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1 | 1 | --- |
| 2 | +- name: "qwopus3.6-27b-coder-mtp" |
| 3 | + url: "github:mudler/LocalAI/gallery/virtual.yaml@master" |
| 4 | + urls: |
| 5 | + - https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF |
| 6 | + description: | |
| 7 | + 🪐 Qwopus3.6-27B-v2 |
| 8 | + SFT Release |
| 9 | + |
| 10 | + Reasoning-Enhanced Dense Language Model Fine-Tuned on Qwen3.6-27B |
| 11 | + |
| 12 | + 🧬 Trace Inversion & Negentropy |
| 13 | + 🧠 27B Parameters |
| 14 | + 🔥 3-Stage Curriculum SFT |
| 15 | + 🛠️ Vision & Tool-use Support |
| 16 | + |
| 17 | + 💡 What is Qwopus3.6-27B-v2? |
| 18 | + 🪐 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. |
| 19 | + |
| 20 | + 🧩 Structured Reasoning |
| 21 | + Injects reconstructed deep CoT chains to eliminate logical shortcuts via Trace Inversion. |
| 22 | + |
| 23 | + 🪶 Style Consistency |
| 24 | + Enforces strict constraints on the format and convergence of <think> tags. |
| 25 | + |
| 26 | + 🔁 Distillation Alignment |
| 27 | + Ensures high-quality cross-source SFT data alignment to narrow the capacity gap. |
| 28 | + |
| 29 | + ⚡ RL Scalability |
| 30 | + Sets up a stable formatting pipeline optimized for downstream Reinforcement Learning (RL). |
| 31 | + |
| 32 | + ## 💡 1. Base Model, Training Library & Cooperation |
| 33 | + |
| 34 | + ... |
| 35 | + license: "apache-2.0" |
| 36 | + tags: |
| 37 | + - llm |
| 38 | + - gguf |
| 39 | + - vision |
| 40 | + - multimodal |
| 41 | + - reasoning |
| 42 | + overrides: |
| 43 | + backend: llama-cpp |
| 44 | + function: |
| 45 | + automatic_tool_parsing_fallback: true |
| 46 | + grammar: |
| 47 | + disable: true |
| 48 | + known_usecases: |
| 49 | + - chat |
| 50 | + mmproj: llama-cpp/mmproj/Qwopus3.6-27B-Coder-MTP-GGUF/mmproj-F32.gguf |
| 51 | + options: |
| 52 | + - use_jinja:true |
| 53 | + - spec_type:draft-mtp |
| 54 | + - spec_n_max:6 |
| 55 | + - spec_p_min:0.75 |
| 56 | + parameters: |
| 57 | + model: llama-cpp/models/Qwopus3.6-27B-Coder-MTP-GGUF/Qwopus3.6-27B-Coder-MTP-Q4_K_M.gguf |
| 58 | + template: |
| 59 | + use_tokenizer_template: true |
| 60 | + files: |
| 61 | + - filename: llama-cpp/models/Qwopus3.6-27B-Coder-MTP-GGUF/Qwopus3.6-27B-Coder-MTP-Q4_K_M.gguf |
| 62 | + sha256: b2898667ed7b2388f0ab7691393833ae777f247492bbe62fdb4b2bd3e3cf3f79 |
| 63 | + uri: https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF/resolve/main/Qwopus3.6-27B-Coder-MTP-Q4_K_M.gguf |
| 64 | + - filename: llama-cpp/mmproj/Qwopus3.6-27B-Coder-MTP-GGUF/mmproj-F32.gguf |
| 65 | + sha256: 32f7ea0600c07272547da401d460f8abbd980f3a57b69d6df87be0e2505e0b9c |
| 66 | + uri: https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF/resolve/main/mmproj-F32.gguf |
2 | 67 | - name: "gemma-4-26b-a4b-it-qat" |
3 | 68 | url: "github:mudler/LocalAI/gallery/virtual.yaml@master" |
4 | 69 | urls: |
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