Readme
About
This is my attempt at implementing AnimateDiff
Based on the original github repo: guoyww/animatediff
Support
Give me a follow if you like my work! @lucataco93
lucataco
/
animate-diff
Animate Your Personalized Text-to-Image Diffusion Models
Input
Run this model in Node.js with one line of code:
npx create-replicate --model=lucataco/animate-diff
or set up a project from scratch
Install Replicate’s Node.js client library:
npm install replicateSet the
REPLICATE_API_TOKEN environment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import and set up the client:
import Replicate from "replicate";
const replicate = new Replicate({
auth: process.env.REPLICATE_API_TOKEN,
});Run lucataco/animate-diff using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run(
"lucataco/animate-diff:beecf59c4aee8d81bf04f0381033dfa10dc16e845b4ae00d281e2fa377e48a9f",
{
input: {
path: "toonyou_beta3.safetensors",
seed: 255224557,
steps: 25,
prompt: "masterpiece, best quality, 1girl, solo, cherry blossoms, hanami, pink flower, white flower, spring season, wisteria, petals, flower, plum blossoms, outdoors, falling petals, white hair, black eyes",
n_prompt: "badhandv4, easynegative, ng_deepnegative_v1_75t, verybadimagenegative_v1.3, bad-artist, bad_prompt_version2-neg, teeth",
motion_module: "mm_sd_v14",
guidance_scale: 7.5
}
}
);
console.log(output);To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:
pip install replicateSet the
REPLICATE_API_TOKEN environment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import the client:
import replicateRun lucataco/animate-diff using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run(
"lucataco/animate-diff:beecf59c4aee8d81bf04f0381033dfa10dc16e845b4ae00d281e2fa377e48a9f",
input={
"path": "toonyou_beta3.safetensors",
"seed": 255224557,
"steps": 25,
"prompt": "masterpiece, best quality, 1girl, solo, cherry blossoms, hanami, pink flower, white flower, spring season, wisteria, petals, flower, plum blossoms, outdoors, falling petals, white hair, black eyes",
"n_prompt": "badhandv4, easynegative, ng_deepnegative_v1_75t, verybadimagenegative_v1.3, bad-artist, bad_prompt_version2-neg, teeth",
"motion_module": "mm_sd_v14",
"guidance_scale": 7.5
}
)
print(output)To learn more, take a look at the guide on getting started with Python.
Set the
REPLICATE_API_TOKEN environment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Run lucataco/animate-diff using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \
-H "Authorization: Bearer $REPLICATE_API_TOKEN" \
-H "Content-Type: application/json" \
-H "Prefer: wait" \
-d $'{
"version": "beecf59c4aee8d81bf04f0381033dfa10dc16e845b4ae00d281e2fa377e48a9f",
"input": {
"path": "toonyou_beta3.safetensors",
"seed": 255224557,
"steps": 25,
"prompt": "masterpiece, best quality, 1girl, solo, cherry blossoms, hanami, pink flower, white flower, spring season, wisteria, petals, flower, plum blossoms, outdoors, falling petals, white hair, black eyes",
"n_prompt": "badhandv4, easynegative, ng_deepnegative_v1_75t, verybadimagenegative_v1.3, bad-artist, bad_prompt_version2-neg, teeth",
"motion_module": "mm_sd_v14",
"guidance_scale": 7.5
}
}' \
https://api.replicate.com/v1/predictionsTo learn more, take a look at Replicate’s HTTP API reference docs.
Add a payment method to run this model.
Sign in with GitHub
By signing in, you agree to our
terms of service and privacy policy
Output
{
"completed_at": "2024-03-28T18:23:42.527367Z",
"created_at": "2024-03-28T18:22:06.915013Z",
"data_removed": false,
"error": null,
"id": "kenvfm3blv37ggkxxx36zogvym",
"input": {
"path": "toonyou_beta3.safetensors",
"seed": 255224557,
"steps": 25,
"prompt": "masterpiece, best quality, 1girl, solo, cherry blossoms, hanami, pink flower, white flower, spring season, wisteria, petals, flower, plum blossoms, outdoors, falling petals, white hair, black eyes",
"n_prompt": "badhandv4, easynegative, ng_deepnegative_v1_75t, verybadimagenegative_v1.3, bad-artist, bad_prompt_version2-neg, teeth",
"motion_module": "mm_sd_v14",
"guidance_scale": 7.5
},
"logs": "loaded temporal unet's pretrained weights from /AnimateDiff/models/StableDiffusion/stable-diffusion-v1-5/unet ...\n### missing keys: 560;\n### unexpected keys: 0;\n### Temporal Module Parameters: 417.1376 M\nUsing seed: 255224557\nsampling: masterpiece, best quality, 1girl, solo, cherry blossoms, hanami, pink flower, white flower, spring season, wisteria, petals, flower, plum blossoms, outdoors, falling petals, white hair, black eyes ...\n 0%| | 0/25 [00:00<?, ?it/s]\n 4%|▍ | 1/25 [00:01<00:38, 1.59s/it]\n 8%|▊ | 2/25 [00:03<00:36, 1.59s/it]\n 12%|█▏ | 3/25 [00:04<00:34, 1.59s/it]\n 16%|█▌ | 4/25 [00:06<00:33, 1.59s/it]\n 20%|██ | 5/25 [00:07<00:31, 1.59s/it]\n 24%|██▍ | 6/25 [00:09<00:30, 1.59s/it]\n 28%|██▊ | 7/25 [00:11<00:28, 1.59s/it]\n 32%|███▏ | 8/25 [00:12<00:27, 1.59s/it]\n 36%|███▌ | 9/25 [00:14<00:25, 1.59s/it]\n 40%|████ | 10/25 [00:15<00:23, 1.59s/it]\n 44%|████▍ | 11/25 [00:17<00:22, 1.59s/it]\n 48%|████▊ | 12/25 [00:19<00:20, 1.59s/it]\n 52%|█████▏ | 13/25 [00:20<00:19, 1.59s/it]\n 56%|█████▌ | 14/25 [00:22<00:17, 1.59s/it]\n 60%|██████ | 15/25 [00:23<00:15, 1.59s/it]\n 64%|██████▍ | 16/25 [00:25<00:14, 1.59s/it]\n 68%|██████▊ | 17/25 [00:27<00:12, 1.59s/it]\n 72%|███████▏ | 18/25 [00:28<00:11, 1.59s/it]\n 76%|███████▌ | 19/25 [00:30<00:09, 1.59s/it]\n 80%|████████ | 20/25 [00:31<00:07, 1.59s/it]\n 84%|████████▍ | 21/25 [00:33<00:06, 1.59s/it]\n 88%|████████▊ | 22/25 [00:35<00:04, 1.59s/it]\n 92%|█████████▏| 23/25 [00:36<00:03, 1.59s/it]\n 96%|█████████▌| 24/25 [00:38<00:01, 1.59s/it]\n100%|██████████| 25/25 [00:39<00:00, 1.59s/it]\n100%|██████████| 25/25 [00:39<00:00, 1.59s/it]\n 0%| | 0/16 [00:00<?, ?it/s]\n 31%|███▏ | 5/16 [00:00<00:00, 46.80it/s]\n 62%|██████▎ | 10/16 [00:00<00:00, 24.55it/s]\n 88%|████████▊ | 14/16 [00:00<00:00, 21.66it/s]\n100%|██████████| 16/16 [00:00<00:00, 22.73it/s]\nffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers\nbuilt with gcc 11 (Ubuntu 11.2.0-19ubuntu1)\nconfiguration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\nlibavutil 56. 70.100 / 56. 70.100\nlibavcodec 58.134.100 / 58.134.100\nlibavformat 58. 76.100 / 58. 76.100\nlibavdevice 58. 13.100 / 58. 13.100\nlibavfilter 7.110.100 / 7.110.100\nlibswscale 5. 9.100 / 5. 9.100\nlibswresample 3. 9.100 / 3. 9.100\nlibpostproc 55. 9.100 / 55. 9.100\nInput #0, gif, from 'output.gif':\nDuration: 00:00:02.08, start: 0.000000, bitrate: 6722 kb/s\nStream #0:0: Video: gif, bgra, 512x512, 7.67 fps, 23.08 tbr, 100 tbn, 100 tbc\nStream mapping:\nStream #0:0 -> #0:0 (gif (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[libx264 @ 0x557ff6e9a080] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n[libx264 @ 0x557ff6e9a080] profile High, level 3.0, 4:2:0, 8-bit\n[libx264 @ 0x557ff6e9a080] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=15 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=23 scenecut=40 intra_refresh=0 rc=cqp mbtree=0 qp=17 ip_ratio=1.40 pb_ratio=1.30 aq=0\nOutput #0, mp4, to '/tmp/tmp3xgjte17/out.mp4':\nMetadata:\nencoder : Lavf58.76.100\nStream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 512x512, q=2-31, 23.08 fps, 17728 tbn\nMetadata:\nencoder : Lavc58.134.100 libx264\nSide data:\ncpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A\nframe= 3 fps=0.0 q=0.0 size= 0kB time=00:00:00.00 bitrate=N/A dup=2 drop=0 speed=N/A\n[mp4 @ 0x557ff6e98e80] Starting second pass: moving the moov atom to the beginning of the file\nframe= 48 fps=0.0 q=-1.0 Lsize= 696kB time=00:00:01.94 bitrate=2924.6kbits/s dup=32 drop=0 speed=7.18x\nvideo:695kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.200772%\n[libx264 @ 0x557ff6e9a080] frame I:1 Avg QP:14.00 size: 64566\n[libx264 @ 0x557ff6e9a080] frame P:12 Avg QP:17.00 size: 44144\n[libx264 @ 0x557ff6e9a080] frame B:35 Avg QP:18.66 size: 3323\n[libx264 @ 0x557ff6e9a080] consecutive B-frames: 2.1% 0.0% 6.2% 91.7%\n[libx264 @ 0x557ff6e9a080] mb I I16..4: 6.3% 20.0% 73.6%\n[libx264 @ 0x557ff6e9a080] mb P I16..4: 5.6% 18.1% 36.8% P16..4: 11.3% 16.5% 11.6% 0.0% 0.0% skip: 0.1%\n[libx264 @ 0x557ff6e9a080] mb B I16..4: 0.3% 0.8% 2.3% B16..8: 3.5% 1.9% 1.1% direct: 1.0% skip:89.1% L0:43.5% L1:36.2% BI:20.2%\n[libx264 @ 0x557ff6e9a080] 8x8 transform intra:27.9% inter:33.2%\n[libx264 @ 0x557ff6e9a080] coded y,uvDC,uvAC intra: 74.8% 93.3% 84.6% inter: 13.4% 17.0% 11.7%\n[libx264 @ 0x557ff6e9a080] i16 v,h,dc,p: 36% 28% 15% 21%\n[libx264 @ 0x557ff6e9a080] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 15% 12% 16% 9% 11% 11% 10% 8% 8%\n[libx264 @ 0x557ff6e9a080] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 21% 14% 15% 8% 11% 10% 9% 7% 6%\n[libx264 @ 0x557ff6e9a080] i8c dc,h,v,p: 51% 17% 19% 13%\n[libx264 @ 0x557ff6e9a080] Weighted P-Frames: Y:58.3% UV:58.3%\n[libx264 @ 0x557ff6e9a080] ref P L0: 49.1% 18.4% 20.0% 7.2% 5.3%\n[libx264 @ 0x557ff6e9a080] ref B L0: 74.2% 9.9% 15.9%\n[libx264 @ 0x557ff6e9a080] ref B L1: 99.5% 0.5%\n[libx264 @ 0x557ff6e9a080] kb/s:2733.88\nsaved to file",
"metrics": {
"predict_time": 53.580551,
"total_time": 95.612354
},
"output": "https://replicate.delivery/pbxt/FeVB9R2sarznfUHHxQxIvoEtpidL2HGtvnzK61dmhsJuesJlA/out.mp4",
"started_at": "2024-03-28T18:22:48.946816Z",
"status": "succeeded",
"urls": {
"get": "https://api.replicate.com/v1/predictions/kenvfm3blv37ggkxxx36zogvym",
"cancel": "https://api.replicate.com/v1/predictions/kenvfm3blv37ggkxxx36zogvym/cancel"
},
"version": "beecf59c4aee8d81bf04f0381033dfa10dc16e845b4ae00d281e2fa377e48a9f"
}Generated in
loaded temporal unet's pretrained weights from /AnimateDiff/models/StableDiffusion/stable-diffusion-v1-5/unet ...
### missing keys: 560;
### unexpected keys: 0;
### Temporal Module Parameters: 417.1376 M
Using seed: 255224557
sampling: masterpiece, best quality, 1girl, solo, cherry blossoms, hanami, pink flower, white flower, spring season, wisteria, petals, flower, plum blossoms, outdoors, falling petals, white hair, black eyes ...
0%| | 0/25 [00:00<?, ?it/s]
4%|▍ | 1/25 [00:01<00:38, 1.59s/it]
8%|▊ | 2/25 [00:03<00:36, 1.59s/it]
12%|█▏ | 3/25 [00:04<00:34, 1.59s/it]
16%|█▌ | 4/25 [00:06<00:33, 1.59s/it]
20%|██ | 5/25 [00:07<00:31, 1.59s/it]
24%|██▍ | 6/25 [00:09<00:30, 1.59s/it]
28%|██▊ | 7/25 [00:11<00:28, 1.59s/it]
32%|███▏ | 8/25 [00:12<00:27, 1.59s/it]
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0%| | 0/16 [00:00<?, ?it/s]
31%|███▏ | 5/16 [00:00<00:00, 46.80it/s]
62%|██████▎ | 10/16 [00:00<00:00, 24.55it/s]
88%|████████▊ | 14/16 [00:00<00:00, 21.66it/s]
100%|██████████| 16/16 [00:00<00:00, 22.73it/s]
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)
configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
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
libavfilter 7.110.100 / 7.110.100
libswscale 5. 9.100 / 5. 9.100
libswresample 3. 9.100 / 3. 9.100
libpostproc 55. 9.100 / 55. 9.100
Input #0, gif, from 'output.gif':
Duration: 00:00:02.08, start: 0.000000, bitrate: 6722 kb/s
Stream #0:0: Video: gif, bgra, 512x512, 7.67 fps, 23.08 tbr, 100 tbn, 100 tbc
Stream mapping:
Stream #0:0 -> #0:0 (gif (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[libx264 @ 0x557ff6e9a080] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x557ff6e9a080] profile High, level 3.0, 4:2:0, 8-bit
[libx264 @ 0x557ff6e9a080] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=15 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=23 scenecut=40 intra_refresh=0 rc=cqp mbtree=0 qp=17 ip_ratio=1.40 pb_ratio=1.30 aq=0
Output #0, mp4, to '/tmp/tmp3xgjte17/out.mp4':
Metadata:
encoder : Lavf58.76.100
Stream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 512x512, q=2-31, 23.08 fps, 17728 tbn
Metadata:
encoder : Lavc58.134.100 libx264
Side data:
cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A
frame= 3 fps=0.0 q=0.0 size= 0kB time=00:00:00.00 bitrate=N/A dup=2 drop=0 speed=N/A
[mp4 @ 0x557ff6e98e80] Starting second pass: moving the moov atom to the beginning of the file
frame= 48 fps=0.0 q=-1.0 Lsize= 696kB time=00:00:01.94 bitrate=2924.6kbits/s dup=32 drop=0 speed=7.18x
video:695kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.200772%
[libx264 @ 0x557ff6e9a080] frame I:1 Avg QP:14.00 size: 64566
[libx264 @ 0x557ff6e9a080] frame P:12 Avg QP:17.00 size: 44144
[libx264 @ 0x557ff6e9a080] frame B:35 Avg QP:18.66 size: 3323
[libx264 @ 0x557ff6e9a080] consecutive B-frames: 2.1% 0.0% 6.2% 91.7%
[libx264 @ 0x557ff6e9a080] mb I I16..4: 6.3% 20.0% 73.6%
[libx264 @ 0x557ff6e9a080] mb P I16..4: 5.6% 18.1% 36.8% P16..4: 11.3% 16.5% 11.6% 0.0% 0.0% skip: 0.1%
[libx264 @ 0x557ff6e9a080] mb B I16..4: 0.3% 0.8% 2.3% B16..8: 3.5% 1.9% 1.1% direct: 1.0% skip:89.1% L0:43.5% L1:36.2% BI:20.2%
[libx264 @ 0x557ff6e9a080] 8x8 transform intra:27.9% inter:33.2%
[libx264 @ 0x557ff6e9a080] coded y,uvDC,uvAC intra: 74.8% 93.3% 84.6% inter: 13.4% 17.0% 11.7%
[libx264 @ 0x557ff6e9a080] i16 v,h,dc,p: 36% 28% 15% 21%
[libx264 @ 0x557ff6e9a080] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 15% 12% 16% 9% 11% 11% 10% 8% 8%
[libx264 @ 0x557ff6e9a080] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 21% 14% 15% 8% 11% 10% 9% 7% 6%
[libx264 @ 0x557ff6e9a080] i8c dc,h,v,p: 51% 17% 19% 13%
[libx264 @ 0x557ff6e9a080] Weighted P-Frames: Y:58.3% UV:58.3%
[libx264 @ 0x557ff6e9a080] ref P L0: 49.1% 18.4% 20.0% 7.2% 5.3%
[libx264 @ 0x557ff6e9a080] ref B L0: 74.2% 9.9% 15.9%
[libx264 @ 0x557ff6e9a080] ref B L1: 99.5% 0.5%
[libx264 @ 0x557ff6e9a080] kb/s:2733.88
saved to fileExamples
Run time and cost
This model costs approximately $0.096 to run on Replicate, or 10 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.
This model runs on Nvidia A100 (80GB) GPU hardware. Predictions typically complete within 69 seconds. The predict time for this model varies significantly based on the inputs.