WIP on wan

.gitmodules

@@ -1,12 +1,20 @@
 [submodule "repositories/sd-scripts"]
 	path = repositories/sd-scripts
 	url = https://github.com/kohya-ss/sd-scripts.git
+	commit = b78c0e2a69e52ce6c79abc6c8c82d1a9cabcf05c
 [submodule "repositories/leco"]
 	path = repositories/leco
 	url = https://github.com/p1atdev/LECO
+	commit = 9294adf40218e917df4516737afb13f069a6789d
 [submodule "repositories/batch_annotator"]
 	path = repositories/batch_annotator
 	url = https://github.com/ostris/batch-annotator
+	commit = 420e142f6ad3cc14b3ea0500affc2c6c7e7544bf
 [submodule "repositories/ipadapter"]
 	path = repositories/ipadapter
 	url = https://github.com/tencent-ailab/IP-Adapter.git
+	commit = 5a18b1f3660acaf8bee8250692d6fb3548a19b14
+[submodule "repositories/wan21"]
+	path = repositories/wan21
+	url = https://github.com/Wan-Video/Wan2.1.git
+	commit = a326079926a4a347ecda8863dc40ba2d7680a294

requirements.txt

@@ -1,8 +1,7 @@
 torch==2.5.1
 torchvision==0.20.1
 safetensors
-# https://github.com/huggingface/diffusers/pull/10921
+git+https://github.com/huggingface/diffusers@28f48f4051e80082cbe97f2d62b365dbb01040ec
-git+https://github.com/huggingface/diffusers@refs/pull/10921/head
 transformers
 lycoris-lora==1.8.3
 flatten_json

toolkit/models/wan21.py

@@ -3,7 +3,38 @@ import torch
 from toolkit.config_modules import GenerateImageConfig, ModelConfig
 from toolkit.models.base_model import BaseModel
 from toolkit.prompt_utils import PromptEmbeds
-from diffusers import AutoencoderKLWan, WanTransformer3DModel, WanPipeline
+from toolkit.paths import REPOS_ROOT
+import sys
+import os
+
+import gc
+import logging
+import math
+import os
+import random
+import sys
+import types
+from contextlib import contextmanager
+from functools import partial
+
+import torch
+import torch.cuda.amp as amp
+import torch.distributed as dist
+from tqdm import tqdm
+
+
+WAN_ROOT = os.path.join(REPOS_ROOT, "wan21")
+sys.path.append(WAN_ROOT)
+
+if True:
+    from wan.text2video import WanT2V
+    from wan.distributed.fsdp import shard_model
+    from wan.modules.model import WanModel
+    from wan.modules.t5 import T5EncoderModel
+    from wan.modules.vae import WanVAE
+    from wan.utils.fm_solvers import (FlowDPMSolverMultistepScheduler,
+                                get_sampling_sigmas, retrieve_timesteps)
+    from wan.utils.fm_solvers_unipc import FlowUniPCMultistepScheduler
 
 class Wan21(BaseModel):
     def __init__(
@@ -21,9 +52,9 @@ class Wan21(BaseModel):
     # these must be implemented in child classes
 
     def load_model(self):
-        # override this in child classes
+        self.pipeline = Wan21(
-        raise NotImplementedError(
+            
-            "load_model must be implemented in child classes")
+        )
 
     def get_generation_pipeline(self):
         # override this in child classes