### スポンサー募集のお知らせ
このプロジェクトがお役に立ったなら、ご支援いただけると嬉しく思います。 [GitHub Sponsors](https://github.com/sponsors/kohya-ss/)で受け付けています。
### 更新履歴
- **Version 0.10.1 (2026-02-13):**
- [Anima Preview](https://huggingface.co/circlestone-labs/Anima)モデルのLoRA学習およびfine-tuningをサポートしました。[PR #2260](https://github.com/kohya-ss/sd-scripts/pull/2260) および[PR #2261](https://github.com/kohya-ss/sd-scripts/pull/2261)
- 素晴らしいモデルを公開された CircleStone Labs、および PR #2260を提出していただいたduongve13112002氏に深く感謝します。
- 詳細は[ドキュメント](./docs/anima_train_network.md)をご覧ください。
- **Version 0.10.0 (2026-01-19):**
- `sd3`ブランチを`main`ブランチにマージしました。このバージョンからFLUX.1およびSD3/SD3.5等のモデルが`main`ブランチでサポートされます。
- ドキュメントにはまだ不備があるため、お気づきの点はIssue等でお知らせください。
- `sd3`ブランチは当面、`dev`ブランチと同期して開発ブランチとして維持します。
### サポートモデル
* **Stable Diffusion 1.x/2.x**
* **SDXL**
* **SD3/SD3.5**
* **FLUX.1**
* **LUMINA**
* **HunyuanImage-2.1**
### 機能
* LoRA学習
* fine-tuning(DreamBooth):HunyuanImage-2.1以外のモデル
* Textual Inversion学習:SD/SDXL
* 画像生成
* その他、モデル変換やタグ付け、LoRAマージなどのユーティリティ
## ドキュメント
### 学習ドキュメント(英語および日本語)
日本語は折りたたまれているか、別のドキュメントにあります。
* [LoRA学習の概要](./docs/train_network.md)
* [データセット設定](./docs/config_README-ja.md) / [英語版](./docs/config_README-en.md)
* [高度な学習オプション](./docs/train_network_advanced.md)
* [SDXL学習](./docs/sdxl_train_network.md)
* [SD3学習](./docs/sd3_train_network.md)
* [FLUX.1学習](./docs/flux_train_network.md)
* [LUMINA学習](./docs/lumina_train_network.md)
* [HunyuanImage-2.1学習](./docs/hunyuan_image_train_network.md)
* [Fine-tuning](./docs/fine_tune.md)
* [Textual Inversion学習](./docs/train_textual_inversion.md)
* [ControlNet-LLLite学習](./docs/train_lllite_README-ja.md) / [英語版](./docs/train_lllite_README.md)
* [Validation](./docs/validation.md)
* [マスク損失学習](./docs/masked_loss_README-ja.md) / [英語版](./docs/masked_loss_README.md)
### その他のドキュメント
* [画像生成スクリプト](./docs/gen_img_README-ja.md) / [英語版](./docs/gen_img_README.md)
* [WD14 Taggerによる画像タグ付け](./docs/wd14_tagger_README-ja.md) / [英語版](./docs/wd14_tagger_README-en.md)
### 旧ドキュメント(日本語)
* [学習について、共通編](./docs/train_README-ja.md) : データ整備やオプションなど
* [DreamBoothの学習について](./docs/train_db_README-ja.md)
## AIコーディングエージェントを使う開発者の方へ
This repository provides recommended instructions to help AI agents like Claude and Gemini understand our project context and coding standards.
To use them, you need to opt-in by creating your own configuration file in the project root.
**Quick Setup:**
1. Create a `CLAUDE.md` and/or `GEMINI.md` file in the project root.
2. Add the following line to your `CLAUDE.md` to import the repository's recommended prompt:
```markdown
@./.ai/claude.prompt.md
```
or for Gemini:
```markdown
@./.ai/gemini.prompt.md
```
3. You can now add your own personal instructions below the import line (e.g., `Always respond in Japanese.`).
This approach ensures that you have full control over the instructions given to your agent while benefiting from the shared project context. Your `CLAUDE.md` and `GEMINI.md` are already listed in `.gitignore`, so they won't be committed to the repository.
このリポジトリでは、AIコーディングエージェント(例:Claude、Geminiなど)がプロジェクトのコンテキストやコーディング標準を理解できるようにするための推奨プロンプトを提供しています。
それらを使用するには、プロジェクトディレクトリに設定ファイルを作成して明示的に有効にする必要があります。
**簡単なセットアップ手順:**
1. プロジェクトルートに `CLAUDE.md` や `GEMINI.md` ファイルを作成します。
2. `CLAUDE.md` に以下の行を追加して、リポジトリの推奨プロンプトをインポートします。
```markdown
@./.ai/claude.prompt.md
```
またはGeminiの場合:
```markdown
@./.ai/gemini.prompt.md
```
3. インポート行の下に、独自の指示を追加できます(例:`常に日本語で応答してください。`)。
この方法により、エージェントに与える指示を各開発者が管理しつつ、リポジトリの推奨コンテキストを活用できます。`CLAUDE.md` および `GEMINI.md` は `.gitignore` に登録されているため、リポジトリにコミットされることはありません。
## Windows環境でのインストール
### Windowsでの動作に必要なプログラム
Python 3.10.xおよびGitが必要です。
- Python 3.10.x: https://www.python.org/downloads/windows/ からWindows installer (64-bit)をダウンロード
- git: https://git-scm.com/download/win から最新版をダウンロード
Python 3.11.x、3.12.xでも恐らく動作します(未テスト)。
PowerShellを使う場合、venvを使えるようにするためには以下の手順でセキュリティ設定を変更してください。
(venvに限らずスクリプトの実行が可能になりますので注意してください。)
- PowerShellを管理者として開きます。
- 「Set-ExecutionPolicy Unrestricted」と入力し、Yと答えます。
- 管理者のPowerShellを閉じます。
### インストール手順
PowerShellを使う場合、通常の(管理者ではない)PowerShellを開き以下を順に実行します。
```powershell
git clone https://github.com/kohya-ss/sd-scripts.git
cd sd-scripts
python -m venv venv
.\venv\Scripts\activate
pip install torch==2.6.0 torchvision==0.21.0 --index-url https://download.pytorch.org/whl/cu124
pip install --upgrade -r requirements.txt
accelerate config
```
コマンドプロンプトでも同一です。
(なお、python -m venv~の行で「python」とだけ表示された場合、py -m venv~のようにpythonをpyに変更してください。)
注:`bitsandbytes`、`prodigyopt`、`lion-pytorch` は `requirements.txt` に含まれています。
この例ではCUDA 12.4版をインストールします。異なるバージョンのCUDAを使用する場合は、適切なバージョンのPyTorchをインストールしてください。たとえばCUDA 12.1版の場合は `pip install torch==2.6.0 torchvision==0.21.0 --index-url https://download.pytorch.org/whl/cu121` としてください。
accelerate configの質問には以下のように答えてください。(bf16で学習する場合、最後の質問にはbf16と答えてください。)
```txt
- This machine
- No distributed training
- NO
- NO
- NO
- all
- fp16
```
※場合によって ``ValueError: fp16 mixed precision requires a GPU`` というエラーが出ることがあるようです。この場合、6番目の質問(
``What GPU(s) (by id) should be used for training on this machine as a comma-separated list? [all]:``)に「0」と答えてください。(id `0`のGPUが使われます。)
### requirements.txtとPyTorchについて
PyTorchは環境によってバージョンが異なるため、requirements.txtには含まれていません。前述のインストール手順を参考に、環境に合わせてPyTorchをインストールしてください。
スクリプトはPyTorch 2.6.0でテストしています。PyTorch 2.6.0以降が必要です。
RTX 50シリーズGPUの場合、PyTorch 2.8.0とCUDA 12.8/12.9を使用してください。`requirements.txt`はこのバージョンでも動作します。
### xformersのインストール(オプション)
xformersをインストールするには、仮想環境を有効にした状態で以下のコマンドを実行してください。
```bash
pip install xformers --index-url https://download.pytorch.org/whl/cu124
```
必要に応じてCUDAバージョンを変更してください。一部のGPUアーキテクチャではxformersが利用できない場合があります。
## Linux/WSL2環境でのインストール
LinuxまたはWSL2環境でのインストール手順はWindows環境とほぼ同じです。`venv\Scripts\activate` の部分を `source venv/bin/activate` に変更してください。
※NVIDIAドライバやCUDAツールキットなどは事前にインストールしておいてください。
### DeepSpeedのインストール(実験的、LinuxまたはWSL2のみ)
DeepSpeedをインストールするには、仮想環境を有効にした状態で以下のコマンドを実行してください。
```bash
pip install deepspeed==0.16.7
```
## アップグレード
新しいリリースがあった場合、以下のコマンドで更新できます。
```powershell
cd sd-scripts
git pull
.\venv\Scripts\activate
pip install --use-pep517 --upgrade -r requirements.txt
```
コマンドが成功すれば新しいバージョンが使用できます。
### PyTorchのアップグレード
PyTorchをアップグレードする場合は、[Windows環境でのインストール](#windows環境でのインストール)のセクションの`pip install`コマンドを参考にしてください。
## 謝意
LoRAの実装は[cloneofsimo氏のリポジトリ](https://github.com/cloneofsimo/lora)を基にしたものです。感謝申し上げます。
Conv2d 3x3への拡大は [cloneofsimo氏](https://github.com/cloneofsimo/lora) が最初にリリースし、KohakuBlueleaf氏が [LoCon](https://github.com/KohakuBlueleaf/LoCon) でその有効性を明らかにしたものです。KohakuBlueleaf氏に深く感謝します。
## ライセンス
スクリプトのライセンスはASL 2.0ですが(Diffusersおよびcloneofsimo氏のリポジトリ由来のものも同様)、一部他のライセンスのコードを含みます。
[Memory Efficient Attention Pytorch](https://github.com/lucidrains/memory-efficient-attention-pytorch): MIT
[bitsandbytes](https://github.com/TimDettmers/bitsandbytes): MIT
[BLIP](https://github.com/salesforce/BLIP): BSD-3-Clause
================================================
FILE: README.md
================================================
# sd-scripts
[English](./README.md) / [日本語](./README-ja.md)
## Table of Contents
### Support the Project
If you find this project helpful, please consider supporting its development via [GitHub Sponsors](https://github.com/sponsors/kohya-ss/). Your support is greatly appreciated!
### Change History
- **Version 0.10.1 (2026-02-13):**
- [Anima Preview](https://huggingface.co/circlestone-labs/Anima) model LoRA training and fine-tuning are now supported. See [PR #2260](https://github.com/kohya-ss/sd-scripts/pull/2260) and [PR #2261](https://github.com/kohya-ss/sd-scripts/pull/2261).
- Many thanks to CircleStone Labs for releasing this amazing model, and to duongve13112002 for submitting great PR #2260.
- For details, please refer to the [documentation](./docs/anima_train_network.md).
- **Version 0.10.0 (2026-01-19):**
- `sd3` branch is merged to `main` branch. From this version, FLUX.1 and SD3/SD3.5 etc. are supported in the `main` branch.
- There are still some missing parts in the documentation, so please let us know if you find any issues via Issues etc.
- The `sd3` branch will be maintained as a development branch synchronized with `dev` for the time being.
### Supported Models
* **Stable Diffusion 1.x/2.x**
* **SDXL**
* **SD3/SD3.5**
* **FLUX.1**
* **LUMINA**
* **HunyuanImage-2.1**
### Features
* LoRA training
* Fine-tuning (native training, DreamBooth): except for HunyuanImage-2.1
* Textual Inversion training: SD/SDXL
* Image generation
* Other utilities such as model conversion, image tagging, LoRA merging, etc.
## Documentation
### Training Documentation (English and Japanese)
* [LoRA Training Overview](./docs/train_network.md)
* [Dataset config](./docs/config_README-en.md) / [Japanese version](./docs/config_README-ja.md)
* [Advanced Training](./docs/train_network_advanced.md)
* [SDXL Training](./docs/sdxl_train_network.md)
* [SD3 Training](./docs/sd3_train_network.md)
* [FLUX.1 Training](./docs/flux_train_network.md)
* [LUMINA Training](./docs/lumina_train_network.md)
* [HunyuanImage-2.1 Training](./docs/hunyuan_image_train_network.md)
* [Fine-tuning](./docs/fine_tune.md)
* [Textual Inversion Training](./docs/train_textual_inversion.md)
* [ControlNet-LLLite Training](./docs/train_lllite_README.md) / [Japanese version](./docs/train_lllite_README-ja.md)
* [Validation](./docs/validation.md)
* [Masked Loss Training](./docs/masked_loss_README.md) / [Japanese version](./docs/masked_loss_README-ja.md)
### Other Documentation (English and Japanese)
* [Image generation](./docs/gen_img_README.md) / [Japanese version](./docs/gen_img_README-ja.md)
* [Tagging images with WD14 Tagger](./docs/wd14_tagger_README-en.md) / [Japanese version](./docs/wd14_tagger_README-ja.md)
## For Developers Using AI Coding Agents
This repository provides recommended instructions to help AI agents like Claude and Gemini understand our project context and coding standards.
To use them, you need to opt-in by creating your own configuration file in the project root.
**Quick Setup:**
1. Create a `CLAUDE.md` and/or `GEMINI.md` file in the project root.
2. Add the following line to your `CLAUDE.md` to import the repository's recommended prompt:
```markdown
@./.ai/claude.prompt.md
```
or for Gemini:
```markdown
@./.ai/gemini.prompt.md
```
3. You can now add your own personal instructions below the import line (e.g., `Always respond in Japanese.`).
This approach ensures that you have full control over the instructions given to your agent while benefiting from the shared project context. Your `CLAUDE.md` and `GEMINI.md` are already listed in `.gitignore`, so they won't be committed to the repository.
## Windows Installation
### Windows Required Dependencies
Python 3.10.x and Git:
- Python 3.10.x: Download Windows installer (64-bit) from https://www.python.org/downloads/windows/
- git: Download latest installer from https://git-scm.com/download/win
Python 3.11.x, and 3.12.x will work but not tested.
Give unrestricted script access to powershell so venv can work:
- Open an administrator powershell window
- Type `Set-ExecutionPolicy Unrestricted` and answer A
- Close admin powershell window
### Installation Steps
Open a regular Powershell terminal and type the following inside:
```powershell
git clone https://github.com/kohya-ss/sd-scripts.git
cd sd-scripts
python -m venv venv
.\venv\Scripts\activate
pip install torch==2.6.0 torchvision==0.21.0 --index-url https://download.pytorch.org/whl/cu124
pip install --upgrade -r requirements.txt
accelerate config
```
If `python -m venv` shows only `python`, change `python` to `py`.
Note: `bitsandbytes`, `prodigyopt` and `lion-pytorch` are included in the requirements.txt. If you'd like to use another version, please install it manually.
This installation is for CUDA 12.4. If you use a different version of CUDA, please install the appropriate version of PyTorch. For example, if you use CUDA 12.1, please install `pip install torch==2.6.0 torchvision==0.21.0 --index-url https://download.pytorch.org/whl/cu121`.
Answers to accelerate config:
```txt
- This machine
- No distributed training
- NO
- NO
- NO
- all
- fp16
```
If you'd like to use bf16, please answer `bf16` to the last question.
Note: Some user reports ``ValueError: fp16 mixed precision requires a GPU`` is occurred in training. In this case, answer `0` for the 6th question:
``What GPU(s) (by id) should be used for training on this machine as a comma-separated list? [all]:``
(Single GPU with id `0` will be used.)
## About requirements.txt and PyTorch
The file does not contain requirements for PyTorch. Because the version of PyTorch depends on the environment, it is not included in the file. Please install PyTorch first according to the environment. See installation instructions below.
The scripts are tested with PyTorch 2.6.0. PyTorch 2.6.0 or later is required.
For RTX 50 series GPUs, PyTorch 2.8.0 with CUDA 12.8/12.9 should be used. `requirements.txt` will work with this version.
### xformers installation (optional)
To install xformers, run the following command in your activated virtual environment:
```bash
pip install xformers --index-url https://download.pytorch.org/whl/cu124
```
Please change the CUDA version in the URL according to your environment if necessary. xformers may not be available for some GPU architectures.
## Linux/WSL2 Installation
Linux or WSL2 installation steps are almost the same as Windows. Just change `venv\Scripts\activate` to `source venv/bin/activate`.
Note: Please make sure that NVIDIA driver and CUDA toolkit are installed in advance.
### DeepSpeed installation (experimental, Linux or WSL2 only)
To install DeepSpeed, run the following command in your activated virtual environment:
```bash
pip install deepspeed==0.16.7
```
## Upgrade
When a new release comes out you can upgrade your repo with the following command:
```powershell
cd sd-scripts
git pull
.\venv\Scripts\activate
pip install --use-pep517 --upgrade -r requirements.txt
```
Once the commands have completed successfully you should be ready to use the new version.
### Upgrade PyTorch
If you want to upgrade PyTorch, you can upgrade it with `pip install` command in [Windows Installation](#windows-installation) section.
## Credits
The implementation for LoRA is based on [cloneofsimo's repo](https://github.com/cloneofsimo/lora). Thank you for great work!
The LoRA expansion to Conv2d 3x3 was initially released by cloneofsimo and its effectiveness was demonstrated at [LoCon](https://github.com/KohakuBlueleaf/LoCon) by KohakuBlueleaf. Thank you so much KohakuBlueleaf!
## License
The majority of scripts is licensed under ASL 2.0 (including codes from Diffusers, cloneofsimo's and LoCon), however portions of the project are available under separate license terms:
[Memory Efficient Attention Pytorch](https://github.com/lucidrains/memory-efficient-attention-pytorch): MIT
[bitsandbytes](https://github.com/TimDettmers/bitsandbytes): MIT
[BLIP](https://github.com/salesforce/BLIP): BSD-3-Clause
================================================
FILE: XTI_hijack.py
================================================
import torch
from library.device_utils import init_ipex
init_ipex()
from typing import Union, List, Optional, Dict, Any, Tuple
from diffusers.models.unet_2d_condition import UNet2DConditionOutput
from library.original_unet import SampleOutput
def unet_forward_XTI(
self,
sample: torch.FloatTensor,
timestep: Union[torch.Tensor, float, int],
encoder_hidden_states: torch.Tensor,
class_labels: Optional[torch.Tensor] = None,
return_dict: bool = True,
) -> Union[Dict, Tuple]:
r"""
Args:
sample (`torch.FloatTensor`): (batch, channel, height, width) noisy inputs tensor
timestep (`torch.FloatTensor` or `float` or `int`): (batch) timesteps
encoder_hidden_states (`torch.FloatTensor`): (batch, sequence_length, feature_dim) encoder hidden states
return_dict (`bool`, *optional*, defaults to `True`):
Whether or not to return a dict instead of a plain tuple.
Returns:
`SampleOutput` or `tuple`:
`SampleOutput` if `return_dict` is True, otherwise a `tuple`. When returning a tuple, the first element is the sample tensor.
"""
# By default samples have to be AT least a multiple of the overall upsampling factor.
# The overall upsampling factor is equal to 2 ** (# num of upsampling layears).
# However, the upsampling interpolation output size can be forced to fit any upsampling size
# on the fly if necessary.
# デフォルトではサンプルは「2^アップサンプルの数」、つまり64の倍数である必要がある
# ただそれ以外のサイズにも対応できるように、必要ならアップサンプルのサイズを変更する
# 多分画質が悪くなるので、64で割り切れるようにしておくのが良い
default_overall_up_factor = 2**self.num_upsamplers
# upsample size should be forwarded when sample is not a multiple of `default_overall_up_factor`
# 64で割り切れないときはupsamplerにサイズを伝える
forward_upsample_size = False
upsample_size = None
if any(s % default_overall_up_factor != 0 for s in sample.shape[-2:]):
# logger.info("Forward upsample size to force interpolation output size.")
forward_upsample_size = True
# 1. time
timesteps = timestep
timesteps = self.handle_unusual_timesteps(sample, timesteps) # 変な時だけ処理
t_emb = self.time_proj(timesteps)
# timesteps does not contain any weights and will always return f32 tensors
# but time_embedding might actually be running in fp16. so we need to cast here.
# there might be better ways to encapsulate this.
# timestepsは重みを含まないので常にfloat32のテンソルを返す
# しかしtime_embeddingはfp16で動いているかもしれないので、ここでキャストする必要がある
# time_projでキャストしておけばいいんじゃね?
t_emb = t_emb.to(dtype=self.dtype)
emb = self.time_embedding(t_emb)
# 2. pre-process
sample = self.conv_in(sample)
# 3. down
down_block_res_samples = (sample,)
down_i = 0
for downsample_block in self.down_blocks:
# downblockはforwardで必ずencoder_hidden_statesを受け取るようにしても良さそうだけど、
# まあこちらのほうがわかりやすいかもしれない
if downsample_block.has_cross_attention:
sample, res_samples = downsample_block(
hidden_states=sample,
temb=emb,
encoder_hidden_states=encoder_hidden_states[down_i : down_i + 2],
)
down_i += 2
else:
sample, res_samples = downsample_block(hidden_states=sample, temb=emb)
down_block_res_samples += res_samples
# 4. mid
sample = self.mid_block(sample, emb, encoder_hidden_states=encoder_hidden_states[6])
# 5. up
up_i = 7
for i, upsample_block in enumerate(self.up_blocks):
is_final_block = i == len(self.up_blocks) - 1
res_samples = down_block_res_samples[-len(upsample_block.resnets) :]
down_block_res_samples = down_block_res_samples[: -len(upsample_block.resnets)] # skip connection
# if we have not reached the final block and need to forward the upsample size, we do it here
# 前述のように最後のブロック以外ではupsample_sizeを伝える
if not is_final_block and forward_upsample_size:
upsample_size = down_block_res_samples[-1].shape[2:]
if upsample_block.has_cross_attention:
sample = upsample_block(
hidden_states=sample,
temb=emb,
res_hidden_states_tuple=res_samples,
encoder_hidden_states=encoder_hidden_states[up_i : up_i + 3],
upsample_size=upsample_size,
)
up_i += 3
else:
sample = upsample_block(
hidden_states=sample, temb=emb, res_hidden_states_tuple=res_samples, upsample_size=upsample_size
)
# 6. post-process
sample = self.conv_norm_out(sample)
sample = self.conv_act(sample)
sample = self.conv_out(sample)
if not return_dict:
return (sample,)
return SampleOutput(sample=sample)
def downblock_forward_XTI(
self, hidden_states, temb=None, encoder_hidden_states=None, attention_mask=None, cross_attention_kwargs=None
):
output_states = ()
i = 0
for resnet, attn in zip(self.resnets, self.attentions):
if self.training and self.gradient_checkpointing:
def create_custom_forward(module, return_dict=None):
def custom_forward(*inputs):
if return_dict is not None:
return module(*inputs, return_dict=return_dict)
else:
return module(*inputs)
return custom_forward
hidden_states = torch.utils.checkpoint.checkpoint(create_custom_forward(resnet), hidden_states, temb)
hidden_states = torch.utils.checkpoint.checkpoint(
create_custom_forward(attn, return_dict=False), hidden_states, encoder_hidden_states[i]
)[0]
else:
hidden_states = resnet(hidden_states, temb)
hidden_states = attn(hidden_states, encoder_hidden_states=encoder_hidden_states[i]).sample
output_states += (hidden_states,)
i += 1
if self.downsamplers is not None:
for downsampler in self.downsamplers:
hidden_states = downsampler(hidden_states)
output_states += (hidden_states,)
return hidden_states, output_states
def upblock_forward_XTI(
self,
hidden_states,
res_hidden_states_tuple,
temb=None,
encoder_hidden_states=None,
upsample_size=None,
):
i = 0
for resnet, attn in zip(self.resnets, self.attentions):
# pop res hidden states
res_hidden_states = res_hidden_states_tuple[-1]
res_hidden_states_tuple = res_hidden_states_tuple[:-1]
hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
if self.training and self.gradient_checkpointing:
def create_custom_forward(module, return_dict=None):
def custom_forward(*inputs):
if return_dict is not None:
return module(*inputs, return_dict=return_dict)
else:
return module(*inputs)
return custom_forward
hidden_states = torch.utils.checkpoint.checkpoint(create_custom_forward(resnet), hidden_states, temb)
hidden_states = torch.utils.checkpoint.checkpoint(
create_custom_forward(attn, return_dict=False), hidden_states, encoder_hidden_states[i]
)[0]
else:
hidden_states = resnet(hidden_states, temb)
hidden_states = attn(hidden_states, encoder_hidden_states=encoder_hidden_states[i]).sample
i += 1
if self.upsamplers is not None:
for upsampler in self.upsamplers:
hidden_states = upsampler(hidden_states, upsample_size)
return hidden_states
================================================
FILE: _typos.toml
================================================
# Files for typos
# Instruction: https://github.com/marketplace/actions/typos-action#getting-started
[default.extend-identifiers]
ddPn08="ddPn08"
[default.extend-words]
NIN="NIN"
parms="parms"
nin="nin"
extention="extention" # Intentionally left
nd="nd"
shs="shs"
sts="sts"
scs="scs"
cpc="cpc"
coc="coc"
cic="cic"
msm="msm"
usu="usu"
ici="ici"
lvl="lvl"
dii="dii"
muk="muk"
ori="ori"
hru="hru"
rik="rik"
koo="koo"
yos="yos"
wn="wn"
hime="hime"
OT="OT"
byt="byt"
tak="tak"
temperal="temperal"
[files]
extend-exclude = ["_typos.toml", "venv", "configs"]
================================================
FILE: anima_minimal_inference.py
================================================
import argparse
import datetime
import gc
from importlib.util import find_spec
import random
import os
import time
import copy
from types import SimpleNamespace
from typing import Tuple, Optional, List, Any, Dict, Union
import torch
from safetensors.torch import load_file, save_file
from safetensors import safe_open
from tqdm import tqdm
from diffusers.utils.torch_utils import randn_tensor
from PIL import Image
from library import anima_models, anima_utils, hunyuan_image_utils, qwen_image_autoencoder_kl, strategy_anima, strategy_base
from library.device_utils import clean_memory_on_device, synchronize_device
lycoris_available = find_spec("lycoris") is not None
if lycoris_available:
from lycoris.kohya import create_network_from_weights
from library.utils import setup_logging
setup_logging()
import logging
logger = logging.getLogger(__name__)
class GenerationSettings:
def __init__(self, device: torch.device, dit_weight_dtype: Optional[torch.dtype] = None):
self.device = device
self.dit_weight_dtype = dit_weight_dtype # not used currently because model may be optimized
def parse_args() -> argparse.Namespace:
"""parse command line arguments"""
parser = argparse.ArgumentParser(description="HunyuanImage inference script")
parser.add_argument("--dit", type=str, default=None, help="DiT directory or path")
parser.add_argument("--vae", type=str, default=None, help="VAE directory or path")
parser.add_argument(
"--vae_chunk_size",
type=int,
default=None,
help="Spatial chunk size for VAE encoding/decoding to reduce memory usage. Must be even number. If not specified, chunking is disabled (official behavior)."
+ " / メモリ使用量を減らすためのVAEエンコード/デコードの空間チャンクサイズ。偶数である必要があります。未指定の場合、チャンク処理は無効になります(公式の動作)。",
)
parser.add_argument(
"--vae_disable_cache",
action="store_true",
help="Disable internal VAE caching mechanism to reduce memory usage. Encoding / decoding will also be faster, but this differs from official behavior."
+ " / VAEのメモリ使用量を減らすために内部のキャッシュ機構を無効にします。エンコード/デコードも速くなりますが、公式の動作とは異なります。",
)
parser.add_argument("--text_encoder", type=str, required=True, help="Text Encoder 1 (Qwen2.5-VL) directory or path")
# LoRA
parser.add_argument("--lora_weight", type=str, nargs="*", required=False, default=None, help="LoRA weight path")
parser.add_argument("--lora_multiplier", type=float, nargs="*", default=1.0, help="LoRA multiplier")
parser.add_argument("--include_patterns", type=str, nargs="*", default=None, help="LoRA module include patterns")
parser.add_argument("--exclude_patterns", type=str, nargs="*", default=None, help="LoRA module exclude patterns")
# inference
parser.add_argument(
"--guidance_scale", type=float, default=3.5, help="Guidance scale for classifier free guidance. Default is 3.5."
)
parser.add_argument("--prompt", type=str, default=None, help="prompt for generation")
parser.add_argument("--negative_prompt", type=str, default="", help="negative prompt for generation, default is empty string")
parser.add_argument("--image_size", type=int, nargs=2, default=[1024, 1024], help="image size, height and width")
parser.add_argument("--infer_steps", type=int, default=50, help="number of inference steps, default is 50")
parser.add_argument("--save_path", type=str, required=True, help="path to save generated video")
parser.add_argument("--seed", type=int, default=None, help="Seed for evaluation.")
# Flow Matching
parser.add_argument(
"--flow_shift",
type=float,
default=5.0,
help="Shift factor for flow matching schedulers. Default is 5.0.",
)
parser.add_argument("--fp8", action="store_true", help="use fp8 for DiT model")
parser.add_argument("--fp8_scaled", action="store_true", help="use scaled fp8 for DiT, only for fp8")
parser.add_argument("--text_encoder_cpu", action="store_true", help="Inference on CPU for Text Encoders")
parser.add_argument(
"--device", type=str, default=None, help="device to use for inference. If None, use CUDA if available, otherwise use CPU"
)
parser.add_argument(
"--attn_mode",
type=str,
default="torch",
choices=["flash", "torch", "sageattn", "xformers", "sdpa"], # "sdpa" for backward compatibility
help="attention mode",
)
parser.add_argument(
"--output_type",
type=str,
default="images",
choices=["images", "latent", "latent_images"],
help="output type",
)
parser.add_argument("--no_metadata", action="store_true", help="do not save metadata")
parser.add_argument("--latent_path", type=str, nargs="*", default=None, help="path to latent for decode. no inference")
parser.add_argument(
"--lycoris", action="store_true", help=f"use lycoris for inference{'' if lycoris_available else ' (not available)'}"
)
# arguments for batch and interactive modes
parser.add_argument("--from_file", type=str, default=None, help="Read prompts from a file")
parser.add_argument("--interactive", action="store_true", help="Interactive mode: read prompts from console")
args = parser.parse_args()
# Validate arguments
if args.from_file and args.interactive:
raise ValueError("Cannot use both --from_file and --interactive at the same time")
if args.latent_path is None or len(args.latent_path) == 0:
if args.prompt is None and not args.from_file and not args.interactive:
raise ValueError("Either --prompt, --from_file or --interactive must be specified")
if args.lycoris and not lycoris_available:
raise ValueError("install lycoris: https://github.com/KohakuBlueleaf/LyCORIS")
if args.attn_mode == "sdpa":
args.attn_mode = "torch" # backward compatibility
return args
def parse_prompt_line(line: str) -> Dict[str, Any]:
"""Parse a prompt line into a dictionary of argument overrides
Args:
line: Prompt line with options
Returns:
Dict[str, Any]: Dictionary of argument overrides
"""
parts = line.split(" --")
prompt = parts[0].strip()
# Create dictionary of overrides
overrides = {"prompt": prompt}
for part in parts[1:]:
if not part.strip():
continue
option_parts = part.split(" ", 1)
option = option_parts[0].strip()
value = option_parts[1].strip() if len(option_parts) > 1 else ""
# Map options to argument names
if option == "w":
overrides["image_size_width"] = int(value)
elif option == "h":
overrides["image_size_height"] = int(value)
elif option == "d":
overrides["seed"] = int(value)
elif option == "s":
overrides["infer_steps"] = int(value)
elif option == "g" or option == "l":
overrides["guidance_scale"] = float(value)
elif option == "fs":
overrides["flow_shift"] = float(value)
elif option == "n":
overrides["negative_prompt"] = value
return overrides
def apply_overrides(args: argparse.Namespace, overrides: Dict[str, Any]) -> argparse.Namespace:
"""Apply overrides to args
Args:
args: Original arguments
overrides: Dictionary of overrides
Returns:
argparse.Namespace: New arguments with overrides applied
"""
args_copy = copy.deepcopy(args)
for key, value in overrides.items():
if key == "image_size_width":
args_copy.image_size[1] = value
elif key == "image_size_height":
args_copy.image_size[0] = value
else:
setattr(args_copy, key, value)
return args_copy
def check_inputs(args: argparse.Namespace) -> Tuple[int, int]:
"""Validate video size and length
Args:
args: command line arguments
Returns:
Tuple[int, int]: (height, width)
"""
height = args.image_size[0]
width = args.image_size[1]
if height % 32 != 0 or width % 32 != 0:
raise ValueError(f"`height` and `width` have to be divisible by 32 but are {height} and {width}.")
return height, width
# region Model
def load_dit_model(
args: argparse.Namespace, device: torch.device, dit_weight_dtype: Optional[torch.dtype] = None
) -> anima_models.Anima:
"""load DiT model
Args:
args: command line arguments
device: device to use
dit_weight_dtype: data type for the model weights. None for as-is
Returns:
anima_models.Anima: DiT model instance
"""
# If LyCORIS is enabled, we will load the model to CPU and then merge LoRA weights (static method)
loading_device = "cpu"
if not args.lycoris:
loading_device = device
# load LoRA weights
if not args.lycoris and args.lora_weight is not None and len(args.lora_weight) > 0:
lora_weights_list = []
for lora_weight in args.lora_weight:
logger.info(f"Loading LoRA weight from: {lora_weight}")
lora_sd = load_file(lora_weight) # load on CPU, dtype is as is
# lora_sd = filter_lora_state_dict(lora_sd, args.include_patterns, args.exclude_patterns)
lora_sd = {k: v for k, v in lora_sd.items() if k.startswith("lora_unet_")} # only keep unet lora weights
lora_weights_list.append(lora_sd)
else:
lora_weights_list = None
loading_weight_dtype = dit_weight_dtype
if args.fp8_scaled and not args.lycoris:
loading_weight_dtype = None # we will load weights as-is and then optimize to fp8
model = anima_utils.load_anima_model(
device,
args.dit,
args.attn_mode,
True, # enable split_attn to trim masked tokens
loading_device,
loading_weight_dtype,
args.fp8_scaled and not args.lycoris,
lora_weights_list=lora_weights_list,
lora_multipliers=args.lora_multiplier,
)
if not args.fp8_scaled:
# simple cast to dit_weight_dtype
target_dtype = None # load as-is (dit_weight_dtype == dtype of the weights in state_dict)
if dit_weight_dtype is not None: # in case of args.fp8 and not args.fp8_scaled
logger.info(f"Convert model to {dit_weight_dtype}")
target_dtype = dit_weight_dtype
logger.info(f"Move model to device: {device}")
target_device = device
model.to(target_device, target_dtype) # move and cast at the same time. this reduces redundant copy operations
# model.to(device)
model.to(device, dtype=torch.bfloat16) # ensure model is in bfloat16 for inference
model.eval().requires_grad_(False)
clean_memory_on_device(device)
return model
def load_text_encoder(
args: argparse.Namespace, dtype: torch.dtype = torch.bfloat16, device: torch.device = torch.device("cpu")
) -> torch.nn.Module:
lora_weights_list = None
if args.lora_weight is not None and len(args.lora_weight) > 0:
lora_weights_list = []
for lora_weight in args.lora_weight:
logger.info(f"Loading LoRA weight from: {lora_weight}")
lora_sd = load_file(lora_weight) # load on CPU, dtype is as is
# lora_sd = filter_lora_state_dict(lora_sd, args.include_patterns, args.exclude_patterns)
lora_sd = {
"model_" + k[len("lora_te_") :]: v for k, v in lora_sd.items() if k.startswith("lora_te_")
} # only keep Text Encoder lora weights, remove prefix "lora_te_" and add "model_" prefix
lora_weights_list.append(lora_sd)
text_encoder, _ = anima_utils.load_qwen3_text_encoder(
args.text_encoder, dtype=dtype, device=device, lora_weights=lora_weights_list, lora_multipliers=args.lora_multiplier
)
text_encoder.eval()
return text_encoder
# endregion
def decode_latent(
vae: qwen_image_autoencoder_kl.AutoencoderKLQwenImage, latent: torch.Tensor, device: torch.device
) -> torch.Tensor:
logger.info(f"Decoding image. Latent shape {latent.shape}, device {device}")
vae.to(device)
with torch.no_grad():
pixels = vae.decode_to_pixels(latent.to(device, dtype=vae.dtype))
# pixels = vae.decode(latent.to(device, dtype=torch.bfloat16), scale=vae_scale)
if pixels.ndim == 5: # remove frame dimension if exists, [B, C, F, H, W] -> [B, C, H, W]
pixels = pixels.squeeze(2)
pixels = pixels.to("cpu", dtype=torch.float32) # move to CPU and convert to float32 (bfloat16 is not supported by numpy)
vae.to("cpu")
logger.info(f"Decoded. Pixel shape {pixels.shape}")
return pixels[0] # remove batch dimension
def process_escape(text: str) -> str:
"""Process escape sequences in text
Args:
text: Input text with escape sequences
Returns:
str: Processed text
"""
return text.encode("utf-8").decode("unicode_escape")
def prepare_text_inputs(
args: argparse.Namespace, device: torch.device, anima: anima_models.Anima, shared_models: Optional[Dict] = None
) -> Tuple[Dict[str, Any], Dict[str, Any]]:
"""Prepare text-related inputs for T2I: LLM encoding. Anima model is also needed for preprocessing"""
# load text encoder: conds_cache holds cached encodings for prompts without padding
conds_cache = {}
text_encoder_device = torch.device("cpu") if args.text_encoder_cpu else device
if shared_models is not None:
text_encoder = shared_models.get("text_encoder")
if "conds_cache" in shared_models: # Use shared cache if available
conds_cache = shared_models["conds_cache"]
# text_encoder is on device (batched inference) or CPU (interactive inference)
else: # Load if not in shared_models
text_encoder_dtype = torch.bfloat16 # Default dtype for Text Encoder
text_encoder = load_text_encoder(args, dtype=text_encoder_dtype, device=text_encoder_device)
text_encoder.eval()
tokenize_strategy = strategy_base.TokenizeStrategy.get_strategy()
# Store references so load_target_model can reuse them
# Store original devices to move back later if they were shared. This does nothing if shared_models is None
text_encoder_original_device = text_encoder.device if text_encoder else None
# Ensure text_encoder is not None before proceeding
if not text_encoder:
raise ValueError("Text encoder is not loaded properly.")
# Define a function to move models to device if needed
# This is to avoid moving models if not needed, especially in interactive mode
model_is_moved = False
def move_models_to_device_if_needed():
nonlocal model_is_moved
nonlocal shared_models
if model_is_moved:
return
model_is_moved = True
logger.info(f"Moving Text Encoder to appropriate device: {text_encoder_device}")
text_encoder.to(text_encoder_device) # If text_encoder_cpu is True, this will be CPU
logger.info("Encoding prompt with Text Encoder")
prompt = process_escape(args.prompt)
cache_key = prompt
if cache_key in conds_cache:
embed = conds_cache[cache_key]
else:
move_models_to_device_if_needed()
tokenize_strategy = strategy_base.TokenizeStrategy.get_strategy()
encoding_strategy = strategy_base.TextEncodingStrategy.get_strategy()
with torch.no_grad():
# embed = anima_text_encoder.get_text_embeds(anima, tokenizer, text_encoder, t5xxl_tokenizer, prompt)
tokens = tokenize_strategy.tokenize(prompt)
embed = encoding_strategy.encode_tokens(tokenize_strategy, [text_encoder], tokens)
crossattn_emb = anima._preprocess_text_embeds(
source_hidden_states=embed[0].to(anima.device),
target_input_ids=embed[2].to(anima.device),
target_attention_mask=embed[3].to(anima.device),
source_attention_mask=embed[1].to(anima.device),
)
crossattn_emb[~embed[3].bool()] = 0
embed[0] = crossattn_emb
embed[0] = embed[0].cpu()
conds_cache[cache_key] = embed
negative_prompt = process_escape(args.negative_prompt)
cache_key = negative_prompt
if cache_key in conds_cache:
negative_embed = conds_cache[cache_key]
else:
move_models_to_device_if_needed()
tokenize_strategy = strategy_base.TokenizeStrategy.get_strategy()
encoding_strategy = strategy_base.TextEncodingStrategy.get_strategy()
with torch.no_grad():
# negative_embed = anima_text_encoder.get_text_embeds(anima, tokenizer, text_encoder, t5xxl_tokenizer, negative_prompt)
tokens = tokenize_strategy.tokenize(negative_prompt)
negative_embed = encoding_strategy.encode_tokens(tokenize_strategy, [text_encoder], tokens)
crossattn_emb = anima._preprocess_text_embeds(
source_hidden_states=negative_embed[0].to(anima.device),
target_input_ids=negative_embed[2].to(anima.device),
target_attention_mask=negative_embed[3].to(anima.device),
source_attention_mask=negative_embed[1].to(anima.device),
)
crossattn_emb[~negative_embed[3].bool()] = 0
negative_embed[0] = crossattn_emb
negative_embed[0] = negative_embed[0].cpu()
conds_cache[cache_key] = negative_embed
if not (shared_models and "text_encoder" in shared_models): # if loaded locally
# There is a bug text_encoder is not freed from GPU memory when text encoder is fp8
del text_encoder
gc.collect() # This may force Text Encoder to be freed from GPU memory
else: # if shared, move back to original device (likely CPU)
if text_encoder:
text_encoder.to(text_encoder_original_device)
clean_memory_on_device(device)
arg_c = {"embed": embed, "prompt": prompt}
arg_null = {"embed": negative_embed, "prompt": negative_prompt}
return arg_c, arg_null
def generate(
args: argparse.Namespace,
gen_settings: GenerationSettings,
shared_models: Optional[Dict] = None,
precomputed_text_data: Optional[Dict] = None,
) -> torch.Tensor:
"""main function for generation
Args:
args: command line arguments
shared_models: dictionary containing pre-loaded models (mainly for DiT)
precomputed_image_data: Optional dictionary with precomputed image data
precomputed_text_data: Optional dictionary with precomputed text data
Returns:
tuple: (HunyuanVAE2D model (vae) or None, torch.Tensor generated latent)
"""
device, dit_weight_dtype = (gen_settings.device, gen_settings.dit_weight_dtype)
# prepare seed
seed = args.seed if args.seed is not None else random.randint(0, 2**32 - 1)
args.seed = seed # set seed to args for saving
if shared_models is None or "model" not in shared_models:
# load DiT model
anima = load_dit_model(args, device, dit_weight_dtype)
if shared_models is not None:
shared_models["model"] = anima
else:
# use shared model
logger.info("Using shared DiT model.")
anima: anima_models.Anima = shared_models["model"]
if precomputed_text_data is not None:
logger.info("Using precomputed text data.")
context = precomputed_text_data["context"]
context_null = precomputed_text_data["context_null"]
else:
logger.info("No precomputed data. Preparing image and text inputs.")
context, context_null = prepare_text_inputs(args, device, anima, shared_models)
return generate_body(args, anima, context, context_null, device, seed)
def generate_body(
args: Union[argparse.Namespace, SimpleNamespace],
anima: anima_models.Anima,
context: Dict[str, Any],
context_null: Optional[Dict[str, Any]],
device: torch.device,
seed: int,
) -> torch.Tensor:
# set random generator
seed_g = torch.Generator(device="cpu")
seed_g.manual_seed(seed)
height, width = check_inputs(args)
logger.info(f"Image size: {height}x{width} (HxW), infer_steps: {args.infer_steps}")
# image generation ######
logger.info(f"Prompt: {context['prompt']}")
embed = context["embed"][0].to(device, dtype=torch.bfloat16)
if context_null is None:
context_null = context # dummy for unconditional
negative_embed = context_null["embed"][0].to(device, dtype=torch.bfloat16)
# Prepare latent variables
num_channels_latents = anima_models.Anima.LATENT_CHANNELS
shape = (
1,
num_channels_latents,
1, # Frame dimension
height // 8, # qwen_image_autoencoder_kl.SCALE_FACTOR,
width // 8, # qwen_image_autoencoder_kl.SCALE_FACTOR,
)
latents = randn_tensor(shape, generator=seed_g, device=device, dtype=torch.bfloat16)
# Create padding mask
bs = latents.shape[0]
h_latent = latents.shape[-2]
w_latent = latents.shape[-1]
padding_mask = torch.zeros(bs, 1, h_latent, w_latent, dtype=torch.bfloat16, device=device)
logger.info(f"Embed: {embed.shape}, negative_embed: {negative_embed.shape}, latents: {latents.shape}")
embed = embed.to(torch.bfloat16)
negative_embed = negative_embed.to(torch.bfloat16)
# Prepare timesteps
timesteps, sigmas = hunyuan_image_utils.get_timesteps_sigmas(args.infer_steps, args.flow_shift, device)
timesteps /= 1000 # scale to [0,1] range
timesteps = timesteps.to(device, dtype=torch.bfloat16)
# Denoising loop
do_cfg = args.guidance_scale != 1.0
autocast_enabled = args.fp8
with tqdm(total=len(timesteps), desc="Denoising steps") as pbar:
for i, t in enumerate(timesteps):
t_expand = t.expand(latents.shape[0])
with torch.no_grad(), torch.autocast(device_type=device.type, dtype=torch.bfloat16, enabled=autocast_enabled):
noise_pred = anima(latents, t_expand, embed, padding_mask=padding_mask)
if do_cfg:
with torch.no_grad(), torch.autocast(device_type=device.type, dtype=torch.bfloat16, enabled=autocast_enabled):
uncond_noise_pred = anima(latents, t_expand, negative_embed, padding_mask=padding_mask)
noise_pred = uncond_noise_pred + args.guidance_scale * (noise_pred - uncond_noise_pred)
# ensure latents dtype is consistent
latents = hunyuan_image_utils.step(latents, noise_pred, sigmas, i).to(latents.dtype)
pbar.update()
return latents
def get_time_flag():
return datetime.datetime.fromtimestamp(time.time()).strftime("%Y%m%d-%H%M%S-%f")[:-3]
def save_latent(latent: torch.Tensor, args: argparse.Namespace, height: int, width: int) -> str:
"""Save latent to file
Args:
latent: Latent tensor
args: command line arguments
height: height of frame
width: width of frame
Returns:
str: Path to saved latent file
"""
save_path = args.save_path
os.makedirs(save_path, exist_ok=True)
time_flag = get_time_flag()
seed = args.seed
latent_path = f"{save_path}/{time_flag}_{seed}_latent.safetensors"
if args.no_metadata:
metadata = None
else:
metadata = {
"seeds": f"{seed}",
"prompt": f"{args.prompt}",
"height": f"{height}",
"width": f"{width}",
"infer_steps": f"{args.infer_steps}",
# "embedded_cfg_scale": f"{args.embedded_cfg_scale}",
"guidance_scale": f"{args.guidance_scale}",
}
if args.negative_prompt is not None:
metadata["negative_prompt"] = f"{args.negative_prompt}"
sd = {"latent": latent.contiguous()}
save_file(sd, latent_path, metadata=metadata)
logger.info(f"Latent saved to: {latent_path}")
return latent_path
def save_images(sample: torch.Tensor, args: argparse.Namespace, original_base_name: Optional[str] = None) -> str:
"""Save images to directory
Args:
sample: Video tensor
args: command line arguments
original_base_name: Original base name (if latents are loaded from files)
Returns:
str: Path to saved images directory
"""
save_path = args.save_path
os.makedirs(save_path, exist_ok=True)
time_flag = get_time_flag()
seed = args.seed
original_name = "" if original_base_name is None else f"_{original_base_name}"
image_name = f"{time_flag}_{seed}{original_name}"
x = torch.clamp(sample, -1.0, 1.0)
x = ((x + 1.0) * 127.5).to(torch.uint8).cpu().numpy()
x = x.transpose(1, 2, 0) # C, H, W -> H, W, C
image = Image.fromarray(x)
image.save(os.path.join(save_path, f"{image_name}.png"))
logger.info(f"Sample images saved to: {save_path}/{image_name}")
return f"{save_path}/{image_name}"
def save_output(
args: argparse.Namespace,
vae: qwen_image_autoencoder_kl.AutoencoderKLQwenImage,
latent: torch.Tensor,
device: torch.device,
original_base_name: Optional[str] = None,
) -> None:
"""save output
Args:
args: command line arguments
vae: VAE model
latent: latent tensor
device: device to use
original_base_name: original base name (if latents are loaded from files)
"""
height, width = latent.shape[-2], latent.shape[-1] # BCTHW
height *= 8 # qwen_image_autoencoder_kl.SCALE_FACTOR
width *= 8 # qwen_image_autoencoder_kl.SCALE_FACTOR
# print(f"Saving output. Latent shape {latent.shape}; pixel shape {height}x{width}")
if args.output_type == "latent" or args.output_type == "latent_images":
# save latent
save_latent(latent, args, height, width)
if args.output_type == "latent":
return
if vae is None:
logger.error("VAE is None, cannot decode latents for saving video/images.")
return
if latent.ndim == 2: # S,C. For packed latents from other inference scripts
latent = latent.unsqueeze(0)
height, width = check_inputs(args) # Get height/width from args
latent = latent.view(
1,
vae.latent_channels,
1, # Frame dimension
height // 8, # qwen_image_autoencoder_kl.SCALE_FACTOR,
width // 8, # qwen_image_autoencoder_kl.SCALE_FACTOR,
)
image = decode_latent(vae, latent, device)
if args.output_type == "images" or args.output_type == "latent_images":
# save images
if original_base_name is None:
original_name = ""
else:
original_name = f"_{original_base_name}"
save_images(image, args, original_name)
def preprocess_prompts_for_batch(prompt_lines: List[str], base_args: argparse.Namespace) -> List[Dict]:
"""Process multiple prompts for batch mode
Args:
prompt_lines: List of prompt lines
base_args: Base command line arguments
Returns:
List[Dict]: List of prompt data dictionaries
"""
prompts_data = []
for line in prompt_lines:
line = line.strip()
if not line or line.startswith("#"): # Skip empty lines and comments
continue
# Parse prompt line and create override dictionary
prompt_data = parse_prompt_line(line)
logger.info(f"Parsed prompt data: {prompt_data}")
prompts_data.append(prompt_data)
return prompts_data
def load_shared_models(args: argparse.Namespace) -> Dict:
"""Load shared models for batch processing or interactive mode.
Models are loaded to CPU to save memory. VAE is NOT loaded here.
DiT model is also NOT loaded here, handled by process_batch_prompts or generate.
Args:
args: Base command line arguments
Returns:
Dict: Dictionary of shared models (text/image encoders)
"""
shared_models = {}
# Load text encoders to CPU
text_encoder_dtype = torch.bfloat16 # Default dtype for Text Encoder
text_encoder = load_text_encoder(args, dtype=text_encoder_dtype, device=torch.device("cpu"))
shared_models["text_encoder"] = text_encoder
return shared_models
def process_batch_prompts(prompts_data: List[Dict], args: argparse.Namespace) -> None:
"""Process multiple prompts with model reuse and batched precomputation
Args:
prompts_data: List of prompt data dictionaries
args: Base command line arguments
"""
if not prompts_data:
logger.warning("No valid prompts found")
return
gen_settings = get_generation_settings(args)
dit_weight_dtype = gen_settings.dit_weight_dtype
device = gen_settings.device
# 1. Prepare VAE
logger.info("Loading VAE for batch generation...")
vae_for_batch = qwen_image_autoencoder_kl.load_vae(
args.vae, device="cpu", disable_mmap=True, spatial_chunk_size=args.vae_chunk_size, disable_cache=args.vae_disable_cache
)
vae_for_batch.to(torch.bfloat16)
vae_for_batch.eval()
all_prompt_args_list = [apply_overrides(args, pd) for pd in prompts_data] # Create all arg instances first
for prompt_args in all_prompt_args_list:
check_inputs(prompt_args) # Validate each prompt's height/width
# 2. Load DiT Model once
logger.info("Loading DiT model for batch generation...")
# Use args from the first prompt for DiT loading (LoRA etc. should be consistent for a batch)
first_prompt_args = all_prompt_args_list[0]
anima = load_dit_model(first_prompt_args, device, dit_weight_dtype) # Load directly to target device if possible
shared_models_for_generate = {"model": anima} # Pass DiT via shared_models
# 3. Precompute Text Data (Text Encoder)
logger.info("Loading Text Encoder for batch text preprocessing...")
# Text Encoder loaded to CPU by load_text_encoder
text_encoder_dtype = torch.bfloat16 # Default dtype for Text Encoder
text_encoder_batch = load_text_encoder(args, dtype=text_encoder_dtype, device=torch.device("cpu"))
# Text Encoder to device for this phase
text_encoder_device = torch.device("cpu") if args.text_encoder_cpu else device
text_encoder_batch.to(text_encoder_device) # Moved into prepare_text_inputs logic
all_precomputed_text_data = []
conds_cache_batch = {}
logger.info("Preprocessing text and LLM/TextEncoder encoding for all prompts...")
temp_shared_models_txt = {
"text_encoder": text_encoder_batch, # on GPU if not text_encoder_cpu
"conds_cache": conds_cache_batch,
}
for i, prompt_args_item in enumerate(all_prompt_args_list):
logger.info(f"Text preprocessing for prompt {i+1}/{len(all_prompt_args_list)}: {prompt_args_item.prompt}")
# prepare_text_inputs will move text_encoders to device temporarily
context, context_null = prepare_text_inputs(prompt_args_item, device, anima, temp_shared_models_txt)
text_data = {"context": context, "context_null": context_null}
all_precomputed_text_data.append(text_data)
# Models should be removed from device after prepare_text_inputs
del text_encoder_batch, temp_shared_models_txt, conds_cache_batch
gc.collect() # Force cleanup of Text Encoder from GPU memory
clean_memory_on_device(device)
all_latents = []
logger.info("Generating latents for all prompts...")
with torch.no_grad():
for i, prompt_args_item in enumerate(all_prompt_args_list):
current_text_data = all_precomputed_text_data[i]
height, width = check_inputs(prompt_args_item) # Get height/width for each prompt
logger.info(f"Generating latent for prompt {i+1}/{len(all_prompt_args_list)}: {prompt_args_item.prompt}")
try:
# generate is called with precomputed data, so it won't load Text Encoders.
# It will use the DiT model from shared_models_for_generate.
latent = generate(prompt_args_item, gen_settings, shared_models_for_generate, current_text_data)
if latent is None: # and prompt_args_item.save_merged_model: # Should be caught earlier
continue
# Save latent if needed (using data from precomputed_image_data for H/W)
if prompt_args_item.output_type in ["latent", "latent_images"]:
save_latent(latent, prompt_args_item, height, width)
all_latents.append(latent)
except Exception as e:
logger.error(f"Error generating latent for prompt: {prompt_args_item.prompt}. Error: {e}", exc_info=True)
all_latents.append(None) # Add placeholder for failed generations
continue
# Free DiT model
logger.info("Releasing DiT model from memory...")
del shared_models_for_generate["model"]
del anima
clean_memory_on_device(device)
synchronize_device(device) # Ensure memory is freed before loading VAE for decoding
# 4. Decode latents and save outputs (using vae_for_batch)
if args.output_type != "latent":
logger.info("Decoding latents to videos/images using batched VAE...")
vae_for_batch.to(device) # Move VAE to device for decoding
for i, latent in enumerate(all_latents):
if latent is None: # Skip failed generations
logger.warning(f"Skipping decoding for prompt {i+1} due to previous error.")
continue
current_args = all_prompt_args_list[i]
logger.info(f"Decoding output {i+1}/{len(all_latents)} for prompt: {current_args.prompt}")
# if args.output_type is "latent_images", we already saved latent above.
# so we skip saving latent here.
if current_args.output_type == "latent_images":
current_args.output_type = "images"
# save_output expects latent to be [BCTHW] or [CTHW]. generate returns [BCTHW] (batch size 1).
save_output(current_args, vae_for_batch, latent, device) # Pass vae_for_batch
vae_for_batch.to("cpu") # Move VAE back to CPU
del vae_for_batch
clean_memory_on_device(device)
def process_interactive(args: argparse.Namespace) -> None:
"""Process prompts in interactive mode
Args:
args: Base command line arguments
"""
gen_settings = get_generation_settings(args)
device = gen_settings.device
shared_models = load_shared_models(args)
shared_models["conds_cache"] = {} # Initialize empty cache for interactive mode
vae = qwen_image_autoencoder_kl.load_vae(
args.vae, device="cpu", disable_mmap=True, spatial_chunk_size=args.vae_chunk_size, disable_cache=args.vae_disable_cache
)
vae.to(torch.bfloat16)
vae.eval()
print("Interactive mode. Enter prompts (Ctrl+D or Ctrl+Z (Windows) to exit):")
try:
import prompt_toolkit
except ImportError:
logger.warning("prompt_toolkit not found. Using basic input instead.")
prompt_toolkit = None
if prompt_toolkit:
session = prompt_toolkit.PromptSession()
def input_line(prompt: str) -> str:
return session.prompt(prompt)
else:
def input_line(prompt: str) -> str:
return input(prompt)
try:
while True:
try:
line = input_line("> ")
if not line.strip():
continue
if len(line.strip()) == 1 and line.strip() in ["\x04", "\x1a"]: # Ctrl+D or Ctrl+Z with prompt_toolkit
raise EOFError # Exit on Ctrl+D or Ctrl+Z
# Parse prompt
prompt_data = parse_prompt_line(line)
prompt_args = apply_overrides(args, prompt_data)
# Generate latent
# For interactive, precomputed data is None. shared_models contains text encoders.
latent = generate(prompt_args, gen_settings, shared_models)
# # If not one_frame_inference, move DiT model to CPU after generation
# model = shared_models.get("model")
# model.to("cpu") # Move DiT model to CPU after generation
# Save latent and video
# returned_vae from generate will be used for decoding here.
save_output(prompt_args, vae, latent, device)
except KeyboardInterrupt:
print("\nInterrupted. Continue (Ctrl+D or Ctrl+Z (Windows) to exit)")
continue
except EOFError:
print("\nExiting interactive mode")
def get_generation_settings(args: argparse.Namespace) -> GenerationSettings:
device = torch.device(args.device)
dit_weight_dtype = torch.bfloat16 # default
if args.fp8_scaled:
dit_weight_dtype = None # various precision weights, so don't cast to specific dtype
elif args.fp8:
dit_weight_dtype = torch.float8_e4m3fn
logger.info(f"Using device: {device}, DiT weight weight precision: {dit_weight_dtype}")
gen_settings = GenerationSettings(device=device, dit_weight_dtype=dit_weight_dtype)
return gen_settings
def main():
# Parse arguments
args = parse_args()
# Check if latents are provided
latents_mode = args.latent_path is not None and len(args.latent_path) > 0
# Set device
device = args.device if args.device is not None else "cuda" if torch.cuda.is_available() else "cpu"
device = torch.device(device)
logger.info(f"Using device: {device}")
args.device = device
if latents_mode:
# Original latent decode mode
original_base_names = []
latents_list = []
seeds = []
# assert len(args.latent_path) == 1, "Only one latent path is supported for now"
for latent_path in args.latent_path:
original_base_names.append(os.path.splitext(os.path.basename(latent_path))[0])
seed = 0
if os.path.splitext(latent_path)[1] != ".safetensors":
latents = torch.load(latent_path, map_location="cpu")
else:
latents = load_file(latent_path)["latent"]
with safe_open(latent_path, framework="pt") as f:
metadata = f.metadata()
if metadata is None:
metadata = {}
logger.info(f"Loaded metadata: {metadata}")
if "seeds" in metadata:
seed = int(metadata["seeds"])
if "height" in metadata and "width" in metadata:
height = int(metadata["height"])
width = int(metadata["width"])
args.image_size = [height, width]
seeds.append(seed)
logger.info(f"Loaded latent from {latent_path}. Shape: {latents.shape}")
if latents.ndim == 5: # [BCTHW]
latents = latents.squeeze(0) # [CTHW]
latents_list.append(latents)
vae = qwen_image_autoencoder_kl.load_vae(
args.vae,
device=device,
disable_mmap=True,
spatial_chunk_size=args.vae_chunk_size,
disable_cache=args.vae_disable_cache,
)
vae.to(torch.bfloat16)
vae.eval()
for i, latent in enumerate(latents_list):
args.seed = seeds[i]
save_output(args, vae, latent, device, original_base_names[i])
else:
tokenize_strategy = strategy_anima.AnimaTokenizeStrategy(
qwen3_path=args.text_encoder, t5_tokenizer_path=None, qwen3_max_length=512, t5_max_length=512
)
strategy_base.TokenizeStrategy.set_strategy(tokenize_strategy)
encoding_strategy = strategy_anima.AnimaTextEncodingStrategy()
strategy_base.TextEncodingStrategy.set_strategy(encoding_strategy)
if args.from_file:
# Batch mode from file
# Read prompts from file
with open(args.from_file, "r", encoding="utf-8") as f:
prompt_lines = f.readlines()
# Process prompts
prompts_data = preprocess_prompts_for_batch(prompt_lines, args)
process_batch_prompts(prompts_data, args)
elif args.interactive:
# Interactive mode
process_interactive(args)
else:
# Single prompt mode (original behavior)
# Generate latent
gen_settings = get_generation_settings(args)
# For single mode, precomputed data is None, shared_models is None.
# generate will load all necessary models (Text Encoders, DiT).
latent = generate(args, gen_settings)
clean_memory_on_device(device)
# Save latent and video
vae = qwen_image_autoencoder_kl.load_vae(
args.vae,
device="cpu",
disable_mmap=True,
spatial_chunk_size=args.vae_chunk_size,
disable_cache=args.vae_disable_cache,
)
vae.to(torch.bfloat16)
vae.eval()
save_output(args, vae, latent, device)
logger.info("Done!")
if __name__ == "__main__":
main()
================================================
FILE: anima_train.py
================================================
# Anima full finetune training script
import argparse
from concurrent.futures import ThreadPoolExecutor
import copy
import gc
import math
import os
from multiprocessing import Value
from typing import List
import toml
from tqdm import tqdm
import torch
from library import flux_train_utils, qwen_image_autoencoder_kl
from library.device_utils import init_ipex, clean_memory_on_device
from library.sd3_train_utils import FlowMatchEulerDiscreteScheduler
init_ipex()
from accelerate.utils import set_seed
from library import deepspeed_utils, anima_models, anima_train_utils, anima_utils, strategy_base, strategy_anima, sai_model_spec
import library.train_util as train_util
from library.utils import setup_logging, add_logging_arguments
setup_logging()
import logging
logger = logging.getLogger(__name__)
import library.config_util as config_util
from library.config_util import (
ConfigSanitizer,
BlueprintGenerator,
)
from library.custom_train_functions import apply_masked_loss, add_custom_train_arguments
def train(args):
train_util.verify_training_args(args)
train_util.prepare_dataset_args(args, True)
deepspeed_utils.prepare_deepspeed_args(args)
setup_logging(args, reset=True)
# backward compatibility
if not args.skip_cache_check:
args.skip_cache_check = args.skip_latents_validity_check
if args.cache_text_encoder_outputs_to_disk and not args.cache_text_encoder_outputs:
logger.warning("cache_text_encoder_outputs_to_disk is enabled, so cache_text_encoder_outputs is also enabled")
args.cache_text_encoder_outputs = True
if args.cpu_offload_checkpointing and not args.gradient_checkpointing:
logger.warning("cpu_offload_checkpointing is enabled, so gradient_checkpointing is also enabled")
args.gradient_checkpointing = True
if args.unsloth_offload_checkpointing:
if not args.gradient_checkpointing:
logger.warning("unsloth_offload_checkpointing is enabled, so gradient_checkpointing is also enabled")
args.gradient_checkpointing = True
assert not args.cpu_offload_checkpointing, "Cannot use both --unsloth_offload_checkpointing and --cpu_offload_checkpointing"
assert (
args.blocks_to_swap is None or args.blocks_to_swap == 0
) or not args.cpu_offload_checkpointing, "blocks_to_swap is not supported with cpu_offload_checkpointing"
assert (
args.blocks_to_swap is None or args.blocks_to_swap == 0
) or not args.unsloth_offload_checkpointing, "blocks_to_swap is not supported with unsloth_offload_checkpointing"
cache_latents = args.cache_latents
use_dreambooth_method = args.in_json is None
if args.seed is not None:
set_seed(args.seed)
# prepare caching strategy: must be set before preparing dataset
if args.cache_latents:
latents_caching_strategy = strategy_anima.AnimaLatentsCachingStrategy(
args.cache_latents_to_disk, args.vae_batch_size, args.skip_cache_check
)
strategy_base.LatentsCachingStrategy.set_strategy(latents_caching_strategy)
# prepare dataset
if args.dataset_class is None:
blueprint_generator = BlueprintGenerator(ConfigSanitizer(True, True, args.masked_loss, True))
if args.dataset_config is not None:
logger.info(f"Load dataset config from {args.dataset_config}")
user_config = config_util.load_user_config(args.dataset_config)
ignored = ["train_data_dir", "in_json"]
if any(getattr(args, attr) is not None for attr in ignored):
logger.warning("ignore following options because config file is found: {0}".format(", ".join(ignored)))
else:
if use_dreambooth_method:
logger.info("Using DreamBooth method.")
user_config = {
"datasets": [
{
"subsets": config_util.generate_dreambooth_subsets_config_by_subdirs(
args.train_data_dir, args.reg_data_dir
)
}
]
}
else:
logger.info("Training with captions.")
user_config = {
"datasets": [
{
"subsets": [
{
"image_dir": args.train_data_dir,
"metadata_file": args.in_json,
}
]
}
]
}
blueprint = blueprint_generator.generate(user_config, args)
train_dataset_group, val_dataset_group = config_util.generate_dataset_group_by_blueprint(blueprint.dataset_group)
else:
train_dataset_group = train_util.load_arbitrary_dataset(args)
val_dataset_group = None
current_epoch = Value("i", 0)
current_step = Value("i", 0)
ds_for_collator = train_dataset_group if args.max_data_loader_n_workers == 0 else None
collator = train_util.collator_class(current_epoch, current_step, ds_for_collator)
train_dataset_group.verify_bucket_reso_steps(16) # Qwen-Image VAE spatial downscale = 8 * patch size = 2
if args.debug_dataset:
if args.cache_text_encoder_outputs:
strategy_base.TextEncoderOutputsCachingStrategy.set_strategy(
strategy_anima.AnimaTextEncoderOutputsCachingStrategy(
args.cache_text_encoder_outputs_to_disk, args.text_encoder_batch_size, False, False
)
)
train_dataset_group.set_current_strategies()
train_util.debug_dataset(train_dataset_group, True)
return
if len(train_dataset_group) == 0:
logger.error("No data found. Please verify the metadata file and train_data_dir option.")
return
if cache_latents:
assert train_dataset_group.is_latent_cacheable(), "when caching latents, either color_aug or random_crop cannot be used"
if args.cache_text_encoder_outputs:
assert train_dataset_group.is_text_encoder_output_cacheable(
cache_supports_dropout=True
), "when caching text encoder output, shuffle_caption, token_warmup_step or caption_tag_dropout_rate cannot be used"
# prepare accelerator
logger.info("prepare accelerator")
accelerator = train_util.prepare_accelerator(args)
# mixed precision dtype
weight_dtype, save_dtype = train_util.prepare_dtype(args)
# Load tokenizers and set strategies
logger.info("Loading tokenizers...")
qwen3_text_encoder, qwen3_tokenizer = anima_utils.load_qwen3_text_encoder(args.qwen3, dtype=weight_dtype, device="cpu")
t5_tokenizer = anima_utils.load_t5_tokenizer(args.t5_tokenizer_path)
# Set tokenize strategy
tokenize_strategy = strategy_anima.AnimaTokenizeStrategy(
qwen3_tokenizer=qwen3_tokenizer,
t5_tokenizer=t5_tokenizer,
qwen3_max_length=args.qwen3_max_token_length,
t5_max_length=args.t5_max_token_length,
)
strategy_base.TokenizeStrategy.set_strategy(tokenize_strategy)
text_encoding_strategy = strategy_anima.AnimaTextEncodingStrategy()
strategy_base.TextEncodingStrategy.set_strategy(text_encoding_strategy)
# Prepare text encoder (always frozen for Anima)
qwen3_text_encoder.to(weight_dtype)
qwen3_text_encoder.requires_grad_(False)
# Cache text encoder outputs
sample_prompts_te_outputs = None
if args.cache_text_encoder_outputs:
qwen3_text_encoder.to(accelerator.device)
qwen3_text_encoder.eval()
text_encoder_caching_strategy = strategy_anima.AnimaTextEncoderOutputsCachingStrategy(
args.cache_text_encoder_outputs_to_disk, args.text_encoder_batch_size, args.skip_cache_check, is_partial=False
)
strategy_base.TextEncoderOutputsCachingStrategy.set_strategy(text_encoder_caching_strategy)
with accelerator.autocast():
train_dataset_group.new_cache_text_encoder_outputs([qwen3_text_encoder], accelerator)
# cache sample prompt embeddings
if args.sample_prompts is not None:
logger.info(f"Cache Text Encoder outputs for sample prompts: {args.sample_prompts}")
prompts = train_util.load_prompts(args.sample_prompts)
sample_prompts_te_outputs = {}
with accelerator.autocast(), torch.no_grad():
for prompt_dict in prompts:
for p in [prompt_dict.get("prompt", ""), prompt_dict.get("negative_prompt", "")]:
if p not in sample_prompts_te_outputs:
logger.info(f" cache TE outputs for: {p}")
tokens_and_masks = tokenize_strategy.tokenize(p)
sample_prompts_te_outputs[p] = text_encoding_strategy.encode_tokens(
tokenize_strategy, [qwen3_text_encoder], tokens_and_masks
)
accelerator.wait_for_everyone()
# free text encoder memory
qwen3_text_encoder = None
gc.collect() # Force garbage collection to free memory
clean_memory_on_device(accelerator.device)
# Load VAE and cache latents
logger.info("Loading Anima VAE...")
vae = qwen_image_autoencoder_kl.load_vae(
args.vae, device="cpu", disable_mmap=True, spatial_chunk_size=args.vae_chunk_size, disable_cache=args.vae_disable_cache
)
if cache_latents:
vae.to(accelerator.device, dtype=weight_dtype)
vae.requires_grad_(False)
vae.eval()
train_dataset_group.new_cache_latents(vae, accelerator)
vae.to("cpu")
clean_memory_on_device(accelerator.device)
accelerator.wait_for_everyone()
# Load DiT (MiniTrainDIT + optional LLM Adapter)
logger.info("Loading Anima DiT...")
dit = anima_utils.load_anima_model(
"cpu", args.pretrained_model_name_or_path, args.attn_mode, args.split_attn, "cpu", dit_weight_dtype=None
)
if args.gradient_checkpointing:
dit.enable_gradient_checkpointing(
cpu_offload=args.cpu_offload_checkpointing,
unsloth_offload=args.unsloth_offload_checkpointing,
)
train_dit = args.learning_rate != 0
dit.requires_grad_(train_dit)
if not train_dit:
dit.to(accelerator.device, dtype=weight_dtype)
# Block swap
is_swapping_blocks = args.blocks_to_swap is not None and args.blocks_to_swap > 0
if is_swapping_blocks:
logger.info(f"Enable block swap: blocks_to_swap={args.blocks_to_swap}")
dit.enable_block_swap(args.blocks_to_swap, accelerator.device)
if not cache_latents:
vae.requires_grad_(False)
vae.eval()
vae.to(accelerator.device, dtype=weight_dtype)
# Setup optimizer with parameter groups
if train_dit:
param_groups = anima_train_utils.get_anima_param_groups(
dit,
base_lr=args.learning_rate,
self_attn_lr=args.self_attn_lr,
cross_attn_lr=args.cross_attn_lr,
mlp_lr=args.mlp_lr,
mod_lr=args.mod_lr,
llm_adapter_lr=args.llm_adapter_lr,
)
else:
param_groups = []
training_models = []
if train_dit:
training_models.append(dit)
# calculate trainable parameters
n_params = 0
for group in param_groups:
for p in group["params"]:
n_params += p.numel()
accelerator.print(f"train dit: {train_dit}")
accelerator.print(f"number of training models: {len(training_models)}")
accelerator.print(f"number of trainable parameters: {n_params:,}")
# prepare optimizer
accelerator.print("prepare optimizer, data loader etc.")
if args.fused_backward_pass:
# Pass per-component param_groups directly to preserve per-component LRs
_, _, optimizer = train_util.get_optimizer(args, trainable_params=param_groups)
optimizer_train_fn, optimizer_eval_fn = train_util.get_optimizer_train_eval_fn(optimizer, args)
else:
_, _, optimizer = train_util.get_optimizer(args, trainable_params=param_groups)
optimizer_train_fn, optimizer_eval_fn = train_util.get_optimizer_train_eval_fn(optimizer, args)
# prepare dataloader
train_dataset_group.set_current_strategies()
n_workers = min(args.max_data_loader_n_workers, os.cpu_count())
train_dataloader = torch.utils.data.DataLoader(
train_dataset_group,
batch_size=1,
shuffle=True,
collate_fn=collator,
num_workers=n_workers,
persistent_workers=args.persistent_data_loader_workers,
)
# calculate training steps
if args.max_train_epochs is not None:
args.max_train_steps = args.max_train_epochs * math.ceil(
len(train_dataloader) / accelerator.num_processes / args.gradient_accumulation_steps
)
accelerator.print(f"override steps. steps for {args.max_train_epochs} epochs: {args.max_train_steps}")
train_dataset_group.set_max_train_steps(args.max_train_steps)
# lr scheduler
lr_scheduler = train_util.get_scheduler_fix(args, optimizer, accelerator.num_processes)
# full fp16/bf16 training
dit_weight_dtype = weight_dtype
if args.full_fp16:
assert args.mixed_precision == "fp16", "full_fp16 requires mixed_precision='fp16'"
accelerator.print("enable full fp16 training.")
elif args.full_bf16:
assert args.mixed_precision == "bf16", "full_bf16 requires mixed_precision='bf16'"
accelerator.print("enable full bf16 training.")
else:
dit_weight_dtype = torch.float32 # If neither full_fp16 nor full_bf16, the model weights should be in float32
dit.to(dit_weight_dtype) # convert dit to target weight dtype
# move text encoder to GPU if not cached
if not args.cache_text_encoder_outputs and qwen3_text_encoder is not None:
qwen3_text_encoder.to(accelerator.device)
clean_memory_on_device(accelerator.device)
# Prepare with accelerator
# Temporarily move non-training models off GPU to reduce memory during DDP init
# if not args.cache_text_encoder_outputs and qwen3_text_encoder is not None:
# qwen3_text_encoder.to("cpu")
# if not cache_latents and vae is not None:
# vae.to("cpu")
# clean_memory_on_device(accelerator.device)
if args.deepspeed:
ds_model = deepspeed_utils.prepare_deepspeed_model(args, mmdit=dit)
ds_model, optimizer, train_dataloader, lr_scheduler = accelerator.prepare(
ds_model, optimizer, train_dataloader, lr_scheduler
)
training_models = [ds_model]
else:
if train_dit:
dit = accelerator.prepare(dit, device_placement=[not is_swapping_blocks])
if is_swapping_blocks:
accelerator.unwrap_model(dit).move_to_device_except_swap_blocks(accelerator.device)
optimizer, train_dataloader, lr_scheduler = accelerator.prepare(optimizer, train_dataloader, lr_scheduler)
# Move non-training models back to GPU
if not args.cache_text_encoder_outputs and qwen3_text_encoder is not None:
qwen3_text_encoder.to(accelerator.device)
if not cache_latents and vae is not None:
vae.to(accelerator.device, dtype=weight_dtype)
if args.full_fp16:
train_util.patch_accelerator_for_fp16_training(accelerator)
# resume
train_util.resume_from_local_or_hf_if_specified(accelerator, args)
if args.fused_backward_pass:
# use fused optimizer for backward pass: other optimizers will be supported in the future
import library.adafactor_fused
library.adafactor_fused.patch_adafactor_fused(optimizer)
for param_group in optimizer.param_groups:
for parameter in param_group["params"]:
if parameter.requires_grad:
def create_grad_hook(p_group):
def grad_hook(tensor: torch.Tensor):
if accelerator.sync_gradients and args.max_grad_norm != 0.0:
accelerator.clip_grad_norm_(tensor, args.max_grad_norm)
optimizer.step_param(tensor, p_group)
tensor.grad = None
return grad_hook
parameter.register_post_accumulate_grad_hook(create_grad_hook(param_group))
# Training loop
num_update_steps_per_epoch = math.ceil(len(train_dataloader) / args.gradient_accumulation_steps)
num_train_epochs = math.ceil(args.max_train_steps / num_update_steps_per_epoch)
if (args.save_n_epoch_ratio is not None) and (args.save_n_epoch_ratio > 0):
args.save_every_n_epochs = math.floor(num_train_epochs / args.save_n_epoch_ratio) or 1
accelerator.print("running training / 学習開始")
accelerator.print(f" num examples / サンプル数: {train_dataset_group.num_train_images}")
accelerator.print(f" num batches per epoch / 1epochのバッチ数: {len(train_dataloader)}")
accelerator.print(f" num epochs / epoch数: {num_train_epochs}")
accelerator.print(
f" batch size per device / バッチサイズ: {', '.join([str(d.batch_size) for d in train_dataset_group.datasets])}"
)
accelerator.print(f" gradient accumulation steps / 勾配を合計するステップ数 = {args.gradient_accumulation_steps}")
accelerator.print(f" total optimization steps / 学習ステップ数: {args.max_train_steps}")
progress_bar = tqdm(range(args.max_train_steps), smoothing=0, disable=not accelerator.is_local_main_process, desc="steps")
global_step = 0
noise_scheduler = FlowMatchEulerDiscreteScheduler(num_train_timesteps=1000, shift=args.discrete_flow_shift)
# Copy for noise and timestep generation, because noise_scheduler may be changed during training in future
noise_scheduler_copy = copy.deepcopy(noise_scheduler)
if accelerator.is_main_process:
init_kwargs = {}
if args.wandb_run_name:
init_kwargs["wandb"] = {"name": args.wandb_run_name}
if args.log_tracker_config is not None:
init_kwargs = toml.load(args.log_tracker_config)
accelerator.init_trackers(
"finetuning" if args.log_tracker_name is None else args.log_tracker_name,
config=train_util.get_sanitized_config_or_none(args),
init_kwargs=init_kwargs,
)
if "wandb" in [tracker.name for tracker in accelerator.trackers]:
import wandb
wandb.define_metric("epoch")
wandb.define_metric("loss/epoch", step_metric="epoch")
if is_swapping_blocks:
accelerator.unwrap_model(dit).prepare_block_swap_before_forward()
# For --sample_at_first
optimizer_eval_fn()
anima_train_utils.sample_images(
accelerator,
args,
0,
global_step,
dit,
vae,
qwen3_text_encoder,
tokenize_strategy,
text_encoding_strategy,
sample_prompts_te_outputs,
)
optimizer_train_fn()
if len(accelerator.trackers) > 0:
accelerator.log({}, step=0)
# Show model info
unwrapped_dit = accelerator.unwrap_model(dit) if dit is not None else None
if unwrapped_dit is not None:
logger.info(f"dit device: {unwrapped_dit.device}, dtype: {unwrapped_dit.dtype}")
if qwen3_text_encoder is not None:
logger.info(f"qwen3 device: {qwen3_text_encoder.device}")
if vae is not None:
logger.info(f"vae device: {vae.device}")
loss_recorder = train_util.LossRecorder()
epoch = 0
for epoch in range(num_train_epochs):
accelerator.print(f"\nepoch {epoch+1}/{num_train_epochs}")
current_epoch.value = epoch + 1
for m in training_models:
m.train()
for step, batch in enumerate(train_dataloader):
current_step.value = global_step
with accelerator.accumulate(*training_models):
# Get latents
if "latents" in batch and batch["latents"] is not None:
latents = batch["latents"].to(accelerator.device, dtype=dit_weight_dtype)
if latents.ndim == 5: # Fallback for 5D latents (old cache)
latents = latents.squeeze(2) # (B, C, 1, H, W) -> (B, C, H, W)
else:
with torch.no_grad():
# images are already [-1, 1] from IMAGE_TRANSFORMS, add temporal dim
images = batch["images"].to(accelerator.device, dtype=weight_dtype)
latents = vae.encode_pixels_to_latents(images).to(accelerator.device, dtype=dit_weight_dtype)
if torch.any(torch.isnan(latents)):
accelerator.print("NaN found in latents, replacing with zeros")
latents = torch.nan_to_num(latents, 0, out=latents)
# Get text encoder outputs
text_encoder_outputs_list = batch.get("text_encoder_outputs_list", None)
if text_encoder_outputs_list is not None:
# Cached outputs
caption_dropout_rates = text_encoder_outputs_list[-1]
text_encoder_outputs_list = text_encoder_outputs_list[:-1]
# Apply caption dropout to cached outputs
text_encoder_outputs_list = text_encoding_strategy.drop_cached_text_encoder_outputs(
*text_encoder_outputs_list, caption_dropout_rates=caption_dropout_rates
)
prompt_embeds, attn_mask, t5_input_ids, t5_attn_mask = text_encoder_outputs_list
else:
# Encode on-the-fly
input_ids_list = batch["input_ids_list"]
with torch.no_grad():
prompt_embeds, attn_mask, t5_input_ids, t5_attn_mask = text_encoding_strategy.encode_tokens(
tokenize_strategy, [qwen3_text_encoder], input_ids_list
)
# Move to device
prompt_embeds = prompt_embeds.to(accelerator.device, dtype=dit_weight_dtype)
attn_mask = attn_mask.to(accelerator.device)
t5_input_ids = t5_input_ids.to(accelerator.device, dtype=torch.long)
t5_attn_mask = t5_attn_mask.to(accelerator.device)
# Noise and timesteps
noise = torch.randn_like(latents)
# Get noisy model input and timesteps
noisy_model_input, timesteps, sigmas = flux_train_utils.get_noisy_model_input_and_timesteps(
args, noise_scheduler_copy, latents, noise, accelerator.device, dit_weight_dtype
)
timesteps = timesteps / 1000.0 # scale to [0, 1] range. timesteps is float32
# NaN checks
if torch.any(torch.isnan(noisy_model_input)):
accelerator.print("NaN found in noisy_model_input, replacing with zeros")
noisy_model_input = torch.nan_to_num(noisy_model_input, 0, out=noisy_model_input)
# Create padding mask
# padding_mask: (B, 1, H_latent, W_latent)
bs = latents.shape[0]
h_latent = latents.shape[-2]
w_latent = latents.shape[-1]
padding_mask = torch.zeros(bs, 1, h_latent, w_latent, dtype=dit_weight_dtype, device=accelerator.device)
# DiT forward (LLM adapter runs inside forward for DDP gradient sync)
noisy_model_input = noisy_model_input.unsqueeze(2) # 4D to 5D, (B, C, 1, H, W)
with accelerator.autocast():
model_pred = dit(
noisy_model_input,
timesteps,
prompt_embeds,
padding_mask=padding_mask,
source_attention_mask=attn_mask,
t5_input_ids=t5_input_ids,
t5_attn_mask=t5_attn_mask,
)
model_pred = model_pred.squeeze(2) # 5D to 4D, (B, C, H, W)
# Compute loss (rectified flow: target = noise - latents)
target = noise - latents
# Weighting
weighting = anima_train_utils.compute_loss_weighting_for_anima(
weighting_scheme=args.weighting_scheme, sigmas=sigmas
)
# Loss
huber_c = train_util.get_huber_threshold_if_needed(args, timesteps, None)
loss = train_util.conditional_loss(model_pred.float(), target.float(), args.loss_type, "none", huber_c)
if args.masked_loss or ("alpha_masks" in batch and batch["alpha_masks"] is not None):
loss = apply_masked_loss(loss, batch)
loss = loss.mean([1, 2, 3]) # (B, C, H, W) -> (B,)
if weighting is not None:
loss = loss * weighting
loss_weights = batch["loss_weights"]
loss = loss * loss_weights
loss = loss.mean()
accelerator.backward(loss)
if not args.fused_backward_pass:
if accelerator.sync_gradients and args.max_grad_norm != 0.0:
params_to_clip = []
for m in training_models:
params_to_clip.extend(m.parameters())
accelerator.clip_grad_norm_(params_to_clip, args.max_grad_norm)
optimizer.step()
lr_scheduler.step()
optimizer.zero_grad(set_to_none=True)
else:
# optimizer.step() and optimizer.zero_grad() are called in the optimizer hook
lr_scheduler.step()
# Checks if the accelerator has performed an optimization step
if accelerator.sync_gradients:
progress_bar.update(1)
global_step += 1
optimizer_eval_fn()
anima_train_utils.sample_images(
accelerator,
args,
None,
global_step,
dit,
vae,
qwen3_text_encoder,
tokenize_strategy,
text_encoding_strategy,
sample_prompts_te_outputs,
)
# Save at specific steps
if args.save_every_n_steps is not None and global_step % args.save_every_n_steps == 0:
accelerator.wait_for_everyone()
if accelerator.is_main_process:
anima_train_utils.save_anima_model_on_epoch_end_or_stepwise(
args,
False,
accelerator,
save_dtype,
epoch,
num_train_epochs,
global_step,
accelerator.unwrap_model(dit) if train_dit else None,
)
optimizer_train_fn()
current_loss = loss.detach().item()
if len(accelerator.trackers) > 0:
logs = {"loss": current_loss}
train_util.append_lr_to_logs_with_names(
logs,
lr_scheduler,
args.optimizer_type,
["base", "self_attn", "cross_attn", "mlp", "mod", "llm_adapter"] if train_dit else [],
)
accelerator.log(logs, step=global_step)
loss_recorder.add(epoch=epoch, step=step, loss=current_loss)
avr_loss: float = loss_recorder.moving_average
logs = {"avr_loss": avr_loss}
progress_bar.set_postfix(**logs)
if global_step >= args.max_train_steps:
break
if len(accelerator.trackers) > 0:
logs = {"loss/epoch": loss_recorder.moving_average, "epoch": epoch + 1}
accelerator.log(logs, step=global_step)
accelerator.wait_for_everyone()
optimizer_eval_fn()
if args.save_every_n_epochs is not None:
if accelerator.is_main_process:
anima_train_utils.save_anima_model_on_epoch_end_or_stepwise(
args,
True,
accelerator,
save_dtype,
epoch,
num_train_epochs,
global_step,
accelerator.unwrap_model(dit) if train_dit else None,
)
anima_train_utils.sample_images(
accelerator,
args,
epoch + 1,
global_step,
dit,
vae,
qwen3_text_encoder,
tokenize_strategy,
text_encoding_strategy,
sample_prompts_te_outputs,
)
# End training
is_main_process = accelerator.is_main_process
dit = accelerator.unwrap_model(dit)
accelerator.end_training()
optimizer_eval_fn()
if args.save_state or args.save_state_on_train_end:
train_util.save_state_on_train_end(args, accelerator)
del accelerator
if is_main_process and train_dit:
anima_train_utils.save_anima_model_on_train_end(
args,
save_dtype,
epoch,
global_step,
dit,
)
logger.info("model saved.")
def setup_parser() -> argparse.ArgumentParser:
parser = argparse.ArgumentParser()
add_logging_arguments(parser)
train_util.add_sd_models_arguments(parser)
train_util.add_dataset_arguments(parser, True, True, True)
train_util.add_training_arguments(parser, False)
train_util.add_masked_loss_arguments(parser)
deepspeed_utils.add_deepspeed_arguments(parser)
train_util.add_sd_saving_arguments(parser)
train_util.add_optimizer_arguments(parser)
config_util.add_config_arguments(parser)
add_custom_train_arguments(parser)
train_util.add_dit_training_arguments(parser)
anima_train_utils.add_anima_training_arguments(parser)
sai_model_spec.add_model_spec_arguments(parser)
parser.add_argument(
"--cpu_offload_checkpointing",
action="store_true",
help="offload gradient checkpointing to CPU (reduces VRAM at cost of speed)",
)
parser.add_argument(
"--unsloth_offload_checkpointing",
action="store_true",
help="offload activations to CPU RAM using async non-blocking transfers (faster than --cpu_offload_checkpointing). "
"Cannot be used with --cpu_offload_checkpointing or --blocks_to_swap.",
)
parser.add_argument(
"--skip_latents_validity_check",
action="store_true",
help="[Deprecated] use 'skip_cache_check' instead",
)
return parser
if __name__ == "__main__":
parser = setup_parser()
args = parser.parse_args()
train_util.verify_command_line_training_args(args)
args = train_util.read_config_from_file(args, parser)
if args.attn_mode == "sdpa":
args.attn_mode = "torch" # backward compatibility
train(args)
================================================
FILE: anima_train_network.py
================================================
# Anima LoRA training script
import argparse
from typing import Any, Optional, Union
import torch
import torch.nn as nn
from accelerate import Accelerator
from library.device_utils import init_ipex, clean_memory_on_device
init_ipex()
from library import (
anima_models,
anima_train_utils,
anima_utils,
flux_train_utils,
qwen_image_autoencoder_kl,
sd3_train_utils,
strategy_anima,
strategy_base,
train_util,
)
import train_network
from library.utils import setup_logging
setup_logging()
import logging
logger = logging.getLogger(__name__)
class AnimaNetworkTrainer(train_network.NetworkTrainer):
def __init__(self):
super().__init__()
self.sample_prompts_te_outputs = None
def assert_extra_args(
self,
args,
train_dataset_group: Union[train_util.DatasetGroup, train_util.MinimalDataset],
val_dataset_group: Optional[train_util.DatasetGroup],
):
if args.fp8_base or args.fp8_base_unet:
logger.warning("fp8_base and fp8_base_unet are not supported. / fp8_baseとfp8_base_unetはサポートされていません。")
args.fp8_base = False
args.fp8_base_unet = False
args.fp8_scaled = False # Anima DiT does not support fp8_scaled
if args.cache_text_encoder_outputs_to_disk and not args.cache_text_encoder_outputs:
logger.warning("cache_text_encoder_outputs_to_disk is enabled, so cache_text_encoder_outputs is also enabled")
args.cache_text_encoder_outputs = True
if args.cache_text_encoder_outputs:
assert train_dataset_group.is_text_encoder_output_cacheable(
cache_supports_dropout=True
), "when caching Text Encoder output, shuffle_caption, token_warmup_step or caption_tag_dropout_rate cannot be used"
assert (
args.network_train_unet_only or not args.cache_text_encoder_outputs
), "network for Text Encoder cannot be trained with caching Text Encoder outputs / Text Encoderの出力をキャッシュしながらText Encoderのネットワークを学習することはできません"
assert (
args.blocks_to_swap is None or args.blocks_to_swap == 0
) or not args.cpu_offload_checkpointing, "blocks_to_swap is not supported with cpu_offload_checkpointing"
if args.unsloth_offload_checkpointing:
if not args.gradient_checkpointing:
logger.warning("unsloth_offload_checkpointing is enabled, so gradient_checkpointing is also enabled")
args.gradient_checkpointing = True
assert (
not args.cpu_offload_checkpointing
), "Cannot use both --unsloth_offload_checkpointing and --cpu_offload_checkpointing"
assert (
args.blocks_to_swap is None or args.blocks_to_swap == 0
), "blocks_to_swap is not supported with unsloth_offload_checkpointing"
train_dataset_group.verify_bucket_reso_steps(16) # WanVAE spatial downscale = 8 and patch size = 2
if val_dataset_group is not None:
val_dataset_group.verify_bucket_reso_steps(16)
def load_target_model(self, args, weight_dtype, accelerator):
self.is_swapping_blocks = args.blocks_to_swap is not None and args.blocks_to_swap > 0
# Load Qwen3 text encoder (tokenizers already loaded in get_tokenize_strategy)
logger.info("Loading Qwen3 text encoder...")
qwen3_text_encoder, _ = anima_utils.load_qwen3_text_encoder(args.qwen3, dtype=weight_dtype, device="cpu")
qwen3_text_encoder.eval()
# Load VAE
logger.info("Loading Anima VAE...")
vae = qwen_image_autoencoder_kl.load_vae(
args.vae, device="cpu", disable_mmap=True, spatial_chunk_size=args.vae_chunk_size, disable_cache=args.vae_disable_cache
)
vae.to(weight_dtype)
vae.eval()
# Return format: (model_type, text_encoders, vae, unet)
return "anima", [qwen3_text_encoder], vae, None # unet loaded lazily
def load_unet_lazily(self, args, weight_dtype, accelerator, text_encoders) -> tuple[nn.Module, list[nn.Module]]:
loading_dtype = None if args.fp8_scaled else weight_dtype
loading_device = "cpu" if self.is_swapping_blocks else accelerator.device
attn_mode = "torch"
if args.xformers:
attn_mode = "xformers"
if args.attn_mode is not None:
attn_mode = args.attn_mode
# Load DiT
logger.info(f"Loading Anima DiT model with attn_mode={attn_mode}, split_attn: {args.split_attn}...")
model = anima_utils.load_anima_model(
accelerator.device,
args.pretrained_model_name_or_path,
attn_mode,
args.split_attn,
loading_device,
loading_dtype,
args.fp8_scaled,
)
# Store unsloth preference so that when the base NetworkTrainer calls
# dit.enable_gradient_checkpointing(cpu_offload=...), we can override to use unsloth.
# The base trainer only passes cpu_offload, so we store the flag on the model.
self._use_unsloth_offload_checkpointing = args.unsloth_offload_checkpointing
# Block swap
self.is_swapping_blocks = args.blocks_to_swap is not None and args.blocks_to_swap > 0
if self.is_swapping_blocks:
logger.info(f"enable block swap: blocks_to_swap={args.blocks_to_swap}")
model.enable_block_swap(args.blocks_to_swap, accelerator.device)
return model, text_encoders
def get_tokenize_strategy(self, args):
# Load tokenizers from paths (called before load_target_model, so self.qwen3_tokenizer isn't set yet)
tokenize_strategy = strategy_anima.AnimaTokenizeStrategy(
qwen3_path=args.qwen3,
t5_tokenizer_path=args.t5_tokenizer_path,
qwen3_max_length=args.qwen3_max_token_length,
t5_max_length=args.t5_max_token_length,
)
return tokenize_strategy
def get_tokenizers(self, tokenize_strategy: strategy_anima.AnimaTokenizeStrategy):
return [tokenize_strategy.qwen3_tokenizer]
def get_latents_caching_strategy(self, args):
return strategy_anima.AnimaLatentsCachingStrategy(args.cache_latents_to_disk, args.vae_batch_size, args.skip_cache_check)
def get_text_encoding_strategy(self, args):
return strategy_anima.AnimaTextEncodingStrategy()
def post_process_network(self, args, accelerator, network, text_encoders, unet):
pass
def get_models_for_text_encoding(self, args, accelerator, text_encoders):
if args.cache_text_encoder_outputs:
return None # no text encoders needed for encoding
return text_encoders
def get_text_encoder_outputs_caching_strategy(self, args):
if args.cache_text_encoder_outputs:
return strategy_anima.AnimaTextEncoderOutputsCachingStrategy(
args.cache_text_encoder_outputs_to_disk, args.text_encoder_batch_size, args.skip_cache_check, False
)
return None
def cache_text_encoder_outputs_if_needed(
self, args, accelerator: Accelerator, unet, vae, text_encoders, dataset: train_util.DatasetGroup, weight_dtype
):
if args.cache_text_encoder_outputs:
if not args.lowram:
# We cannot move DiT to CPU because of block swap, so only move VAE
logger.info("move vae to cpu to save memory")
org_vae_device = vae.device
vae.to("cpu")
clean_memory_on_device(accelerator.device)
logger.info("move text encoder to gpu")
text_encoders[0].to(accelerator.device)
with accelerator.autocast():
dataset.new_cache_text_encoder_outputs(text_encoders, accelerator)
# cache sample prompts
if args.sample_prompts is not None:
logger.info(f"cache Text Encoder outputs for sample prompts: {args.sample_prompts}")
tokenize_strategy = strategy_base.TokenizeStrategy.get_strategy()
text_encoding_strategy = strategy_base.TextEncodingStrategy.get_strategy()
prompts = train_util.load_prompts(args.sample_prompts)
sample_prompts_te_outputs = {}
with accelerator.autocast(), torch.no_grad():
for prompt_dict in prompts:
for p in [prompt_dict.get("prompt", ""), prompt_dict.get("negative_prompt", "")]:
if p not in sample_prompts_te_outputs:
logger.info(f" cache TE outputs for: {p}")
tokens_and_masks = tokenize_strategy.tokenize(p)
sample_prompts_te_outputs[p] = text_encoding_strategy.encode_tokens(
tokenize_strategy, text_encoders, tokens_and_masks
)
self.sample_prompts_te_outputs = sample_prompts_te_outputs
accelerator.wait_for_everyone()
# move text encoder back to cpu
logger.info("move text encoder back to cpu")
text_encoders[0].to("cpu")
if not args.lowram:
logger.info("move vae back to original device")
vae.to(org_vae_device)
clean_memory_on_device(accelerator.device)
else:
# move text encoder to device for encoding during training/validation
text_encoders[0].to(accelerator.device)
def sample_images(self, accelerator, args, epoch, global_step, device, vae, tokenizer, text_encoder, unet):
text_encoders = text_encoder if isinstance(text_encoder, list) else [text_encoder] # compatibility
te = self.get_models_for_text_encoding(args, accelerator, text_encoders)
qwen3_te = te[0] if te is not None else None
text_encoding_strategy = strategy_base.TextEncodingStrategy.get_strategy()
tokenize_strategy = strategy_base.TokenizeStrategy.get_strategy()
anima_train_utils.sample_images(
accelerator,
args,
epoch,
global_step,
unet,
vae,
qwen3_te,
tokenize_strategy,
text_encoding_strategy,
self.sample_prompts_te_outputs,
)
def get_noise_scheduler(self, args: argparse.Namespace, device: torch.device) -> Any:
noise_scheduler = sd3_train_utils.FlowMatchEulerDiscreteScheduler(num_train_timesteps=1000, shift=args.discrete_flow_shift)
return noise_scheduler
def encode_images_to_latents(self, args, vae, images):
vae: qwen_image_autoencoder_kl.AutoencoderKLQwenImage
return vae.encode_pixels_to_latents(images) # Keep 4D for input/output
def shift_scale_latents(self, args, latents):
# Latents already normalized by vae.encode with scale
return latents
def get_noise_pred_and_target(
self,
args,
accelerator,
noise_scheduler,
latents,
batch,
text_encoder_conds,
unet,
network,
weight_dtype,
train_unet,
is_train=True,
):
anima: anima_models.Anima = unet
# Sample noise
if latents.ndim == 5: # Fallback for 5D latents (old cache)
latents = latents.squeeze(2) # [B, C, 1, H, W] -> [B, C, H, W]
noise = torch.randn_like(latents)
# Get noisy model input and timesteps
noisy_model_input, timesteps, sigmas = flux_train_utils.get_noisy_model_input_and_timesteps(
args, noise_scheduler, latents, noise, accelerator.device, weight_dtype
)
timesteps = timesteps / 1000.0 # scale to [0, 1] range. timesteps is float32
# Gradient checkpointing support
if args.gradient_checkpointing:
noisy_model_input.requires_grad_(True)
for t in text_encoder_conds:
if t is not None and t.dtype.is_floating_point:
t.requires_grad_(True)
# Unpack text encoder conditions
prompt_embeds, attn_mask, t5_input_ids, t5_attn_mask = text_encoder_conds
# Move to device
prompt_embeds = prompt_embeds.to(accelerator.device, dtype=weight_dtype)
attn_mask = attn_mask.to(accelerator.device)
t5_input_ids = t5_input_ids.to(accelerator.device, dtype=torch.long)
t5_attn_mask = t5_attn_mask.to(accelerator.device)
# Create padding mask
bs = latents.shape[0]
h_latent = latents.shape[-2]
w_latent = latents.shape[-1]
padding_mask = torch.zeros(bs, 1, h_latent, w_latent, dtype=weight_dtype, device=accelerator.device)
# Call model
noisy_model_input = noisy_model_input.unsqueeze(2) # 4D to 5D, [B, C, H, W] -> [B, C, 1, H, W]
with torch.set_grad_enabled(is_train), accelerator.autocast():
model_pred = anima(
noisy_model_input,
timesteps,
prompt_embeds,
padding_mask=padding_mask,
target_input_ids=t5_input_ids,
target_attention_mask=t5_attn_mask,
source_attention_mask=attn_mask,
)
model_pred = model_pred.squeeze(2) # 5D to 4D, [B, C, 1, H, W] -> [B, C, H, W]
# Rectified flow target: noise - latents
target = noise - latents
# Loss weighting
weighting = anima_train_utils.compute_loss_weighting_for_anima(weighting_scheme=args.weighting_scheme, sigmas=sigmas)
return model_pred, target, timesteps, weighting
def process_batch(
self,
batch,
text_encoders,
unet,
network,
vae,
noise_scheduler,
vae_dtype,
weight_dtype,
accelerator,
args,
text_encoding_strategy,
tokenize_strategy,
is_train=True,
train_text_encoder=True,
train_unet=True,
) -> torch.Tensor:
"""Override base process_batch for caption dropout with cached text encoder outputs."""
# Text encoder conditions
text_encoder_outputs_list = batch.get("text_encoder_outputs_list", None)
anima_text_encoding_strategy: strategy_anima.AnimaTextEncodingStrategy = text_encoding_strategy
if text_encoder_outputs_list is not None:
caption_dropout_rates = text_encoder_outputs_list[-1]
text_encoder_outputs_list = text_encoder_outputs_list[:-1]
# Apply caption dropout to cached outputs
text_encoder_outputs_list = anima_text_encoding_strategy.drop_cached_text_encoder_outputs(
*text_encoder_outputs_list, caption_dropout_rates=caption_dropout_rates
)
batch["text_encoder_outputs_list"] = text_encoder_outputs_list
return super().process_batch(
batch,
text_encoders,
unet,
network,
vae,
noise_scheduler,
vae_dtype,
weight_dtype,
accelerator,
args,
text_encoding_strategy,
tokenize_strategy,
is_train,
train_text_encoder,
train_unet,
)
def post_process_loss(self, loss, args, timesteps, noise_scheduler):
return loss
def get_sai_model_spec(self, args):
return train_util.get_sai_model_spec_dataclass(None, args, False, True, False, anima="preview").to_metadata_dict()
def update_metadata(self, metadata, args):
metadata["ss_weighting_scheme"] = args.weighting_scheme
metadata["ss_logit_mean"] = args.logit_mean
metadata["ss_logit_std"] = args.logit_std
metadata["ss_mode_scale"] = args.mode_scale
metadata["ss_timestep_sampling"] = args.timestep_sampling
metadata["ss_sigmoid_scale"] = args.sigmoid_scale
metadata["ss_discrete_flow_shift"] = args.discrete_flow_shift
def is_text_encoder_not_needed_for_training(self, args):
return args.cache_text_encoder_outputs and not self.is_train_text_encoder(args)
def prepare_text_encoder_grad_ckpt_workaround(self, index, text_encoder):
# Set first parameter's requires_grad to True to workaround Accelerate gradient checkpointing bug
first_param = next(text_encoder.parameters())
first_param.requires_grad_(True)
def prepare_unet_with_accelerator(
self, args: argparse.Namespace, accelerator: Accelerator, unet: torch.nn.Module
) -> torch.nn.Module:
# The base NetworkTrainer only calls enable_gradient_checkpointing(cpu_offload=True/False),
# so we re-apply with unsloth_offload if needed (after base has already enabled it).
if self._use_unsloth_offload_checkpointing and args.gradient_checkpointing:
unet.enable_gradient_checkpointing(unsloth_offload=True)
if not self.is_swapping_blocks:
return super().prepare_unet_with_accelerator(args, accelerator, unet)
model = unet
model = accelerator.prepare(model, device_placement=[not self.is_swapping_blocks])
accelerator.unwrap_model(model).move_to_device_except_swap_blocks(accelerator.device)
accelerator.unwrap_model(model).prepare_block_swap_before_forward()
return model
def on_validation_step_end(self, args, accelerator, network, text_encoders, unet, batch, weight_dtype):
if self.is_swapping_blocks:
# prepare for next forward: because backward pass is not called, we need to prepare it here
accelerator.unwrap_model(unet).prepare_block_swap_before_forward()
def setup_parser() -> argparse.ArgumentParser:
parser = train_network.setup_parser()
train_util.add_dit_training_arguments(parser)
anima_train_utils.add_anima_training_arguments(parser)
# parser.add_argument("--fp8_scaled", action="store_true", help="Use scaled fp8 for DiT / DiTにスケーリングされたfp8を使う")
parser.add_argument(
"--unsloth_offload_checkpointing",
action="store_true",
help="offload activations to CPU RAM using async non-blocking transfers (faster than --cpu_offload_checkpointing). "
"Cannot be used with --cpu_offload_checkpointing or --blocks_to_swap.",
)
return parser
if __name__ == "__main__":
parser = setup_parser()
args = parser.parse_args()
train_util.verify_command_line_training_args(args)
args = train_util.read_config_from_file(args, parser)
if args.attn_mode == "sdpa":
args.attn_mode = "torch" # backward compatibility
trainer = AnimaNetworkTrainer()
trainer.train(args)
================================================
FILE: bitsandbytes_windows/cextension.py
================================================
import ctypes as ct
from pathlib import Path
from warnings import warn
from .cuda_setup.main import evaluate_cuda_setup
class CUDALibrary_Singleton(object):
_instance = None
def __init__(self):
raise RuntimeError("Call get_instance() instead")
def initialize(self):
binary_name = evaluate_cuda_setup()
package_dir = Path(__file__).parent
binary_path = package_dir / binary_name
if not binary_path.exists():
print(f"CUDA SETUP: TODO: compile library for specific version: {binary_name}")
legacy_binary_name = "libbitsandbytes.so"
print(f"CUDA SETUP: Defaulting to {legacy_binary_name}...")
binary_path = package_dir / legacy_binary_name
if not binary_path.exists():
print('CUDA SETUP: CUDA detection failed. Either CUDA driver not installed, CUDA not installed, or you have multiple conflicting CUDA libraries!')
print('CUDA SETUP: If you compiled from source, try again with `make CUDA_VERSION=DETECTED_CUDA_VERSION` for example, `make CUDA_VERSION=113`.')
raise Exception('CUDA SETUP: Setup Failed!')
# self.lib = ct.cdll.LoadLibrary(binary_path)
self.lib = ct.cdll.LoadLibrary(str(binary_path)) # $$$
else:
print(f"CUDA SETUP: Loading binary {binary_path}...")
# self.lib = ct.cdll.LoadLibrary(binary_path)
self.lib = ct.cdll.LoadLibrary(str(binary_path)) # $$$
@classmethod
def get_instance(cls):
if cls._instance is None:
cls._instance = cls.__new__(cls)
cls._instance.initialize()
return cls._instance
lib = CUDALibrary_Singleton.get_instance().lib
try:
lib.cadam32bit_g32
lib.get_context.restype = ct.c_void_p
lib.get_cusparse.restype = ct.c_void_p
COMPILED_WITH_CUDA = True
except AttributeError:
warn(
"The installed version of bitsandbytes was compiled without GPU support. "
"8-bit optimizers and GPU quantization are unavailable."
)
COMPILED_WITH_CUDA = False
================================================
FILE: bitsandbytes_windows/main.py
================================================
"""
extract factors the build is dependent on:
[X] compute capability
[ ] TODO: Q - What if we have multiple GPUs of different makes?
- CUDA version
- Software:
- CPU-only: only CPU quantization functions (no optimizer, no matrix multiple)
- CuBLAS-LT: full-build 8-bit optimizer
- no CuBLAS-LT: no 8-bit matrix multiplication (`nomatmul`)
evaluation:
- if paths faulty, return meaningful error
- else:
- determine CUDA version
- determine capabilities
- based on that set the default path
"""
import ctypes
from .paths import determine_cuda_runtime_lib_path
def check_cuda_result(cuda, result_val):
# 3. Check for CUDA errors
if result_val != 0:
error_str = ctypes.c_char_p()
cuda.cuGetErrorString(result_val, ctypes.byref(error_str))
print(f"CUDA exception! Error code: {error_str.value.decode()}")
def get_cuda_version(cuda, cudart_path):
# https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART____VERSION.html#group__CUDART____VERSION
try:
cudart = ctypes.CDLL(cudart_path)
except OSError:
# TODO: shouldn't we error or at least warn here?
print(f'ERROR: libcudart.so could not be read from path: {cudart_path}!')
return None
version = ctypes.c_int()
check_cuda_result(cuda, cudart.cudaRuntimeGetVersion(ctypes.byref(version)))
version = int(version.value)
major = version//1000
minor = (version-(major*1000))//10
if major < 11:
print('CUDA SETUP: CUDA version lower than 11 are currently not supported for LLM.int8(). You will be only to use 8-bit optimizers and quantization routines!!')
return f'{major}{minor}'
def get_cuda_lib_handle():
# 1. find libcuda.so library (GPU driver) (/usr/lib)
try:
cuda = ctypes.CDLL("libcuda.so")
except OSError:
# TODO: shouldn't we error or at least warn here?
print('CUDA SETUP: WARNING! libcuda.so not found! Do you have a CUDA driver installed? If you are on a cluster, make sure you are on a CUDA machine!')
return None
check_cuda_result(cuda, cuda.cuInit(0))
return cuda
def get_compute_capabilities(cuda):
"""
1. find libcuda.so library (GPU driver) (/usr/lib)
init_device -> init variables -> call function by reference
2. call extern C function to determine CC
(https://docs.nvidia.com/cuda/cuda-driver-api/group__CUDA__DEVICE__DEPRECATED.html)
3. Check for CUDA errors
https://stackoverflow.com/questions/14038589/what-is-the-canonical-way-to-check-for-errors-using-the-cuda-runtime-api
# bits taken from https://gist.github.com/f0k/63a664160d016a491b2cbea15913d549
"""
nGpus = ctypes.c_int()
cc_major = ctypes.c_int()
cc_minor = ctypes.c_int()
device = ctypes.c_int()
check_cuda_result(cuda, cuda.cuDeviceGetCount(ctypes.byref(nGpus)))
ccs = []
for i in range(nGpus.value):
check_cuda_result(cuda, cuda.cuDeviceGet(ctypes.byref(device), i))
ref_major = ctypes.byref(cc_major)
ref_minor = ctypes.byref(cc_minor)
# 2. call extern C function to determine CC
check_cuda_result(
cuda, cuda.cuDeviceComputeCapability(ref_major, ref_minor, device)
)
ccs.append(f"{cc_major.value}.{cc_minor.value}")
return ccs
# def get_compute_capability()-> Union[List[str, ...], None]: # FIXME: error
def get_compute_capability(cuda):
"""
Extracts the highest compute capbility from all available GPUs, as compute
capabilities are downwards compatible. If no GPUs are detected, it returns
None.
"""
ccs = get_compute_capabilities(cuda)
if ccs is not None:
# TODO: handle different compute capabilities; for now, take the max
return ccs[-1]
return None
def evaluate_cuda_setup():
print('')
print('='*35 + 'BUG REPORT' + '='*35)
print('Welcome to bitsandbytes. For bug reports, please submit your error trace to: https://github.com/TimDettmers/bitsandbytes/issues')
print('For effortless bug reporting copy-paste your error into this form: https://docs.google.com/forms/d/e/1FAIpQLScPB8emS3Thkp66nvqwmjTEgxp8Y9ufuWTzFyr9kJ5AoI47dQ/viewform?usp=sf_link')
print('='*80)
return "libbitsandbytes_cuda116.dll" # $$$
binary_name = "libbitsandbytes_cpu.so"
#if not torch.cuda.is_available():
#print('No GPU detected. Loading CPU library...')
#return binary_name
cudart_path = determine_cuda_runtime_lib_path()
if cudart_path is None:
print(
"WARNING: No libcudart.so found! Install CUDA or the cudatoolkit package (anaconda)!"
)
return binary_name
print(f"CUDA SETUP: CUDA runtime path found: {cudart_path}")
cuda = get_cuda_lib_handle()
cc = get_compute_capability(cuda)
print(f"CUDA SETUP: Highest compute capability among GPUs detected: {cc}")
cuda_version_string = get_cuda_version(cuda, cudart_path)
if cc == '':
print(
"WARNING: No GPU detected! Check your CUDA paths. Processing to load CPU-only library..."
)
return binary_name
# 7.5 is the minimum CC vor cublaslt
has_cublaslt = cc in ["7.5", "8.0", "8.6"]
# TODO:
# (1) CUDA missing cases (no CUDA installed by CUDA driver (nvidia-smi accessible)
# (2) Multiple CUDA versions installed
# we use ls -l instead of nvcc to determine the cuda version
# since most installations will have the libcudart.so installed, but not the compiler
print(f'CUDA SETUP: Detected CUDA version {cuda_version_string}')
def get_binary_name():
"if not has_cublaslt (CC < 7.5), then we have to choose _nocublaslt.so"
bin_base_name = "libbitsandbytes_cuda"
if has_cublaslt:
return f"{bin_base_name}{cuda_version_string}.so"
else:
return f"{bin_base_name}{cuda_version_string}_nocublaslt.so"
binary_name = get_binary_name()
return binary_name
================================================
FILE: configs/qwen3_06b/config.json
================================================
{
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151643,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"max_position_embeddings": 32768,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-06,
"rope_scaling": null,
"rope_theta": 1000000,
"sliding_window": null,
"tie_word_embeddings": true,
"torch_dtype": "bfloat16",
"transformers_version": "4.51.0",
"use_cache": true,
"use_sliding_window": false,
"vocab_size": 151936
}
================================================
FILE: configs/qwen3_06b/merges.txt
================================================
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