From a36538bf9fde629fd183ad6626ee0dfa8586a1bc Mon Sep 17 00:00:00 2001
From: N <192058020+nvnsho@users.noreply.github.com>
Date: Mon, 28 Jul 2025 15:51:11 -0700
Subject: [PATCH] Implement Wan 2.1
---
video/Wan2.1/.gitignore | 38 +
video/Wan2.1/LICENSE.txt | 201 +++++
video/Wan2.1/README.md | 83 ++
video/Wan2.1/assets/comp_effic.png | Bin 0 -> 1793594 bytes
video/Wan2.1/assets/data_for_diff_stage.jpg | Bin 0 -> 528268 bytes
video/Wan2.1/assets/i2v_res.png | Bin 0 -> 891681 bytes
video/Wan2.1/assets/logo.png | Bin 0 -> 56322 bytes
video/Wan2.1/assets/t2v_res.jpg | Bin 0 -> 301030 bytes
video/Wan2.1/assets/vben_vs_sota.png | Bin 0 -> 1552119 bytes
video/Wan2.1/assets/video_dit_arch.jpg | Bin 0 -> 643369 bytes
video/Wan2.1/assets/video_vae_res.jpg | Bin 0 -> 212586 bytes
video/Wan2.1/examples/i2v_input.JPG | Bin 0 -> 250628 bytes
video/Wan2.1/generate_mlx.py | 245 ++++++
video/Wan2.1/requirements.txt | 18 +
video/Wan2.1/tests/README.md | 6 +
video/Wan2.1/tests/test.sh | 113 +++
video/Wan2.1/wan/__init__.py | 2 +
video/Wan2.1/wan/configs/__init__.py | 42 +
video/Wan2.1/wan/configs/shared_config.py | 19 +
video/Wan2.1/wan/configs/wan_i2v_14B.py | 35 +
video/Wan2.1/wan/configs/wan_t2v_14B.py | 29 +
video/Wan2.1/wan/configs/wan_t2v_1_3B.py | 29 +
video/Wan2.1/wan/modules/__init__.py | 14 +
video/Wan2.1/wan/modules/model_mlx.py | 787 ++++++++++++++++++
video/Wan2.1/wan/modules/t5.py | 513 ++++++++++++
video/Wan2.1/wan/modules/t5_mlx.py | 617 ++++++++++++++
video/Wan2.1/wan/modules/tokenizers.py | 82 ++
video/Wan2.1/wan/modules/vae.py | 702 ++++++++++++++++
video/Wan2.1/wan/modules/vae_mlx.py | 719 ++++++++++++++++
video/Wan2.1/wan/modules/xlm_roberta.py | 170 ++++
video/Wan2.1/wan/t5_model_io.py | 310 +++++++
video/Wan2.1/wan/t5_torch_to_sf.py | 278 +++++++
video/Wan2.1/wan/text2video_mlx.py | 312 +++++++
video/Wan2.1/wan/utils/__init__.py | 8 +
video/Wan2.1/wan/utils/fm_solvers_mlx.py | 562 +++++++++++++
.../Wan2.1/wan/utils/fm_solvers_unipc_mlx.py | 546 ++++++++++++
video/Wan2.1/wan/utils/qwen_vl_utils.py | 373 +++++++++
video/Wan2.1/wan/utils/utils_mlx_own.py | 175 ++++
video/Wan2.1/wan/vae_model_io.py | 175 ++++
video/Wan2.1/wan/wan_model_io.py | 228 +++++
40 files changed, 7431 insertions(+)
create mode 100644 video/Wan2.1/.gitignore
create mode 100644 video/Wan2.1/LICENSE.txt
create mode 100644 video/Wan2.1/README.md
create mode 100644 video/Wan2.1/assets/comp_effic.png
create mode 100644 video/Wan2.1/assets/data_for_diff_stage.jpg
create mode 100644 video/Wan2.1/assets/i2v_res.png
create mode 100644 video/Wan2.1/assets/logo.png
create mode 100644 video/Wan2.1/assets/t2v_res.jpg
create mode 100644 video/Wan2.1/assets/vben_vs_sota.png
create mode 100644 video/Wan2.1/assets/video_dit_arch.jpg
create mode 100644 video/Wan2.1/assets/video_vae_res.jpg
create mode 100644 video/Wan2.1/examples/i2v_input.JPG
create mode 100644 video/Wan2.1/generate_mlx.py
create mode 100644 video/Wan2.1/requirements.txt
create mode 100644 video/Wan2.1/tests/README.md
create mode 100644 video/Wan2.1/tests/test.sh
create mode 100644 video/Wan2.1/wan/__init__.py
create mode 100644 video/Wan2.1/wan/configs/__init__.py
create mode 100644 video/Wan2.1/wan/configs/shared_config.py
create mode 100644 video/Wan2.1/wan/configs/wan_i2v_14B.py
create mode 100644 video/Wan2.1/wan/configs/wan_t2v_14B.py
create mode 100644 video/Wan2.1/wan/configs/wan_t2v_1_3B.py
create mode 100644 video/Wan2.1/wan/modules/__init__.py
create mode 100644 video/Wan2.1/wan/modules/model_mlx.py
create mode 100644 video/Wan2.1/wan/modules/t5.py
create mode 100644 video/Wan2.1/wan/modules/t5_mlx.py
create mode 100644 video/Wan2.1/wan/modules/tokenizers.py
create mode 100644 video/Wan2.1/wan/modules/vae.py
create mode 100644 video/Wan2.1/wan/modules/vae_mlx.py
create mode 100644 video/Wan2.1/wan/modules/xlm_roberta.py
create mode 100644 video/Wan2.1/wan/t5_model_io.py
create mode 100644 video/Wan2.1/wan/t5_torch_to_sf.py
create mode 100644 video/Wan2.1/wan/text2video_mlx.py
create mode 100644 video/Wan2.1/wan/utils/__init__.py
create mode 100644 video/Wan2.1/wan/utils/fm_solvers_mlx.py
create mode 100644 video/Wan2.1/wan/utils/fm_solvers_unipc_mlx.py
create mode 100644 video/Wan2.1/wan/utils/qwen_vl_utils.py
create mode 100644 video/Wan2.1/wan/utils/utils_mlx_own.py
create mode 100644 video/Wan2.1/wan/vae_model_io.py
create mode 100644 video/Wan2.1/wan/wan_model_io.py
diff --git a/video/Wan2.1/.gitignore b/video/Wan2.1/.gitignore
new file mode 100644
index 00000000..358fda4f
--- /dev/null
+++ b/video/Wan2.1/.gitignore
@@ -0,0 +1,38 @@
+.*
+*.py[cod]
+# *.jpg
+*.jpeg
+# *.png
+*.gif
+*.bmp
+*.mp4
+*.mov
+*.mkv
+*.log
+*.zip
+*.pt
+*.pth
+*.ckpt
+*.safetensors
+*.json
+# *.txt
+*.backup
+*.pkl
+*.html
+*.pdf
+*.whl
+cache
+__pycache__/
+storage/
+samples/
+!.gitignore
+!requirements.txt
+.DS_Store
+*DS_Store
+google/
+Wan2.1-T2V-14B/
+Wan2.1-T2V-1.3B/
+Wan2.1-I2V-14B-480P/
+Wan2.1-I2V-14B-720P/
+venv_wan/
+venv_wan_py310/
diff --git a/video/Wan2.1/LICENSE.txt b/video/Wan2.1/LICENSE.txt
new file mode 100644
index 00000000..261eeb9e
--- /dev/null
+++ b/video/Wan2.1/LICENSE.txt
@@ -0,0 +1,201 @@
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diff --git a/video/Wan2.1/README.md b/video/Wan2.1/README.md
new file mode 100644
index 00000000..5ecf125a
--- /dev/null
+++ b/video/Wan2.1/README.md
@@ -0,0 +1,83 @@
+# Wan2.1
+
+## Quickstart
+
+#### Installation
+Install dependencies:
+```
+pip install -r requirements.txt
+```
+
+
+#### Model Download
+
+| Models | Download Link | Notes |
+| --------------|-------------------------------------------------------------------------------|-------------------------------|
+| T2V-14B | 🤗 [Huggingface](https://huggingface.co/Wan-AI/Wan2.1-T2V-14B) 🤖 [ModelScope](https://www.modelscope.cn/models/Wan-AI/Wan2.1-T2V-14B) | Supports both 480P and 720P
+| I2V-14B-720P | 🤗 [Huggingface](https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-720P) 🤖 [ModelScope](https://www.modelscope.cn/models/Wan-AI/Wan2.1-I2V-14B-720P) | Supports 720P
+| I2V-14B-480P | 🤗 [Huggingface](https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-480P) 🤖 [ModelScope](https://www.modelscope.cn/models/Wan-AI/Wan2.1-I2V-14B-480P) | Supports 480P
+| T2V-1.3B | 🤗 [Huggingface](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B) 🤖 [ModelScope](https://www.modelscope.cn/models/Wan-AI/Wan2.1-T2V-1.3B) | Supports 480P
+
+> 💡Note: The 1.3B model is capable of generating videos at 720P resolution. However, due to limited training at this resolution, the results are generally less stable compared to 480P. For optimal performance, we recommend using 480P resolution. Also, note that the MLX port currently only supports T2V.
+
+Download models using huggingface-cli:
+```
+pip install "huggingface_hub[cli]"
+huggingface-cli download Wan-AI/Wan2.1-T2V-14B --local-dir ./Wan2.1-T2V-14B
+```
+
+Download models using modelscope-cli:
+```
+pip install modelscope
+modelscope download Wan-AI/Wan2.1-T2V-14B --local_dir ./Wan2.1-T2V-14B
+```
+#### Run Text-to-Video Generation
+
+This repository currently supports two Text-to-Video models (1.3B and 14B) and two resolutions (480P and 720P). The parameters and configurations for these models are as follows:
+
+
+
+
+ | Task |
+ Resolution |
+ Model |
+
+
+ | 480P |
+ 720P |
+
+
+
+
+ | t2v-14B |
+ ✔️ |
+ ✔️ |
+ Wan2.1-T2V-14B |
+
+
+ | t2v-1.3B |
+ ✔️ |
+ ❌ |
+ Wan2.1-T2V-1.3B |
+
+
+
+
+
+##### (1) Example:
+```
+python generate_mlx.py --task t2v-1.3B --size "480*832" --frame_num 16 --sample_steps 25 --ckpt_dir ./Wan2.1-T2V-1.3B --offload_model True --prompt "Lion running under snow in Samarkand" --save_file output_video_mlx.mp4
+```
+
+
+## Citation
+Credits to the Wan Team for the original PyTorch implementation.
+
+```
+@article{wan2.1,
+ title = {Wan: Open and Advanced Large-Scale Video Generative Models},
+ author = {Wan Team},
+ journal = {},
+ year = {2025}
+}
+```
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