fofr / lcm-video2video

Fast video2video with a latent consistency model

Cold

Public
2.4K runs
L40S

Run with an API

Playground API Examples README Versions

Prediction

fofr/lcm-video2video:40dc81b6

Model

fofr/lcm-video2video:5aa3d1b1

adykkp3bkdjr4rcsmlewqycd74

Status

Succeeded

Source

Web

Hardware

A40 (Large)

Total duration

82.2s

Created

over 1 year ago

Input

fps: 16
seed: 2000
video
prompt: stars and nebula
max_width: 512
controlnet: none
return_frames
guidance_scale: 6
prompt_strength: 0.6
extract_all_frames
canny_low_threshold: 100
num_inference_steps: 4
canny_high_threshold: 200
control_guidance_end: 1
control_guidance_start: 0
controlnet_conditioning_scale: 2

{
  "fps": 16,
  "seed": 2000,
  "video": "https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4",
  "prompt": "stars and nebula",
  "max_width": 512,
  "controlnet": "none",
  "return_frames": false,
  "guidance_scale": 6,
  "prompt_strength": 0.6,
  "extract_all_frames": true,
  "canny_low_threshold": 100,
  "num_inference_steps": 4,
  "canny_high_threshold": 200,
  "control_guidance_end": 1,
  "control_guidance_start": 0,
  "controlnet_conditioning_scale": 2
}

Install Replicate’s Node.js client library

npm install replicate

Set 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 fofr/lcm-video2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "fofr/lcm-video2video:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d",
  {
    input: {
      fps: 16,
      seed: 2000,
      video: "https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4",
      prompt: "stars and nebula",
      max_width: 512,
      controlnet: "none",
      return_frames: false,
      guidance_scale: 6,
      prompt_strength: 0.6,
      extract_all_frames: true,
      canny_low_threshold: 100,
      num_inference_steps: 4,
      canny_high_threshold: 200,
      control_guidance_end: 1,
      control_guidance_start: 0,
      controlnet_conditioning_scale: 2
    }
  }
);
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 replicate

Set 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 replicate

Run fofr/lcm-video2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "fofr/lcm-video2video:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d",
    input={
        "fps": 16,
        "seed": 2000,
        "video": "https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4",
        "prompt": "stars and nebula",
        "max_width": 512,
        "controlnet": "none",
        "return_frames": False,
        "guidance_scale": 6,
        "prompt_strength": 0.6,
        "extract_all_frames": True,
        "canny_low_threshold": 100,
        "num_inference_steps": 4,
        "canny_high_threshold": 200,
        "control_guidance_end": 1,
        "control_guidance_start": 0,
        "controlnet_conditioning_scale": 2
    }
)
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 fofr/lcm-video2video 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": "40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d",
    "input": {
      "fps": 16,
      "seed": 2000,
      "video": "https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4",
      "prompt": "stars and nebula",
      "max_width": 512,
      "controlnet": "none",
      "return_frames": false,
      "guidance_scale": 6,
      "prompt_strength": 0.6,
      "extract_all_frames": true,
      "canny_low_threshold": 100,
      "num_inference_steps": 4,
      "canny_high_threshold": 200,
      "control_guidance_end": 1,
      "control_guidance_start": 0,
      "controlnet_conditioning_scale": 2
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Install Cog

brew install cog

If you don’t have Homebrew, there are other installation options available.

Pull and run fofr/lcm-video2video using Cog (this will download the full model and run it in your local environment):

cog predict r8.im/fofr/lcm-video2video@sha256:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d \
  -i 'fps=16' \
  -i 'seed=2000' \
  -i 'video="https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4"' \
  -i 'prompt="stars and nebula"' \
  -i 'max_width=512' \
  -i 'controlnet="none"' \
  -i 'return_frames=false' \
  -i 'guidance_scale=6' \
  -i 'prompt_strength=0.6' \
  -i 'extract_all_frames=true' \
  -i 'canny_low_threshold=100' \
  -i 'num_inference_steps=4' \
  -i 'canny_high_threshold=200' \
  -i 'control_guidance_end=1' \
  -i 'control_guidance_start=0' \
  -i 'controlnet_conditioning_scale=2'

To learn more, take a look at the Cog documentation.

Pull and run fofr/lcm-video2video using Docker (this will download the full model and run it in your local environment):

docker run -d -p 5000:5000 --gpus=all r8.im/fofr/lcm-video2video@sha256:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "fps": 16,
      "seed": 2000,
      "video": "https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4",
      "prompt": "stars and nebula",
      "max_width": 512,
      "controlnet": "none",
      "return_frames": false,
      "guidance_scale": 6,
      "prompt_strength": 0.6,
      "extract_all_frames": true,
      "canny_low_threshold": 100,
      "num_inference_steps": 4,
      "canny_high_threshold": 200,
      "control_guidance_end": 1,
      "control_guidance_start": 0,
      "controlnet_conditioning_scale": 2
    }
  }' \
  http://localhost:5000/predictions

Output

{
  "completed_at": "2023-11-11T12:27:50.678870Z",
  "created_at": "2023-11-11T12:26:28.446590Z",
  "data_removed": false,
  "error": null,
  "id": "adykkp3bkdjr4rcsmlewqycd74",
  "input": {
    "fps": 16,
    "seed": 2000,
    "video": "https://replicate.delivery/pbxt/Jm6KWurXwbMM19Oyu5novOS5wUD0Y8kOQsrlIEpogFC4dSBr/image%20%281%29.mp4",
    "prompt": "stars and nebula",
    "max_width": 512,
    "controlnet": "none",
    "return_frames": false,
    "guidance_scale": 6,
    "prompt_strength": 0.6,
    "extract_all_frames": true,
    "canny_low_threshold": 100,
    "num_inference_steps": 4,
    "canny_high_threshold": 200,
    "control_guidance_end": 1,
    "control_guidance_start": 0,
    "controlnet_conditioning_scale": 2
  },
  "logs": "Using seed: 2000\nExtracting frames from video: /tmp/tmpia0dm1dsimage (1).mp4\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, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmpia0dm1dsimage (1).mp4':\nMetadata:\nmajor_brand     : isom\nminor_version   : 512\ncompatible_brands: isomiso2avc1mp41\nencoder         : Lavf58.29.100\nDuration: 00:00:06.00, start: 0.000000, bitrate: 5590 kb/s\nStream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 800x800, 5586 kb/s, 30 fps, 30 tbr, 15360 tbn, 60 tbc (default)\nMetadata:\nhandler_name    : VideoHandler\nvendor_id       : [0][0][0][0]\nStream mapping:\nStream #0:0 -> #0:0 (h264 (native) -> png (native))\nPress [q] to stop, [?] for help\nOutput #0, image2, to '/tmp/out%03d.png':\nMetadata:\nmajor_brand     : isom\nminor_version   : 512\ncompatible_brands: isomiso2avc1mp41\nencoder         : Lavf58.76.100\nStream #0:0(und): Video: png, rgb24(pc, gbr/unknown/unknown, progressive), 800x800, q=2-31, 200 kb/s, 30 fps, 30 tbn (default)\nMetadata:\nhandler_name    : VideoHandler\nvendor_id       : [0][0][0][0]\nencoder         : Lavc58.134.100 png\nframe=    1 fps=0.0 q=0.0 size=N/A time=00:00:00.00 bitrate=N/A speed=   0x\nframe=  152 fps=0.0 q=-0.0 size=N/A time=00:00:04.26 bitrate=N/A speed=8.27x\nframe=  180 fps=0.0 q=-0.0 Lsize=N/A time=00:00:06.00 bitrate=N/A speed=9.16x\nvideo:56285kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown\nExtracted 180 frames from video\nResizing frames to max width: 512\nRunning img2img pipeline on each frame\n  0%|          | 0/4 [00:00<?, ?it/s]\n 25%|██▌       | 1/4 [00:00<00:00,  4.72it/s]\n100%|██████████| 4/4 [00:00<00:00, 13.28it/s]\nSaving frame: /tmp/out001.png\n  0%|          | 0/4 [00:00<?, ?it/s]\n100%|██████████| 4/4 [00:00<00:00, 33.82it/s]\n100%|██████████| 4/4 [00:00<00:00, 33.78it/s]\nSaving frame: /tmp/out002.png\n  0%|          | 0/4 [00:00<?, ?it/s]\n100%|██████████| 4/4 [00:00<00:00, 34.00it/s]\n100%|██████████| 4/4 [00:00<00:00, 33.96it/s]\nSaving frame: /tmp/out003.png\n  0%|          | 0/4 [00:00<?, ?it/s]\n100%|██████████| 4/4 [00:00<00:00, 34.25it/s]\n100%|██████████| 4/4 [00:00<00:00, 34.21it/s]\nSaving frame: /tmp/out004.png\n  0%|          | 0/4 [00:00<?, ?it/s]\n100%|██████████| 4/4 [00:00<00:00, 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34.29it/s]\n100%|██████████| 4/4 [00:00<00:00, 34.25it/s]\nSaving frame: /tmp/out179.png\n  0%|          | 0/4 [00:00<?, ?it/s]\n100%|██████████| 4/4 [00:00<00:00, 34.08it/s]\n100%|██████████| 4/4 [00:00<00:00, 34.05it/s]\nSaving frame: /tmp/out180.png\nCreating video from frames\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, image2, from '/tmp/out*.png':\nDuration: 00:00:11.25, start: 0.000000, bitrate: N/A\nStream #0:0: Video: png, rgb24(pc), 512x512, 16 fps, 16 tbr, 16 tbn, 16 tbc\nStream mapping:\nStream #0:0 -> #0:0 (png (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[libx264 @ 0x56283c5169c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n[libx264 @ 0x56283c5169c0] profile High, level 2.2, 4:2:0, 8-bit\n[libx264 @ 0x56283c5169c0] 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=16 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=17.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00\nOutput #0, mp4, to '/tmp/output_video.mp4':\nMetadata:\nencoder         : Lavf58.76.100\nStream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 512x512, q=2-31, 16 fps, 16384 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=    1 fps=0.0 q=0.0 size=       0kB time=00:00:00.00 bitrate=N/A speed=   0x\nframe=  180 fps=0.0 q=-1.0 Lsize=    2002kB time=00:00:11.06 bitrate=1482.2kbits/s speed=20.1x\nvideo:1999kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.148300%\n[libx264 @ 0x56283c5169c0] frame I:3     Avg QP: 8.21  size: 17502\n[libx264 @ 0x56283c5169c0] frame P:45    Avg QP:13.80  size: 16265\n[libx264 @ 0x56283c5169c0] frame B:132   Avg QP:17.03  size:  9556\n[libx264 @ 0x56283c5169c0] consecutive B-frames:  1.7%  1.1%  1.7% 95.6%\n[libx264 @ 0x56283c5169c0] mb I  I16..4: 50.8% 28.3% 20.9%\n[libx264 @ 0x56283c5169c0] mb P  I16..4:  8.3% 14.8% 15.0%  P16..4: 16.3%  6.3%  4.5%  0.0%  0.0%    skip:34.8%\n[libx264 @ 0x56283c5169c0] mb B  I16..4:  1.8%  1.8%  2.9%  B16..8: 21.5%  8.1%  5.2%  direct: 9.6%  skip:49.1%  L0:43.8% L1:39.4% BI:16.7%\n[libx264 @ 0x56283c5169c0] 8x8 transform intra:34.6% inter:39.2%\n[libx264 @ 0x56283c5169c0] coded y,uvDC,uvAC intra: 50.3% 50.3% 37.8% inter: 23.1% 20.4% 2.3%\n[libx264 @ 0x56283c5169c0] i16 v,h,dc,p: 74% 14%  7%  6%\n[libx264 @ 0x56283c5169c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 25% 11% 48%  2%  3%  3%  3%  3%  3%\n[libx264 @ 0x56283c5169c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 26% 12% 19%  7%  7%  8%  6%  8%  7%\n[libx264 @ 0x56283c5169c0] i8c dc,h,v,p: 62% 11% 20%  7%\n[libx264 @ 0x56283c5169c0] Weighted P-Frames: Y:13.3% UV:8.9%\n[libx264 @ 0x56283c5169c0] ref P L0: 47.0% 11.6% 25.4% 13.6%  2.4%\n[libx264 @ 0x56283c5169c0] ref B L0: 81.0% 15.0%  4.0%\n[libx264 @ 0x56283c5169c0] ref B L1: 93.1%  6.9%\n[libx264 @ 0x56283c5169c0] kb/s:1454.81",
  "metrics": {
    "predict_time": 58.198844,
    "total_time": 82.23228
  },
  "output": [
    "https://replicate.delivery/pbxt/dJQ2Y4ByfuzMMSqHSBHjrpBskKoTxuPYFe92eFbatXdKqkujA/output_video.mp4"
  ],
  "started_at": "2023-11-11T12:26:52.480026Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/adykkp3bkdjr4rcsmlewqycd74",
    "cancel": "https://api.replicate.com/v1/predictions/adykkp3bkdjr4rcsmlewqycd74/cancel"
  },
  "version": "5aa3d1b1babdfc6f05afae142bbcac7a23d14c653643333ea43ca5b9fcfed6b6"
}

Generated in

58.2 seconds

Tweak it ShareReport

Using seed: 2000
Extracting frames from video: /tmp/tmpia0dm1dsimage (1).mp4
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, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmpia0dm1dsimage (1).mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.29.100
Duration: 00:00:06.00, start: 0.000000, bitrate: 5590 kb/s
Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 800x800, 5586 kb/s, 30 fps, 30 tbr, 15360 tbn, 60 tbc (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
Stream mapping:
Stream #0:0 -> #0:0 (h264 (native) -> png (native))
Press [q] to stop, [?] for help
Output #0, image2, to '/tmp/out%03d.png':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.76.100
Stream #0:0(und): Video: png, rgb24(pc, gbr/unknown/unknown, progressive), 800x800, q=2-31, 200 kb/s, 30 fps, 30 tbn (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
encoder         : Lavc58.134.100 png
frame=    1 fps=0.0 q=0.0 size=N/A time=00:00:00.00 bitrate=N/A speed=   0x
frame=  152 fps=0.0 q=-0.0 size=N/A time=00:00:04.26 bitrate=N/A speed=8.27x
frame=  180 fps=0.0 q=-0.0 Lsize=N/A time=00:00:06.00 bitrate=N/A speed=9.16x
video:56285kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown
Extracted 180 frames from video
Resizing frames to max width: 512
Running img2img pipeline on each frame
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Saving frame: /tmp/out180.png
Creating video from frames
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, image2, from '/tmp/out*.png':
Duration: 00:00:11.25, start: 0.000000, bitrate: N/A
Stream #0:0: Video: png, rgb24(pc), 512x512, 16 fps, 16 tbr, 16 tbn, 16 tbc
Stream mapping:
Stream #0:0 -> #0:0 (png (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[libx264 @ 0x56283c5169c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x56283c5169c0] profile High, level 2.2, 4:2:0, 8-bit
[libx264 @ 0x56283c5169c0] 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=16 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=17.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00
Output #0, mp4, to '/tmp/output_video.mp4':
Metadata:
encoder         : Lavf58.76.100
Stream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 512x512, q=2-31, 16 fps, 16384 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=    1 fps=0.0 q=0.0 size=       0kB time=00:00:00.00 bitrate=N/A speed=   0x
frame=  180 fps=0.0 q=-1.0 Lsize=    2002kB time=00:00:11.06 bitrate=1482.2kbits/s speed=20.1x
video:1999kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.148300%
[libx264 @ 0x56283c5169c0] frame I:3     Avg QP: 8.21  size: 17502
[libx264 @ 0x56283c5169c0] frame P:45    Avg QP:13.80  size: 16265
[libx264 @ 0x56283c5169c0] frame B:132   Avg QP:17.03  size:  9556
[libx264 @ 0x56283c5169c0] consecutive B-frames:  1.7%  1.1%  1.7% 95.6%
[libx264 @ 0x56283c5169c0] mb I  I16..4: 50.8% 28.3% 20.9%
[libx264 @ 0x56283c5169c0] mb P  I16..4:  8.3% 14.8% 15.0%  P16..4: 16.3%  6.3%  4.5%  0.0%  0.0%    skip:34.8%
[libx264 @ 0x56283c5169c0] mb B  I16..4:  1.8%  1.8%  2.9%  B16..8: 21.5%  8.1%  5.2%  direct: 9.6%  skip:49.1%  L0:43.8% L1:39.4% BI:16.7%
[libx264 @ 0x56283c5169c0] 8x8 transform intra:34.6% inter:39.2%
[libx264 @ 0x56283c5169c0] coded y,uvDC,uvAC intra: 50.3% 50.3% 37.8% inter: 23.1% 20.4% 2.3%
[libx264 @ 0x56283c5169c0] i16 v,h,dc,p: 74% 14%  7%  6%
[libx264 @ 0x56283c5169c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 25% 11% 48%  2%  3%  3%  3%  3%  3%
[libx264 @ 0x56283c5169c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 26% 12% 19%  7%  7%  8%  6%  8%  7%
[libx264 @ 0x56283c5169c0] i8c dc,h,v,p: 62% 11% 20%  7%
[libx264 @ 0x56283c5169c0] Weighted P-Frames: Y:13.3% UV:8.9%
[libx264 @ 0x56283c5169c0] ref P L0: 47.0% 11.6% 25.4% 13.6%  2.4%
[libx264 @ 0x56283c5169c0] ref B L0: 81.0% 15.0%  4.0%
[libx264 @ 0x56283c5169c0] ref B L1: 93.1%  6.9%
[libx264 @ 0x56283c5169c0] kb/s:1454.81

Prediction

fofr/lcm-video2video:40dc81b6

Model

fofr/lcm-video2video:5aa3d1b1

zacs4a3b6chrpyo6rblhv63rq4

Status

Succeeded

Source

Web

Hardware

A40 (Large)

Total duration

4m 53s

Created

over 1 year ago

Input

fps: 16
video
prompt: an oil painting of a village street, beautiful, detailed, amazing light
max_width: 768
controlnet: illusion
return_frames
guidance_scale: 6
prompt_strength: 1
extract_all_frames
canny_low_threshold: 100
num_inference_steps: 8
canny_high_threshold: 200
control_guidance_end: 1
control_guidance_start: 0
controlnet_conditioning_scale: 2.8

{
  "fps": 16,
  "video": "https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4",
  "prompt": "an oil painting of a village street, beautiful, detailed, amazing light",
  "max_width": 768,
  "controlnet": "illusion",
  "return_frames": true,
  "guidance_scale": 6,
  "prompt_strength": 1,
  "extract_all_frames": true,
  "canny_low_threshold": 100,
  "num_inference_steps": 8,
  "canny_high_threshold": 200,
  "control_guidance_end": 1,
  "control_guidance_start": 0,
  "controlnet_conditioning_scale": 2.8
}

Install Replicate’s Node.js client library

npm install replicate

Set 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 fofr/lcm-video2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "fofr/lcm-video2video:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d",
  {
    input: {
      fps: 16,
      video: "https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4",
      prompt: "an oil painting of a village street, beautiful, detailed, amazing light",
      max_width: 768,
      controlnet: "illusion",
      return_frames: true,
      guidance_scale: 6,
      prompt_strength: 1,
      extract_all_frames: true,
      canny_low_threshold: 100,
      num_inference_steps: 8,
      canny_high_threshold: 200,
      control_guidance_end: 1,
      control_guidance_start: 0,
      controlnet_conditioning_scale: 2.8
    }
  }
);
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 replicate

Set 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 replicate

Run fofr/lcm-video2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "fofr/lcm-video2video:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d",
    input={
        "fps": 16,
        "video": "https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4",
        "prompt": "an oil painting of a village street, beautiful, detailed, amazing light",
        "max_width": 768,
        "controlnet": "illusion",
        "return_frames": True,
        "guidance_scale": 6,
        "prompt_strength": 1,
        "extract_all_frames": True,
        "canny_low_threshold": 100,
        "num_inference_steps": 8,
        "canny_high_threshold": 200,
        "control_guidance_end": 1,
        "control_guidance_start": 0,
        "controlnet_conditioning_scale": 2.8
    }
)
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 fofr/lcm-video2video 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": "40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d",
    "input": {
      "fps": 16,
      "video": "https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4",
      "prompt": "an oil painting of a village street, beautiful, detailed, amazing light",
      "max_width": 768,
      "controlnet": "illusion",
      "return_frames": true,
      "guidance_scale": 6,
      "prompt_strength": 1,
      "extract_all_frames": true,
      "canny_low_threshold": 100,
      "num_inference_steps": 8,
      "canny_high_threshold": 200,
      "control_guidance_end": 1,
      "control_guidance_start": 0,
      "controlnet_conditioning_scale": 2.8
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Install Cog

brew install cog

If you don’t have Homebrew, there are other installation options available.

Pull and run fofr/lcm-video2video using Cog (this will download the full model and run it in your local environment):

cog predict r8.im/fofr/lcm-video2video@sha256:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d \
  -i 'fps=16' \
  -i 'video="https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4"' \
  -i 'prompt="an oil painting of a village street, beautiful, detailed, amazing light"' \
  -i 'max_width=768' \
  -i 'controlnet="illusion"' \
  -i 'return_frames=true' \
  -i 'guidance_scale=6' \
  -i 'prompt_strength=1' \
  -i 'extract_all_frames=true' \
  -i 'canny_low_threshold=100' \
  -i 'num_inference_steps=8' \
  -i 'canny_high_threshold=200' \
  -i 'control_guidance_end=1' \
  -i 'control_guidance_start=0' \
  -i 'controlnet_conditioning_scale=2.8'

To learn more, take a look at the Cog documentation.

Pull and run fofr/lcm-video2video using Docker (this will download the full model and run it in your local environment):

docker run -d -p 5000:5000 --gpus=all r8.im/fofr/lcm-video2video@sha256:40dc81b608eb6aac462a33027601406364ffa625ec709d75439c44fc0422192d
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "fps": 16,
      "video": "https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4",
      "prompt": "an oil painting of a village street, beautiful, detailed, amazing light",
      "max_width": 768,
      "controlnet": "illusion",
      "return_frames": true,
      "guidance_scale": 6,
      "prompt_strength": 1,
      "extract_all_frames": true,
      "canny_low_threshold": 100,
      "num_inference_steps": 8,
      "canny_high_threshold": 200,
      "control_guidance_end": 1,
      "control_guidance_start": 0,
      "controlnet_conditioning_scale": 2.8
    }
  }' \
  http://localhost:5000/predictions

Output

frames.tar.gz

{
  "completed_at": "2023-11-11T21:02:26.323563Z",
  "created_at": "2023-11-11T20:57:33.453112Z",
  "data_removed": false,
  "error": null,
  "id": "zacs4a3b6chrpyo6rblhv63rq4",
  "input": {
    "fps": 16,
    "video": "https://replicate.delivery/pbxt/JrOvBZh0RRXNNdDOHwSIthBta6ja2yjrGKcTi3TC0GQIOKUp/spiral.mp4",
    "prompt": "an oil painting of a village street, beautiful, detailed, amazing light",
    "max_width": 768,
    "controlnet": "illusion",
    "return_frames": true,
    "guidance_scale": 6,
    "prompt_strength": 1,
    "extract_all_frames": true,
    "canny_low_threshold": 100,
    "num_inference_steps": 8,
    "canny_high_threshold": 200,
    "control_guidance_end": 1,
    "control_guidance_start": 0,
    "controlnet_conditioning_scale": 2.8
  },
  "logs": "Using seed: 59826\nExtracting frames from video: /tmp/tmpa5f_nvf1spiral.mp4\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, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmpa5f_nvf1spiral.mp4':\nMetadata:\nmajor_brand     : isom\nminor_version   : 512\ncompatible_brands: isomiso2avc1mp41\nencoder         : Lavf60.3.100\nDuration: 00:00:06.00, start: 0.000000, bitrate: 3505 kb/s\nStream #0:0(eng): Video: h264 (High) (avc1 / 0x31637661), yuv420p(tv, bt709), 3840x2160 [SAR 1:1 DAR 16:9], 3488 kb/s, 60 fps, 60 tbr, 15360 tbn, 120 tbc (default)\nMetadata:\nhandler_name    : VideoHandler\nvendor_id       : [0][0][0][0]\nencoder         : Lavc60.3.100 libx264\nStream #0:1(eng): Audio: aac (LC) (mp4a / 0x6134706D), 48000 Hz, stereo, fltp, 2 kb/s (default)\nMetadata:\nhandler_name    : SoundHandler\nvendor_id       : [0][0][0][0]\nStream mapping:\nStream #0:0 -> #0:0 (h264 (native) -> png (native))\nPress [q] to stop, [?] for help\nOutput #0, image2, to '/tmp/out%03d.png':\nMetadata:\nmajor_brand     : isom\nminor_version   : 512\ncompatible_brands: isomiso2avc1mp41\nencoder         : Lavf58.76.100\nStream #0:0(eng): Video: png, rgb24(pc, gbr/bt709/bt709, progressive), 3840x2160 [SAR 1:1 DAR 16:9], q=2-31, 200 kb/s, 60 fps, 60 tbn (default)\nMetadata:\nhandler_name    : VideoHandler\nvendor_id       : [0][0][0][0]\nencoder         : Lavc58.134.100 png\nframe=    1 fps=0.0 q=0.0 size=N/A time=00:00:00.00 bitrate=N/A speed=   0x\nframe=   21 fps=0.0 q=-0.0 size=N/A time=00:00:00.13 bitrate=N/A speed=0.217x\nframe=   42 fps= 37 q=-0.0 size=N/A time=00:00:00.18 bitrate=N/A speed=0.161x\nframe=   57 fps= 34 q=-0.0 size=N/A time=00:00:00.36 bitrate=N/A speed=0.218x\nframe=   73 fps= 33 q=-0.0 size=N/A time=00:00:00.61 bitrate=N/A speed=0.277x\nframe=   88 fps= 32 q=-0.0 size=N/A time=00:00:00.86 bitrate=N/A speed=0.315x\nframe=  109 fps= 34 q=-0.0 size=N/A time=00:00:01.10 bitrate=N/A speed=0.338x\nframe=  126 fps= 33 q=-0.0 size=N/A time=00:00:01.38 bitrate=N/A speed=0.365x\nframe=  142 fps= 33 q=-0.0 size=N/A time=00:00:01.65 bitrate=N/A speed=0.385x\nframe=  168 fps= 35 q=-0.0 size=N/A time=00:00:02.08 bitrate=N/A speed=0.432x\nframe=  186 fps= 35 q=-0.0 size=N/A time=00:00:02.36 bitrate=N/A speed=0.444x\nframe=  202 fps= 34 q=-0.0 size=N/A time=00:00:02.63 bitrate=N/A speed=0.449x\nframe=  225 fps= 35 q=-0.0 size=N/A time=00:00:03.01 bitrate=N/A speed=0.474x\nframe=  242 fps= 35 q=-0.0 size=N/A time=00:00:03.30 bitrate=N/A speed=0.48x\nframe=  264 fps= 36 q=-0.0 size=N/A time=00:00:03.66 bitrate=N/A speed=0.496x\nframe=  276 fps= 35 q=-0.0 size=N/A time=00:00:03.86 bitrate=N/A speed=0.488x\nframe=  304 fps= 36 q=-0.0 size=N/A time=00:00:04.33 bitrate=N/A speed=0.514x\nframe=  321 fps= 36 q=-0.0 size=N/A time=00:00:04.55 bitrate=N/A speed=0.509x\nframe=  336 fps= 36 q=-0.0 size=N/A time=00:00:04.80 bitrate=N/A speed=0.508x\nframe=  358 fps= 36 q=-0.0 size=N/A time=00:00:05.16 bitrate=N/A speed=0.518x\nframe=  360 fps= 34 q=-0.0 Lsize=N/A time=00:00:06.00 bitrate=N/A speed=0.571x\nvideo:346002kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown\nExtracted 360 frames from video\nResizing frames to max width: 768\nRunning controlnet on each frame\nLoading pipeline components...:   0%|          | 0/5 [00:00<?, ?it/s]\nLoading pipeline components...:  60%|██████    | 3/5 [00:00<00:00, 13.32it/s]\nLoading pipeline components...: 100%|██████████| 5/5 [00:00<00:00, 10.21it/s]\nLoading pipeline components...: 100%|██████████| 5/5 [00:00<00:00, 10.65it/s]\n/root/.pyenv/versions/3.11.6/lib/python3.11/site-packages/diffusers/pipelines/pipeline_utils.py:750: FutureWarning: `torch_dtype` is deprecated and will be removed in version 0.25.0.\ndeprecate(\"torch_dtype\", \"0.25.0\", \"\")\n/root/.pyenv/versions/3.11.6/lib/python3.11/site-packages/diffusers/pipelines/pipeline_utils.py:753: FutureWarning: `torch_device` is deprecated and will be removed in version 0.25.0.\ndeprecate(\"torch_device\", \"0.25.0\", \"\")\n  0%|          | 0/8 [00:00<?, ?it/s]\n 38%|███▊      | 3/8 [00:00<00:00, 21.91it/s]\n 75%|███████▌  | 6/8 [00:00<00:00, 22.31it/s]\n100%|██████████| 8/8 [00:00<00:00, 22.34it/s]\nSaving frame: /tmp/out001.png\n  0%|          | 0/8 [00:00<?, ?it/s]\n 38%|███▊      | 3/8 [00:00<00:00, 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[00:00<00:00, 22.30it/s]\n 75%|███████▌  | 6/8 [00:00<00:00, 22.26it/s]\n100%|██████████| 8/8 [00:00<00:00, 22.24it/s]\nSaving frame: /tmp/out360.png\nCreating video from frames\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, image2, from '/tmp/out*.png':\nDuration: 00:00:22.50, start: 0.000000, bitrate: N/A\nStream #0:0: Video: png, rgb24(pc), 768x432, 16 fps, 16 tbr, 16 tbn, 16 tbc\nStream mapping:\nStream #0:0 -> #0:0 (png (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[libx264 @ 0x55bec6a69b00] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n[libx264 @ 0x55bec6a69b00] profile High, level 3.0, 4:2:0, 8-bit\n[libx264 @ 0x55bec6a69b00] 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=13 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=16 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=17.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00\nOutput #0, mp4, to '/tmp/output_video.mp4':\nMetadata:\nencoder         : Lavf58.76.100\nStream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 768x432, q=2-31, 16 fps, 16384 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=    1 fps=0.0 q=0.0 size=       0kB time=00:00:00.00 bitrate=N/A speed=   0x\nframe=  104 fps=0.0 q=21.0 size=    1536kB time=00:00:02.75 bitrate=4575.6kbits/s speed=5.22x\nframe=  184 fps=179 q=21.0 size=    4608kB time=00:00:07.75 bitrate=4870.8kbits/s speed=7.52x\nframe=  266 fps=174 q=21.0 size=    7424kB time=00:00:12.87 bitrate=4723.7kbits/s speed= 8.4x\nframe=  345 fps=169 q=21.0 size=   10240kB time=00:00:17.81 bitrate=4709.4kbits/s speed=8.71x\nframe=  360 fps=150 q=-1.0 Lsize=   12679kB time=00:00:22.31 bitrate=4655.1kbits/s speed=9.28x\nvideo:12674kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.037007%\n[libx264 @ 0x55bec6a69b00] frame I:3     Avg QP:17.18  size: 96834\n[libx264 @ 0x55bec6a69b00] frame P:162   Avg QP:18.43  size: 49955\n[libx264 @ 0x55bec6a69b00] frame B:195   Avg QP:20.67  size: 23563\n[libx264 @ 0x55bec6a69b00] consecutive B-frames: 27.8%  0.0%  0.0% 72.2%\n[libx264 @ 0x55bec6a69b00] mb I  I16..4:  1.5% 40.5% 58.0%\n[libx264 @ 0x55bec6a69b00] mb P  I16..4:  0.3% 11.5% 12.7%  P16..4: 26.7% 27.9% 20.4%  0.0%  0.0%    skip: 0.5%\n[libx264 @ 0x55bec6a69b00] mb B  I16..4:  0.0%  1.6%  2.0%  B16..8: 23.1% 15.3%  9.6%  direct:30.1%  skip:18.4%  L0:31.0% L1:35.1% BI:33.9%\n[libx264 @ 0x55bec6a69b00] 8x8 transform intra:46.0% inter:36.9%\n[libx264 @ 0x55bec6a69b00] coded y,uvDC,uvAC intra: 98.9% 98.7% 91.5% inter: 72.5% 65.0% 14.5%\n[libx264 @ 0x55bec6a69b00] i16 v,h,dc,p: 12% 11%  4% 73%\n[libx264 @ 0x55bec6a69b00] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 16% 17% 12%  8%  7%  7%  9% 10% 14%\n[libx264 @ 0x55bec6a69b00] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 16% 16% 12%  9%  8%  8% 10%  9% 12%\n[libx264 @ 0x55bec6a69b00] i8c dc,h,v,p: 45% 20% 18% 18%\n[libx264 @ 0x55bec6a69b00] Weighted P-Frames: Y:30.2% UV:21.6%\n[libx264 @ 0x55bec6a69b00] ref P L0: 59.1% 31.9%  5.4%  2.5%  1.0%\n[libx264 @ 0x55bec6a69b00] ref B L0: 93.0%  4.6%  2.3%\n[libx264 @ 0x55bec6a69b00] ref B L1: 98.7%  1.3%\n[libx264 @ 0x55bec6a69b00] kb/s:4614.36\nTarring and returning all frames",
  "metrics": {
    "predict_time": 292.875074,
    "total_time": 292.870451
  },
  "output": [
    "https://replicate.delivery/pbxt/iNy2a2ExgD5BFRWKX94C9yB0Czvbrciuhxo2v0Dy4eYu7s7IA/output_video.mp4",
    "https://replicate.delivery/pbxt/p6v2xKfpoRU8cq1FecbOxA7DmaQ0pIb89uTD4ttD2AQeuzujA/frames.tar.gz"
  ],
  "started_at": "2023-11-11T20:57:33.448489Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/zacs4a3b6chrpyo6rblhv63rq4",
    "cancel": "https://api.replicate.com/v1/predictions/zacs4a3b6chrpyo6rblhv63rq4/cancel"
  },
  "version": "5aa3d1b1babdfc6f05afae142bbcac7a23d14c653643333ea43ca5b9fcfed6b6"
}

Generated in

4 minutes 53 seconds

Tweak it ShareReport

Using seed: 59826
Extracting frames from video: /tmp/tmpa5f_nvf1spiral.mp4
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, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmpa5f_nvf1spiral.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf60.3.100
Duration: 00:00:06.00, start: 0.000000, bitrate: 3505 kb/s
Stream #0:0(eng): Video: h264 (High) (avc1 / 0x31637661), yuv420p(tv, bt709), 3840x2160 [SAR 1:1 DAR 16:9], 3488 kb/s, 60 fps, 60 tbr, 15360 tbn, 120 tbc (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
encoder         : Lavc60.3.100 libx264
Stream #0:1(eng): Audio: aac (LC) (mp4a / 0x6134706D), 48000 Hz, stereo, fltp, 2 kb/s (default)
Metadata:
handler_name    : SoundHandler
vendor_id       : [0][0][0][0]
Stream mapping:
Stream #0:0 -> #0:0 (h264 (native) -> png (native))
Press [q] to stop, [?] for help
Output #0, image2, to '/tmp/out%03d.png':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.76.100
Stream #0:0(eng): Video: png, rgb24(pc, gbr/bt709/bt709, progressive), 3840x2160 [SAR 1:1 DAR 16:9], q=2-31, 200 kb/s, 60 fps, 60 tbn (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
encoder         : Lavc58.134.100 png
frame=    1 fps=0.0 q=0.0 size=N/A time=00:00:00.00 bitrate=N/A speed=   0x
frame=   21 fps=0.0 q=-0.0 size=N/A time=00:00:00.13 bitrate=N/A speed=0.217x
frame=   42 fps= 37 q=-0.0 size=N/A time=00:00:00.18 bitrate=N/A speed=0.161x
frame=   57 fps= 34 q=-0.0 size=N/A time=00:00:00.36 bitrate=N/A speed=0.218x
frame=   73 fps= 33 q=-0.0 size=N/A time=00:00:00.61 bitrate=N/A speed=0.277x
frame=   88 fps= 32 q=-0.0 size=N/A time=00:00:00.86 bitrate=N/A speed=0.315x
frame=  109 fps= 34 q=-0.0 size=N/A time=00:00:01.10 bitrate=N/A speed=0.338x
frame=  126 fps= 33 q=-0.0 size=N/A time=00:00:01.38 bitrate=N/A speed=0.365x
frame=  142 fps= 33 q=-0.0 size=N/A time=00:00:01.65 bitrate=N/A speed=0.385x
frame=  168 fps= 35 q=-0.0 size=N/A time=00:00:02.08 bitrate=N/A speed=0.432x
frame=  186 fps= 35 q=-0.0 size=N/A time=00:00:02.36 bitrate=N/A speed=0.444x
frame=  202 fps= 34 q=-0.0 size=N/A time=00:00:02.63 bitrate=N/A speed=0.449x
frame=  225 fps= 35 q=-0.0 size=N/A time=00:00:03.01 bitrate=N/A speed=0.474x
frame=  242 fps= 35 q=-0.0 size=N/A time=00:00:03.30 bitrate=N/A speed=0.48x
frame=  264 fps= 36 q=-0.0 size=N/A time=00:00:03.66 bitrate=N/A speed=0.496x
frame=  276 fps= 35 q=-0.0 size=N/A time=00:00:03.86 bitrate=N/A speed=0.488x
frame=  304 fps= 36 q=-0.0 size=N/A time=00:00:04.33 bitrate=N/A speed=0.514x
frame=  321 fps= 36 q=-0.0 size=N/A time=00:00:04.55 bitrate=N/A speed=0.509x
frame=  336 fps= 36 q=-0.0 size=N/A time=00:00:04.80 bitrate=N/A speed=0.508x
frame=  358 fps= 36 q=-0.0 size=N/A time=00:00:05.16 bitrate=N/A speed=0.518x
frame=  360 fps= 34 q=-0.0 Lsize=N/A time=00:00:06.00 bitrate=N/A speed=0.571x
video:346002kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown
Extracted 360 frames from video
Resizing frames to max width: 768
Running controlnet on each frame
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/root/.pyenv/versions/3.11.6/lib/python3.11/site-packages/diffusers/pipelines/pipeline_utils.py:750: FutureWarning: `torch_dtype` is deprecated and will be removed in version 0.25.0.
deprecate("torch_dtype", "0.25.0", "")
/root/.pyenv/versions/3.11.6/lib/python3.11/site-packages/diffusers/pipelines/pipeline_utils.py:753: FutureWarning: `torch_device` is deprecated and will be removed in version 0.25.0.
deprecate("torch_device", "0.25.0", "")
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Creating video from frames
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, image2, from '/tmp/out*.png':
Duration: 00:00:22.50, start: 0.000000, bitrate: N/A
Stream #0:0: Video: png, rgb24(pc), 768x432, 16 fps, 16 tbr, 16 tbn, 16 tbc
Stream mapping:
Stream #0:0 -> #0:0 (png (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[libx264 @ 0x55bec6a69b00] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x55bec6a69b00] profile High, level 3.0, 4:2:0, 8-bit
[libx264 @ 0x55bec6a69b00] 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=13 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=16 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=17.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00
Output #0, mp4, to '/tmp/output_video.mp4':
Metadata:
encoder         : Lavf58.76.100
Stream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 768x432, q=2-31, 16 fps, 16384 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=    1 fps=0.0 q=0.0 size=       0kB time=00:00:00.00 bitrate=N/A speed=   0x
frame=  104 fps=0.0 q=21.0 size=    1536kB time=00:00:02.75 bitrate=4575.6kbits/s speed=5.22x
frame=  184 fps=179 q=21.0 size=    4608kB time=00:00:07.75 bitrate=4870.8kbits/s speed=7.52x
frame=  266 fps=174 q=21.0 size=    7424kB time=00:00:12.87 bitrate=4723.7kbits/s speed= 8.4x
frame=  345 fps=169 q=21.0 size=   10240kB time=00:00:17.81 bitrate=4709.4kbits/s speed=8.71x
frame=  360 fps=150 q=-1.0 Lsize=   12679kB time=00:00:22.31 bitrate=4655.1kbits/s speed=9.28x
video:12674kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.037007%
[libx264 @ 0x55bec6a69b00] frame I:3     Avg QP:17.18  size: 96834
[libx264 @ 0x55bec6a69b00] frame P:162   Avg QP:18.43  size: 49955
[libx264 @ 0x55bec6a69b00] frame B:195   Avg QP:20.67  size: 23563
[libx264 @ 0x55bec6a69b00] consecutive B-frames: 27.8%  0.0%  0.0% 72.2%
[libx264 @ 0x55bec6a69b00] mb I  I16..4:  1.5% 40.5% 58.0%
[libx264 @ 0x55bec6a69b00] mb P  I16..4:  0.3% 11.5% 12.7%  P16..4: 26.7% 27.9% 20.4%  0.0%  0.0%    skip: 0.5%
[libx264 @ 0x55bec6a69b00] mb B  I16..4:  0.0%  1.6%  2.0%  B16..8: 23.1% 15.3%  9.6%  direct:30.1%  skip:18.4%  L0:31.0% L1:35.1% BI:33.9%
[libx264 @ 0x55bec6a69b00] 8x8 transform intra:46.0% inter:36.9%
[libx264 @ 0x55bec6a69b00] coded y,uvDC,uvAC intra: 98.9% 98.7% 91.5% inter: 72.5% 65.0% 14.5%
[libx264 @ 0x55bec6a69b00] i16 v,h,dc,p: 12% 11%  4% 73%
[libx264 @ 0x55bec6a69b00] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 16% 17% 12%  8%  7%  7%  9% 10% 14%
[libx264 @ 0x55bec6a69b00] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 16% 16% 12%  9%  8%  8% 10%  9% 12%
[libx264 @ 0x55bec6a69b00] i8c dc,h,v,p: 45% 20% 18% 18%
[libx264 @ 0x55bec6a69b00] Weighted P-Frames: Y:30.2% UV:21.6%
[libx264 @ 0x55bec6a69b00] ref P L0: 59.1% 31.9%  5.4%  2.5%  1.0%
[libx264 @ 0x55bec6a69b00] ref B L0: 93.0%  4.6%  2.3%
[libx264 @ 0x55bec6a69b00] ref B L1: 98.7%  1.3%
[libx264 @ 0x55bec6a69b00] kb/s:4614.36
Tarring and returning all frames

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fofr / lcm-video2video

Prediction

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Prediction

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Output

Logs (adykkp3bkdjr4rcsmlewqycd74)

Logs (zacs4a3b6chrpyo6rblhv63rq4)