Contribute#
Before we can accept contributions, you need to become a CLAed contributor. E-mail a signed copy of the CLAI (and if applicable the CLAC) as PDF file to research@svenkreiss.com.
Modify Code#
For development of the openpifpaf source code itself, you need to clone this repository and then:
pip3 install --editable '.[dev,train,test]'
The last command installs the Python package in the current directory (signified by the dot) with the optional dependencies needed for training and testing. If you modify C code, run this last command again which recompiles the static code.
Develop your features in separate feature branches.
Create a pull request with your suggested changes. Make sure your code passes
pytest, pylint and pycodestyle checks:
pylint openpifpaf
pycodestyle openpifpaf
pytest
cd guide
python download_data.py
pytest --nbval-lax --current-env *.ipynb
Things to Contribute#
This is a research project and changing fast. Contributions can be in many areas:
Add a new dataset?
Add a new base network?
Try a different loss?
Try a better multi-task strategy?
Try a different head architecture?
Add a new task?
Run on new hardware (mobile phones, embedded devices, …)?
Improve training schedule/procedure?
Use it to build an app?
Improve documentation (!!)
…
Missing Dependencies#
OpenPifPaf has few core requirements so that you can run it efficiently on servers without graphical interface.
Sometimes, you just want to install all possible dependencies. Those are provided as “extra” requirements.
Use the following pip3 command to install all extras.
pip3 install "openpifpaf[coreml,dev,extras,onnx,test,train]"
Your Project and OpenPifPaf#
Let us know about your open source projects. We would like to feature them in our “related projects” section.
The simplest way to integrate with OpenPifPaf is to write a plugin. If some functionality is not possible through our plugin architecture, open an issue to discuss and if necessary send us a pull request that enables the missing feature you need.
If you do need to make a copy of OpenPifPaf, you must respect our license.
Build Guide#
pip install jupyter-book
cd guide
jb build .
Build Environment#
Below are information about the system that built this guide and all examples in it. To debug an issue, it can be helpful to run these commands on your system and see what is different.
%%bash
python -m openpifpaf.predict --version
OpenPifPaf 0.13.11+13.g9539c07
%%bash
pip freeze
accessible-pygments==0.0.4
alabaster==0.7.13
anyio==4.4.0
argon2-cffi==23.1.0
argon2-cffi-bindings==21.2.0
arrow==1.3.0
astroid==3.2.4
attrs==24.2.0
babel==2.16.0
backcall==0.2.0
beautifulsoup4==4.12.3
bleach==6.1.0
certifi==2024.7.4
cffi==1.17.0
charset-normalizer==3.3.2
click==8.1.7
colorama==0.4.6
comm==0.2.2
contourpy==1.1.1
coverage==7.6.1
cpplint==1.6.1
cycler==0.12.1
debugpy==1.8.5
decorator==5.1.1
defusedxml==0.7.1
dill==0.3.8
docutils==0.18.1
einops==0.8.0
exceptiongroup==1.2.2
fastjsonschema==2.20.0
flameprof==0.4
fonttools==4.53.1
fqdn==1.5.1
gitdb==4.0.11
GitPython==3.1.43
greenlet==3.0.3
idna==3.7
imagesize==1.4.1
importlib_metadata==8.2.0
importlib_resources==6.4.2
iniconfig==2.0.0
ipykernel==6.29.5
ipython==7.34.0
isoduration==20.11.0
isort==5.13.2
jedi==0.19.1
Jinja2==3.1.4
jsonpointer==3.0.0
jsonschema==4.23.0
jsonschema-specifications==2023.12.1
jupyter-book==0.15.1
jupyter-cache==0.6.1
jupyter-events==0.10.0
jupyter-server-mathjax==0.2.6
jupyter_client==8.6.2
jupyter_core==5.7.2
jupyter_server==2.14.2
jupyter_server_terminals==0.5.3
jupyterlab_pygments==0.3.0
kiwisolver==1.4.5
latexcodec==3.0.0
linkify-it-py==2.0.3
markdown-it-py==2.2.0
MarkupSafe==2.1.5
matplotlib==3.7.5
matplotlib-inline==0.1.7
mccabe==0.7.0
mdit-py-plugins==0.3.5
mdurl==0.1.2
mistune==3.0.2
myst-nb==0.17.2
myst-parser==0.18.1
nbclient==0.7.4
nbconvert==7.16.4
nbdime==4.0.1
nbformat==5.10.4
nbstripout==0.7.1
nbval==0.11.0
nest-asyncio==1.6.0
numpy==1.24.4
opencv-python==4.10.0.84
openpifpaf @ file:///home/runner/work/openpifpaf/openpifpaf
openpifpaf_extras==0.0.3
overrides==7.7.0
packaging==24.1
pandocfilters==1.5.1
parso==0.8.4
pexpect==4.9.0
pickleshare==0.7.5
pillow==10.4.0
pkgutil_resolve_name==1.3.10
platformdirs==4.2.2
pluggy==1.5.0
prometheus_client==0.20.0
prompt_toolkit==3.0.47
psutil==6.0.0
ptyprocess==0.7.0
pybtex==0.24.0
pybtex-docutils==1.0.3
pycodestyle==2.12.1
pycparser==2.22
pydata-sphinx-theme==0.14.4
Pygments==2.18.0
pylint==3.2.6
pyparsing==3.1.2
pysparkling==0.6.2
pytest==8.3.2
python-dateutil==2.9.0.post0
python-json-logger==2.0.7
pytz==2024.1
PyYAML==6.0.2
pyzmq==26.1.0
referencing==0.35.1
requests==2.32.3
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rpds-py==0.20.0
scipy==1.10.1
Send2Trash==1.8.3
six==1.16.0
smmap==5.0.1
sniffio==1.3.1
snowballstemmer==2.2.0
soupsieve==2.6
Sphinx==5.0.2
sphinx-book-theme==1.0.1
sphinx-comments==0.0.3
sphinx-copybutton==0.5.2
sphinx-jupyterbook-latex==0.5.2
sphinx-multitoc-numbering==0.1.3
sphinx-thebe==0.2.1
sphinx-togglebutton==0.3.2
sphinx_design==0.3.0
sphinx_external_toc==0.3.1
sphinxcontrib-applehelp==1.0.4
sphinxcontrib-bibtex==2.5.0
sphinxcontrib-devhelp==1.0.2
sphinxcontrib-htmlhelp==2.0.1
sphinxcontrib-jsmath==1.0.1
sphinxcontrib-qthelp==1.0.3
sphinxcontrib-serializinghtml==1.1.5
SQLAlchemy==2.0.32
tabulate==0.9.0
terminado==0.18.1
thop==0.1.1.post2209072238
timm==0.4.12
tinycss2==1.3.0
tomli==2.0.1
tomlkit==0.13.2
torch==1.13.1+cpu
torchvision==0.14.1+cpu
tornado==6.4.1
traitlets==5.14.3
types-python-dateutil==2.9.0.20240316
typing_extensions==4.12.2
uc-micro-py==1.0.3
uri-template==1.3.0
urllib3==2.2.2
wcwidth==0.2.13
webcolors==24.8.0
webencodings==0.5.1
websocket-client==1.8.0
zipp==3.20.0
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D.AIL. 8svx_exp 8SVX exponential
D.AIL. 8svx_fib 8SVX fibonacci
DEAIL. aac AAC (Advanced Audio Coding) (decoders: aac aac_fixed)
D.AIL. aac_latm AAC LATM (Advanced Audio Coding LATM syntax)
DEAIL. ac3 ATSC A/52A (AC-3) (decoders: ac3 ac3_fixed) (encoders: ac3 ac3_fixed)
..A.L. ac4 AC-4
D.AIL. acelp.kelvin Sipro ACELP.KELVIN
D.AIL. adpcm_4xm ADPCM 4X Movie
DEAIL. adpcm_adx SEGA CRI ADX ADPCM
D.AIL. adpcm_afc ADPCM Nintendo Gamecube AFC
D.AIL. adpcm_agm ADPCM AmuseGraphics Movie AGM
D.AIL. adpcm_aica ADPCM Yamaha AICA
DEAIL. adpcm_argo ADPCM Argonaut Games
D.AIL. adpcm_ct ADPCM Creative Technology
D.AIL. adpcm_dtk ADPCM Nintendo Gamecube DTK
D.AIL. adpcm_ea ADPCM Electronic Arts
D.AIL. adpcm_ea_maxis_xa ADPCM Electronic Arts Maxis CDROM XA
D.AIL. adpcm_ea_r1 ADPCM Electronic Arts R1
D.AIL. adpcm_ea_r2 ADPCM Electronic Arts R2
D.AIL. adpcm_ea_r3 ADPCM Electronic Arts R3
D.AIL. adpcm_ea_xas ADPCM Electronic Arts XAS
DEAIL. adpcm_g722 G.722 ADPCM (decoders: g722) (encoders: g722)
DEAIL. adpcm_g726 G.726 ADPCM (decoders: g726) (encoders: g726)
DEAIL. adpcm_g726le G.726 ADPCM little-endian (decoders: g726le) (encoders: g726le)
D.AIL. adpcm_ima_acorn ADPCM IMA Acorn Replay
DEAIL. adpcm_ima_alp ADPCM IMA High Voltage Software ALP
DEAIL. adpcm_ima_amv ADPCM IMA AMV
D.AIL. adpcm_ima_apc ADPCM IMA CRYO APC
DEAIL. adpcm_ima_apm ADPCM IMA Ubisoft APM
D.AIL. adpcm_ima_cunning ADPCM IMA Cunning Developments
D.AIL. adpcm_ima_dat4 ADPCM IMA Eurocom DAT4
D.AIL. adpcm_ima_dk3 ADPCM IMA Duck DK3
D.AIL. adpcm_ima_dk4 ADPCM IMA Duck DK4
D.AIL. adpcm_ima_ea_eacs ADPCM IMA Electronic Arts EACS
D.AIL. adpcm_ima_ea_sead ADPCM IMA Electronic Arts SEAD
D.AIL. adpcm_ima_iss ADPCM IMA Funcom ISS
D.AIL. adpcm_ima_moflex ADPCM IMA MobiClip MOFLEX
D.AIL. adpcm_ima_mtf ADPCM IMA Capcom's MT Framework
D.AIL. adpcm_ima_oki ADPCM IMA Dialogic OKI
DEAIL. adpcm_ima_qt ADPCM IMA QuickTime
D.AIL. adpcm_ima_rad ADPCM IMA Radical
D.AIL. adpcm_ima_smjpeg ADPCM IMA Loki SDL MJPEG
DEAIL. adpcm_ima_ssi ADPCM IMA Simon & Schuster Interactive
DEAIL. adpcm_ima_wav ADPCM IMA WAV
DEAIL. adpcm_ima_ws ADPCM IMA Westwood
DEAIL. adpcm_ms ADPCM Microsoft
D.AIL. adpcm_mtaf ADPCM MTAF
D.AIL. adpcm_psx ADPCM Playstation
D.AIL. adpcm_sbpro_2 ADPCM Sound Blaster Pro 2-bit
D.AIL. adpcm_sbpro_3 ADPCM Sound Blaster Pro 2.6-bit
D.AIL. adpcm_sbpro_4 ADPCM Sound Blaster Pro 4-bit
DEAIL. adpcm_swf ADPCM Shockwave Flash
D.AIL. adpcm_thp ADPCM Nintendo THP
D.AIL. adpcm_thp_le ADPCM Nintendo THP (Little-Endian)
D.AIL. adpcm_vima LucasArts VIMA audio
D.AIL. adpcm_xa ADPCM CDROM XA
D.AIL. adpcm_xmd ADPCM Konami XMD
DEAIL. adpcm_yamaha ADPCM Yamaha
D.AIL. adpcm_zork ADPCM Zork
DEAI.S alac ALAC (Apple Lossless Audio Codec)
DEAIL. amr_nb AMR-NB (Adaptive Multi-Rate NarrowBand) (decoders: amrnb libopencore_amrnb) (encoders: libopencore_amrnb)
DEAIL. amr_wb AMR-WB (Adaptive Multi-Rate WideBand) (decoders: amrwb libopencore_amrwb) (encoders: libvo_amrwbenc)
DEA... anull Null audio codec
D.AI.S apac Marian's A-pac audio
D.AI.S ape Monkey's Audio
DEAIL. aptx aptX (Audio Processing Technology for Bluetooth)
DEAIL. aptx_hd aptX HD (Audio Processing Technology for Bluetooth)
D.AIL. atrac1 ATRAC1 (Adaptive TRansform Acoustic Coding)
D.AIL. atrac3 ATRAC3 (Adaptive TRansform Acoustic Coding 3)
D.AI.S atrac3al ATRAC3 AL (Adaptive TRansform Acoustic Coding 3 Advanced Lossless)
D.AIL. atrac3p ATRAC3+ (Adaptive TRansform Acoustic Coding 3+) (decoders: atrac3plus)
D.AI.S atrac3pal ATRAC3+ AL (Adaptive TRansform Acoustic Coding 3+ Advanced Lossless) (decoders: atrac3plusal)
D.AIL. atrac9 ATRAC9 (Adaptive TRansform Acoustic Coding 9)
D.AIL. avc On2 Audio for Video Codec (decoders: on2avc)
D.AIL. binkaudio_dct Bink Audio (DCT)
D.AIL. binkaudio_rdft Bink Audio (RDFT)
D.AIL. bmv_audio Discworld II BMV audio
D.AILS bonk Bonk audio
D.AIL. cbd2_dpcm DPCM Cuberoot-Delta-Exact
..AIL. celt Constrained Energy Lapped Transform (CELT)
..AIL. codec2 codec2 (very low bitrate speech codec)
DEAIL. comfortnoise RFC 3389 Comfort Noise
D.AIL. cook Cook / Cooker / Gecko (RealAudio G2)
D.AIL. derf_dpcm DPCM Xilam DERF
DEA.L. dfpwm DFPWM (Dynamic Filter Pulse Width Modulation)
D.AIL. dolby_e Dolby E
D.AIL. dsd_lsbf DSD (Direct Stream Digital), least significant bit first
D.AIL. dsd_lsbf_planar DSD (Direct Stream Digital), least significant bit first, planar
D.AIL. dsd_msbf DSD (Direct Stream Digital), most significant bit first
D.AIL. dsd_msbf_planar DSD (Direct Stream Digital), most significant bit first, planar
D.AIL. dsicinaudio Delphine Software International CIN audio
D.AIL. dss_sp Digital Speech Standard - Standard Play mode (DSS SP)
D.AI.S dst DST (Direct Stream Transfer)
DEAILS dts DCA (DTS Coherent Acoustics) (decoders: dca) (encoders: dca)
D.AIL. dvaudio DV audio
DEAIL. eac3 ATSC A/52B (AC-3, E-AC-3)
D.AIL. evrc EVRC (Enhanced Variable Rate Codec)
D.AIL. fastaudio MobiClip FastAudio
DEAI.S flac FLAC (Free Lossless Audio Codec)
D.AIL. ftr FTR Voice
DEAIL. g723_1 G.723.1
D.AIL. g729 G.729
D.AIL. gremlin_dpcm DPCM Gremlin
D.AIL. gsm GSM
D.AIL. gsm_ms GSM Microsoft variant
D.AIL. hca CRI HCA
D.AIL. hcom HCOM Audio
D.AIL. iac IAC (Indeo Audio Coder)
D.AIL. ilbc iLBC (Internet Low Bitrate Codec)
D.AIL. imc IMC (Intel Music Coder)
D.AIL. interplay_dpcm DPCM Interplay
D.AIL. interplayacm Interplay ACM
D.AIL. mace3 MACE (Macintosh Audio Compression/Expansion) 3:1
D.AIL. mace6 MACE (Macintosh Audio Compression/Expansion) 6:1
D.AIL. metasound Voxware MetaSound
D.AIL. misc4 Micronas SC-4 Audio
DEA..S mlp MLP (Meridian Lossless Packing)
D.AIL. mp1 MP1 (MPEG audio layer 1) (decoders: mp1 mp1float)
DEAIL. mp2 MP2 (MPEG audio layer 2) (decoders: mp2 mp2float) (encoders: mp2 mp2fixed)
DEAIL. mp3 MP3 (MPEG audio layer 3) (decoders: mp3float mp3) (encoders: libmp3lame)
D.AIL. mp3adu ADU (Application Data Unit) MP3 (MPEG audio layer 3) (decoders: mp3adufloat mp3adu)
D.AIL. mp3on4 MP3onMP4 (decoders: mp3on4float mp3on4)
D.AI.S mp4als MPEG-4 Audio Lossless Coding (ALS) (decoders: als)
..A.L. mpegh_3d_audio MPEG-H 3D Audio
D.AIL. msnsiren MSN Siren
D.AIL. musepack7 Musepack SV7 (decoders: mpc7)
D.AIL. musepack8 Musepack SV8 (decoders: mpc8)
DEAIL. nellymoser Nellymoser Asao
DEAIL. opus Opus (Opus Interactive Audio Codec) (decoders: opus libopus) (encoders: opus libopus)
D.AI.S osq OSQ (Original Sound Quality)
D.AIL. paf_audio Amazing Studio Packed Animation File Audio
DEAIL. pcm_alaw PCM A-law / G.711 A-law
DEAI.S pcm_bluray PCM signed 16|20|24-bit big-endian for Blu-ray media
DEAI.S pcm_dvd PCM signed 20|24-bit big-endian
D.AI.S pcm_f16le PCM 16.8 floating point little-endian
D.AI.S pcm_f24le PCM 24.0 floating point little-endian
DEAI.S pcm_f32be PCM 32-bit floating point big-endian
DEAI.S pcm_f32le PCM 32-bit floating point little-endian
DEAI.S pcm_f64be PCM 64-bit floating point big-endian
DEAI.S pcm_f64le PCM 64-bit floating point little-endian
D.AI.S pcm_lxf PCM signed 20-bit little-endian planar
DEAIL. pcm_mulaw PCM mu-law / G.711 mu-law
DEAI.S pcm_s16be PCM signed 16-bit big-endian
DEAI.S pcm_s16be_planar PCM signed 16-bit big-endian planar
DEAI.S pcm_s16le PCM signed 16-bit little-endian
DEAI.S pcm_s16le_planar PCM signed 16-bit little-endian planar
DEAI.S pcm_s24be PCM signed 24-bit big-endian
DEAI.S pcm_s24daud PCM D-Cinema audio signed 24-bit
DEAI.S pcm_s24le PCM signed 24-bit little-endian
DEAI.S pcm_s24le_planar PCM signed 24-bit little-endian planar
DEAI.S pcm_s32be PCM signed 32-bit big-endian
DEAI.S pcm_s32le PCM signed 32-bit little-endian
DEAI.S pcm_s32le_planar PCM signed 32-bit little-endian planar
DEAI.S pcm_s64be PCM signed 64-bit big-endian
DEAI.S pcm_s64le PCM signed 64-bit little-endian
DEAI.S pcm_s8 PCM signed 8-bit
DEAI.S pcm_s8_planar PCM signed 8-bit planar
D.AI.S pcm_sga PCM SGA
DEAI.S pcm_u16be PCM unsigned 16-bit big-endian
DEAI.S pcm_u16le PCM unsigned 16-bit little-endian
DEAI.S pcm_u24be PCM unsigned 24-bit big-endian
DEAI.S pcm_u24le PCM unsigned 24-bit little-endian
DEAI.S pcm_u32be PCM unsigned 32-bit big-endian
DEAI.S pcm_u32le PCM unsigned 32-bit little-endian
DEAI.S pcm_u8 PCM unsigned 8-bit
DEAIL. pcm_vidc PCM Archimedes VIDC
D.AIL. qcelp QCELP / PureVoice
D.AIL. qdm2 QDesign Music Codec 2
D.AIL. qdmc QDesign Music
DEAIL. ra_144 RealAudio 1.0 (14.4K) (decoders: real_144) (encoders: real_144)
D.AIL. ra_288 RealAudio 2.0 (28.8K) (decoders: real_288)
D.AI.S ralf RealAudio Lossless
D.AILS rka RKA (RK Audio)
DEAIL. roq_dpcm DPCM id RoQ
DEAI.S s302m SMPTE 302M
DEAIL. sbc SBC (low-complexity subband codec)
D.AIL. sdx2_dpcm DPCM Squareroot-Delta-Exact
D.AI.S shorten Shorten
D.AIL. sipr RealAudio SIPR / ACELP.NET
D.AIL. siren Siren
D.AIL. smackaudio Smacker audio (decoders: smackaud)
..AIL. smv SMV (Selectable Mode Vocoder)
D.AIL. sol_dpcm DPCM Sol
DEAI.. sonic Sonic
.EAI.. sonicls Sonic lossless
DEAIL. speex Speex (decoders: speex libspeex) (encoders: libspeex)
D.A..S tak TAK (Tom's lossless Audio Kompressor)
DEA..S truehd TrueHD
D.AIL. truespeech DSP Group TrueSpeech
DEAI.S tta TTA (True Audio)
D.AIL. twinvq VQF TwinVQ
D.AIL. vmdaudio Sierra VMD audio
DEAIL. vorbis Vorbis (decoders: vorbis libvorbis) (encoders: vorbis libvorbis)
D.AIL. wady_dpcm DPCM Marble WADY
D.AI.S wavarc Waveform Archiver
D.AI.. wavesynth Wave synthesis pseudo-codec
DEAILS wavpack WavPack
D.AIL. westwood_snd1 Westwood Audio (SND1) (decoders: ws_snd1)
D.AI.S wmalossless Windows Media Audio Lossless
D.AIL. wmapro Windows Media Audio 9 Professional
DEAIL. wmav1 Windows Media Audio 1
DEAIL. wmav2 Windows Media Audio 2
D.AIL. wmavoice Windows Media Audio Voice
D.AIL. xan_dpcm DPCM Xan
D.AIL. xma1 Xbox Media Audio 1
D.AIL. xma2 Xbox Media Audio 2
..D... bin_data binary data
..D... dvd_nav_packet DVD Nav packet
..D... epg Electronic Program Guide
..D... klv SMPTE 336M Key-Length-Value (KLV) metadata
..D... mpegts raw MPEG-TS stream
..D... otf OpenType font
..D... scte_35 SCTE 35 Message Queue
..D... smpte_2038 SMPTE ST 2038 VANC in MPEG-2 TS
..D... timed_id3 timed ID3 metadata
..D... ttf TrueType font
..S... arib_caption ARIB STD-B24 caption
DES... ass ASS (Advanced SSA) subtitle (decoders: ssa ass) (encoders: ssa ass)
DES... dvb_subtitle DVB subtitles (decoders: dvbsub) (encoders: dvbsub)
D.S... dvb_teletext DVB teletext (decoders: libzvbi_teletextdec)
DES... dvd_subtitle DVD subtitles (decoders: dvdsub) (encoders: dvdsub)
D.S... eia_608 EIA-608 closed captions (decoders: cc_dec)
D.S... hdmv_pgs_subtitle HDMV Presentation Graphic Stream subtitles (decoders: pgssub)
..S... hdmv_text_subtitle HDMV Text subtitle
D.S... jacosub JACOsub subtitle
D.S... microdvd MicroDVD subtitle
DES... mov_text MOV text
D.S... mpl2 MPL2 subtitle
D.S... pjs PJS (Phoenix Japanimation Society) subtitle
D.S... realtext RealText subtitle
D.S... sami SAMI subtitle
..S... srt SubRip subtitle with embedded timing
..S... ssa SSA (SubStation Alpha) subtitle
D.S... stl Spruce subtitle format
DES... subrip SubRip subtitle (decoders: srt subrip) (encoders: srt subrip)
D.S... subviewer SubViewer subtitle
D.S... subviewer1 SubViewer v1 subtitle
DES... text raw UTF-8 text
.ES... ttml Timed Text Markup Language
D.S... vplayer VPlayer subtitle
DES... webvtt WebVTT subtitle
DES... xsub XSUB