Compare commits
3
Commits
| Author | SHA1 | Date | |
|---|---|---|---|
 bubbliiiing
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dfc123f9be | ||
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Bubbliiiing
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b75dcb1cac | ||
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hkz
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b808f604c9 |
@@ -0,0 +1,50 @@
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|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.102040816 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.132653061 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.163265306 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.193877551 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.224489796 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.255102041 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.285714286 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.316326531 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.346938776 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.377551020 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.408163265 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.438775510 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
0 0.532139961 0.946026558 0.500000000 0.500000000 0.000000000 0.000000000 1.000000000 0.000000000 0.000000000 0.000000000 0.000000000 1.000000000 0.000000000 1.469387755 0.000000000 0.000000000 1.000000000 0.000000000
|
||||
Regular → Executable
+20
@@ -185,6 +185,8 @@ class AutoencoderKLMagvit(ModelMixin, ConfigMixin, FromOriginalVAEMixin):
|
||||
self.slice_compression_vae = slice_compression_vae
|
||||
self.cache_compression_vae = cache_compression_vae
|
||||
self.cache_mag_vae = cache_mag_vae
|
||||
self.cache_compression_vae_copy = cache_compression_vae
|
||||
self.cache_mag_vae_copy = cache_mag_vae
|
||||
self.mini_batch_encoder = mini_batch_encoder
|
||||
self.mini_batch_decoder = mini_batch_decoder
|
||||
self.use_slicing = False
|
||||
@@ -197,6 +199,24 @@ class AutoencoderKLMagvit(ModelMixin, ConfigMixin, FromOriginalVAEMixin):
|
||||
self.tile_latent_min_size = int(self.tile_sample_min_size / (2 ** (len(ch_mult) - 1)))
|
||||
self.scaling_factor = scaling_factor
|
||||
|
||||
def disable_cache_in_vae(self):
|
||||
self.cache_compression_vae = False
|
||||
self.encoder.cache_compression_vae = False
|
||||
self.decoder.cache_compression_vae = False
|
||||
|
||||
self.cache_mag_vae = False
|
||||
self.encoder.cache_mag_vae = False
|
||||
self.decoder.cache_mag_vae = False
|
||||
|
||||
def enable_cache_in_vae(self):
|
||||
self.cache_compression_vae = self.cache_compression_vae_copy
|
||||
self.encoder.cache_compression_vae = self.cache_compression_vae_copy
|
||||
self.decoder.cache_compression_vae = self.cache_compression_vae_copy
|
||||
|
||||
self.cache_mag_vae = self.cache_mag_vae_copy
|
||||
self.encoder.cache_mag_vae = self.cache_mag_vae_copy
|
||||
self.decoder.cache_mag_vae = self.cache_mag_vae_copy
|
||||
|
||||
def _set_gradient_checkpointing(self, module, value=False):
|
||||
if isinstance(module, (omnigen_Mag_Encoder, omnigen_Mag_Decoder)):
|
||||
module.gradient_checkpointing = value
|
||||
|
||||
@@ -1,30 +1,38 @@
|
||||
import argparse
|
||||
import os
|
||||
from concurrent.futures import ThreadPoolExecutor, as_completed
|
||||
from pathlib import Path
|
||||
|
||||
import pandas as pd
|
||||
from natsort import natsorted
|
||||
from tqdm import tqdm
|
||||
|
||||
from .logger import logger
|
||||
|
||||
ALL_VIDEO_EXT = set(["mp4", "webm", "mkv", "avi", "flv", "mov", "rmvb"])
|
||||
ALL_IMGAE_EXT = set(["png", "webp", "jpg", "jpeg", "bmp", "gif"])
|
||||
|
||||
def parallel_rglob(root_path, pattern, max_workers=8):
|
||||
root = Path(root_path)
|
||||
futures = []
|
||||
results = []
|
||||
with ThreadPoolExecutor(max_workers=max_workers) as executor:
|
||||
for sub_path in root.iterdir():
|
||||
if sub_path.is_dir():
|
||||
futures.append(executor.submit(lambda p=sub_path: list(p.rglob(pattern))))
|
||||
for future in as_completed(futures):
|
||||
results.extend(future.result())
|
||||
results.extend(root.glob(pattern))
|
||||
|
||||
return results
|
||||
def get_relative_file_paths(directory, recursive=False, ext_set=None):
|
||||
"""Get the relative paths of subfiles (recursively) in the directory that match the extension set.
|
||||
"""
|
||||
if not recursive:
|
||||
for entry in os.scandir(directory):
|
||||
if entry.is_file():
|
||||
file_name = entry.name
|
||||
if ext_set is not None:
|
||||
ext = os.path.splitext(file_name)[1][1:].lower()
|
||||
if ext in ext_set:
|
||||
yield file_name
|
||||
else:
|
||||
yield file_name
|
||||
else:
|
||||
for root, _, files in os.walk(directory):
|
||||
for file in files:
|
||||
relative_path = os.path.relpath(os.path.join(root, file), directory)
|
||||
if ext_set is not None:
|
||||
ext = os.path.splitext(file)[1][1:].lower()
|
||||
if ext in ext_set:
|
||||
yield relative_path
|
||||
else:
|
||||
yield relative_path
|
||||
|
||||
|
||||
def parse_args():
|
||||
@@ -64,24 +72,12 @@ def main():
|
||||
|
||||
# Use the path name instead of the file name as video_path/image_path (unique ID).
|
||||
if args.video_folder is not None:
|
||||
video_path_list = []
|
||||
video_folder = Path(args.video_folder)
|
||||
for ext in tqdm(list(ALL_VIDEO_EXT)):
|
||||
if args.recursive:
|
||||
video_path_list += [str(file.relative_to(video_folder)) for file in parallel_rglob(video_folder, f"*.{ext}")]
|
||||
else:
|
||||
video_path_list += [str(file.relative_to(video_folder)) for file in video_folder.glob(f"*.{ext}")]
|
||||
video_path_list = list(get_relative_file_paths(args.video_folder, recursive=args.recursive, ext_set=ALL_VIDEO_EXT))
|
||||
video_path_list = natsorted(video_path_list)
|
||||
meta_file_df = pd.DataFrame({args.video_path_column: video_path_list})
|
||||
|
||||
if args.image_folder is not None:
|
||||
image_path_list = []
|
||||
image_folder = Path(args.image_folder)
|
||||
for ext in tqdm(list(ALL_IMGAE_EXT)):
|
||||
if args.recursive:
|
||||
image_path_list += [str(file.relative_to(image_folder)) for file in parallel_rglob(video_folder, f"*.{ext}")]
|
||||
else:
|
||||
image_path_list += [str(file.relative_to(image_folder)) for file in image_folder.glob(f"*.{ext}")]
|
||||
image_path_list = list(get_relative_file_paths(args.image_folder, recursive=args.recursive, ext_set=ALL_IMGAE_EXT))
|
||||
image_path_list = natsorted(image_path_list)
|
||||
meta_file_df = pd.DataFrame({args.image_path_column: image_path_list})
|
||||
|
||||
|
||||
Regular → Executable
+177
-170
@@ -1148,8 +1148,10 @@ def main():
|
||||
if args.vae_gradient_checkpointing:
|
||||
# Since 3D casual VAE need a cache to decode all latents autoregressively, .Thus, gradient checkpointing can only be
|
||||
# enabled when decoding the first batch (i.e. the first three) of latents, in which case the cache is not being used.
|
||||
if args.num_decoded_latents > 3:
|
||||
raise ValueError("The vae_gradient_checkpointing is not supported for num_decoded_latents > 3.")
|
||||
|
||||
# num_decoded_latents > 3 is support in EasyAnimate now.
|
||||
# if args.num_decoded_latents > 3:
|
||||
# raise ValueError("The vae_gradient_checkpointing is not supported for num_decoded_latents > 3.")
|
||||
vae.enable_gradient_checkpointing()
|
||||
|
||||
# Enable TF32 for faster training on Ampere GPUs,
|
||||
@@ -1414,193 +1416,196 @@ def main():
|
||||
]
|
||||
|
||||
with accelerator.accumulate(transformer3d):
|
||||
with accelerator.autocast():
|
||||
latents = torch.randn(*latent_shape, device=accelerator.device, dtype=weight_dtype)
|
||||
latents = torch.randn(*latent_shape, device=accelerator.device, dtype=weight_dtype)
|
||||
|
||||
if hasattr(noise_scheduler, "init_noise_sigma"):
|
||||
latents = latents * noise_scheduler.init_noise_sigma
|
||||
if hasattr(noise_scheduler, "init_noise_sigma"):
|
||||
latents = latents * noise_scheduler.init_noise_sigma
|
||||
if hasattr(vae, "enable_cache_in_vae"):
|
||||
vae.enable_cache_in_vae()
|
||||
|
||||
# Prepare inpaint latents if it needs.
|
||||
# Use zero latents if we want to t2v.
|
||||
mask_latents = torch.zeros_like(latents)[:, :1].to(latents.device, latents.dtype)
|
||||
masked_video_latents = torch.zeros_like(latents).to(latents.device, latents.dtype)
|
||||
# Prepare inpaint latents if it needs.
|
||||
# Use zero latents if we want to t2v.
|
||||
mask_latents = torch.zeros_like(latents)[:, :1].to(latents.device, latents.dtype)
|
||||
masked_video_latents = torch.zeros_like(latents).to(latents.device, latents.dtype)
|
||||
|
||||
mask_input = torch.cat([mask_latents] * 2) if do_classifier_free_guidance else mask_latents
|
||||
masked_video_latents_input = (
|
||||
torch.cat([masked_video_latents] * 2) if do_classifier_free_guidance else masked_video_latents
|
||||
)
|
||||
inpaint_latents = torch.cat([mask_input, masked_video_latents_input], dim=1).to(latents.dtype)
|
||||
mask_input = torch.cat([mask_latents] * 2) if do_classifier_free_guidance else mask_latents
|
||||
masked_video_latents_input = (
|
||||
torch.cat([masked_video_latents] * 2) if do_classifier_free_guidance else masked_video_latents
|
||||
)
|
||||
inpaint_latents = torch.cat([mask_input, masked_video_latents_input], dim=1).to(latents.dtype)
|
||||
|
||||
# Check that sizes of mask, masked image and latents match
|
||||
if num_channels_transformer != num_channels_latents:
|
||||
num_channels_mask = mask_latents.shape[1]
|
||||
num_channels_masked_image = masked_video_latents.shape[1]
|
||||
if num_channels_latents + num_channels_mask + num_channels_masked_image != transformer3d.config.in_channels:
|
||||
raise ValueError(
|
||||
f"Incorrect configuration settings! The config of `pipeline.transformer`: {transformer3d.config} expects"
|
||||
f" {transformer3d.config.in_channels} but received `num_channels_latents`: {num_channels_latents} +"
|
||||
f" `num_channels_mask`: {num_channels_mask} + `num_channels_masked_image`: {num_channels_masked_image}"
|
||||
f" = {num_channels_latents+num_channels_masked_image+num_channels_mask}. Please verify the config of"
|
||||
" `pipeline.transformer` or your `mask_image` or `image` input."
|
||||
)
|
||||
# Check that sizes of mask, masked image and latents match
|
||||
if num_channels_transformer != num_channels_latents:
|
||||
num_channels_mask = mask_latents.shape[1]
|
||||
num_channels_masked_image = masked_video_latents.shape[1]
|
||||
if num_channels_latents + num_channels_mask + num_channels_masked_image != transformer3d.config.in_channels:
|
||||
raise ValueError(
|
||||
f"Incorrect configuration settings! The config of `pipeline.transformer`: {transformer3d.config} expects"
|
||||
f" {transformer3d.config.in_channels} but received `num_channels_latents`: {num_channels_latents} +"
|
||||
f" `num_channels_mask`: {num_channels_mask} + `num_channels_masked_image`: {num_channels_masked_image}"
|
||||
f" = {num_channels_latents+num_channels_masked_image+num_channels_mask}. Please verify the config of"
|
||||
" `pipeline.transformer` or your `mask_image` or `image` input."
|
||||
)
|
||||
|
||||
generator = torch.Generator(device=accelerator.device).manual_seed(args.seed)
|
||||
# Prepare extra step kwargs.
|
||||
extra_step_kwargs = prepare_extra_step_kwargs(noise_scheduler, generator, args.eta)
|
||||
generator = torch.Generator(device=accelerator.device).manual_seed(args.seed)
|
||||
# Prepare extra step kwargs.
|
||||
extra_step_kwargs = prepare_extra_step_kwargs(noise_scheduler, generator, args.eta)
|
||||
|
||||
# Create image_rotary_emb, style embedding & time ids
|
||||
grid_height = height // 8 // transformer3d.config.patch_size
|
||||
grid_width = width // 8 // transformer3d.config.patch_size
|
||||
base_size_width = 720 // 8 // transformer3d.config.patch_size
|
||||
base_size_height = 480 // 8 // transformer3d.config.patch_size
|
||||
grid_crops_coords = get_resize_crop_region_for_grid(
|
||||
(grid_height, grid_width), base_size_width, base_size_height
|
||||
)
|
||||
image_rotary_emb = get_3d_rotary_pos_embed(
|
||||
transformer3d.config.attention_head_dim, grid_crops_coords, grid_size=(grid_height, grid_width),
|
||||
temporal_size=latents.size(2), use_real=True,
|
||||
)
|
||||
# Create image_rotary_emb, style embedding & time ids
|
||||
grid_height = height // 8 // transformer3d.config.patch_size
|
||||
grid_width = width // 8 // transformer3d.config.patch_size
|
||||
base_size_width = 720 // 8 // transformer3d.config.patch_size
|
||||
base_size_height = 480 // 8 // transformer3d.config.patch_size
|
||||
grid_crops_coords = get_resize_crop_region_for_grid(
|
||||
(grid_height, grid_width), base_size_width, base_size_height
|
||||
)
|
||||
image_rotary_emb = get_3d_rotary_pos_embed(
|
||||
transformer3d.config.attention_head_dim, grid_crops_coords, grid_size=(grid_height, grid_width),
|
||||
temporal_size=latents.size(2), use_real=True,
|
||||
)
|
||||
|
||||
# Get other hunyuan params
|
||||
style = torch.tensor([0], device=accelerator.device)
|
||||
# Get other hunyuan params
|
||||
style = torch.tensor([0], device=accelerator.device)
|
||||
|
||||
original_size = (1024, 1024)
|
||||
crops_coords_top_left = (0, 0)
|
||||
target_size = (height, width)
|
||||
add_time_ids = list(original_size + target_size + crops_coords_top_left)
|
||||
add_time_ids = torch.tensor([add_time_ids], dtype=prompt_embeds.dtype)
|
||||
original_size = (1024, 1024)
|
||||
crops_coords_top_left = (0, 0)
|
||||
target_size = (height, width)
|
||||
add_time_ids = list(original_size + target_size + crops_coords_top_left)
|
||||
add_time_ids = torch.tensor([add_time_ids], dtype=prompt_embeds.dtype)
|
||||
|
||||
if do_classifier_free_guidance:
|
||||
prompt_embeds = torch.cat([negative_prompt_embeds, prompt_embeds])
|
||||
prompt_attention_mask = torch.cat([negative_prompt_attention_mask, prompt_attention_mask])
|
||||
if prompt_embeds_2 is not None:
|
||||
prompt_embeds_2 = torch.cat([negative_prompt_embeds_2, prompt_embeds_2])
|
||||
prompt_attention_mask_2 = torch.cat([negative_prompt_attention_mask_2, prompt_attention_mask_2])
|
||||
add_time_ids = torch.cat([add_time_ids] * 2, dim=0)
|
||||
style = torch.cat([style] * 2, dim=0)
|
||||
|
||||
prompt_embeds = prompt_embeds.to(device=accelerator.device)
|
||||
prompt_attention_mask = prompt_attention_mask.to(device=accelerator.device)
|
||||
if do_classifier_free_guidance:
|
||||
prompt_embeds = torch.cat([negative_prompt_embeds, prompt_embeds])
|
||||
prompt_attention_mask = torch.cat([negative_prompt_attention_mask, prompt_attention_mask])
|
||||
if prompt_embeds_2 is not None:
|
||||
prompt_embeds_2 = prompt_embeds_2.to(device=accelerator.device)
|
||||
prompt_attention_mask_2 = prompt_attention_mask_2.to(device=accelerator.device)
|
||||
add_time_ids = add_time_ids.to(dtype=prompt_embeds.dtype, device=accelerator.device).repeat(
|
||||
args.train_batch_size, 1
|
||||
prompt_embeds_2 = torch.cat([negative_prompt_embeds_2, prompt_embeds_2])
|
||||
prompt_attention_mask_2 = torch.cat([negative_prompt_attention_mask_2, prompt_attention_mask_2])
|
||||
add_time_ids = torch.cat([add_time_ids] * 2, dim=0)
|
||||
style = torch.cat([style] * 2, dim=0)
|
||||
|
||||
prompt_embeds = prompt_embeds.to(device=accelerator.device)
|
||||
prompt_attention_mask = prompt_attention_mask.to(device=accelerator.device)
|
||||
if prompt_embeds_2 is not None:
|
||||
prompt_embeds_2 = prompt_embeds_2.to(device=accelerator.device)
|
||||
prompt_attention_mask_2 = prompt_attention_mask_2.to(device=accelerator.device)
|
||||
add_time_ids = add_time_ids.to(dtype=prompt_embeds.dtype, device=accelerator.device).repeat(
|
||||
args.train_batch_size, 1
|
||||
)
|
||||
style = style.to(device=accelerator.device).repeat(args.train_batch_size)
|
||||
|
||||
# Denoising loop
|
||||
if args.backprop:
|
||||
if args.backprop_step_list is None:
|
||||
if args.backprop_strategy == "last":
|
||||
backprop_step_list = [args.num_inference_steps - 1]
|
||||
elif args.backprop_strategy == "tail":
|
||||
backprop_step_list = list(range(args.num_inference_steps))[-args.backprop_num_steps:]
|
||||
elif args.backprop_strategy == "uniform":
|
||||
interval = args.num_inference_steps // args.backprop_num_steps
|
||||
random_start = random.randint(0, interval)
|
||||
backprop_step_list = [random_start + i * interval for i in range(args.backprop_num_steps)]
|
||||
elif args.backprop_strategy == "random":
|
||||
backprop_step_list = random.sample(
|
||||
range(args.backprop_random_start_step, args.backprop_random_end_step + 1), args.backprop_num_steps
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Invalid backprop strategy: {args.backprop_strategy}.")
|
||||
else:
|
||||
backprop_step_list = args.backprop_step_list
|
||||
|
||||
for i, t in enumerate(tqdm(timesteps)):
|
||||
# expand the latents if we are doing classifier free guidance
|
||||
latent_model_input = torch.cat([latents] * 2) if do_classifier_free_guidance else latents
|
||||
if hasattr(noise_scheduler, "scale_model_input"):
|
||||
latent_model_input = noise_scheduler.scale_model_input(latent_model_input, t)
|
||||
|
||||
# expand scalar t to 1-D tensor to match the 1st dim of latent_model_input
|
||||
t_expand = torch.tensor([t] * latent_model_input.shape[0], device=accelerator.device).to(
|
||||
dtype=latent_model_input.dtype
|
||||
)
|
||||
style = style.to(device=accelerator.device).repeat(args.train_batch_size)
|
||||
|
||||
# Denoising loop
|
||||
if args.backprop:
|
||||
if args.backprop_step_list is None:
|
||||
if args.backprop_strategy == "last":
|
||||
backprop_step_list = [args.num_inference_steps - 1]
|
||||
elif args.backprop_strategy == "tail":
|
||||
backprop_step_list = list(range(args.num_inference_steps))[-args.backprop_num_steps:]
|
||||
elif args.backprop_strategy == "uniform":
|
||||
interval = args.num_inference_steps // args.backprop_num_steps
|
||||
random_start = random.randint(0, interval)
|
||||
backprop_step_list = [random_start + i * interval for i in range(args.backprop_num_steps)]
|
||||
elif args.backprop_strategy == "random":
|
||||
backprop_step_list = random.sample(
|
||||
range(args.backprop_random_start_step, args.backprop_random_end_step + 1), args.backprop_num_steps
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Invalid backprop strategy: {args.backprop_strategy}.")
|
||||
else:
|
||||
backprop_step_list = args.backprop_step_list
|
||||
|
||||
for i, t in enumerate(tqdm(timesteps)):
|
||||
# expand the latents if we are doing classifier free guidance
|
||||
latent_model_input = torch.cat([latents] * 2) if do_classifier_free_guidance else latents
|
||||
if hasattr(noise_scheduler, "scale_model_input"):
|
||||
latent_model_input = noise_scheduler.scale_model_input(latent_model_input, t)
|
||||
|
||||
# expand scalar t to 1-D tensor to match the 1st dim of latent_model_input
|
||||
t_expand = torch.tensor([t] * latent_model_input.shape[0], device=accelerator.device).to(
|
||||
dtype=latent_model_input.dtype
|
||||
)
|
||||
# predict the noise residual
|
||||
if args.stop_latent_model_input_gradient:
|
||||
# See https://arxiv.org/abs/2405.00760
|
||||
latent_model_input = latent_model_input.detach()
|
||||
noise_pred = transformer3d(
|
||||
latent_model_input,
|
||||
t_expand,
|
||||
encoder_hidden_states=prompt_embeds,
|
||||
text_embedding_mask=prompt_attention_mask,
|
||||
encoder_hidden_states_t5=prompt_embeds_2,
|
||||
text_embedding_mask_t5=prompt_attention_mask_2,
|
||||
image_meta_size=add_time_ids,
|
||||
style=style,
|
||||
image_rotary_emb=image_rotary_emb,
|
||||
inpaint_latents=inpaint_latents,
|
||||
clip_encoder_hidden_states=None,
|
||||
clip_attention_mask=None,
|
||||
return_dict=False,
|
||||
)[0]
|
||||
|
||||
# predict the noise residual
|
||||
if args.stop_latent_model_input_gradient:
|
||||
# See https://arxiv.org/abs/2405.00760
|
||||
latent_model_input = latent_model_input.detach()
|
||||
noise_pred = transformer3d(
|
||||
latent_model_input,
|
||||
t_expand,
|
||||
encoder_hidden_states=prompt_embeds,
|
||||
text_embedding_mask=prompt_attention_mask,
|
||||
encoder_hidden_states_t5=prompt_embeds_2,
|
||||
text_embedding_mask_t5=prompt_attention_mask_2,
|
||||
image_meta_size=add_time_ids,
|
||||
style=style,
|
||||
image_rotary_emb=image_rotary_emb,
|
||||
inpaint_latents=inpaint_latents,
|
||||
clip_encoder_hidden_states=None,
|
||||
clip_attention_mask=None,
|
||||
return_dict=False,
|
||||
)[0]
|
||||
# Optimize the denoising results only for the specified steps.
|
||||
if i in backprop_step_list:
|
||||
noise_pred = noise_pred
|
||||
else:
|
||||
noise_pred = noise_pred.detach()
|
||||
|
||||
# Optimize the denoising results only for the specified steps.
|
||||
if i in backprop_step_list:
|
||||
noise_pred = noise_pred
|
||||
else:
|
||||
noise_pred = noise_pred.detach()
|
||||
# perform guidance
|
||||
if do_classifier_free_guidance:
|
||||
noise_pred_uncond, noise_pred_text = noise_pred.chunk(2)
|
||||
noise_pred = noise_pred_uncond + args.guidance_scale * (noise_pred_text - noise_pred_uncond)
|
||||
|
||||
# perform guidance
|
||||
if do_classifier_free_guidance:
|
||||
noise_pred_uncond, noise_pred_text = noise_pred.chunk(2)
|
||||
noise_pred = noise_pred_uncond + args.guidance_scale * (noise_pred_text - noise_pred_uncond)
|
||||
# compute the previous noisy sample x_t -> x_t-1
|
||||
latents = noise_scheduler.step(noise_pred, t, latents, **extra_step_kwargs, return_dict=False)[0]
|
||||
|
||||
# compute the previous noisy sample x_t -> x_t-1
|
||||
latents = noise_scheduler.step(noise_pred, t, latents, **extra_step_kwargs, return_dict=False)[0]
|
||||
if hasattr(vae, "disable_cache_in_vae"):
|
||||
vae.disable_cache_in_vae()
|
||||
# decode latents (tensor)
|
||||
# latents = latents.permute(0, 2, 1, 3, 4) # [B, C, T, H, W]
|
||||
# Since the casual VAE decoding consumes a large amount of VRAM, and we need to keep the decoding
|
||||
# operation within the computational graph. Thus, we only decode the first args.num_decoded_latents
|
||||
# to calculate the reward.
|
||||
# TODO: Decode all latents but keep a portion of the decoding operation within the computational graph.
|
||||
sampled_latent_indices = list(range(args.num_decoded_latents))
|
||||
sampled_latents = latents[:, :, sampled_latent_indices, :, :]
|
||||
sampled_latents = 1 / vae.config.scaling_factor * sampled_latents
|
||||
sampled_frames = vae.decode(sampled_latents)[0]
|
||||
sampled_frames = sampled_frames.clamp(-1, 1)
|
||||
sampled_frames = (sampled_frames / 2 + 0.5).clamp(0, 1) # [-1, 1] -> [0, 1]
|
||||
|
||||
# decode latents (tensor)
|
||||
# latents = latents.permute(0, 2, 1, 3, 4) # [B, C, T, H, W]
|
||||
# Since the casual VAE decoding consumes a large amount of VRAM, and we need to keep the decoding
|
||||
# operation within the computational graph. Thus, we only decode the first args.num_decoded_latents
|
||||
# to calculate the reward.
|
||||
# TODO: Decode all latents but keep a portion of the decoding operation within the computational graph.
|
||||
sampled_latent_indices = list(range(args.num_decoded_latents))
|
||||
sampled_latents = latents[:, :, sampled_latent_indices, :, :]
|
||||
sampled_latents = 1 / vae.config.scaling_factor * sampled_latents
|
||||
sampled_frames = vae.decode(sampled_latents)[0]
|
||||
sampled_frames = sampled_frames.clamp(-1, 1)
|
||||
sampled_frames = (sampled_frames / 2 + 0.5).clamp(0, 1) # [-1, 1] -> [0, 1]
|
||||
if global_step % args.checkpointing_steps == 0:
|
||||
saved_file = f"sample-{global_step}-{accelerator.process_index}.mp4"
|
||||
save_videos_grid(
|
||||
sampled_frames.to(torch.float32).detach().cpu(),
|
||||
os.path.join(args.output_dir, "train_sample", saved_file),
|
||||
fps=8
|
||||
)
|
||||
|
||||
if args.num_sampled_frames is not None:
|
||||
num_frames = sampled_frames.size(2) - 1
|
||||
sampled_frames_indices = torch.linspace(0, num_frames, steps=args.num_sampled_frames).long()
|
||||
sampled_frames = sampled_frames[:, :, sampled_frames_indices, :, :]
|
||||
# compute loss and reward
|
||||
loss, reward = loss_fn(sampled_frames, train_prompt)
|
||||
|
||||
if global_step % args.checkpointing_steps == 0:
|
||||
saved_file = f"sample-{global_step}-{accelerator.process_index}.mp4"
|
||||
save_videos_grid(
|
||||
sampled_frames.to(torch.float32).detach().cpu(),
|
||||
os.path.join(args.output_dir, "train_sample", saved_file),
|
||||
fps=8
|
||||
)
|
||||
|
||||
if args.num_sampled_frames is not None:
|
||||
num_frames = sampled_frames.size(2) - 1
|
||||
sampled_frames_indices = torch.linspace(0, num_frames, steps=args.num_sampled_frames).long()
|
||||
sampled_frames = sampled_frames[:, :, sampled_frames_indices, :, :]
|
||||
# compute loss and reward
|
||||
loss, reward = loss_fn(sampled_frames, train_prompt)
|
||||
# Gather the losses and rewards across all processes for logging (if we use distributed training).
|
||||
avg_loss = accelerator.gather(loss.repeat(args.train_batch_size)).mean()
|
||||
avg_reward = accelerator.gather(reward.repeat(args.train_batch_size)).mean()
|
||||
train_loss += avg_loss.item() / args.gradient_accumulation_steps
|
||||
train_reward += avg_reward.item() / args.gradient_accumulation_steps
|
||||
|
||||
# Gather the losses and rewards across all processes for logging (if we use distributed training).
|
||||
avg_loss = accelerator.gather(loss.repeat(args.train_batch_size)).mean()
|
||||
avg_reward = accelerator.gather(reward.repeat(args.train_batch_size)).mean()
|
||||
train_loss += avg_loss.item() / args.gradient_accumulation_steps
|
||||
train_reward += avg_reward.item() / args.gradient_accumulation_steps
|
||||
|
||||
# Backpropagate
|
||||
accelerator.backward(loss)
|
||||
if accelerator.sync_gradients:
|
||||
total_norm = accelerator.clip_grad_norm_(trainable_params, args.max_grad_norm)
|
||||
# If use_deepspeed, `total_norm` cannot be logged by accelerator.
|
||||
if not args.use_deepspeed:
|
||||
accelerator.log({"total_norm": total_norm}, step=global_step)
|
||||
else:
|
||||
if hasattr(optimizer, "optimizer") and hasattr(optimizer.optimizer, "_global_grad_norm"):
|
||||
accelerator.log({"total_norm": optimizer.optimizer._global_grad_norm}, step=global_step)
|
||||
optimizer.step()
|
||||
lr_scheduler.step()
|
||||
optimizer.zero_grad()
|
||||
# Backpropagate
|
||||
accelerator.backward(loss)
|
||||
if accelerator.sync_gradients:
|
||||
total_norm = accelerator.clip_grad_norm_(trainable_params, args.max_grad_norm)
|
||||
# If use_deepspeed, `total_norm` cannot be logged by accelerator.
|
||||
if not args.use_deepspeed:
|
||||
accelerator.log({"total_norm": total_norm}, step=global_step)
|
||||
else:
|
||||
if hasattr(optimizer, "optimizer") and hasattr(optimizer.optimizer, "_global_grad_norm"):
|
||||
accelerator.log({"total_norm": optimizer.optimizer._global_grad_norm}, step=global_step)
|
||||
optimizer.step()
|
||||
lr_scheduler.step()
|
||||
optimizer.zero_grad()
|
||||
|
||||
# Checks if the accelerator has performed an optimization step behind the scenes
|
||||
if accelerator.sync_gradients:
|
||||
@@ -1653,6 +1658,8 @@ def main():
|
||||
args.validation_prompts = validation_prompts[:args.validation_batch_size]
|
||||
validation_prompts_idx = [(i, p) for i, p in enumerate(args.validation_prompts)]
|
||||
|
||||
if hasattr(vae, "enable_cache_in_vae"):
|
||||
vae.enable_cache_in_vae()
|
||||
accelerator.wait_for_everyone()
|
||||
with accelerator.split_between_processes(validation_prompts_idx) as splitted_prompts_idx:
|
||||
validation_loss, validation_reward = log_validation(
|
||||
|
||||
Reference in New Issue
Block a user