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Add native timm Qwen vision weights, model card, and original license

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  2. README.md +101 -0
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  4. conversion.json +9 -0
  5. model.safetensors +3 -0
LICENSE ADDED
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README.md ADDED
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+ ---
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+ tags:
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+ - image-feature-extraction
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+ - timm
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+ - transformers
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+ pipeline_tag: image-feature-extraction
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+ library_name: timm
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+ base_model: Qwen/Qwen3-VL-30B-A3B-Instruct
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+ license: apache-2.0
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+ ---
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+ # Model card for qwen3_vit_416m.qwen3_vl_30b_a3b
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+
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+ A Qwen ViT image feature model extracted from [Qwen3-VL-30B-A3B-Instruct](https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Instruct). This is the classifier-ready wrapper with average pooling and affine-free LayerNorm over the encoder features.
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+
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+ > **NOTE:** This checkpoint is a native timm remap of the original vision weights, with no additional training. It contains no language-model weights or trained image-classification head.
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+
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+ ## Model Notes
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+ * Image inputs repeat one frame across the original temporal patch kernel. The temporal Conv3d weights are summed into a Conv2d for this image-only implementation.
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+ * The backbone uses GELU-tanh MLPs, learned absolute positions and axial 2D RoPE. Absolute positions are interpolated for the input grid; RoPE is regenerated at each size.
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+ * The timm transforms normalize RGB pixels using `mean=(0.5, 0.5, 0.5)` and `std=(0.5, 0.5, 0.5)`. Rectangular inputs are supported. Each image dimension must be divisible by 16; any variant using the 2×2 merger requires divisibility by 32.
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+ * `forward_features()` returns raw, unnormalized NHWC backbone features. The `_enc` variant returns spatially merged tokens from `forward()`; the classifier variant returns pooled image embeddings until a classification head is added.
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+ * Qwen3-VL DeepStack projectors are omitted. Intermediate backbone features are available through `forward_intermediates()` or `features_only=True`.
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+
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+
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+ ## Model Details
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+ - **Model Type:** Image Feature Encoder
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+ - **Model Stats:**
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+ - Params (M): 415.0
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+ - GMACs: 1280.1
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+ - Activations (M): 2993.6
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+ - Image size: 768 x 768
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+ - **Source revision:** [9c4b90e1e4ba969fd3b5378b57d966d725f1b86c](https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Instruct/tree/9c4b90e1e4ba969fd3b5378b57d966d725f1b86c)
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+ - **License source:** https://raw.githubusercontent.com/QwenLM/Qwen3-VL/96588727e44c78b25ba03ea03b8e12f7e64fd0da/LICENSE
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+ - **Original:** https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Instruct
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+ - **License:** [Apache 2.0](LICENSE)
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+ - **Backbone width:** 1152
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+ - **Papers:**
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+ - Qwen3-VL Technical Report: https://arxiv.org/abs/2511.21631
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+ - PyTorch Image Models: https://github.com/huggingface/pytorch-image-models
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+
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+ ## Model Usage
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+ ### Image Features
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+
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+ ```python
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+ import torch
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+ import timm
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+ from PIL import Image
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+
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+ model = timm.create_model('hf-hub:timm/qwen3_vit_416m.qwen3_vl_30b_a3b', pretrained=True).eval()
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+ data_config = timm.data.resolve_model_data_config(model)
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+ transform = timm.data.create_transform(**data_config, is_training=False)
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+ image = Image.open('image.jpg').convert('RGB')
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+ x = transform(image).unsqueeze(0)
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+
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+ with torch.inference_mode():
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+ output = model(x) # (1, 1152): image embeddings
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+ features = model.forward_features(x) # (1, 48, 48, 1152): raw backbone features (NHWC)
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+ ```
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+
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+ ### Intermediate Feature Maps
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+
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+ ```python
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+ with torch.inference_mode():
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+ maps = model.forward_intermediates(
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+ x, indices=3, output_fmt='NCHW', intermediates_only=True,
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+ )
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+ for feature_map in maps:
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+ print(feature_map.shape) # (1, 1152, 48, 48)
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+ ```
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+
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+ ### Classification Fine-tuning
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+
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+ ```python
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+ model = timm.create_model(
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+ 'hf-hub:timm/qwen3_vit_416m.qwen3_vl_30b_a3b', pretrained=True, num_classes=45,
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+ )
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+ logits = model(x) # (1, 45)
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+ ```
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+
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+ The new linear head is randomly initialized and must be trained on your target dataset.
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+
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+ ## Citation
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+ ```bibtex
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+ @article{Qwen3-VL,
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+ title={Qwen3-VL Technical Report},
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+ author={Bai, Shuai and others},
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+ journal={arXiv preprint arXiv:2511.21631},
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+ year={2025}
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+ }
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+ ```
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+ ```bibtex
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+ @misc{rw2019timm,
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+ author = {Ross Wightman},
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+ title = {PyTorch Image Models},
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+ year = {2019},
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+ publisher = {GitHub},
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+ journal = {GitHub repository},
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+ doi = {10.5281/zenodo.4414861},
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+ howpublished = {\url{https://github.com/huggingface/pytorch-image-models}}
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+ }
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+ ```
config.json ADDED
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+ {
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+ "architecture": "qwen3_vit_416m",
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+ "num_classes": 0,
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+ "num_features": 1152,
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+ "global_pool": "avg",
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+ "model_args": {
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+ "global_pool": "avg",
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+ "encoder_pool": ""
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+ },
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+ "pretrained_cfg": {
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+ "tag": "qwen3_vl_30b_a3b",
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+ "custom_load": false,
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+ "input_size": [
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+ 3,
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+ 768,
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+ 768
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+ ],
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+ "fixed_input_size": false,
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+ "interpolation": "bicubic",
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+ "crop_pct": 1.0,
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+ "crop_mode": "squash",
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+ "mean": [
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+ 0.5,
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+ 0.5,
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+ 0.5
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+ ],
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+ "std": [
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+ 0.5,
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+ 0.5,
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+ 0.5
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+ ],
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+ "num_classes": 0,
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+ "pool_size": null,
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+ "first_conv": "encoder.patch_embed.proj",
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+ "classifier": "head",
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+ "license": "apache-2.0",
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+ "origin_url": "https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Instruct"
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+ }
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+ }
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+ {
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+ "source_repo": "Qwen/Qwen3-VL-30B-A3B-Instruct",
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+ "source_revision": "9c4b90e1e4ba969fd3b5378b57d966d725f1b86c",
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+ "source_filename": "model-00013-of-00013.safetensors",
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+ "license_source": "https://raw.githubusercontent.com/QwenLM/Qwen3-VL/96588727e44c78b25ba03ea03b8e12f7e64fd0da/LICENSE",
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+ "license_sha256": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
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+ "timm_version": "1.0.29",
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+ "torch_version": "2.9.1+cu130"
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+ }
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