初始化项目，由ModelHub XC社区提供模型

Model: filvyb/ZwZ-8B-heretic-GGUF Source: Original Platform
2026-06-16 20:46:17 +08:00
commit 30597925c3
17 changed files with 241 additions and 0 deletions
--- a/.gitattributes
+++ b/.gitattributes
@@ -0,0 +1,50 @@
+*.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
+mmproj-ZwZ-8b-heretic-F16.gguf filter=lfs diff=lfs merge=lfs -text
+mmproj-ZwZ-8b-heretic-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-F16.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+ZwZ-8B-heretic-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
--- a/README.md
+++ b/README.md
@@ -0,0 +1,146 @@
+---
+base_model:
+- megabytes/ZwZ-8B-heretic
+language:
+- en
+license: apache-2.0
+library_name: transformers
+pipeline_tag: image-text-to-text
+tags:
+- heretic
+- uncensored
+- decensored
+- abliterated
+---
+# This is a quantized decensored version of [inclusionAI/ZwZ-8B](https://huggingface.co/inclusionAI/ZwZ-8B), made using [Heretic](https://github.com/p-e-w/heretic) v1.2.0
+
+## Abliteration parameters
+
+| Parameter | Value |
+| :-------- | :---: |
+| **direction_index** | 20.97 |
+| **attn.o_proj.max_weight** | 1.35 |
+| **attn.o_proj.max_weight_position** | 28.23 |
+| **attn.o_proj.min_weight** | 1.27 |
+| **attn.o_proj.min_weight_distance** | 20.10 |
+| **mlp.down_proj.max_weight** | 1.47 |
+| **mlp.down_proj.max_weight_position** | 21.98 |
+| **mlp.down_proj.min_weight** | 0.05 |
+| **mlp.down_proj.min_weight_distance** | 15.28 |
+
+## Performance
+
+| Metric | This model | Original model ([inclusionAI/ZwZ-8B](https://huggingface.co/inclusionAI/ZwZ-8B)) |
+| :----- | :--------: | :---------------------------: |
+| **KL divergence** | 0.0669 | 0 *(by definition)* |
+| **Refusals** | 4/100 | 99/100 |
+
+-----
+
+
+# ZwZ-8B
+
+<div align="center">
+
+📃 [Paper](https://arxiv.org/pdf/2602.11858) | 🏠 [Project](https://github.com/inclusionAI/Zooming-without-Zooming) | 🤗 [Collection](https://huggingface.co/collections/inclusionAI/zooming-without-zooming)
+
+</div>
+
+## Model Summary
+
+**ZwZ-8B** is a fine-grained multimodal perception model built upon [Qwen3-VL-8B](https://huggingface.co/Qwen/Qwen3-VL-8B). It is trained using **Region-to-Image Distillation (R2I)** combined with reinforcement learning, enabling superior fine-grained visual understanding in a single forward pass — no inference-time zooming or tool calling required.
+
+ZwZ-8B achieves state-of-the-art performance on fine-grained perception benchmarks among open-source models of comparable size, while also demonstrating strong out-of-distribution generalization on visual reasoning, GUI agent, and AIGC detection tasks.
+
+<div align=center>
+<img src="gp_avg_comparison.png" width="90%" alt="avg_comparison"/>
+</div>
+
+## Key Features
+
+- **⚡ Single-Pass Efficiency**: Achieves fine-grained perception in one forward pass, eliminating inference-time tool-calling overhead
+- **🎯 Superior Accuracy**: State-of-the-art on perception benchmarks among open-source models
+- **📈 Broad Improvements**: Enhances not only perception benchmarks but also out-of-distribution generalization on visual reasoning, GUI agent, and AIGC detection
+
+## How It Works
+
+Traditional "Thinking-with-Images" methods zoom into regions of interest during inference, incurring high latency from repeated tool calls and visual re-encoding. **ZwZ** transforms zooming from an inference-time tool into a training-time primitive:
+
+1. **Zoom in** to micro-cropped regions and let strong teacher models (Qwen3-VL-235B, GLM-4.5V) generate high-quality VQA data
+2. **Distill** this region-grounded supervision back to the full image with explicit bounding-box overlays
+3. **Reinforce** via RL training to enable single-glance fine-grained perception without tool use
+
+## Quickstart
+
+### Installation
+
+```bash
+pip install transformers accelerate torch
+```
+
+### Inference
+
+```python
+from transformers import Qwen3VLForConditionalGeneration, AutoProcessor
+
+# default: Load the model on the available device(s)
+model = Qwen3VLForConditionalGeneration.from_pretrained(
+    "inclusionAI/ZwZ-8B", dtype="auto", device_map="auto"
+)
+
+processor = AutoProcessor.from_pretrained("inclusionAI/ZwZ-8B")
+
+messages = [
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "image",
+                "image": "https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-VL/assets/demo.jpeg",
+            },
+            {"type": "text", "text": "Describe this image."},
+        ],
+    }
+]
+
+# Preparation for inference
+inputs = processor.apply_chat_template(
+    messages,
+    tokenize=True,
+    add_generation_prompt=True,
+    return_dict=True,
+    return_tensors="pt"
+)
+inputs = inputs.to(model.device)
+
+# Inference: Generation of the output
+generated_ids = model.generate(**inputs, max_new_tokens=128)
+generated_ids_trimmed = [
+    out_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
+]
+output_text = processor.batch_decode(
+    generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
+)
+print(output_text)
+```
+
+
+## Training Data
+
+ZwZ-8B is trained on [inclusionAI/ZwZ-RL-VQA](https://huggingface.co/datasets/inclusionAI/ZwZ-RL-VQA), a 74K-sample Region-to-Image distilled VQA dataset synthesized from diverse image pools (SA-1B, LAION, MetaCLIP, Visual Genome, CC12M, STPLS3D).
+
+
+## Citation
+
+```bibtex
+@article{wei2026zooming,
+  title={Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception},
+  author={Wei, Lai and He, Liangbo and Lan, Jun and Dong, Lingzhong and Cai, Yutong and Li, Siyuan and Zhu, Huijia and Wang, Weiqiang and Kong, Linghe and Wang, Yue and Zhang, Zhuosheng and Huang, Weiran},
+  journal={arXiv preprint arXiv:2602.11858},
+  year={2026}
+}
+```
+
+## License
+
+This model follows the license of Apache 2.0 License.
--- a/ZwZ-8B-heretic-F16.gguf
+++ b/ZwZ-8B-heretic-F16.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:491483e2f622eccfa324f6071b2cb93f720b16cab7b0237cf96baf7c9d4c3dbf
+size 16388045792
--- a/ZwZ-8B-heretic-IQ3_M.gguf
+++ b/ZwZ-8B-heretic-IQ3_M.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f3e3e17c3dee3300b236d19bc7656c3bdcc9c806e25197181b0aa06bd608d73
+size 3896622048
--- a/ZwZ-8B-heretic-IQ4_XS.gguf
+++ b/ZwZ-8B-heretic-IQ4_XS.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20ac97f04bd8e0e087b8fad95ce37343c0bbde3b3c9f27256898d05ee0e21fd0
+size 4593298400
--- a/ZwZ-8B-heretic-Q2_K.gguf
+++ b/ZwZ-8B-heretic-Q2_K.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d8c4de4578a6d283daced541d63c118b796a1e42cfebc757c35bb0411b1d39fa
+size 3281734624
--- a/ZwZ-8B-heretic-Q3_K_L.gguf
+++ b/ZwZ-8B-heretic-Q3_K_L.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bab74619461f313f13d711edadad053eecf57f29685ce92b03318e0648d44115
+size 4431395808
--- a/ZwZ-8B-heretic-Q3_K_M.gguf
+++ b/ZwZ-8B-heretic-Q3_K_M.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7b9beafe4f79d1d9bebe5f412ec7a25b8fd30e7862bfce562651b4463e00149
+size 4124163040
--- a/ZwZ-8B-heretic-Q3_K_S.gguf
+++ b/ZwZ-8B-heretic-Q3_K_S.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a03dd86325595068bb50ce44508ced2d95d0f32f79ba1505a5880238a6a56f22
+size 3769613280
--- a/ZwZ-8B-heretic-Q4_K_M.gguf
+++ b/ZwZ-8B-heretic-Q4_K_M.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcccdbdf97e360823cb256f01bb7b1ee4353143d36c4b0e9f94f49422db23ac2
+size 5027785696
--- a/ZwZ-8B-heretic-Q4_K_S.gguf
+++ b/ZwZ-8B-heretic-Q4_K_S.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:920a06b3dd5d2a0f9aec5f9f26b4013e12aefcece66177b7be3287432b41e5d5
+size 4802014176
--- a/ZwZ-8B-heretic-Q5_K_M.gguf
+++ b/ZwZ-8B-heretic-Q5_K_M.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c0eb0afc6055562642bf15fa770711cfb7692848b3b22c9da32d1aef0a8a929
+size 5851114464
--- a/ZwZ-8B-heretic-Q5_K_S.gguf
+++ b/ZwZ-8B-heretic-Q5_K_S.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41cf51a506e80cb3ce802b188a37d88590dd95c80a594ec040df788922ff17f0
+size 5720763360
--- a/ZwZ-8B-heretic-Q6_K.gguf
+++ b/ZwZ-8B-heretic-Q6_K.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a14793bcb3325c6513df297394548e81e17815efcaca68b475efacbfd6e18a12
+size 6725901280
--- a/ZwZ-8B-heretic-Q8_0.gguf
+++ b/ZwZ-8B-heretic-Q8_0.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7bc09aa4f89d91a050c7236deef6b1318fcfee356f88c69e874620300e7557d
+size 8709520352
--- a/mmproj-ZwZ-8b-heretic-F16.gguf
+++ b/mmproj-ZwZ-8b-heretic-F16.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:919fee3b5dd9caa7507fa2f7ee438c9273a9646403efa797a3be08a59436324a
+size 1159030720
--- a/mmproj-ZwZ-8b-heretic-Q8_0.gguf
+++ b/mmproj-ZwZ-8b-heretic-Q8_0.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b4239b64845ddc1eb1482a94ced4be178dd08c4dbe8baeb9fb7e6359f131830
+size 752290624