Qwen3.6 27B Claude Opus Reasoning Distill v2 Heretic GGUF
| Property | Value | | Base Model | Qwen/Qwen3.6-27B | | Architecture | Qwen3.5ForConditionalGeneration | | Parameters | 27B (dense) | | Context Length | 262,144 tokens (256K) | | License | Apache-2.0 |
Fuente del modelo
- Tipo
- Other
- Tamaño del archivo
- 4,35–50,1 GB
- Modelo base
- darkc0de/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic
- Versión
- vRevision 4c15c28
- Actualizado
- 4 oct 2026
- Publicador
- @fzcfweasdferttgg
- Descargas
- 2 mil
- Parámetros
- 27B
- Tareas
- Generación de texto
- Fuente
- Hugging Face
Descripción de la fuente
Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic — GGUF
GGUF quantizations of darkc0de/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic
Model Overview
| Property | Value |
|---|---|
| Base Model | Qwen/Qwen3.6-27B |
| Architecture | Qwen3.5ForConditionalGeneration |
| Parameters | 27B (dense) |
| Context Length | 262,144 tokens (256K) |
| License | Apache-2.0 |
Training Pipeline
Step 1: Claude Opus Reasoning Distillation
Fine-tuned on Claude Opus reasoning datasets using Unsloth + HuggingFace TRL (2x training speedup):
Step 2: Abliteration (Uncensoring)
Applied using Heretic v1.3.0. Reproducible via reproduce/ directory in the original repo.
Abliteration Parameters:
| Parameter | Value |
|---|---|
direction_index | 41.77 |
attn.o_proj.max_weight | 1.22 |
attn.o_proj.max_weight_position | 51.32 |
attn.o_proj.min_weight | 1.21 |
attn.o_proj.min_weight_distance | 32.79 |
mlp.down_proj.max_weight | 1.44 |
mlp.down_proj.max_weight_position | 42.02 |
mlp.down_proj.min_weight | 0.13 |
mlp.down_proj.min_weight_distance | 37.15 |
Quality Metrics
KL Divergence & Refusal Rate
| Metric | Value |
|---|---|
| KL Divergence (vs base) | 0.0774 |
| Refusals | 8/100 (down from 98/100) |
Benchmarks (mxfp8 precision)
| Benchmark | Base Qwen3.6-27B | This Model | Delta |
|---|---|---|---|
| ARC | 0.647 | 0.665 | +1.8% |
| ARC-E | 0.803 | 0.831 | +2.8% |
| BoolQ | 0.910 | 0.910 | 0.0% |
| HellaSwag | 0.773 | 0.790 | +1.7% |
| OpenBookQA | 0.450 | 0.456 | +0.6% |
| PIQA | 0.806 | 0.813 | +0.7% |
| WinoGrande | 0.742 | 0.772 | +3.0% |
Available Quantizations
| File | Size | BPW |
|---|---|---|
*-f16.gguf | ~50 GB | 16.0 |
*-Q1_0.gguf | ~4 GB | 1.1 |
*-Q2_K.gguf | ~10 GB | 2.5 |
*-Q3_K_S.gguf | ~11 GB | 3.0 |
*-Q3_K_M.gguf | ~12 GB | 3.5 |
*-Q3_K_L.gguf | ~13 GB | 3.8 |
*-Q4_0.gguf | ~14 GB | 4.0 |
*-Q4_1.gguf | ~16 GB | 4.8 |
*-Q4_K_S.gguf | ~15 GB | 4.0 |
*-Q4_K_M.gguf | ~15 GB | 4.5 |
*-Q5_0.gguf | ~17 GB | 5.0 |
*-Q5_1.gguf | ~19 GB | 5.7 |
*-Q5_K_S.gguf | ~17 GB | 5.0 |
*-Q5_K_M.gguf | ~18 GB | 5.5 |
*-Q6_K.gguf | ~21 GB | 6.0 |
*-Q8_0.gguf | ~27 GB | 8.0 |
Quantization Details
- f16: Full float16 precision, lossless conversion from safetensors
- Q1_0: Extreme compression, very low quality
- Q2_K: Smallest practical size, lower quality
- Q3_K_S / Q3_K_M / Q3_K_L: Q3 variants with increasing quality
- Q4_0 / Q4_1: Legacy formats, compatible with older tools
- Q4_K_S / Q4_K_M: K-quant mixtures with balanced quality/size
- Q5_0 / Q5_1: Legacy formats, compatible with older tools
- Q5_K_S / Q5_K_M: K-quant mixtures with high quality
- Q6_K: Highest quality K-quant
- Q8_0: Near-lossless, 8-bit integer quantization
System Requirements
| Quant | VRAM |
|---|---|
| f16 | ~50 GB |
| Q1_0 | ~4 GB |
| Q2_K | ~10 GB |
| Q3_K_S | ~11 GB |
| Q3_K_M | ~12 GB |
| Q3_K_L | ~13 GB |
| Q4_0 | ~14 GB |
| Q4_1 | ~16 GB |
| Q4_K_S | ~15 GB |
| Q4_K_M | ~15 GB |
| Q5_0 | ~17 GB |
| Q5_1 | ~19 GB |
| Q5_K_S | ~17 GB |
| Q5_K_M | ~18 GB |
| Q6_K | ~21 GB |
| Q8_0 | ~27 GB |
Recommended Settings
Temperature: 0.7
Top-p: 0.9
Top-k: 40
Repeat penalty: 1.1
Links
- Original model: darkc0de/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic
- Base model: Qwen/Qwen3.6-27B
- Distillation source: TeichAI/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2
- Heretic tool: Heretic v1.3.0
Fuentes
1 fuente
Fuentes
1 fuenteVerificado 4 oct
Artefactos del modelo
16 artefactos
Artefactos del modelo
16 artefactosqwen3.6-27b-opus-hereticv2-f16.gguf
gguf · 50,1 GB · SHA-256 d269420b0a47…75e1 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q1_0.gguf
gguf · 4,35 GB · SHA-256 9b3847c7850a…3fc9 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q2_K.gguf
gguf · 9,98 GB · SHA-256 cef640879d54…b78d · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q3_K_L.gguf
gguf · 13,4 GB · SHA-256 0be9cd0e5940…f79e · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q3_K_M.gguf
gguf · 12,4 GB · SHA-256 6949d5080e62…97dc · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q3_K_S.gguf
gguf · 11,2 GB · SHA-256 13f72fa75255…b22b · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q4_0.gguf
gguf · 14,4 GB · SHA-256 d953ad6fd4e3…fdd7 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q4_1.gguf
gguf · 15,9 GB · SHA-256 95c50b12c1ec…7dd5 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q4_K_M.gguf
gguf · 15,4 GB · SHA-256 cc72da22bd96…9878 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q4_K_S.gguf
gguf · 14,5 GB · SHA-256 7c78228aa331…7a88 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q5_0.gguf
gguf · 17,4 GB · SHA-256 7b6312569e47…25e9 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q5_1.gguf
gguf · 18,9 GB · SHA-256 c331280cd4b6…e0d6 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q5_K_M.gguf
gguf · 17,9 GB · SHA-256 3ded64a6812f…c595 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q5_K_S.gguf
gguf · 17,4 GB · SHA-256 e6348f2f623e…b904 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q6_K.gguf
gguf · 20,6 GB · SHA-256 85a9bf5299a0…9e64 · Hugging Face
Descargarqwen3.6-27b-opus-hereticv2-Q8_0.gguf
gguf · 26,6 GB · SHA-256 262f2174d85f…4c58 · Hugging Face
DescargarExtractos de fuentes
3 extractos
Extractos de fuentes
3 extractos--- tags: - text-generation-inference - transformers - qwen3.6 - heretic - uncensored - decensored - abliterated - reproducible - llama-cpp - gguf-my-repo license: apache-2.0 base_model: - darkc0de/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic datasets: - TeichAI/claude-4.5-opus-high-reasoning-250x - TeichAI/Claude-Opus-4.6-Reasoning-887x --- # Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic — GGUF GGUF quantizations of [darkc0de/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic](https://huggingface.co/darkc0de/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic) ## Model Overview | Property | Value | |---|---| | **Base Model** | Qwen/Qwen3.6-27B | | **Architecture** | Qwen3.5ForConditionalGeneration | | **Parameters** | 27B (dense) | | **Context Length** | 262,144 tokens (256K) | | **License** | Apache-2.0 | ## Training Pipeline ### Step 1: Claude Opus Reasoning Distillation Fine-tuned on Claude Opus reasoning datasets using **Unsloth + HuggingFace TRL** (2x training speedup): - [`TeichAI/Claude-Opus-4.6-Reasoning-887x`](https://huggingface.co/datasets/TeichAI/Claude-Opus-4.6-Reasoning-887x) - [`TeichAI/claude-4.5-opus-high-reasoning-250x`](https://huggingface.co/datasets/TeichAI/claude-4.5-opus-high-reasoning-250x) ### Step 2: Abliteration (Uncensoring) Applied using **Heretic v1.3.0**. Reproducible via `reproduce/` directory in the original repo. **Abliteration Parameters:** | Parameter | Value | |---|---| | `direction_index` | 41.77 | | `attn.o_proj.max_weight` | 1.22 | | `attn.o_proj.max_weight_position` | 51.32 | | `attn.o_proj.min_weight` | 1.21 | | `attn.o_proj.min_weight_distance` | 32.79 | | `mlp.down_proj.max_weight` | 1.44 | | `mlp.down_proj.max_weight_position` | 42.02 | | `mlp.down_proj.min_weight` | 0.13 | | `mlp.down_proj.min_weight_distance` | 37.15 | ## Quality Metrics ### KL Divergence & Refusal Rate | Metric | Value | |---|---| | **KL Divergence** (vs base) | 0.0774 | | **Refusals** | 8/100 (down from 98/100) | ### Benchmarks (mxfp8 precision) | Benchmark | Base Qwen3.6-27B | This Model | Delta | |---|---|---|---| | **ARC** | 0.647 | 0.665 | +1.8% | | **ARC-E** | 0.803 | 0.831 | +2.8% | | **BoolQ** | 0.910 | 0.910 | 0.0% | | **HellaSwag** | 0.773 | 0.790 | +1.7% | | **OpenBookQA** | 0.450 | 0.456 | +0.6% | | **PIQA** | 0.806 | 0.813 | +0.7% | | **WinoGrande** | 0.742 | 0.772 | +3.0% | ## Available Quan...
Source context: 1999 downloads · 0 likes · Library transformers · Repo fzcfweasdferttgg/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic-GGUF
Source context: 1142 downloads · 0 likes · Library transformers · Repo fzcfweasdferttgg/Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic-GGUF
