pschaldenbrand
/
text2video
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
Prediction
pschaldenbrand/text2video:ed5518acID5cdcmxg5ovbyfdl633uriwmxiiStatusSucceededSourceWebHardwareT4Total durationCreatedInput
- fast
- width
- 640
- height
- 360
- prompts
- The dog is walking through a beautiful forest&A dog flying into the night sky
- frame_rate
- 8
- temperature
- 30
- frames_per_promt
- 40
{ "fast": false, "width": 640, "height": 360, "prompts": "The dog is walking through a beautiful forest&A dog flying into the night sky", "frame_rate": 8, "temperature": 30, "frames_per_promt": 40 }Install Replicate’s Node.js client library:npm install replicateSet theREPLICATE_API_TOKENenvironment 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 pschaldenbrand/text2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "pschaldenbrand/text2video:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", { input: { fast: false, width: 640, height: 360, prompts: "The dog is walking through a beautiful forest&A dog flying into the night sky", frame_rate: 8, temperature: 30, frames_per_promt: 40 } } ); 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 theREPLICATE_API_TOKENenvironment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import the client:import replicateRun pschaldenbrand/text2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "pschaldenbrand/text2video:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", input={ "fast": False, "width": 640, "height": 360, "prompts": "The dog is walking through a beautiful forest&A dog flying into the night sky", "frame_rate": 8, "temperature": 30, "frames_per_promt": 40 } ) # The pschaldenbrand/text2video model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/pschaldenbrand/text2video/api#output-schema print(item)To learn more, take a look at the guide on getting started with Python.
Set theREPLICATE_API_TOKENenvironment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Run pschaldenbrand/text2video 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": "ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", "input": { "fast": false, "width": 640, "height": 360, "prompts": "The dog is walking through a beautiful forest&A dog flying into the night sky", "frame_rate": 8, "temperature": 30, "frames_per_promt": 40 } }' \ https://api.replicate.com/v1/predictionsTo learn more, take a look at Replicate’s HTTP API reference docs.
You can run this model locally using Cog. First, install Cog:brew install cogIf you don’t have Homebrew, there are other installation options available.
Run this to download the model and run it in your local environment:
cog predict r8.im/pschaldenbrand/text2video@sha256:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee \ -i 'fast=false' \ -i 'width=640' \ -i 'height=360' \ -i 'prompts="The dog is walking through a beautiful forest&A dog flying into the night sky"' \ -i 'frame_rate=8' \ -i 'temperature=30' \ -i 'frames_per_promt=40'To learn more, take a look at the Cog documentation.
Run this to download the model and run it in your local environment:
docker run -d -p 5000:5000 --gpus=all r8.im/pschaldenbrand/text2video@sha256:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58feecurl -s -X POST \ -H "Content-Type: application/json" \ -d $'{ "input": { "fast": false, "width": 640, "height": 360, "prompts": "The dog is walking through a beautiful forest&A dog flying into the night sky", "frame_rate": 8, "temperature": 30, "frames_per_promt": 40 } }' \ http://localhost:5000/predictionsTo learn more, take a look at the Cog documentation.
Output
{ "completed_at": "2022-10-23T17:22:07.163325Z", "created_at": "2022-10-23T17:19:02.412869Z", "data_removed": false, "error": null, "id": "5cdcmxg5ovbyfdl633uriwmxii", "input": { "fast": false, "width": 640, "height": 360, "prompts": "The dog is walking through a beautiful forest&A dog flying into the night sky", "frame_rate": 8, "temperature": 30, "frames_per_promt": 40 }, "logs": "0%| | 0/120 [00:00<?, ?it/s]\n 1%| | 1/120 [00:02<05:36, 2.83s/it]\n 2%|▏ | 2/120 [00:04<04:03, 2.06s/it]\n 2%|▎ | 3/120 [00:05<03:31, 1.81s/it]\n 3%|▎ | 4/120 [00:07<03:15, 1.69s/it]\n 4%|▍ | 5/120 [00:08<03:09, 1.64s/it]\n 5%|▌ | 6/120 [00:10<03:01, 1.59s/it]\n 6%|▌ | 7/120 [00:11<02:58, 1.58s/it]\n 7%|▋ | 8/120 [00:13<02:53, 1.55s/it]\n 8%|▊ | 9/120 [00:14<02:51, 1.54s/it]\n 8%|▊ | 10/120 [00:16<02:49, 1.54s/it]\n 9%|▉ | 11/120 [00:18<02:47, 1.54s/it]\n 10%|█ | 12/120 [00:19<02:47, 1.55s/it]\n 11%|█ | 13/120 [00:21<02:45, 1.54s/it]\n 12%|█▏ | 14/120 [00:22<02:43, 1.54s/it]\n 12%|█▎ | 15/120 [00:24<02:42, 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[02:37<00:25, 1.51s/it]\n 87%|████████▋ | 104/120 [02:39<00:24, 1.51s/it]\n 88%|████████▊ | 105/120 [02:40<00:22, 1.50s/it]\n 88%|████████▊ | 106/120 [02:42<00:20, 1.49s/it]\n 89%|████████▉ | 107/120 [02:43<00:19, 1.49s/it]\n 90%|█████████ | 108/120 [02:45<00:17, 1.49s/it]\n 91%|█████████ | 109/120 [02:46<00:16, 1.49s/it]\n 92%|█████████▏| 110/120 [02:48<00:14, 1.50s/it]\n 92%|█████████▎| 111/120 [02:49<00:13, 1.49s/it]\n 93%|█████████▎| 112/120 [02:51<00:11, 1.49s/it]\n 94%|█████████▍| 113/120 [02:52<00:10, 1.48s/it]\n 95%|█████████▌| 114/120 [02:54<00:08, 1.49s/it]\n 96%|█████████▌| 115/120 [02:55<00:07, 1.49s/it]\n 97%|█████████▋| 116/120 [02:57<00:05, 1.49s/it]\n 98%|█████████▊| 117/120 [02:58<00:04, 1.50s/it]\n 98%|█████████▊| 118/120 [03:00<00:03, 1.51s/it]\n 99%|█████████▉| 119/120 [03:01<00:01, 1.51s/it]\n100%|██████████| 120/120 [03:03<00:00, 1.51s/it]ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers\n built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n 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\n libavutil 56. 31.100 / 56. 31.100\n libavcodec 58. 54.100 / 58. 54.100\n libavformat 58. 29.100 / 58. 29.100\n libavdevice 58. 8.100 / 58. 8.100\n libavfilter 7. 57.100 / 7. 57.100\n libavresample 4. 0. 0 / 4. 0. 0\n libswscale 5. 5.100 / 5. 5.100\n libswresample 3. 5.100 / 3. 5.100\n libpostproc 55. 5.100 / 55. 5.100\nInput #0, image2, from 'cog_out/frame%06d.jpg':\n Duration: 00:00:03.20, start: 0.000000, bitrate: N/A\n 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\nStream mapping:\n Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[swscaler @ 0x55d70599d880] deprecated pixel format used, make sure you did set range correctly\n[libx264 @ 0x55d705593840] using SAR=1/1\n[libx264 @ 0x55d705593840] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n[libx264 @ 0x55d705593840] profile High, level 2.2\n[libx264 @ 0x55d705593840] 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\nOutput #0, mp4, to 'cog_out/out.mp4':\n Metadata:\n encoder : Lavf58.29.100\n 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\n Metadata:\n encoder : Lavc58.54.100 libx264\n Side data:\n cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1\nframe= 80 fps=0.0 q=-1.0 Lsize= 2060kB time=00:00:09.62 bitrate=1753.3kbits/s speed= 10x\nvideo:2058kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.086920%\n[libx264 @ 0x55d705593840] frame I:2 Avg QP:25.74 size: 37269\n[libx264 @ 0x55d705593840] frame P:20 Avg QP:27.24 size: 31342\n[libx264 @ 0x55d705593840] frame B:58 Avg QP:27.93 size: 24235\n[libx264 @ 0x55d705593840] consecutive B-frames: 2.5% 0.0% 7.5% 90.0%\n[libx264 @ 0x55d705593840] mb I I16..4: 0.0% 97.0% 3.0%\n[libx264 @ 0x55d705593840] mb P I16..4: 0.0% 86.6% 4.1% P16..4: 3.2% 3.8% 2.4% 0.0% 0.0% skip: 0.0%\n[libx264 @ 0x55d705593840] mb B I16..4: 0.0% 28.3% 4.7% B16..8: 16.5% 10.4% 6.1% direct:33.8% skip: 0.2% L0:33.7% L1:25.1% BI:41.2%\n[libx264 @ 0x55d705593840] 8x8 transform intra:90.8% inter:90.0%\n[libx264 @ 0x55d705593840] coded y,uvDC,uvAC intra: 98.8% 98.2% 71.4% inter: 96.5% 94.1% 25.9%\n[libx264 @ 0x55d705593840] i16 v,h,dc,p: 7% 7% 0% 86%\n[libx264 @ 0x55d705593840] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 16% 15% 5% 8% 9% 8% 7% 11%\n[libx264 @ 0x55d705593840] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 19% 15% 9% 7% 10% 10% 10% 9% 10%\n[libx264 @ 0x55d705593840] i8c dc,h,v,p: 50% 23% 15% 11%\n[libx264 @ 0x55d705593840] Weighted P-Frames: Y:55.0% UV:55.0%\n[libx264 @ 0x55d705593840] ref P L0: 40.1% 16.4% 19.1% 18.1% 6.4%\n[libx264 @ 0x55d705593840] ref B L0: 86.8% 10.3% 2.9%\n[libx264 @ 0x55d705593840] ref B L1: 95.1% 4.9%\n[libx264 @ 0x55d705593840] kb/s:1685.59\n\n100%|██████████| 120/120 [03:04<00:00, 1.54s/it]", "metrics": { "predict_time": 184.779911, "total_time": 184.750456 }, "output": [ "https://replicate.delivery/pbxt/INuyN3Ih5oIUEdp3pferTSFYiiqV0Nhuo3lilYkMyVYJmy4PA/frame000000.jpg", 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"aecb4d8545c9456f101d37d85ef14641ab98b336156a1465c1a544613ee82c38" }Generated in0%| | 0/120 [00:00<?, ?it/s] 1%| | 1/120 [00:02<05:36, 2.83s/it] 2%|▏ | 2/120 [00:04<04:03, 2.06s/it] 2%|▎ | 3/120 [00:05<03:31, 1.81s/it] 3%|▎ | 4/120 [00:07<03:15, 1.69s/it] 4%|▍ | 5/120 [00:08<03:09, 1.64s/it] 5%|▌ | 6/120 [00:10<03:01, 1.59s/it] 6%|▌ | 7/120 [00:11<02:58, 1.58s/it] 7%|▋ | 8/120 [00:13<02:53, 1.55s/it] 8%|▊ | 9/120 [00:14<02:51, 1.54s/it] 8%|▊ | 10/120 [00:16<02:49, 1.54s/it] 9%|▉ | 11/120 [00:18<02:47, 1.54s/it] 10%|█ | 12/120 [00:19<02:47, 1.55s/it] 11%|█ | 13/120 [00:21<02:45, 1.54s/it] 12%|█▏ | 14/120 [00:22<02:43, 1.54s/it] 12%|█▎ | 15/120 [00:24<02:42, 1.55s/it] 13%|█▎ | 16/120 [00:25<02:41, 1.55s/it] 14%|█▍ | 17/120 [00:27<02:38, 1.54s/it] 15%|█▌ | 18/120 [00:28<02:37, 1.54s/it] 16%|█▌ | 19/120 [00:30<02:35, 1.54s/it] 17%|█▋ | 20/120 [00:31<02:34, 1.54s/it] 18%|█▊ | 21/120 [00:33<02:32, 1.54s/it] 18%|█▊ | 22/120 [00:35<02:30, 1.54s/it] 19%|█▉ | 23/120 [00:36<02:28, 1.53s/it] 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93/120 [02:22<00:40, 1.50s/it] 78%|███████▊ | 94/120 [02:24<00:38, 1.50s/it] 79%|███████▉ | 95/120 [02:25<00:37, 1.50s/it] 80%|████████ | 96/120 [02:27<00:36, 1.50s/it] 81%|████████ | 97/120 [02:28<00:34, 1.50s/it] 82%|████████▏ | 98/120 [02:30<00:32, 1.50s/it] 82%|████████▎ | 99/120 [02:31<00:31, 1.49s/it] 83%|████████▎ | 100/120 [02:33<00:29, 1.49s/it] 84%|████████▍ | 101/120 [02:34<00:28, 1.49s/it] 85%|████████▌ | 102/120 [02:36<00:26, 1.50s/it] 86%|████████▌ | 103/120 [02:37<00:25, 1.51s/it] 87%|████████▋ | 104/120 [02:39<00:24, 1.51s/it] 88%|████████▊ | 105/120 [02:40<00:22, 1.50s/it] 88%|████████▊ | 106/120 [02:42<00:20, 1.49s/it] 89%|████████▉ | 107/120 [02:43<00:19, 1.49s/it] 90%|█████████ | 108/120 [02:45<00:17, 1.49s/it] 91%|█████████ | 109/120 [02:46<00:16, 1.49s/it] 92%|█████████▏| 110/120 [02:48<00:14, 1.50s/it] 92%|█████████▎| 111/120 [02:49<00:13, 1.49s/it] 93%|█████████▎| 112/120 [02:51<00:11, 1.49s/it] 94%|█████████▍| 113/120 [02:52<00:10, 1.48s/it] 95%|█████████▌| 114/120 [02:54<00:08, 1.49s/it] 96%|█████████▌| 115/120 [02:55<00:07, 1.49s/it] 97%|█████████▋| 116/120 [02:57<00:05, 1.49s/it] 98%|█████████▊| 117/120 [02:58<00:04, 1.50s/it] 98%|█████████▊| 118/120 [03:00<00:03, 1.51s/it] 99%|█████████▉| 119/120 [03:01<00:01, 1.51s/it] 100%|██████████| 120/120 [03:03<00:00, 1.51s/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: 00:00:03.20, 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 @ 0x55d70599d880] deprecated pixel format used, make sure you did set range correctly [libx264 @ 0x55d705593840] using SAR=1/1 [libx264 @ 0x55d705593840] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 [libx264 @ 0x55d705593840] profile High, level 2.2 [libx264 @ 0x55d705593840] 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= 80 fps=0.0 q=-1.0 Lsize= 2060kB time=00:00:09.62 bitrate=1753.3kbits/s speed= 10x video:2058kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.086920% [libx264 @ 0x55d705593840] frame I:2 Avg QP:25.74 size: 37269 [libx264 @ 0x55d705593840] frame P:20 Avg QP:27.24 size: 31342 [libx264 @ 0x55d705593840] frame B:58 Avg QP:27.93 size: 24235 [libx264 @ 0x55d705593840] consecutive B-frames: 2.5% 0.0% 7.5% 90.0% [libx264 @ 0x55d705593840] mb I I16..4: 0.0% 97.0% 3.0% [libx264 @ 0x55d705593840] mb P I16..4: 0.0% 86.6% 4.1% P16..4: 3.2% 3.8% 2.4% 0.0% 0.0% skip: 0.0% [libx264 @ 0x55d705593840] mb B I16..4: 0.0% 28.3% 4.7% B16..8: 16.5% 10.4% 6.1% direct:33.8% skip: 0.2% L0:33.7% L1:25.1% BI:41.2% [libx264 @ 0x55d705593840] 8x8 transform intra:90.8% inter:90.0% [libx264 @ 0x55d705593840] coded y,uvDC,uvAC intra: 98.8% 98.2% 71.4% inter: 96.5% 94.1% 25.9% [libx264 @ 0x55d705593840] i16 v,h,dc,p: 7% 7% 0% 86% [libx264 @ 0x55d705593840] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 16% 15% 5% 8% 9% 8% 7% 11% [libx264 @ 0x55d705593840] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 19% 15% 9% 7% 10% 10% 10% 9% 10% [libx264 @ 0x55d705593840] i8c dc,h,v,p: 50% 23% 15% 11% [libx264 @ 0x55d705593840] Weighted P-Frames: Y:55.0% UV:55.0% [libx264 @ 0x55d705593840] ref P L0: 40.1% 16.4% 19.1% 18.1% 6.4% [libx264 @ 0x55d705593840] ref B L0: 86.8% 10.3% 2.9% [libx264 @ 0x55d705593840] ref B L1: 95.1% 4.9% [libx264 @ 0x55d705593840] kb/s:1685.59 100%|██████████| 120/120 [03:04<00:00, 1.54s/it]Prediction
pschaldenbrand/text2video:ed5518acIDqazx4dkferhvhjg6f53an2y6smStatusSucceededSourceWebHardwareT4Total durationCreatedInput
- fast
- 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
{ "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 }Install Replicate’s Node.js client library:npm install replicateSet theREPLICATE_API_TOKENenvironment 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 pschaldenbrand/text2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "pschaldenbrand/text2video:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", { input: { 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 } } ); 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 theREPLICATE_API_TOKENenvironment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import the client:import replicateRun pschaldenbrand/text2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "pschaldenbrand/text2video:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", input={ "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 } ) # The pschaldenbrand/text2video model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/pschaldenbrand/text2video/api#output-schema print(item)To learn more, take a look at the guide on getting started with Python.
Set theREPLICATE_API_TOKENenvironment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Run pschaldenbrand/text2video 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": "ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", "input": { "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 } }' \ https://api.replicate.com/v1/predictionsTo learn more, take a look at Replicate’s HTTP API reference docs.
You can run this model locally using Cog. First, install Cog:brew install cogIf you don’t have Homebrew, there are other installation options available.
Run this to download the model and run it in your local environment:
cog predict r8.im/pschaldenbrand/text2video@sha256:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee \ -i 'fast=false' \ -i 'width=640' \ -i 'height=360' \ -i '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.”"' \ -i 'frame_rate=8' \ -i 'temperature=30' \ -i 'frames_per_promt=40'To learn more, take a look at the Cog documentation.
Run this to download the model and run it in your local environment:
docker run -d -p 5000:5000 --gpus=all r8.im/pschaldenbrand/text2video@sha256:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58feecurl -s -X POST \ -H "Content-Type: application/json" \ -d $'{ "input": { "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 } }' \ http://localhost:5000/predictionsTo learn more, take a look at the Cog documentation.
Output
{ "completed_at": "2022-10-25T16:52:44.306366Z", "created_at": "2022-10-25T16:39:50.525527Z", "data_removed": false, "error": null, "id": "qazx4dkferhvhjg6f53an2y6sm", "input": { "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 }, "logs": "0%| | 0/440 [00:00<?, ?it/s]\n 0%| | 1/440 [00:07<51:29, 7.04s/it]\n 0%| | 2/440 [00:09<30:03, 4.12s/it]\n 1%| | 3/440 [00:10<21:19, 2.93s/it]\n 1%| | 4/440 [00:12<17:10, 2.36s/it]\n 1%| | 5/440 [00:13<14:45, 2.04s/it]\n 1%|▏ | 6/440 [00:15<13:23, 1.85s/it]\n 2%|▏ | 7/440 [00:16<12:29, 1.73s/it]\n 2%|▏ | 8/440 [00:18<11:54, 1.65s/it]\n 2%|▏ | 9/440 [00:19<11:39, 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developers\n built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n 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\n libavutil 56. 31.100 / 56. 31.100\n libavcodec 58. 54.100 / 58. 54.100\n libavformat 58. 29.100 / 58. 29.100\n libavdevice 58. 8.100 / 58. 8.100\n libavfilter 7. 57.100 / 7. 57.100\n libavresample 4. 0. 0 / 4. 0. 0\n libswscale 5. 5.100 / 5. 5.100\n libswresample 3. 5.100 / 3. 5.100\n libpostproc 55. 5.100 / 55. 5.100\nInput #0, image2, from 'cog_out/frame%06d.jpg':\n Duration: 00:00:17.60, start: 0.000000, bitrate: N/A\n 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\nStream mapping:\n Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[swscaler @ 0x555a834d2b40] 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"ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee" }Generated in0%| | 0/440 [00:00<?, ?it/s] 0%| | 1/440 [00:07<51:29, 7.04s/it] 0%| | 2/440 [00:09<30:03, 4.12s/it] 1%| | 3/440 [00:10<21:19, 2.93s/it] 1%| | 4/440 [00:12<17:10, 2.36s/it] 1%| | 5/440 [00:13<14:45, 2.04s/it] 1%|▏ | 6/440 [00:15<13:23, 1.85s/it] 2%|▏ | 7/440 [00:16<12:29, 1.73s/it] 2%|▏ | 8/440 [00:18<11:54, 1.65s/it] 2%|▏ | 9/440 [00:19<11:39, 1.62s/it] 2%|▏ | 10/440 [00:21<11:21, 1.59s/it] 2%|▎ | 11/440 [00:22<11:05, 1.55s/it] 3%|▎ | 12/440 [00:24<10:55, 1.53s/it] 3%|▎ | 13/440 [00:25<10:47, 1.52s/it] 3%|▎ | 14/440 [00:27<10:43, 1.51s/it] 3%|▎ | 15/440 [00:28<10:41, 1.51s/it] 4%|▎ | 16/440 [00:30<10:40, 1.51s/it] 4%|▍ | 17/440 [00:31<10:37, 1.51s/it] 4%|▍ | 18/440 [00:33<10:35, 1.51s/it] 4%|▍ | 19/440 [00:34<10:33, 1.50s/it] 5%|▍ | 20/440 [00:36<10:33, 1.51s/it] 5%|▍ | 21/440 [00:37<10:32, 1.51s/it] 5%|▌ | 22/440 [00:39<10:37, 1.52s/it] 5%|▌ | 23/440 [00:40<10:36, 1.53s/it] 5%|▌ | 24/440 [00:42<10:36, 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430/440 [11:08<00:15, 1.56s/it] 98%|█████████▊| 431/440 [11:10<00:14, 1.57s/it] 98%|█████████▊| 432/440 [11:11<00:12, 1.56s/it] 98%|█████████▊| 433/440 [11:13<00:10, 1.56s/it] 99%|█████████▊| 434/440 [11:15<00:09, 1.56s/it] 99%|█████████▉| 435/440 [11:16<00:07, 1.55s/it] 99%|█████████▉| 436/440 [11:18<00:06, 1.55s/it] 99%|█████████▉| 437/440 [11:19<00:04, 1.56s/it] 100%|█████████▉| 438/440 [11:21<00:03, 1.55s/it] 100%|█████████▉| 439/440 [11:22<00:01, 1.55s/it] 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]Prediction
pschaldenbrand/text2video:ed5518acID7u7tpxas6vcv7fo77lywr7ttkqStatusSucceededSourceWebHardwareT4Total durationCreatedInput
- fast
- width
- 640
- height
- 360
- prompts
- A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets
- frame_rate
- 8
- temperature
- 30
- frames_per_promt
- 80
{ "fast": false, "width": 640, "height": 360, "prompts": "A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets", "frame_rate": 8, "temperature": 30, "frames_per_promt": 80 }Install Replicate’s Node.js client library:npm install replicateSet theREPLICATE_API_TOKENenvironment 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 pschaldenbrand/text2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "pschaldenbrand/text2video:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", { input: { fast: false, width: 640, height: 360, prompts: "A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets", frame_rate: 8, temperature: 30, frames_per_promt: 80 } } ); 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 theREPLICATE_API_TOKENenvironment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import the client:import replicateRun pschaldenbrand/text2video using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "pschaldenbrand/text2video:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", input={ "fast": False, "width": 640, "height": 360, "prompts": "A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets", "frame_rate": 8, "temperature": 30, "frames_per_promt": 80 } ) # The pschaldenbrand/text2video model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/pschaldenbrand/text2video/api#output-schema print(item)To learn more, take a look at the guide on getting started with Python.
Set theREPLICATE_API_TOKENenvironment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Run pschaldenbrand/text2video 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": "ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee", "input": { "fast": false, "width": 640, "height": 360, "prompts": "A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets", "frame_rate": 8, "temperature": 30, "frames_per_promt": 80 } }' \ https://api.replicate.com/v1/predictionsTo learn more, take a look at Replicate’s HTTP API reference docs.
You can run this model locally using Cog. First, install Cog:brew install cogIf you don’t have Homebrew, there are other installation options available.
Run this to download the model and run it in your local environment:
cog predict r8.im/pschaldenbrand/text2video@sha256:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58fee \ -i 'fast=false' \ -i 'width=640' \ -i 'height=360' \ -i 'prompts="A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets"' \ -i 'frame_rate=8' \ -i 'temperature=30' \ -i 'frames_per_promt=80'To learn more, take a look at the Cog documentation.
Run this to download the model and run it in your local environment:
docker run -d -p 5000:5000 --gpus=all r8.im/pschaldenbrand/text2video@sha256:ed5518ac356d730caf25255a80e87c16823cf379398afbe26a7dc2e97cc58feecurl -s -X POST \ -H "Content-Type: application/json" \ -d $'{ "input": { "fast": false, "width": 640, "height": 360, "prompts": "A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets", "frame_rate": 8, "temperature": 30, "frames_per_promt": 80 } }' \ http://localhost:5000/predictionsTo learn more, take a look at the Cog documentation.
Output
{ "completed_at": "2022-10-25T18:19:41.050084Z", "created_at": "2022-10-25T18:13:00.756603Z", "data_removed": false, "error": null, "id": "7u7tpxas6vcv7fo77lywr7ttkq", "input": { "fast": false, "width": 640, "height": 360, "prompts": "A unicorn walks through a beautiful forest at dawn&The unicorn dances through the forest as the sun sets", "frame_rate": 8, "temperature": 30, "frames_per_promt": 80 }, "logs": "0%| | 0/240 [00:00<?, ?it/s]\n 0%| | 1/240 [00:05<23:25, 5.88s/it]\n 1%| | 2/240 [00:07<13:18, 3.35s/it]\n 1%|▏ | 3/240 [00:09<10:11, 2.58s/it]\n 2%|▏ | 4/240 [00:10<08:35, 2.19s/it]\n 2%|▏ | 5/240 [00:12<07:43, 1.97s/it]\n 2%|▎ | 6/240 [00:13<07:10, 1.84s/it]\n 3%|▎ | 7/240 [00:15<06:48, 1.75s/it]\n 3%|▎ | 8/240 [00:17<06:37, 1.71s/it]\n 4%|▍ | 9/240 [00:18<06:29, 1.69s/it]\n 4%|▍ | 10/240 [00:20<06:22, 1.66s/it]\n 5%|▍ | 11/240 [00:21<06:17, 1.65s/it]\n 5%|▌ | 12/240 [00:23<06:12, 1.63s/it]\n 5%|▌ | 13/240 [00:25<06:08, 1.62s/it]\n 6%|▌ | 14/240 [00:26<06:05, 1.62s/it]\n 6%|▋ | 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[06:22<00:14, 1.60s/it]\n 97%|█████████▋| 232/240 [06:23<00:12, 1.59s/it]\n 97%|█████████▋| 233/240 [06:25<00:11, 1.59s/it]\n 98%|█████████▊| 234/240 [06:26<00:09, 1.59s/it]\n 98%|█████████▊| 235/240 [06:28<00:07, 1.59s/it]\n 98%|█████████▊| 236/240 [06:30<00:06, 1.60s/it]\n 99%|█████████▉| 237/240 [06:31<00:04, 1.60s/it]\n 99%|█████████▉| 238/240 [06:33<00:03, 1.61s/it]\n100%|█████████▉| 239/240 [06:34<00:01, 1.60s/it]\n100%|██████████| 240/240 [06:36<00:00, 1.60s/it]ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers\n built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n 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\n libavutil 56. 31.100 / 56. 31.100\n libavcodec 58. 54.100 / 58. 54.100\n libavformat 58. 29.100 / 58. 29.100\n libavdevice 58. 8.100 / 58. 8.100\n libavfilter 7. 57.100 / 7. 57.100\n libavresample 4. 0. 0 / 4. 0. 0\n libswscale 5. 5.100 / 5. 5.100\n libswresample 3. 5.100 / 3. 5.100\n libpostproc 55. 5.100 / 55. 5.100\nInput #0, image2, from 'cog_out/frame%06d.jpg':\n Duration: 00:00:09.60, start: 0.000000, bitrate: N/A\n 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\nStream mapping:\n Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[swscaler @ 0x565063d3d8c0] deprecated pixel format used, make sure you did set range correctly\n[libx264 @ 0x5650638183c0] using SAR=1/1\n[libx264 @ 0x5650638183c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n[libx264 @ 0x5650638183c0] profile High, level 2.2\n[libx264 @ 0x5650638183c0] 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\nOutput #0, mp4, to 'cog_out/out.mp4':\n Metadata:\n encoder : Lavf58.29.100\n 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\n Metadata:\n encoder : Lavc58.54.100 libx264\n Side data:\n cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1\nframe= 76 fps=0.0 q=26.0 size= 256kB time=00:00:02.25 bitrate= 932.2kbits/s speed=4.44x\nframe= 115 fps=114 q=26.0 size= 1280kB time=00:00:07.12 bitrate=1471.7kbits/s speed=7.07x\nframe= 156 fps=103 q=26.0 size= 2304kB time=00:00:12.25 bitrate=1540.8kbits/s speed=8.07x\nframe= 193 fps= 94 q=26.0 size= 3072kB time=00:00:16.87 bitrate=1491.3kbits/s speed=8.26x\nframe= 235 fps= 92 q=26.0 size= 4096kB time=00:00:22.12 bitrate=1516.6kbits/s speed=8.69x\nframe= 240 fps= 74 q=-1.0 Lsize= 5520kB time=00:00:29.62 bitrate=1526.5kbits/s speed=9.15x\nvideo:5517kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.066276%\n[libx264 @ 0x5650638183c0] frame I:10 Avg QP:24.03 size: 34146\n[libx264 @ 0x5650638183c0] frame P:65 Avg QP:26.67 size: 25655\n[libx264 @ 0x5650638183c0] frame B:165 Avg QP:27.20 size: 22057\n[libx264 @ 0x5650638183c0] consecutive B-frames: 7.1% 2.5% 3.8% 86.7%\n[libx264 @ 0x5650638183c0] mb I I16..4: 0.0% 97.6% 2.4%\n[libx264 @ 0x5650638183c0] mb P I16..4: 0.1% 86.9% 2.4% P16..4: 4.3% 4.1% 2.2% 0.0% 0.0% skip: 0.0%\n[libx264 @ 0x5650638183c0] mb B I16..4: 0.1% 42.3% 4.4% B16..8: 12.7% 9.2% 4.6% direct:26.1% skip: 0.7% L0:37.5% L1:32.9% BI:29.6%\n[libx264 @ 0x5650638183c0] 8x8 transform intra:93.6% inter:92.1%\n[libx264 @ 0x5650638183c0] coded y,uvDC,uvAC intra: 97.9% 93.4% 53.6% inter: 92.3% 88.3% 11.7%\n[libx264 @ 0x5650638183c0] i16 v,h,dc,p: 2% 2% 0% 96%\n[libx264 @ 0x5650638183c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 16% 18% 5% 7% 8% 8% 8% 10%\n[libx264 @ 0x5650638183c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 11% 11% 8% 10% 12% 9% 11% 10%\n[libx264 @ 0x5650638183c0] i8c dc,h,v,p: 49% 23% 20% 8%\n[libx264 @ 0x5650638183c0] Weighted P-Frames: Y:40.0% UV:40.0%\n[libx264 @ 0x5650638183c0] ref P L0: 43.2% 13.1% 20.9% 17.2% 5.6%\n[libx264 @ 0x5650638183c0] ref B L0: 81.9% 13.7% 4.4%\n[libx264 @ 0x5650638183c0] ref B L1: 93.4% 6.6%\n[libx264 @ 0x5650638183c0] kb/s:1506.23\n\n100%|██████████| 240/240 [06:40<00:00, 1.67s/it]", "metrics": { "predict_time": 400.32062, "total_time": 400.293481 }, "output": [ "https://replicate.delivery/pbxt/HBe8ZpOLdOWAaKGOHd3nRjTSZuG59Fjbj2uKKGebVilykd5PA/frame000000.jpg", 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[00:15<06:48, 1.75s/it] 3%|▎ | 8/240 [00:17<06:37, 1.71s/it] 4%|▍ | 9/240 [00:18<06:29, 1.69s/it] 4%|▍ | 10/240 [00:20<06:22, 1.66s/it] 5%|▍ | 11/240 [00:21<06:17, 1.65s/it] 5%|▌ | 12/240 [00:23<06:12, 1.63s/it] 5%|▌ | 13/240 [00:25<06:08, 1.62s/it] 6%|▌ | 14/240 [00:26<06:05, 1.62s/it] 6%|▋ | 15/240 [00:28<06:00, 1.60s/it] 7%|▋ | 16/240 [00:29<05:58, 1.60s/it] 7%|▋ | 17/240 [00:31<05:57, 1.60s/it] 8%|▊ | 18/240 [00:33<05:58, 1.61s/it] 8%|▊ | 19/240 [00:34<05:55, 1.61s/it] 8%|▊ | 20/240 [00:36<05:54, 1.61s/it] 9%|▉ | 21/240 [00:38<05:54, 1.62s/it] 9%|▉ | 22/240 [00:39<05:57, 1.64s/it] 10%|▉ | 23/240 [00:41<06:01, 1.67s/it] 10%|█ | 24/240 [00:43<05:59, 1.66s/it] 10%|█ | 25/240 [00:44<05:57, 1.66s/it] 11%|█ | 26/240 [00:46<05:53, 1.65s/it] 11%|█▏ | 27/240 [00:47<05:50, 1.65s/it] 12%|█▏ | 28/240 [00:49<05:50, 1.65s/it] 12%|█▏ | 29/240 [00:51<05:47, 1.65s/it] 12%|█▎ | 30/240 [00:52<05:41, 1.63s/it] 13%|█▎ | 31/240 [00:54<05:38, 1.62s/it] 13%|█▎ | 32/240 [00:56<05:34, 1.61s/it] 14%|█▍ | 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234/240 [06:26<00:09, 1.59s/it] 98%|█████████▊| 235/240 [06:28<00:07, 1.59s/it] 98%|█████████▊| 236/240 [06:30<00:06, 1.60s/it] 99%|█████████▉| 237/240 [06:31<00:04, 1.60s/it] 99%|█████████▉| 238/240 [06:33<00:03, 1.61s/it] 100%|█████████▉| 239/240 [06:34<00:01, 1.60s/it] 100%|██████████| 240/240 [06:36<00:00, 1.60s/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: 00:00:09.60, 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 @ 0x565063d3d8c0] deprecated pixel format used, make sure you did set range correctly [libx264 @ 0x5650638183c0] using SAR=1/1 [libx264 @ 0x5650638183c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 [libx264 @ 0x5650638183c0] profile High, level 2.2 [libx264 @ 0x5650638183c0] 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= 76 fps=0.0 q=26.0 size= 256kB time=00:00:02.25 bitrate= 932.2kbits/s speed=4.44x frame= 115 fps=114 q=26.0 size= 1280kB time=00:00:07.12 bitrate=1471.7kbits/s speed=7.07x frame= 156 fps=103 q=26.0 size= 2304kB time=00:00:12.25 bitrate=1540.8kbits/s speed=8.07x frame= 193 fps= 94 q=26.0 size= 3072kB time=00:00:16.87 bitrate=1491.3kbits/s speed=8.26x frame= 235 fps= 92 q=26.0 size= 4096kB time=00:00:22.12 bitrate=1516.6kbits/s speed=8.69x frame= 240 fps= 74 q=-1.0 Lsize= 5520kB time=00:00:29.62 bitrate=1526.5kbits/s speed=9.15x video:5517kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.066276% [libx264 @ 0x5650638183c0] frame I:10 Avg QP:24.03 size: 34146 [libx264 @ 0x5650638183c0] frame P:65 Avg QP:26.67 size: 25655 [libx264 @ 0x5650638183c0] frame B:165 Avg QP:27.20 size: 22057 [libx264 @ 0x5650638183c0] consecutive B-frames: 7.1% 2.5% 3.8% 86.7% [libx264 @ 0x5650638183c0] mb I I16..4: 0.0% 97.6% 2.4% [libx264 @ 0x5650638183c0] mb P I16..4: 0.1% 86.9% 2.4% P16..4: 4.3% 4.1% 2.2% 0.0% 0.0% skip: 0.0% [libx264 @ 0x5650638183c0] mb B I16..4: 0.1% 42.3% 4.4% B16..8: 12.7% 9.2% 4.6% direct:26.1% skip: 0.7% L0:37.5% L1:32.9% BI:29.6% [libx264 @ 0x5650638183c0] 8x8 transform intra:93.6% inter:92.1% [libx264 @ 0x5650638183c0] coded y,uvDC,uvAC intra: 97.9% 93.4% 53.6% inter: 92.3% 88.3% 11.7% [libx264 @ 0x5650638183c0] i16 v,h,dc,p: 2% 2% 0% 96% [libx264 @ 0x5650638183c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 16% 18% 5% 7% 8% 8% 8% 10% [libx264 @ 0x5650638183c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 11% 11% 8% 10% 12% 9% 11% 10% [libx264 @ 0x5650638183c0] i8c dc,h,v,p: 49% 23% 20% 8% [libx264 @ 0x5650638183c0] Weighted P-Frames: Y:40.0% UV:40.0% [libx264 @ 0x5650638183c0] ref P L0: 43.2% 13.1% 20.9% 17.2% 5.6% [libx264 @ 0x5650638183c0] ref B L0: 81.9% 13.7% 4.4% [libx264 @ 0x5650638183c0] ref B L1: 93.4% 6.6% [libx264 @ 0x5650638183c0] kb/s:1506.23 100%|██████████| 240/240 [06:40<00:00, 1.67s/it]
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