From af1d868d51d24b8ce09a7b925402a5fc1a658613 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 26 Jun 2026 03:22:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: reaperdoesntknow/DualMind-GGUF Source: Original Platform --- .gitattributes | 39 ++++++++++++++ DualMind-Q4_K_M.gguf | 3 ++ DualMind-Q5_K_M.gguf | 3 ++ DualMind-Q8_0.gguf | 3 ++ DualMind-f16.gguf | 3 ++ README.md | 126 +++++++++++++++++++++++++++++++++++++++++++ 6 files changed, 177 insertions(+) create mode 100644 .gitattributes create mode 100644 DualMind-Q4_K_M.gguf create mode 100644 DualMind-Q5_K_M.gguf create mode 100644 DualMind-Q8_0.gguf create mode 100644 DualMind-f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d36d9ae --- /dev/null +++ b/.gitattributes @@ -0,0 +1,39 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +DualMind-f16.gguf filter=lfs diff=lfs merge=lfs -text +DualMind-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +DualMind-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +DualMind-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/DualMind-Q4_K_M.gguf b/DualMind-Q4_K_M.gguf new file mode 100644 index 0000000..78f216f --- /dev/null +++ b/DualMind-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a753fc85c672c4fd89b4f8cbb85534454a307c6e5c6b15b386e394316538bd82 +size 1282439136 diff --git a/DualMind-Q5_K_M.gguf b/DualMind-Q5_K_M.gguf new file mode 100644 index 0000000..4402b7e --- /dev/null +++ b/DualMind-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb0ce10aa348b34202d23e6927f05af54b5bd3412010bd8646c6a392f00334a2 +size 1471805408 diff --git a/DualMind-Q8_0.gguf b/DualMind-Q8_0.gguf new file mode 100644 index 0000000..70948d2 --- /dev/null +++ b/DualMind-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de585cb467d80e5708d760f41b2f2f89135c0a611cdc54ac418c0cf542898c1b +size 2165039072 diff --git a/DualMind-f16.gguf b/DualMind-f16.gguf new file mode 100644 index 0000000..bd8b9fd --- /dev/null +++ b/DualMind-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4bed7431774748b69b395e2e65a0adb5f9b658de59ed8aad34d56935c17f824b +size 4069679072 diff --git a/README.md b/README.md new file mode 100644 index 0000000..afeb014 --- /dev/null +++ b/README.md @@ -0,0 +1,126 @@ +--- +license: apache-2.0 +language: + - en +tags: + - gguf + - dualmind + - knowledge-distillation + - self-critique + - convergent-intelligence + - convergentintel + - distillation + - edge +base_model: reaperdoesntknow/DualMind +model_name: DualMind-GGUF +--- + +# DualMind-GGUF + +GGUF quantizations of [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) for local inference via [llama.cpp](https://github.com/ggml-org/llama.cpp), [Ollama](https://ollama.com), [LM Studio](https://lmstudio.ai), and other GGUF-compatible runtimes. + +**Convergent Intelligence LLC: Research Division** + +## Available Quantizations + +| File | Quant | Size | Use Case | +|------|-------|------|----------| +| `DualMind-f16.gguf` | F16 | ~3.4 GB | Full precision, reference quality | +| `DualMind-Q8_0.gguf` | Q8_0 | ~1.8 GB | Near-lossless, recommended for GPU | +| `DualMind-Q5_K_M.gguf` | Q5_K_M | ~1.3 GB | Balanced quality/size | +| `DualMind-Q4_K_M.gguf` | Q4_K_M | ~1.1 GB | Best for CPU/edge deployment | + +## What Is DualMind? + +DualMind is a 1.7B parameter model that implements a dual-cognition reasoning architecture: + +``` + — unconstrained reasoning, derivation, speculation + — adversarial self-critique, error detection + — clean synthesis from the internal dialogue +``` + +The model learns to reason freely, then critique its own reasoning, then produce a final answer. Multi-model dialectics collapsed into shared weights. + +**Training lineage:** Qwen3-1.7B → DistilQwen3 (uncensored) → Disctil (DISC-refined) → TKD from Qwen3-30B-A3B-Thinking → DualMind SFT on LogicInference_OA dataset. + +## Quick Start + +**Ollama:** +```bash +# Already published: +ollama run reaperdoesntrun/DualMinded-1.7B + +# Or from GGUF: +ollama create dualmind -f Modelfile +``` + +**llama.cpp:** +```bash +./llama-cli -m DualMind-Q4_K_M.gguf \ + -p "##USER:\nProve that every convergent sequence is Cauchy.\n\n\n" \ + --temp 0.6 --top-p 0.9 --repeat-penalty 1.3 -n 512 +``` + +**Recommended parameters:** +- `temperature`: 0.6 +- `top_p`: 0.9 +- `repeat_penalty`: 1.3 (important — prevents enumeration loops) +- `num_predict`: 512–1024 + +## Related + +- [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) — source model (SafeTensors) +- [DualMinded-Qwen3-1.7B](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B) — Opus-trained variant +- [DualMind_Methodolgy](https://huggingface.co/reaperdoesntknow/DualMind_Methodolgy) — methodology paper (DOI: [10.57967/hf/8184](https://doi.org/10.57967/hf/8184)) +- [DualMind Collection](https://huggingface.co/collections/reaperdoesntknow/dualmind) +- [DistilQwen Collection](https://huggingface.co/collections/reaperdoesntknow/distilqwen) — the full distillation chain + + +## Mathematical Foundations + +This is a GGUF-quantized variant. The mathematical foundations (Discrepancy Calculus, Topological Knowledge Distillation) are documented in the source model's card. The discrepancy operator $Df(x)$ and BV decomposition that inform the training pipeline are preserved through quantization — the structural boundaries detected by DISC during training are baked into the weights, not dependent on precision. + +## Citation + +```bibtex +@misc{colca2026dualmind, + title={From Three Teachers to Dual Cognition}, + author={Colca, Roy S.}, + year={2026}, + publisher={HuggingFace}, + url={https://doi.org/10.57967/hf/8184} +} +``` + +*Convergent Intelligence LLC: Research Division — Apache 2.0* + + +--- + +## Convergent Intelligence Portfolio + +*Part of the [DualMind Series](https://huggingface.co/collections/reaperdoesntknow/dualmind-69c93f888c6e79ecc69cf41e) by [Convergent Intelligence LLC: Research Division](https://huggingface.co/reaperdoesntknow)* + +### DualMind Family + +| Model | Format | Description | +|-------|--------|-------------| +| [DualMind](https://huggingface.co/reaperdoesntknow/DualMind) | BF16 | LogicInference-trained. Explore→Examine→Response loop. | +| [DualMinded-Qwen3-1.7B](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B) | BF16 | Opus 4.6 reasoning traces. Higher quality splits. | +| [Dualmind-Qwen-1.7B-Thinking](https://huggingface.co/reaperdoesntknow/Dualmind-Qwen-1.7B-Thinking) | BF16 | Thinking-teacher variant with extended deliberation. | +| [DualMind-GGUF](https://huggingface.co/reaperdoesntknow/DualMind-GGUF) | GGUF | Quantized LogicInference variant. CPU/6GB GPU. | +| [DualMinded-Qwen3-1.7B-GGUF](https://huggingface.co/reaperdoesntknow/DualMinded-Qwen3-1.7B-GGUF) | GGUF | Quantized Opus variant. Ollama ready. | + +### Papers + +| Paper | DOI | +|-------|-----| +| [Structure Over Scale](https://huggingface.co/reaperdoesntknow/Structure-Over-Scale) | 10.57967/hf/8165 | +| [Three Teachers to Dual Cognition](https://huggingface.co/reaperdoesntknow/DualMind_Methodolgy) | 10.57967/hf/8184 | +| [Discrepancy Calculus](https://huggingface.co/reaperdoesntknow/Discrepancy_Calculus) | 10.57967/hf/8194 | + +--- + +*Last updated: 2026-03-31 by Convergent Intelligence LLC: Research Division* +