Add files using upload-large-folder tool
Browse files- LICENSE +210 -0
- README.md +196 -0
- chat_template.jinja +146 -0
- config.json +169 -0
- generation_config.json +9 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +0 -0
- preprocessor_config.json +39 -0
- special_tokens_map.json +28 -0
- tokenizer.json +0 -0
- tokenizer_config.json +0 -0
- video_preprocessor_config.json +41 -0
LICENSE
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| 1 |
+
Tencent is pleased to support the open source community by making Hy-Embodied-RxBrain-1.0.
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Copyright (C) 2026 Tencent. All rights reserved.
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For the avoidance of doubt, Hy-Embodied-RxBrain-1.0 refers to the code and model parameter weights made publicly available by Tencent.
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Terms of the Apache-2.0:
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README.md
ADDED
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@@ -0,0 +1,196 @@
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|
|
|
| 1 |
+
---
|
| 2 |
+
license: other
|
| 3 |
+
language:
|
| 4 |
+
- multilingual
|
| 5 |
+
pipeline_tag: image-text-to-text
|
| 6 |
+
tags:
|
| 7 |
+
- hunyuan
|
| 8 |
+
- hunyuan_vl_mot
|
| 9 |
+
- unified_mot
|
| 10 |
+
- vision-language
|
| 11 |
+
- Embodied
|
| 12 |
+
- image-to-text
|
| 13 |
+
- any-to-any
|
| 14 |
+
- MoT
|
| 15 |
+
- flow-matching
|
| 16 |
+
---
|
| 17 |
+
|
| 18 |
+
<div align="center">
|
| 19 |
+
<h1>RxBrain</h1>
|
| 20 |
+
<p><b>Embodied Cognition Foundation Model with Joint Language–Visual Reasoning and Imagination</b></p>
|
| 21 |
+
<p><i>Tencent Robotics X × Futian Laboratory × Tencent Hunyuan</i></p>
|
| 22 |
+
|
| 23 |
+
<a href="https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0/blob/main/assets/RxBrain_v0.pdf"><img src="https://img.shields.io/badge/Paper-Report-red?logo=adobeacrobatreader" alt="Tech Report"></a>
|
| 24 |
+
<a href="https://huggingface.co/tencent/Hy-Embodied-RxBrain-1.0"><img src="https://img.shields.io/badge/Models-HuggingFace-yellow?logo=huggingface" alt="Models"></a>
|
| 25 |
+
<a href="https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0"><img src="https://img.shields.io/badge/GitHub-Repo-181717?logo=github&logoColor=white" alt="GitHub"></a>
|
| 26 |
+
|
| 27 |
+
</div>
|
| 28 |
+
|
| 29 |
+
<div align="center">
|
| 30 |
+
<img src="https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0/blob/main/assets/teaser.png?raw=true" alt="RxBrain — capability overview" width="90%">
|
| 31 |
+
</div>
|
| 32 |
+
|
| 33 |
+
## 🔥 Updates
|
| 34 |
+
|
| 35 |
+
* **`[2026-07]`** 🎉 We release **Hy-Embodied-RxBrain-1.0** — the technical report, official inference code, and model weights.
|
| 36 |
+
|
| 37 |
+
## 📖 Introduction
|
| 38 |
+
|
| 39 |
+
**RxBrain** (`Hy-Embodied-RxBrain-1.0`) is a **unified multimodal foundation model for embodied cognition** — a single model that couples language reasoning with visual imagination to deliver three core capabilities:
|
| 40 |
+
|
| 41 |
+
* 🤖 **Embodied Understanding & Reasoning** — question answering and chain-of-thought over images and multi-frame video.
|
| 42 |
+
* 🔮 **World State Prediction** — imagine the near-future frames an action produces in the physical world.
|
| 43 |
+
* 🧩 **Joint Subgoal Planning** — decompose a task into steps, emitting for each step *both* the next action (language) *and* the goal image it should reach (vision).
|
| 44 |
+
|
| 45 |
+
These capabilities are unified through **interleaved generation**: within a single autoregressive sequence RxBrain alternates reasoning text and flow-matched imagined frames — a learned `<Image>` token decides when to imagine — so an embodied plan couples *what to do* with *what the world should look like*, step by step.
|
| 46 |
+
|
| 47 |
+
## ⭐️ Key Features
|
| 48 |
+
|
| 49 |
+
* 🧠 **Unified Mixture-of-Transformers (MoT):** A ~6.2B-parameter backbone with modality-specific pathways (text / vision / generation), so understanding and image synthesis share one autoregressive model instead of separate towers.
|
| 50 |
+
* 🎨 **Flow-Matching Image Head:** Imagined frames are produced by a flow-matching head decoding into a frozen **FLUX** VAE latent space, enabling text-to-image, multi-frame world-model rollout, and goal-image planning.
|
| 51 |
+
* 🔗 **Interleaved Reasoning + Imagination:** Text reasoning and generated frames are emitted in one sequence, coupling symbolic plans with visual goals.
|
| 52 |
+
|
| 53 |
+
## 📅 Roadmap
|
| 54 |
+
|
| 55 |
+
- [x] Transformers Inference (understanding + generation)
|
| 56 |
+
- [ ] vLLM Inference
|
| 57 |
+
- [ ] Fine-tuning Code
|
| 58 |
+
- [ ] Online Gradio Demo
|
| 59 |
+
|
| 60 |
+
## 🛠️ Dependencies and Installation
|
| 61 |
+
|
| 62 |
+
### Prerequisites
|
| 63 |
+
|
| 64 |
+
- 🖥️ **Operating System**: Linux (recommended)
|
| 65 |
+
- 🐍 **Python**: 3.10+
|
| 66 |
+
- ⚡ **CUDA**: 12.x, an NVIDIA GPU (required for `flash-attn`)
|
| 67 |
+
- 🔥 **PyTorch**: 2.10
|
| 68 |
+
|
| 69 |
+
### Installation
|
| 70 |
+
|
| 71 |
+
1. **Install the specific Transformers version required for this model** (it provides the `hunyuan_vl_mot` backbone that `unified_mot` builds on):
|
| 72 |
+
```bash
|
| 73 |
+
pip install git+https://github.com/huggingface/transformers@9293856c419762ebf98fbe2bd9440f9ce7069f1a
|
| 74 |
+
```
|
| 75 |
+
> **Note:** A stock `transformers` release does **not** yet include `hunyuan_vl_mot`; this pinned commit is required. We will merge the improvements into the Transformers main branch later.
|
| 76 |
+
|
| 77 |
+
2. **Clone the inference code and install the remaining dependencies:**
|
| 78 |
+
```bash
|
| 79 |
+
git clone https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0.git
|
| 80 |
+
cd Hy-Embodied-RxBrain-1.0
|
| 81 |
+
pip install -r requirements.txt
|
| 82 |
+
```
|
| 83 |
+
|
| 84 |
+
### Model Download
|
| 85 |
+
|
| 86 |
+
| Component | Params | Source |
|
| 87 |
+
|---|:---:|---|
|
| 88 |
+
| **Hy-Embodied-RxBrain-1.0** | ~6.2 B | [🤗 tencent/Hy-Embodied-RxBrain-1.0](https://huggingface.co/tencent/Hy-Embodied-RxBrain-1.0) |
|
| 89 |
+
| FLUX VAE (`ae.safetensors`) | 83.8 M | Obtain from the [FLUX](https://github.com/black-forest-labs/flux) distribution |
|
| 90 |
+
|
| 91 |
+
Download the weights to a **local directory** — the loader reads the checkpoint files directly, so `--ckpt` must be a local path, **not** the Hub repo id:
|
| 92 |
+
|
| 93 |
+
```bash
|
| 94 |
+
pip install -U "huggingface_hub[cli]"
|
| 95 |
+
hf download tencent/Hy-Embodied-RxBrain-1.0 --local-dir ./Hy-Embodied-RxBrain-1.0
|
| 96 |
+
```
|
| 97 |
+
|
| 98 |
+
The VQA (understanding) path needs **only** the main weights. Image generation (T2I / world-model rollout / interleaved planning) additionally requires the external **FLUX VAE** `ae.safetensors`.
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
## 🚀 Quick Start with Transformers
|
| 102 |
+
|
| 103 |
+
Load the Transformers processor together with the `UnifiedMoT` classes shipped in this repo, then run understanding (VQA). Run this from the repo root so the `model` package is importable, and point `MODEL_PATH` at your **local** download (see [Model Download](#model-download)).
|
| 104 |
+
|
| 105 |
+
```python
|
| 106 |
+
import torch
|
| 107 |
+
from transformers.models.hunyuan_vl_mot import HunYuanVLMoTProcessor
|
| 108 |
+
from model import UnifiedMoTForConditionalGeneration, maybe_init_generation_path
|
| 109 |
+
from vqa_inference import answer
|
| 110 |
+
|
| 111 |
+
MODEL_PATH = "./Hy-Embodied-RxBrain-1.0" # local checkpoint directory, not the Hub id
|
| 112 |
+
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
| 113 |
+
dtype = torch.bfloat16
|
| 114 |
+
|
| 115 |
+
# Load processor & model
|
| 116 |
+
processor = HunYuanVLMoTProcessor.from_pretrained(MODEL_PATH, trust_remote_code=True)
|
| 117 |
+
model = UnifiedMoTForConditionalGeneration.from_pretrained(MODEL_PATH, dtype=dtype)
|
| 118 |
+
maybe_init_generation_path(model, model_load_path=MODEL_PATH) # wires up the generation path
|
| 119 |
+
model.to(device).eval()
|
| 120 |
+
|
| 121 |
+
# Ask a question about an image
|
| 122 |
+
text = answer(
|
| 123 |
+
model, processor,
|
| 124 |
+
image_paths=["demo_cases/bridgev2_move_toy/input/obs_1.jpg"],
|
| 125 |
+
question="What objects are on the stovetop, and where is the green toy?",
|
| 126 |
+
device=device, dtype=dtype, max_new_tokens=256,
|
| 127 |
+
)
|
| 128 |
+
print(text)
|
| 129 |
+
```
|
| 130 |
+
|
| 131 |
+
> **Note:** RxBrain uses a custom interleaved text/image decoding loop rather than the standard `model.generate` API. The `answer(...)` helper (in `vqa_inference.py`) wraps that loop for the understanding case; image generation and planning have their own entry points below.
|
| 132 |
+
|
| 133 |
+
The same tasks are also available as ready-to-run scripts:
|
| 134 |
+
|
| 135 |
+
<details open>
|
| 136 |
+
<summary><b>① Visual Question Answering (VQA)</b> — image(s) + question → answer text</summary>
|
| 137 |
+
|
| 138 |
+
Pure autoregressive text understanding — **no VAE / flow-matching needed**.
|
| 139 |
+
|
| 140 |
+
```bash
|
| 141 |
+
python vqa_inference.py \
|
| 142 |
+
--ckpt ./Hy-Embodied-RxBrain-1.0 \
|
| 143 |
+
--images demo_cases/bridgev2_move_toy/input/obs_1.jpg \
|
| 144 |
+
--question "What objects are on the stovetop, and where is the green toy?" \
|
| 145 |
+
--max_new_tokens 256
|
| 146 |
+
```
|
| 147 |
+
</details>
|
| 148 |
+
|
| 149 |
+
|
| 150 |
+
<details open>
|
| 151 |
+
<summary><b>② Text-to-Image (T2I)</b></summary>
|
| 152 |
+
|
| 153 |
+
```bash
|
| 154 |
+
python text2image_inference.py \
|
| 155 |
+
--ckpt ./Hy-Embodied-RxBrain-1.0 --vae /path/to/ae.safetensors \
|
| 156 |
+
--prompt "a watercolor painting of a cat" \
|
| 157 |
+
--height 256 --width 256 --num_steps 25 --out out.png
|
| 158 |
+
|
| 159 |
+
# with classifier-free guidance
|
| 160 |
+
python text2image_inference.py \
|
| 161 |
+
--ckpt ./Hy-Embodied-RxBrain-1.0 --vae /path/to/ae.safetensors \
|
| 162 |
+
--prompt "a watercolor painting of a cat" \
|
| 163 |
+
--cfg_scale 5.0 --num_steps 50 --out out.png
|
| 164 |
+
```
|
| 165 |
+
</details>
|
| 166 |
+
|
| 167 |
+
<details open>
|
| 168 |
+
<summary><b>③ Multi-Frame World-Model Rollout</b> — imagine future frames from an observation</summary>
|
| 169 |
+
|
| 170 |
+
```bash
|
| 171 |
+
python multiframe_inference.py \
|
| 172 |
+
--ckpt ./Hy-Embodied-RxBrain-1.0 --vae /path/to/ae.safetensors \
|
| 173 |
+
--frames /path/to/obs.jpg --task "imagine the next frames" \
|
| 174 |
+
--num_frames 4 --num_steps 50 --out_dir multiframe_out
|
| 175 |
+
```
|
| 176 |
+
</details>
|
| 177 |
+
|
| 178 |
+
<details>
|
| 179 |
+
<summary><b>④ Interleaved Embodied Planning</b> — text plan + goal images, step by step</summary>
|
| 180 |
+
|
| 181 |
+
Runs interleaved planning on a bundled scene. See [`demo_cases/README.md`](https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0/blob/main/demo_cases/README.md) for details.
|
| 182 |
+
|
| 183 |
+
```bash
|
| 184 |
+
CASE=umi_fold_sock
|
| 185 |
+
python interleave_inference.py \
|
| 186 |
+
--ckpt ./Hy-Embodied-RxBrain-1.0 --vae /path/to/ae.safetensors \
|
| 187 |
+
--frames demo_cases/$CASE/input/*.jpg \
|
| 188 |
+
--task "$(cat demo_cases/$CASE/prompt.txt)" \
|
| 189 |
+
--max_frames 5 --num_steps 50 --out_dir out_$CASE
|
| 190 |
+
```
|
| 191 |
+
</details>
|
| 192 |
+
|
| 193 |
+
## 📊 Evaluation
|
| 194 |
+
|
| 195 |
+
RxBrain is evaluated on embodied understanding, spatial reasoning, and imagination/generation benchmarks. For detailed metrics and methodology, please refer to our [technical report](https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0/blob/main/assets/RxBrain_v0.pdf).
|
| 196 |
+
|
chat_template.jinja
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
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|
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|
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|
|
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|
|
|
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|
|
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|
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|
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|
|
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|
|
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|
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|
|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
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|
|
|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
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|
|
|
|
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|
|
|
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|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{%- if not add_generation_prompt is defined %}
|
| 2 |
+
{%- set add_generation_prompt = false %}
|
| 3 |
+
{%- endif %}
|
| 4 |
+
{%- set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='', is_first_sp=true, is_first_user=true, is_last_user=false) %}
|
| 5 |
+
{%- for message in messages %}
|
| 6 |
+
{%- if message['role'] == 'system' %}
|
| 7 |
+
{%- if ns.is_first_sp %}
|
| 8 |
+
{%- set ns.system_prompt = ns.system_prompt + message['content'] %}
|
| 9 |
+
{%- set ns.is_first_sp = false %}
|
| 10 |
+
{%- else %}
|
| 11 |
+
{% set ns.system_prompt = ns.system_prompt + '\n\n' + message['content'] %}
|
| 12 |
+
{%- endif %}
|
| 13 |
+
{%- endif %}
|
| 14 |
+
{%- endfor %}
|
| 15 |
+
{{- bos_token }}
|
| 16 |
+
{{- ns.system_prompt }}
|
| 17 |
+
{%- if tools %}
|
| 18 |
+
{%- if ns.system_prompt != '' %}
|
| 19 |
+
{{- '\n\n# Tools\n\nYou may call one or more functions to assist with the user query.' }}
|
| 20 |
+
{%- else %}
|
| 21 |
+
{{- '# Tools\n\nYou may call one or more functions to assist with the user query.' }}
|
| 22 |
+
{%- endif %}
|
| 23 |
+
{{- '\n\nYou are provided with function signatures within <tools></tools> XML tags:' }}
|
| 24 |
+
{{- '\n<tools>\n' }}
|
| 25 |
+
{%- for tool in tools %}
|
| 26 |
+
{%- if loop.index0 > 1 %}
|
| 27 |
+
{{- '\n' }}
|
| 28 |
+
{%- endif %}
|
| 29 |
+
{{- tool | tojson }}
|
| 30 |
+
{%- endfor %}
|
| 31 |
+
{{- '\n</tools>\n\n' }}
|
| 32 |
+
{{- 'For function call returns, you should first print <tool_calls>' }}
|
| 33 |
+
{{- 'For each function call, you should return object like:\n' }}
|
| 34 |
+
{{- '<tool_call>function_name\n```json\nfunction_arguments_in_json_format\n```</tool_call>' }}
|
| 35 |
+
{{- 'At the end of function call returns, you should print </tool_calls>' }}
|
| 36 |
+
{%- endif %}
|
| 37 |
+
{%- if ns.system_prompt != '' or tools %}
|
| 38 |
+
{{- '<|hy_place▁holder▁no▁3|>' }}
|
| 39 |
+
{%- endif %}
|
| 40 |
+
{%- set image_count = namespace(value=0) %}
|
| 41 |
+
{%- set video_count = namespace(value=0) %}
|
| 42 |
+
{%- set last_user_idx = namespace(value=-1) %}
|
| 43 |
+
{%- for message in messages %}
|
| 44 |
+
{%- if message['role'] == 'user' %}
|
| 45 |
+
{%- set last_user_idx.value = loop.index0 %}
|
| 46 |
+
{%- endif %}
|
| 47 |
+
{%- endfor %}
|
| 48 |
+
{%- for message in messages %}
|
| 49 |
+
{%- if message['role'] == 'user' %}
|
| 50 |
+
{%- set ns.is_tool = false %}
|
| 51 |
+
{%- set ns.is_first = false %}
|
| 52 |
+
{%- set ns.is_last_user = true %}
|
| 53 |
+
{{- '<|hy_User|>'}}
|
| 54 |
+
{%- if message.content is string %}
|
| 55 |
+
{{- message.content }}
|
| 56 |
+
{%- else %}
|
| 57 |
+
{%- for content in message.content %}
|
| 58 |
+
{%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
|
| 59 |
+
{%- set image_count.value = image_count.value + 1 %}
|
| 60 |
+
{%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
|
| 61 |
+
<|hy_place▁holder▁no▁666|><|hy_place▁holder▁no▁669|><|hy_place▁holder▁no▁672|><|hy_place▁holder▁no▁667|>
|
| 62 |
+
{%- elif content.type == 'video' or 'video' in content %}
|
| 63 |
+
{%- set video_count.value = video_count.value + 1 %}
|
| 64 |
+
{%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
|
| 65 |
+
<|hy_place▁holder▁no▁666|><|hy_place▁holder▁no▁670|><|hy_place▁holder▁no▁672|><|hy_place▁holder▁no▁667|>
|
| 66 |
+
{%- elif 'text' in content %}
|
| 67 |
+
{{- content.text }}
|
| 68 |
+
{%- endif %}
|
| 69 |
+
{%- endfor %}
|
| 70 |
+
{%- endif %}
|
| 71 |
+
{%- if loop.index0 == last_user_idx.value %}
|
| 72 |
+
{%- if enable_thinking is defined and enable_thinking %}
|
| 73 |
+
{{- '/think' }}
|
| 74 |
+
{%- else %}
|
| 75 |
+
{{- '/no_think' }}
|
| 76 |
+
{%- endif %}
|
| 77 |
+
{%- else %}
|
| 78 |
+
{{- '/no_think' }}
|
| 79 |
+
{%- endif %}
|
| 80 |
+
{%- endif %}
|
| 81 |
+
{%- if message['role'] == 'assistant' and message['tool_calls'] is defined and message['tool_calls'] is not none %}
|
| 82 |
+
{%- set ns.is_last_user = false %}
|
| 83 |
+
{%- if ns.is_tool %}
|
| 84 |
+
{{- '</tool_responses>' }}
|
| 85 |
+
{%- endif %}
|
| 86 |
+
{{- '<|hy_Assistant|>' }}
|
| 87 |
+
{%- set ns.is_first = false %}
|
| 88 |
+
{%- set ns.is_tool = false %}
|
| 89 |
+
{%- set ns.is_output_first = true %}
|
| 90 |
+
{%- for tool in message['tool_calls'] %}
|
| 91 |
+
{%- set arguments = tool['function']['arguments'] %}
|
| 92 |
+
{%- if arguments is not string %}
|
| 93 |
+
{%- set arguments = arguments | tojson %}
|
| 94 |
+
{%- endif %}
|
| 95 |
+
{%- if not ns.is_first %}
|
| 96 |
+
{%- if message['content'] is none %}
|
| 97 |
+
{{- '<tool_calls><tool_call>' + tool['function']['name'] + '\n```json\n' + arguments + '\n```</tool_call>' }}
|
| 98 |
+
{%- else %}
|
| 99 |
+
{{- message['content'] + '<tool_calls><tool_call>' + tool['function']['name'] + '\n```json\n' + arguments + '\n```</tool_call>' }}
|
| 100 |
+
{%- endif %}
|
| 101 |
+
{%- set ns.is_first = true %}
|
| 102 |
+
{%- else %}
|
| 103 |
+
{{- '\n<tool_call>' + tool['function']['name'] + '\n```json\n' + arguments + '\n```</tool_call>' }}
|
| 104 |
+
{%- endif %}
|
| 105 |
+
{%- endfor %}
|
| 106 |
+
{{- '</tool_calls>' + eos_token }}
|
| 107 |
+
{%- endif %}
|
| 108 |
+
{%- if message['role'] == 'assistant' and (message['tool_calls'] is not defined or message['tool_calls'] is none) %}
|
| 109 |
+
{%- set ns.is_last_user = false %}
|
| 110 |
+
{{- '<|hy_Assistant|>' }}
|
| 111 |
+
{{- '<think>\n\n</think>\n' }}
|
| 112 |
+
{{- '<answer>\n' }}
|
| 113 |
+
{%- if message['content'] is string %}
|
| 114 |
+
{{- message['content'] }}
|
| 115 |
+
{%- else %}
|
| 116 |
+
{%- for content_item in message['content'] %}
|
| 117 |
+
{%- if 'text' in content_item %}
|
| 118 |
+
{{- content_item['text'] }}
|
| 119 |
+
{%- endif %}
|
| 120 |
+
{%- endfor %}
|
| 121 |
+
{%- endif %}
|
| 122 |
+
{{- '\n</answer>' }}
|
| 123 |
+
{{- eos_token }}
|
| 124 |
+
{%- endif %}
|
| 125 |
+
{%- if message['role'] == 'tool' %}
|
| 126 |
+
{%- set ns.is_last_user = false %}
|
| 127 |
+
{%- set ns.is_tool = true %}
|
| 128 |
+
{%- if ns.is_output_first %}
|
| 129 |
+
{{- '<|hy_User|>' + '<tool_responses><tool_response>' + message['content'] + '</tool_response>' }}
|
| 130 |
+
{%- set ns.is_output_first = false %}
|
| 131 |
+
{%- else %}
|
| 132 |
+
{{- '\n<tool_response>' + message['content'] + '</tool_response>' }}
|
| 133 |
+
{%- endif %}
|
| 134 |
+
{%- endif %}
|
| 135 |
+
{%- endfor %}
|
| 136 |
+
{%- if ns.is_tool %}
|
| 137 |
+
{{- '</tool_responses>' }}
|
| 138 |
+
{%- endif %}
|
| 139 |
+
{%- if add_generation_prompt %}
|
| 140 |
+
{{- '<|hy_Assistant|>' }}
|
| 141 |
+
{%- if enable_thinking is defined and enable_thinking %}
|
| 142 |
+
{{- '<think>' }}
|
| 143 |
+
{%- else %}
|
| 144 |
+
{{- '<think>\n\n</think>\n' }}
|
| 145 |
+
{%- endif %}
|
| 146 |
+
{%- endif %}
|
config.json
ADDED
|
@@ -0,0 +1,169 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_classification_head": false,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"UnifiedMoTForConditionalGeneration"
|
| 5 |
+
],
|
| 6 |
+
"attention_bias": false,
|
| 7 |
+
"attention_dropout": 0.0,
|
| 8 |
+
"attention_head_dim": 128,
|
| 9 |
+
"bos_token_id": 120000,
|
| 10 |
+
"boundary_loss_weight": 0.0,
|
| 11 |
+
"cla_share_factor": 2,
|
| 12 |
+
"class_num": 0,
|
| 13 |
+
"dense_list": [
|
| 14 |
+
2048,
|
| 15 |
+
0
|
| 16 |
+
],
|
| 17 |
+
"dtype": "bfloat16",
|
| 18 |
+
"eos_token_id": 120020,
|
| 19 |
+
"flow_latent_placeholder_id": 120690,
|
| 20 |
+
"flow_loss_weight": 1.0,
|
| 21 |
+
"head_dim": 128,
|
| 22 |
+
"hidden_act": "silu",
|
| 23 |
+
"hidden_size": 2048,
|
| 24 |
+
"im_end_id": 5,
|
| 25 |
+
"im_newline_id": 11,
|
| 26 |
+
"im_start_id": 4,
|
| 27 |
+
"image_end_token_id": 120120,
|
| 28 |
+
"image_start_token_id": 120119,
|
| 29 |
+
"image_token_id": 120687,
|
| 30 |
+
"initializer_range": 0.02,
|
| 31 |
+
"intermediate_size": 6144,
|
| 32 |
+
"latent_patch_size": 2,
|
| 33 |
+
"latent_token_id": 120690,
|
| 34 |
+
"mask_init_id": 12,
|
| 35 |
+
"max_latent_size": 32,
|
| 36 |
+
"max_position_embeddings": 262144,
|
| 37 |
+
"mlp_bias": false,
|
| 38 |
+
"model_type": "unified_mot",
|
| 39 |
+
"norm_type": "rms",
|
| 40 |
+
"num_attention_heads": 16,
|
| 41 |
+
"num_hidden_layers": 32,
|
| 42 |
+
"num_key_value_heads": 4,
|
| 43 |
+
"org_vocab_size": 120818,
|
| 44 |
+
"pad_id": 120002,
|
| 45 |
+
"pad_token_id": 120002,
|
| 46 |
+
"pool_type": "last",
|
| 47 |
+
"pretraining_tp": 1,
|
| 48 |
+
"rms_norm_eps": 1e-05,
|
| 49 |
+
"rope_scaling": {
|
| 50 |
+
"alpha": 1000.0,
|
| 51 |
+
"beta_fast": 32,
|
| 52 |
+
"beta_slow": 1,
|
| 53 |
+
"factor": 1.0,
|
| 54 |
+
"mscale": 1.0,
|
| 55 |
+
"mscale_all_dim": 1.0,
|
| 56 |
+
"type": "dynamic"
|
| 57 |
+
},
|
| 58 |
+
"rope_theta": 10000.0,
|
| 59 |
+
"sep_token_id": 120007,
|
| 60 |
+
"text_config": {
|
| 61 |
+
"_name_or_path": "",
|
| 62 |
+
"add_classification_head": false,
|
| 63 |
+
"architectures": [
|
| 64 |
+
"UnifiedMoTForConditionalGeneration"
|
| 65 |
+
],
|
| 66 |
+
"attention_bias": false,
|
| 67 |
+
"attention_dropout": 0.0,
|
| 68 |
+
"attention_head_dim": 128,
|
| 69 |
+
"cla_share_factor": 2,
|
| 70 |
+
"class_num": 0,
|
| 71 |
+
"dense_list": [
|
| 72 |
+
2048,
|
| 73 |
+
0
|
| 74 |
+
],
|
| 75 |
+
"dtype": "bfloat16",
|
| 76 |
+
"head_dim": 128,
|
| 77 |
+
"hidden_act": "silu",
|
| 78 |
+
"hidden_size": 2048,
|
| 79 |
+
"im_end_id": 5,
|
| 80 |
+
"im_newline_id": 11,
|
| 81 |
+
"im_start_id": 4,
|
| 82 |
+
"initializer_range": 0.02,
|
| 83 |
+
"intermediate_size": 6144,
|
| 84 |
+
"mask_init_id": 12,
|
| 85 |
+
"max_position_embeddings": 262144,
|
| 86 |
+
"mlp_bias": false,
|
| 87 |
+
"mlp_g_init_noise_std": 0.0001,
|
| 88 |
+
"mlp_g_intermediate_size": 12288,
|
| 89 |
+
"model_type": "unified_mot",
|
| 90 |
+
"norm_type": "rms",
|
| 91 |
+
"num_attention_heads": 16,
|
| 92 |
+
"num_hidden_layers": 32,
|
| 93 |
+
"num_key_value_heads": 4,
|
| 94 |
+
"org_vocab_size": 120818,
|
| 95 |
+
"pad_id": 120002,
|
| 96 |
+
"pool_type": "last",
|
| 97 |
+
"pretraining_tp": 1,
|
| 98 |
+
"rms_norm_eps": 1e-05,
|
| 99 |
+
"rope_scaling": {
|
| 100 |
+
"alpha": 1000.0,
|
| 101 |
+
"beta_fast": 32,
|
| 102 |
+
"beta_slow": 1,
|
| 103 |
+
"factor": 1.0,
|
| 104 |
+
"mscale": 1.0,
|
| 105 |
+
"mscale_all_dim": 1.0,
|
| 106 |
+
"type": "dynamic"
|
| 107 |
+
},
|
| 108 |
+
"rope_theta": 10000.0,
|
| 109 |
+
"sep_token_id": 120007,
|
| 110 |
+
"text_end_id": 7,
|
| 111 |
+
"text_start_id": 6,
|
| 112 |
+
"use_cache": true,
|
| 113 |
+
"use_cla": false,
|
| 114 |
+
"use_moe": false,
|
| 115 |
+
"use_qk_norm": true,
|
| 116 |
+
"use_rotary_pos_emb": true,
|
| 117 |
+
"use_varlen_flash_attn": true,
|
| 118 |
+
"vision_full_attention": false,
|
| 119 |
+
"vocab_size": 120818
|
| 120 |
+
},
|
| 121 |
+
"text_end_id": 7,
|
| 122 |
+
"text_loss_weight": 1.0,
|
| 123 |
+
"text_start_id": 6,
|
| 124 |
+
"timestep_shift": 1.0,
|
| 125 |
+
"transformers_version": "4.57.0",
|
| 126 |
+
"use_cache": true,
|
| 127 |
+
"use_cla": false,
|
| 128 |
+
"use_qk_norm": true,
|
| 129 |
+
"use_rotary_pos_emb": true,
|
| 130 |
+
"vae_image_downsample": 16,
|
| 131 |
+
"vae_z_channels": 16,
|
| 132 |
+
"video_end_token_id": 120123,
|
| 133 |
+
"video_start_token_id": 120122,
|
| 134 |
+
"vision_config": {
|
| 135 |
+
"anyres_vit_max_image_size": 2048,
|
| 136 |
+
"attention_dropout": 0.0,
|
| 137 |
+
"cat_extra_token": 1,
|
| 138 |
+
"dtype": "bfloat16",
|
| 139 |
+
"hidden_act": "gelu",
|
| 140 |
+
"hidden_size": 1152,
|
| 141 |
+
"img_max_token_num": 4096,
|
| 142 |
+
"intermediate_size": 4304,
|
| 143 |
+
"interpolate_mode": "bilinear",
|
| 144 |
+
"learnable_mlp_pooling_size": 0,
|
| 145 |
+
"max_image_size": 2048,
|
| 146 |
+
"max_vit_seq_len": 16384,
|
| 147 |
+
"min_image_size": 512,
|
| 148 |
+
"model_type": "hunyuan_vl_mot",
|
| 149 |
+
"num_attention_heads": 16,
|
| 150 |
+
"num_channels": 3,
|
| 151 |
+
"num_hidden_layers": 27,
|
| 152 |
+
"num_key_value_heads": 16,
|
| 153 |
+
"out_hidden_size": 4096,
|
| 154 |
+
"patch_size": 16,
|
| 155 |
+
"perceive_post_norm": true,
|
| 156 |
+
"perceive_pre_norm": true,
|
| 157 |
+
"remove_prenorm": true,
|
| 158 |
+
"resize_resolution": 2048,
|
| 159 |
+
"rms_norm_eps": 1e-05,
|
| 160 |
+
"spatial_merge_size": 2,
|
| 161 |
+
"spatial_patch_size": 1,
|
| 162 |
+
"temporal_patch_size": 1,
|
| 163 |
+
"text_hidden_size": 2048,
|
| 164 |
+
"video_max_image_size": 768,
|
| 165 |
+
"video_min_image_size": 256,
|
| 166 |
+
"vision_full_attention": false
|
| 167 |
+
},
|
| 168 |
+
"vocab_size": 120818
|
| 169 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 120000,
|
| 4 |
+
"eos_token_id": [
|
| 5 |
+
120020
|
| 6 |
+
],
|
| 7 |
+
"pad_token_id": 120002,
|
| 8 |
+
"transformers_version": "4.57.0"
|
| 9 |
+
}
|
model-00001-of-00003.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fa8d2cf13e6056494f89fb49ace96057dd9008371def50641c36a7d05e29d936
|
| 3 |
+
size 4999925816
|
model-00002-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c490f84bb2054b6d29866eb070a6c5e002adcfeccfa00d7927e88d22d9ba67d7
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size 4974862032
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model-00003-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:413a279bb4afdb55892d8ff25a3118f9013dfd82247513eaa389b5e39944bf20
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size 2441807536
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model.safetensors.index.json
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preprocessor_config.json
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{
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"processor_class": "HunYuanVLMoTProcessor",
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<|hy_begin▁of▁sentence|>",
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"vision_start_token": "<|hy_place▁holder▁no▁666|>"
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}
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tokenizer.json
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tokenizer_config.json
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video_preprocessor_config.json
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"video_processor_type": "Qwen3VLVideoProcessor"
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}
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