pschaldenbrand/text2video ✓🔢📝 → 🖼️

▶️ 8.5K runs 📅 Oct 2022 ⚙️ Cog 0.4.4 🔗 GitHub 📄 Paper ⚖️ License

text-to-video

About

Method for generating bizarre looking videos from a series of language descriptions of the video. From the Bot Intelligence Group at CMU: Peter Schaldenbrand, Zhixuan Liu, & Jean Oh

Example Output

Output

Performance Metrics

691.10s Prediction Time

773.78s Total Time

All Input Parameters

{
  "fast": false,
  "width": 640,
  "height": 360,
  "prompts": "Once upon a midnight dreary, while I pondered, weak and weary&Over many a quaint and curious volume of forgotten lore&While I nodded, nearly napping, suddenly there came a tapping&As of some one gently rapping, rapping at my chamber door&“’Tis some visitor,” I muttered, “tapping at my chamber door&Only this and nothing more.”",
  "frame_rate": 8,
  "temperature": 30,
  "frames_per_promt": 40
}

Input Parameters

fast Type: booleanDefault: true: Faster video generation at the cost of some quality
width Type: integerDefault: 640: Video width in pixels
height Type: integerDefault: 360: Video height in pixels
prompts (required) Type: string: Text descriptions separated by &
frame_rate Type: integerDefault: 8: Frames per second of output video
temperature Type: numberDefault: 30: How much frame-to-frame changes. 100 = tons. 0 = barely.
frames_per_promt Type: integerDefault: 20: How many video frames to dedicate to each given prompt.

Output Schema

Output

Type: array • Items Type: string • Items Format: uri

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100%|██████████| 440/440 [11:24<00:00,  1.55s/it]ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers
  built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)
  configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --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-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
  libavutil      56. 31.100 / 56. 31.100
  libavcodec     58. 54.100 / 58. 54.100
  libavformat    58. 29.100 / 58. 29.100
  libavdevice    58.  8.100 / 58.  8.100
  libavfilter     7. 57.100 /  7. 57.100
  libavresample   4.  0.  0 /  4.  0.  0
  libswscale      5.  5.100 /  5.  5.100
  libswresample   3.  5.100 /  3.  5.100
  libpostproc    55.  5.100 / 55.  5.100
Input #0, image2, from 'cog_out/frame%06d.jpg':
  Duration: 00:00:17.60, start: 0.000000, bitrate: N/A
    Stream #0:0: Video: mjpeg (Baseline), yuvj420p(pc, bt470bg/unknown/unknown), 640x360 [SAR 1:1 DAR 16:9], 25 fps, 25 tbr, 25 tbn, 25 tbc
Stream mapping:
  Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[swscaler @ 0x555a834d2b40] deprecated pixel format used, make sure you did set range correctly
[libx264 @ 0x555a82fa06c0] using SAR=1/1
[libx264 @ 0x555a82fa06c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x555a82fa06c0] profile High, level 2.2
[libx264 @ 0x555a82fa06c0] 264 - core 155 r2917 0a84d98 - H.264/MPEG-4 AVC codec - Copyleft 2003-2018 - 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=11 lookahead_threads=1 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=8 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=25.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00
Output #0, mp4, to 'cog_out/out.mp4':
  Metadata:
    encoder         : Lavf58.29.100
    Stream #0:0: Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 640x360 [SAR 1:1 DAR 16:9], q=-1--1, 8 fps, 16384 tbn, 8 tbc
    Metadata:
      encoder         : Lavc58.54.100 libx264
    Side data:
      cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1
frame=   72 fps=0.0 q=26.0 size=     256kB time=00:00:01.75 bitrate=1198.6kbits/s speed=3.48x
frame=  116 fps=111 q=26.0 size=    1024kB time=00:00:07.25 bitrate=1157.1kbits/s speed=6.93x
frame=  161 fps=103 q=26.0 size=    2048kB time=00:00:12.87 bitrate=1303.1kbits/s speed=8.25x
frame=  208 fps=101 q=26.0 size=    3072kB time=00:00:18.75 bitrate=1342.2kbits/s speed= 9.1x
frame=  256 fps=100 q=26.0 size=    4096kB time=00:00:24.75 bitrate=1355.7kbits/s speed=9.66x
frame=  303 fps= 99 q=26.0 size=    5376kB time=00:00:30.62 bitrate=1438.1kbits/s speed=9.98x
frame=  345 fps= 97 q=26.0 size=    6400kB time=00:00:35.87 bitrate=1461.4kbits/s speed=  10x
frame=  394 fps= 96 q=26.0 size=    7424kB time=00:00:42.00 bitrate=1448.0kbits/s speed=10.3x
frame=  440 fps= 96 q=26.0 size=    8192kB time=00:00:47.75 bitrate=1405.4kbits/s speed=10.4x
frame=  440 fps= 86 q=-1.0 Lsize=    9504kB time=00:00:54.62 bitrate=1425.4kbits/s speed=10.7x
video:9498kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.064156%
[libx264 @ 0x555a82fa06c0] frame I:9     Avg QP:23.75  size: 35047
[libx264 @ 0x555a82fa06c0] frame P:111   Avg QP:26.20  size: 26718
[libx264 @ 0x555a82fa06c0] frame B:320   Avg QP:26.90  size: 20139
[libx264 @ 0x555a82fa06c0] consecutive B-frames:  2.5%  0.5%  3.4% 93.6%
[libx264 @ 0x555a82fa06c0] mb I  I16..4:  0.1% 97.9%  2.0%
[libx264 @ 0x555a82fa06c0] mb P  I16..4:  0.0% 87.7%  1.8%  P16..4:  4.0%  4.2%  2.2%  0.0%  0.0%    skip: 0.0%
[libx264 @ 0x555a82fa06c0] mb B  I16..4:  0.0% 25.3%  2.4%  B16..8: 16.2%  8.2%  4.9%  direct:41.0%  skip: 2.0%  L0:34.3% L1:30.9% BI:34.9%
[libx264 @ 0x555a82fa06c0] 8x8 transform intra:95.0% inter:89.5%
[libx264 @ 0x555a82fa06c0] coded y,uvDC,uvAC intra: 98.4% 90.2% 46.7% inter: 90.2% 86.9% 11.0%
[libx264 @ 0x555a82fa06c0] i16 v,h,dc,p:  1%  7%  2% 90%
[libx264 @ 0x555a82fa06c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 22% 13% 22%  5%  7%  8%  7%  8%  9%
[libx264 @ 0x555a82fa06c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 11% 11%  8% 10% 12%  9% 11% 10%
[libx264 @ 0x555a82fa06c0] i8c dc,h,v,p: 50% 20% 23%  7%
[libx264 @ 0x555a82fa06c0] Weighted P-Frames: Y:41.4% UV:38.7%
[libx264 @ 0x555a82fa06c0] ref P L0: 40.5% 16.1% 21.2% 16.7%  5.4%
[libx264 @ 0x555a82fa06c0] ref B L0: 85.2% 11.3%  3.5%
[libx264 @ 0x555a82fa06c0] ref B L1: 94.7%  5.3%
[libx264 @ 0x555a82fa06c0] kb/s:1414.64

100%|██████████| 440/440 [11:30<00:00,  1.57s/it]

Version Details

Version ID: ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee
Version Created: October 25, 2022

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