"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-large
description: |
Expand All @@ -8147,7 +8113,6 @@
- filename: depth-anything-large-f32.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-large-f32.gguf
sha256: "a79eb3e19e8ec49f4daac484fb5fb67e15baac61518d229cf819e40c87080906"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-mono-large
description: |
Expand All @@ -8162,7 +8127,6 @@
- filename: depth-anything-mono-large-f32.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-mono-large-f32.gguf
sha256: "291b1a554af907c3f79986ee225da8933be5f7a31d73c81d06784cda284535de"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-metric-large
description: |
Expand All @@ -8178,7 +8142,6 @@
- filename: depth-anything-metric-large-f32.gguf
uri: huggingface://mudler/depth-anything.cpp-gguf/depth-anything-metric-large-f32.gguf
sha256: "d10b7450c2238244b2d72e2749537a1876255180149cd630a18bc1619c9286be"

- !!merge <<: *depth-anything-3-base
name: depth-anything-3-nested
description: |
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