zsxkib/animatediff-prompt-travel 🔢❓📝 → 🖼️

▶️ 5.7K runs 📅 Oct 2023 ⚙️ Cog 0.8.6 🔗 GitHub 📄 Paper ⚖️ License
text-to-video

About

🎨AnimateDiff Prompt Travel🧭 Seamlessly Navigate and Animate Between Text-to-Image Prompts for Dynamic Visual Narratives

Example Output

Output

Performance Metrics

114.15s Prediction Time
221.22s Total Time
All Input Parameters 
{
  "seed": -1,
  "steps": 25,
  "width": 256,
  "frames": 128,
  "height": 384,
  "context": 16,
  "clip_skip": 2,
  "scheduler": "k_dpmpp_sde",
  "base_model": "majicmixRealistic_v5Preview",
  "prompt_map": "0: ship steadily moving,((waves crashing against the ship:1.0)) | 32: (((lightning strikes))), distant thunder, ship rocked by waves | 64: ship silhouette,(((heavy rain))),wind howling, waves rising higher | 96: ship navigating through the storm, rain easing off",
  "head_prompt": "masterpiece, best quality, a haunting and detailed depiction of a ship at sea, battered by waves, ominous,((dark clouds:1.3)),distant lightning, rough seas, rain, silhouette of the ship against the stormy sky",
  "tail_prompt": "dark horizon, flashes of lightning illuminating the ship, sailors working hard, ship's lanterns flickering, eerie, mysterious, sails flapping loudly, stormy atmosphere",
  "output_format": "mp4",
  "guidance_scale": 7.5,
  "negative_prompt": "(worst quality, low quality:1.4), black and white, b&w, sunny, clear skies, calm seas, beach, daytime, ((bright colors)), cartoonish, modern ships, sketchy, unfinished, modern buildings, trees, island",
  "prompt_fixed_ratio": 0.5,
  "custom_base_model_url": "",
  "playback_frames_per_second": 8
}
Input Parameters
seed Type: integerDefault: -1
Seed for different images and reproducibility. Use -1 to randomise seed
steps Type: integerDefault: 25Range: 1 - 100
Number of inference steps
width Type: integerDefault: 256Range: 64 - 2160
Width of generated video in pixels, must be divisable by 8
frames Type: integerDefault: 128Range: 1 - 1024
Length of the video in frames (playback is at 8 fps e.g. 16 frames @ 8 fps is 2 seconds)
height Type: integerDefault: 384Range: 64 - 2160
Height of generated video in pixels, must be divisable by 8
context Type: integerDefault: 16Range: 1 - 32
Number of frames to condition on (default: max of <length> or 32). max for motion module v1 is 24
clip_skip Type: integerDefault: 2Range: 1 - 6
Skip the last N-1 layers of the CLIP text encoder (lower values follow prompt more closely)
scheduler Default: k_dpmpp_sde
Diffusion scheduler
base_model Default: majicmixRealistic_v5Preview
Choose the base model for animation generation. If 'CUSTOM' is selected, provide a custom model URL in the next parameter
prompt_map Type: stringDefault: 0: ship steadily moving,((waves crashing against the ship:1.0)) | 32: (((lightning strikes))), distant thunder, ship rocked by waves | 64: ship silhouette,(((heavy rain))),wind howling, waves rising higher | 96: ship navigating through the storm, rain easing off
Prompt for changes in animation. Provide 'frame number : prompt at this frame', separate different prompts with '|'. Make sure the frame number does not exceed the length of video (frames)
head_prompt Type: stringDefault: masterpiece, best quality, a haunting and detailed depiction of a ship at sea, battered by waves, ominous,((dark clouds:1.3)),distant lightning, rough seas, rain, silhouette of the ship against the stormy sky
Primary animation prompt. If a prompt map is provided, this will be prefixed at the start of every individual prompt in the map
tail_prompt Type: stringDefault: dark horizon, flashes of lightning illuminating the ship, sailors working hard, ship's lanterns flickering, eerie, mysterious, sails flapping loudly, stormy atmosphere
Additional prompt that will be appended at the end of the main prompt or individual prompts in the map
output_format Default: mp4
Output format of the video. Can be 'mp4' or 'gif'
guidance_scale Type: numberDefault: 7.5Range: 0 - 20
Guidance Scale. How closely do we want to adhere to the prompt and its contents
negative_prompt Type: stringDefault: (worst quality, low quality:1.4), black and white, b&w, sunny, clear skies, calm seas, beach, daytime, ((bright colors)), cartoonish, modern ships, sketchy, unfinished, modern buildings, trees, island
prompt_fixed_ratio Type: numberDefault: 0.5Range: 0 - 1
Defines the ratio of adherence to the fixed part of the prompt versus the dynamic part (from prompt map). Value should be between 0 (only dynamic) to 1 (only fixed).
custom_base_model_url Type: stringDefault:
Only used when base model is set to 'CUSTOM'. URL of the custom model to download if 'CUSTOM' is selected in the base model. Only downloads from 'https://civitai.com/api/download/models/' are allowed
playback_frames_per_second Type: integerDefault: 8Range: 1 - 60
Output Schema

Output

Type: string • Format: uri

Example Execution Logs 
--------------------------------------------------------------------------------
{
"name": "sample",
"path": "share/Stable-diffusion/majicmixRealistic_v5Preview.safetensors",
"motion_module": "models/motion-module/mm_sd_v15_v2.ckpt",
"compile": false,
"seed": [
-1
],
"scheduler": "k_dpmpp_sde",
"steps": 25,
"guidance_scale": 7.5,
"clip_skip": 2,
"prompt_fixed_ratio": 0.5,
"head_prompt": "masterpiece, best quality, a haunting and detailed depiction of a ship at sea, battered by waves, ominous,((dark clouds:1.3)),distant lightning, rough seas, rain, silhouette of the ship against the stormy sky",
"prompt_map": {
"0": "ship steadily moving,((waves crashing against the ship:1.0))", "32": "(((lightning strikes))), distant thunder, ship rocked by waves", "64": "ship silhouette,(((heavy rain))),wind howling, waves rising higher", "96": "ship navigating through the storm, rain easing off"
},
"tail_prompt": "dark horizon, flashes of lightning illuminating the ship, sailors working hard, ship's lanterns flickering, eerie, mysterious, sails flapping loudly, stormy atmosphere",
"n_prompt": [
"(worst quality, low quality:1.4), black and white, b&w, sunny, clear skies, calm seas, beach, daytime, ((bright colors)), cartoonish, modern ships, sketchy, unfinished, modern buildings, trees, island"
],
"output":{
"format" : "mp4",
"fps" : 8,
"encode_param":{
"crf": 10
}
}
}
--------------------------------------------------------------------------------
Running command: animatediff generate -c config/prompts/custom_prompt_travel.json -W 256 -H 384 -L 128 -C 16
14:46:30 INFO     Using generation config:                            cli.py:288
config/prompts/custom_prompt_travel.json
14:46:31 INFO     is_v2=True                                         util.py:360
INFO     Using base model: runwayml/stable-diffusion-v1-5    cli.py:306
INFO     Will save outputs to                                cli.py:314
./output/2023-10-19T14-46-31-sample-majicmixrealist
ic_v5preview
INFO     Checking motion module...                      generate.py:321
INFO     Loading tokenizer...                           generate.py:335
INFO     Loading text encoder...                        generate.py:337
14:46:32 INFO     Loading VAE...                                 generate.py:339
INFO     Loading UNet...                                generate.py:341
14:46:41 INFO     Loaded 453.20928M-parameter motion module          unet.py:578
INFO     Using scheduler "k_dpmpp_sde"                  generate.py:353
(DPMSolverSinglestepScheduler)
INFO     Loading weights from                           generate.py:358
/src/data/share/Stable-diffusion/majicmixReali
stic_v5Preview.safetensors
14:46:45 INFO     Merging weights into UNet...                   generate.py:375
INFO     Creating AnimationPipeline...                  generate.py:421
INFO     No TI embeddings found                               ti.py:102
INFO     Sending pipeline to device "cuda"               pipeline.py:22
14:46:46 INFO     Selected data types: unet_dtype=torch.float16,    device.py:90
tenc_dtype=torch.float16,
vae_dtype=torch.bfloat16
INFO     Using channels_last memory format for UNet and   device.py:111
VAE
14:46:48 INFO     Saving prompt config to output directory            cli.py:367
INFO     Initialization complete!                            cli.py:375
INFO     Generating 1 animations                             cli.py:376
INFO     Running generation 1 of 1                           cli.py:386
INFO     Generation seed: 2091610190647688252                cli.py:392
100% ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 275/275  [ 0:01:17 < 0:00:00 , 4 it/s ]
14:48:10 INFO     Generation complete, saving...                 generate.py:846
Saving frames to 00-2091610190647688252  98% ━━━━╸ 126/… [ 0:0… < 0:00… , 26   ]
it/s
14:48:15 INFO     Creating ffmpeg encoder...                     generate.py:773
INFO     Encoding interpolated frames with ffmpeg...    generate.py:783
14:48:17 INFO     Saved sample to                                generate.py:857
output/2023-10-19T14-46-31-sample-majicmixreal
istic_v5preview/00_2091610190647688252_masterp
iece_best-quality_a-haunting-and-detailed-d
INFO     Generation complete!                                cli.py:451
INFO     Done, exiting...                                    cli.py:457
Error: Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
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ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
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libavutil      56. 70.100 / 56. 70.100
libavcodec     58.134.100 / 58.134.100
libavformat    58. 76.100 / 58. 76.100
libavdevice    58. 13.100 / 58. 13.100
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libswresample   3.  9.100 /  3.  9.100
libpostproc    55.  9.100 / 55.  9.100
Input #0, image2, from '/src/output/2023-10-19T14-46-31-sample-majicmixrealistic_v5preview/00-2091610190647688252/%08d.png':
Duration: 00:00:16.00, start: 0.000000, bitrate: N/A
Stream #0:0: Video: png, rgb24(pc), 256x384, 8 fps, 8 tbr, 8 tbn, 8 tbc
Stream mapping:
Stream #0:0 (png) -> fps
fps -> Stream #0:0 (libx265)
Press [q] to stop, [?] for help
x265 [info]: HEVC encoder version 3.5+1-f0c1022b6
x265 [info]: build info [Linux][GCC 11.2.0][64 bit] 8bit+10bit+12bit
x265 [info]: using cpu capabilities: MMX2 SSE2Fast LZCNT SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
x265 [info]: Main profile, Level-2 (Main tier)
x265 [info]: Thread pool 0 using 64 threads on numa nodes 0,1,2,3,4,5,6,7
x265 [info]: Thread pool 1 using 32 threads on numa nodes 0,1,2,3,4,5,6,7
x265 [info]: Slices                              : 1
x265 [info]: frame threads / pool features       : 5 / wpp(6 rows)
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x265 [info]: Coding QT: max CU size, min CU size : 64 / 8
x265 [info]: Residual QT: max TU size, max depth : 32 / 1 inter / 1 intra
x265 [info]: ME / range / subpel / merge         : hex / 57 / 2 / 3
x265 [info]: Keyframe min / max / scenecut / bias  : 8 / 250 / 40 / 5.00
x265 [info]: Lookahead / bframes / badapt        : 20 / 6 / 2
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x265 [info]: Rate Control / qCompress            : CRF-10.0 / 0.60
x265 [info]: tools: rd=3 psy-rd=0.40 early-skip rskip mode=1 signhide tmvp
x265 [info]: tools: b-intra strong-intra-smoothing deblock(tC=1:B=1) sao
Output #0, mp4, to '/src/output/2023-10-19T14-46-31-sample-majicmixrealistic_v5preview/00_2091610190647688252_masterpiece_best-quality_a-haunting-and-detailed-d.mp4':
Metadata:
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Stream #0:0: Video: hevc (hev1 / 0x31766568), yuv420p(tv, progressive), 256x384, q=2-31, 8 fps, 16384 tbn
Metadata:
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Side data:
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frame=  108 fps=103 q=12.4 size=     512kB time=00:00:09.00 bitrate= 466.1kbits/s speed=8.62x
frame=  128 fps= 79 q=12.4 Lsize=    1206kB time=00:00:15.62 bitrate= 632.0kbits/s speed= 9.7x
video:1201kB audio:0kB subtitle:0kB other streams:0kB global headers:2kB muxing overhead: 0.384719%
x265 [info]: frame I:      2, Avg QP:9.70  kb/s: 1038.56
x265 [info]: frame P:     26, Avg QP:9.67  kb/s: 821.73
x265 [info]: frame B:    100, Avg QP:12.11  kb/s: 552.28
x265 [info]: Weighted P-Frames: Y:7.7% UV:7.7%
x265 [info]: consecutive B-frames: 7.1% 0.0% 7.1% 35.7% 17.9% 28.6% 3.6%
encoded 128 frames in 1.56s (81.93 fps), 614.61 kb/s, Avg QP:11.58
Identifying the GIF path from the generated outputs...
Identified directory: output/2023-10-19T14-46-31-sample-majicmixrealistic_v5preview
Identified Media Path: output/2023-10-19T14-46-31-sample-majicmixrealistic_v5preview/00_2091610190647688252_masterpiece_best-quality_a-haunting-and-detailed-d.mp4
Version Details
Version ID
1b8a8f2725c03b1ff4a0b960079899131c384149d1feba45e4ef43653deb3b5f
Version Created
October 19, 2023
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