animatediff

214c357b · mashun1 · 214c357b · 214c357b · 214c357b · 214c357b
Commit 214c357b authored Jan 02, 2024 by mashun1
20 changed files
--- a/configs/prompts/v3/v3-2-animation-RealisticVision.yaml
+++ b/configs/prompts/v3/v3-2-animation-RealisticVision.yaml
+# animation-1
+- domain_lora_scale: 1.0
+  adapter_lora_path: "models/Motion_Module/v3_sd15_adapter.ckpt"
+  dreambooth_path:   "models/DreamBooth_LoRA/realisticVisionV51_v51VAE.safetensors"
+  inference_config: "configs/inference/inference-v3.yaml"
+  motion_module:    "models/Motion_Module/v3_sd15_mm.ckpt"
+  controlnet_config: "configs/inference/sparsectrl/latent_condition.yaml"
+  controlnet_path:   "models/SparseCtrl/v3_sd15_sparsectrl_rgb.ckpt"
+  seed: -1
+  steps: 25
+  guidance_scale: 8.5
+  controlnet_image_indexs: [0]
+  controlnet_images:
+    - "__assets__/demos/image/RealisticVision_firework.png"
+  prompt:
+    - "closeup face photo of man in black clothes, night city street, bokeh, fireworks in background"
+    - "closeup face photo of man in black clothes, night city street, bokeh, fireworks in background"
+  n_prompt:
+    - "worst quality, low quality, letterboxed"
+# animation-2
+- domain_lora_scale: 1.0
+  adapter_lora_path: "models/Motion_Module/v3_sd15_adapter.ckpt"
+  dreambooth_path:   "models/DreamBooth_LoRA/realisticVisionV51_v51VAE.safetensors"
+  inference_config: "configs/inference/inference-v3.yaml"
+  motion_module:    "models/Motion_Module/v3_sd15_mm.ckpt"
+  controlnet_config: "configs/inference/sparsectrl/latent_condition.yaml"
+  controlnet_path:   "models/SparseCtrl/v3_sd15_sparsectrl_rgb.ckpt"
+  seed: -1
+  steps: 25
+  guidance_scale: 8.5
+  controlnet_image_indexs: [0]
+  controlnet_images:
+    - "__assets__/demos/image/RealisticVision_sunset.png"
+  prompt:
+    - "masterpiece, bestquality, highlydetailed, ultradetailed, sunset, orange sky, warm lighting, fishing boats, ocean waves, seagulls, rippling water, wharf, silhouette, serene atmosphere, dusk, evening glow, golden hour, coastal landscape, seaside scenery"
+    - "masterpiece, bestquality, highlydetailed, ultradetailed, sunset, orange sky, warm lighting, fishing boats, ocean waves, seagulls, rippling water, wharf, silhouette, serene atmosphere, dusk, evening glow, golden hour, coastal landscape, seaside scenery"
+  n_prompt:
+    - "worst quality, low quality, letterboxed"
--- a/configs/prompts/v3/v3-3-sketch-RealisticVision.yaml
+++ b/configs/prompts/v3/v3-3-sketch-RealisticVision.yaml
+# 1-sketch-to-video
+- domain_lora_scale: 1.0
+  adapter_lora_path: "models/Motion_Module/v3_sd15_adapter.ckpt"
+  dreambooth_path:    "models/DreamBooth_LoRA/realisticVisionV51_v51VAE.safetensors"
+  inference_config: "configs/inference/inference-v3.yaml"
+  motion_module:    "models/Motion_Module/v3_sd15_mm.ckpt"
+  controlnet_config: "configs/inference/sparsectrl/image_condition.yaml"
+  controlnet_path:   "models/SparseCtrl/v3_sd15_sparsectrl_scribble.ckpt"
+  seed: -1
+  steps: 25
+  guidance_scale: 8.5
+  controlnet_image_indexs: [0]
+  controlnet_images:
+    - "__assets__/demos/scribble/scribble_1.png"
+  prompt:
+    - "a back view of a boy, standing on the ground, looking at the sky, sunlight, masterpieces"
+    - "a back view of a boy, standing on the ground, looking at the sky, clouds, sunset, orange sky, beautiful sunlight, masterpieces"
+  n_prompt:
+    - "worst quality, low quality, letterboxed"
+# 2-storyboarding
+- domain_lora_scale: 1.0
+  adapter_lora_path: "models/Motion_Module/v3_sd15_adapter.ckpt"
+  dreambooth_path:    "models/DreamBooth_LoRA/realisticVisionV51_v51VAE.safetensors"
+  inference_config: "configs/inference/inference-v3.yaml"
+  motion_module:    "models/Motion_Module/v3_sd15_mm.ckpt"
+  controlnet_config: "configs/inference/sparsectrl/image_condition.yaml"
+  controlnet_path:   "models/SparseCtrl/v3_sd15_sparsectrl_scribble.ckpt"
+  seed: -1
+  steps: 25
+  guidance_scale: 8.5
+  controlnet_image_indexs: [0,8,15]
+  controlnet_images:
+    - "__assets__/demos/scribble/scribble_2_1.png"
+    - "__assets__/demos/scribble/scribble_2_2.png"
+    - "__assets__/demos/scribble/scribble_2_3.png"
+  prompt:
+    - "an aerial view of a modern city, sunlight, day time, masterpiece, high quality"
+    - "an aerial view of a cyberpunk city, night time, neon lights, masterpiece, high quality"
+  n_prompt:
+    - "worst quality, low quality, letterboxed"
--- a/configs/training/v1/image_finetune.yaml
+++ b/configs/training/v1/image_finetune.yaml
+image_finetune: true
+output_dir: "outputs"
+pretrained_model_path: "models/StableDiffusion/stable-diffusion-v1-5"
+noise_scheduler_kwargs:
+  num_train_timesteps: 1000
+  beta_start:          0.00085
+  beta_end:            0.012
+  beta_schedule:       "scaled_linear"
+  steps_offset:        1
+  clip_sample:         false
+train_data:
+  csv_path:        "data/results_2M_val.csv"
+  video_folder:    "data/videos"
+  sample_size:  128
+validation_data:
+  prompts:
+    - "Snow rocky mountains peaks canyon. Snow blanketed rocky mountains surround and shadow deep canyons."
+    - "A drone view of celebration with Christma tree and fireworks, starry sky - background."
+    - "Robot dancing in times square."
+    - "Pacific coast, carmel by the sea ocean and waves."
+  num_inference_steps: 25
+  guidance_scale: 8.
+trainable_modules:
+  - "."
+unet_checkpoint_path: ""
+learning_rate:    1.e-5
+train_batch_size: 20
+max_train_epoch:      -1
+max_train_steps:      1000
+checkpointing_epochs: -1
+checkpointing_steps:  60
+validation_steps:       5000
+validation_steps_tuple: [2, 50, 100, 200, 300, 400, 500, 600, 700, 800, 900]
+global_seed: 42
+mixed_precision_training: true
+enable_xformers_memory_efficient_attention: false
+is_debug: False
--- a/configs/training/v1/training.yaml
+++ b/configs/training/v1/training.yaml
+image_finetune: false
+output_dir: "outputs"
+pretrained_model_path: "models/StableDiffusion/stable-diffusion-v1-5"
+unet_additional_kwargs:
+  use_motion_module              : true
+  motion_module_resolutions      : [ 1,2,4,8 ]
+  unet_use_cross_frame_attention : false
+  unet_use_temporal_attention    : false
+  motion_module_type: Vanilla
+  motion_module_kwargs:
+    num_attention_heads                : 8
+    num_transformer_block              : 1
+    attention_block_types              : [ "Temporal_Self", "Temporal_Self" ]
+    temporal_position_encoding         : true
+    temporal_position_encoding_max_len : 24
+    temporal_attention_dim_div         : 1
+    zero_initialize                    : true
+noise_scheduler_kwargs:
+  num_train_timesteps: 1000
+  beta_start:          0.00085
+  beta_end:            0.012
+  beta_schedule:       "linear"
+  steps_offset:        1
+  clip_sample:         false
+train_data:
+  csv_path:        "data/results_2M_val.csv"
+  video_folder:    "data/videos"
+  sample_size:     128
+  sample_stride:   4
+  sample_n_frames: 16
+validation_data:
+  prompts:
+    - "Snow rocky mountains peaks canyon. Snow blanketed rocky mountains surround and shadow deep canyons."
+    - "A drone view of celebration with Christma tree and fireworks, starry sky - background."
+    - "Robot dancing in times square."
+    - "Pacific coast, carmel by the sea ocean and waves."
+  num_inference_steps: 25
+  guidance_scale: 8.
+trainable_modules:
+  - "motion_modules."
+unet_checkpoint_path: ""
+learning_rate:    1.e-4
+train_batch_size: 4
+max_train_epoch:      -1
+max_train_steps:      1000
+checkpointing_epochs: -1
+checkpointing_steps:  60
+validation_steps:       5000
+validation_steps_tuple: [2, 50, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000]
+global_seed: 42
+mixed_precision_training: true
+enable_xformers_memory_efficient_attention: false
+is_debug: False
--- a/data/download.py
+++ b/data/download.py
+import pandas as pd
+import os
+import numpy as np
+import argparse
+import requests
+import concurrent.futures
+from mpi4py import MPI
+import warnings 
+COMM = MPI.COMM_WORLD
+RANK = COMM.Get_rank()
+SIZE = COMM.Get_size()
+def request_save(url, save_fp):
+    img_data = requests.get(url, timeout=5).content
+    with open(save_fp, 'wb') as handler:
+        handler.write(img_data)
+def main(args):
+    ### preproc
+    video_dir = os.path.join(args.data_dir, 'videos')
+    if RANK == 0:
+        if not os.path.exists(os.path.join(video_dir, 'videos')):
+            os.makedirs(os.path.join(video_dir, 'videos'))
+    COMM.barrier()
+    # ASSUMES THE CSV FILE HAS BEEN SPLIT INTO N PARTS
+    partition_dir = args.csv_path.replace('.csv', f'_{args.partitions}')
+    # if not, then split in this job.
+    if not os.path.exists(partition_dir):
+        os.makedirs(partition_dir)
+        full_df = pd.read_csv(args.csv_path)
+        df_split = np.array_split(full_df, args.partitions)
+        for idx, subdf in enumerate(df_split):
+            subdf.to_csv(os.path.join(partition_dir, f'{idx}.csv'), index=False)
+    relevant_fp = os.path.join(args.data_dir, 'relevant_videos_exists.txt')
+    if os.path.isfile(relevant_fp):
+        exists = pd.read_csv(os.path.join(args.data_dir, 'relevant_videos_exists.txt'), names=['fn'])
+    else:
+        exists = []
+    # ASSUMES THE CSV FILE HAS BEEN SPLIT INTO N PARTS
+    # data_dir/results_csvsplit/results_0.csv
+    # data_dir/results_csvsplit/results_1.csv
+    # ...
+    # data_dir/results_csvsplit/results_N.csv
+    df = pd.read_csv(os.path.join(partition_dir, f'{args.part}.csv'))
+    df['rel_fn'] = df.apply(lambda x: os.path.join(str(x['page_dir']), str(x['videoid'])),
+                            axis=1)
+    df['rel_fn'] = df['rel_fn'] + '.mp4'
+    df = df[~df['rel_fn'].isin(exists)]
+    # remove nan
+    df.dropna(subset=['page_dir'], inplace=True)
+    playlists_to_dl = np.sort(df['page_dir'].unique())
+    for page_dir in playlists_to_dl:
+        vid_dir_t = os.path.join(video_dir, page_dir)
+        pdf = df[df['page_dir'] == page_dir]
+        if len(pdf) > 0:
+            if not os.path.exists(vid_dir_t):
+                os.makedirs(vid_dir_t)
+            urls_todo = []
+            save_fps = []
+            for idx, row in pdf.iterrows():
+                video_fp = os.path.join(vid_dir_t, str(row['videoid']) + '.mp4')
+                if not os.path.isfile(video_fp):
+                    urls_todo.append(row['contentUrl'])
+                    save_fps.append(video_fp)
+            print(f'Spawning {len(urls_todo)} jobs for page {page_dir}')
+            with concurrent.futures.ThreadPoolExecutor(max_workers=args.processes) as executor:
+                future_to_url = {executor.submit(request_save, url, fp) for url, fp in zip(urls_todo, save_fps)}
+            # request_save(urls_todo[0], save_fps[0])
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description='Shutter Image/Video Downloader')
+    parser.add_argument('--partitions', type=int, default=1,
+                        help='Number of partitions to split the dataset into, to run multiple jobs in parallel')
+    parser.add_argument('--part', type=int, required=True,
+                        help='Partition number to download where 0 <= part < partitions')
+    parser.add_argument('--data_dir', type=str, default='.',
+                        help='Directory where webvid data is stored.')
+    parser.add_argument('--csv_path', type=str, default='results_2M_val.csv',
+                        help='Path to csv data to download')
+    parser.add_argument('--processes', type=int, default=8)
+    args = parser.parse_args()
+    if SIZE > 1:
+        warnings.warn("Overriding --part with MPI rank number")
+        args.part = RANK
+    if args.part >= args.partitions:
+        raise ValueError("Part idx must be less than number of partitions")
+    main(args)
\ No newline at end of file
--- a/data/nohup_download.txt
+++ b/data/nohup_download.txt
+nohup: ignoring input
+--------------------------------------------------------------------------
+No OpenFabrics connection schemes reported that they were able to be
+used on a specific port.  As such, the openib BTL (OpenFabrics
+support) will be disabled for this port.
+  Local host:           dcunode4
+  Local device:         mlx5_0
+  Local port:           1
+  CPCs attempted:       udcm
+--------------------------------------------------------------------------
+Spawning 13 jobs for page 000001_000050
+Spawning 13 jobs for page 000051_000100
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--- a/download_bashscripts/0-MotionModule.sh
+++ b/download_bashscripts/0-MotionModule.sh
+gdown 1RqkQuGPaCO5sGZ6V6KZ-jUWmsRu48Kdq -O models/Motion_Module/
+gdown 1ql0g_Ys4UCz2RnokYlBjyOYPbttbIpbu -O models/Motion_Module/
\ No newline at end of file
--- a/download_bashscripts/1-ToonYou.sh
+++ b/download_bashscripts/1-ToonYou.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/78775 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
\ No newline at end of file
--- a/download_bashscripts/2-Lyriel.sh
+++ b/download_bashscripts/2-Lyriel.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/72396 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
\ No newline at end of file
--- a/download_bashscripts/3-RcnzCartoon.sh
+++ b/download_bashscripts/3-RcnzCartoon.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/71009 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
\ No newline at end of file
--- a/download_bashscripts/4-MajicMix.sh
+++ b/download_bashscripts/4-MajicMix.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/79068 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
\ No newline at end of file
--- a/download_bashscripts/5-RealisticVision.sh
+++ b/download_bashscripts/5-RealisticVision.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/130072 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
\ No newline at end of file
--- a/download_bashscripts/6-Tusun.sh
+++ b/download_bashscripts/6-Tusun.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/97261 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
+wget https://civitai.com/api/download/models/50705 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
--- a/download_bashscripts/7-FilmVelvia.sh
+++ b/download_bashscripts/7-FilmVelvia.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/90115 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
+wget https://civitai.com/api/download/models/55911 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
--- a/download_bashscripts/8-GhibliBackground.sh
+++ b/download_bashscripts/8-GhibliBackground.sh
+#!/bin/bash
+wget https://civitai.com/api/download/models/102828 -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
+wget https://civitai.com/api/download/models/57618  -P models/DreamBooth_LoRA/ --content-disposition --no-check-certificate
--- a/environment.yaml
+++ b/environment.yaml
+name: animatediff
+channels:
+  - pytorch
+  - nvidia
+dependencies:
+  - python=3.10
+  - pytorch=1.13.1
+  - torchvision=0.14.1
+  - torchaudio=0.13.1
+  - pytorch-cuda=11.7
+  - pip
+  - pip:
+    - diffusers==0.11.1
+    - transformers==4.25.1
+    - xformers==0.0.16
+    - imageio==2.27.0
+    - decord==0.6.0
+    - gdown
+    - einops
+    - omegaconf
+    - safetensors
+    - gradio
+    - wandb
--- a/model.properties
+++ b/model.properties
+# 模型唯一标识
+modelCode = 508
+# 模型名称
+modelName = animatediff_pytorch
+# 模型描述
+modelDescription = animatediff可以将文本转为动图。
+# 应用场景
+appScenario = 训练,推理,AIGC,媒体,科研,教育
+# 框架类型
+frameType = pytorch
--- a/models/DreamBooth_LoRA/Put personalized T2I checkpoints here.txt
+++ b/models/DreamBooth_LoRA/Put personalized T2I checkpoints here.txt
--- a/models/MotionLoRA/Put MotionLoRA checkpoints here.txt
+++ b/models/MotionLoRA/Put MotionLoRA checkpoints here.txt
--- a/models/Motion_Module/Put motion module checkpoints here.txt
+++ b/models/Motion_Module/Put motion module checkpoints here.txt