1. Flask
Iyo micro-framework yakanyorwa muPython. Iyo haina kusimbiswa kwemafomu uye hapana dhatabhesi yekubvisa layer, asi inokutendera iwe kushandisa wechitatu bato maraibhurari kune zvakajairika kushanda. Uye ndosaka iri micro framework. Flask yakagadzirirwa kuita kuti kugadzira maapplication kuve nyore uye nekukurumidza, ukuwo ichiwedzera uye kuremerwa. Iyo yakavakirwa paWerkzeug uye Jinja2 mapurojekiti. Iwe unogona kuverenga zvakawanda nezvazvo muDataFlair's yazvino chinyorwa nezve
2. Keras
Keras ndeye yakavhurika sosi neural network raibhurari yakanyorwa muPython. Iri mushandisi-inoshamwaridzika, modular uye inowedzera, uye inogona kumhanya pamusoro peTensorFlow, Theano, PlaidML kana Microsoft Cognitive Toolkit (CNTK). Keras ine zvese: matemplate, chinangwa uye kutamisa mabasa, optimizers uye zvimwe zvakawanda. Iyo zvakare inotsigira convolutional uye inodzokororwa neural network.
Kushanda pane yazvino yakavhurika sosi purojekiti yakavakirwa paKeras -
Chinyorwa chakaturikirwa nerutsigiro rweEDISON Software, iyoinogadzira Vivaldi gwaro rekuchengetedza diagnostic system , pamwe cheteinoisa mari mukutanga .
3.SpaCy
Iyo yakavhurika sosi software raibhurari inobata nayo
4. Sentry
Sentry inopa yakavhurwa sosi bug yekutarisa kuti iwe ugone kuona uye triage bugs munguva chaiyo. Ingoisa iyo SDK yemitauro yako kana chimiro (s) uye tanga. Inokutendera kuti utore zvisizvo zvisingabatike, ongorora matuta, ongorora mabatiro enyaya yega yega, tevera tsikidzi pamapurojekiti, govera nyaya, nezvimwe. Kushandisa Sentry kunoreva mashoma mabhugi uye yakawanda kodhi inotumirwa.
5.OpenCV
OpenCV ndeye yakavhurika sosi komputa chiratidzo uye muchina kudzidza raibhurari. Raibhurari iyi ine anopfuura zviuru zviviri nemazana mashanu akagadziridzwa maalgorithms emabasa ekuona komputa akadai sekuona chinhu uye kuzivikanwa, kupatsanura kwemhando dzakasiyana dzezviitiko zvevanhu, kamera inofamba yekutevera, kusikwa kwemamodheru echinhu che2500D, kusonanidzwa kwemifananidzo kuti uwane mifananidzo yakagadziriswa, uye mamwe mabasa mazhinji. . Raibhurari inowanikwa mumitauro yakawanda sePython, C ++, Java, nezvimwe.
Nhamba yenyeredzi paGithub: 39585
Wakamboshanda pane chero chirongwa cheOpenCV? Heino imwe -
6. Nilearn
Iyi imodule yekukurumidza uye nyore kuita zvidzidzo zvenhamba pane NeuroImaging data. Inokubvumira kushandisa scikit-dzidza kune multivariate statistics yekufungidzira modelling, classification, decoding uye yekubatanidza kuongorora. Nilearn chikamu cheNiPy ecosystem, inova nharaunda yakazvipira kushandisa Python kuongorora neuroimaging data.
Nhamba yenyeredzi pa
7. scikit-Dzidza
Scikit-dzidza imwe yakavhurika sosi Python chirongwa. Iyi iraibhurari yakakurumbira yekudzidza muchina yePython. Inowanzo shandiswa neNumPy uye SciPy, SciPy inopa kupatsanura, kudzoreredza uye kubatanidza - inotsigira.
Nhamba yenyeredzi paGithub: 37,144
8. PyTorch
PyTorch imwe yakavhurika sosi muchina wekudzidza raibhurari yakanyorwa muPython uye yePython. Iyo yakavakirwa paTorch raibhurari uye yakanakira nzvimbo dzakaita senge komputa kuona uye yakasikwa mutauro kugadzirisa (NLP). Iyo zvakare ine C ++ yekumberi.
Pakati pezvimwe zvinhu zvakawanda, PyTorch inopa maviri epamusoro-level:
- Yakanyanya GPU-yakawedzera tensor komputa
- Deep neural network
Nhamba yenyeredzi paGithub: 31
9. Librosa
Librosa ndeimwe yeakanakisa python maraibhurari emimhanzi uye odhiyo kuongororwa. Iine zvinhu zvinodiwa zvinoshandiswa kuwana ruzivo kubva mumhanzi. Raibhurari yakanyorwa zvakanaka uye ine akati wandei matutorials uye mienzaniso inoita kuti basa rako rive nyore.
Nhamba yenyeredzi paGithub: 3107
Kuitwa kweyakavhurika sosi Python chirongwa uye Librosa -
10. Gensim
Gensim iraibhurari yePython yekuenzanisira misoro, kunyora zvinyorwa, uye kufanana kunotsvaga makambani makuru. Iyo yakanangana neNLP uye nharaunda dzekudzosa ruzivo. Gensim ipfupi kune "generate like." Pakutanga, akagadzira rondedzero pfupi yezvinyorwa zvakafanana nechinyorwa ichi. Gensim yakajeka, inoshanda uye inokura. Gensim inopa inoshanda uye yakapusa kuita yekusatarisirwa semantic modhi kubva kumavara akajeka.
Nhamba yenyeredzi paGithub: 9
11.Django
Nhamba yenyeredzi paGithub: 44
12. Kuzivikanwa kwechiso
Kuzivikanwa kwechiso ipurojekiti yakakurumbira paGitHub. Inoziva uye kushandisa zviso zviri nyore kushandisa Python/command line uye inoshandisa raibhurari yepasirese yekuziva kumeso kuita kudaro. Izvi zvinoshandisa dlib nekudzidza kwakadzama kuona zviso zvine 99,38% kunyatsoita muWild bhenji.
Nhamba yenyeredzi paGithub: 28,267
13. Cookiecutter
Cookiecutter ndeye command line utility inogona kushandiswa kugadzira mapurojekiti kubva kumatemplate (cookiecutters). Mumwe muenzaniso ungave wekugadzira batch purojekiti kubva kune batch project template. Aya ndiwo matemplate epachinjiro, uye matemplate epurojekiti anogona kunge ari mumutauro chero upi kana mucherechedzo, sePython, JavaScript, HTML, Ruby, CoffeeScript, RST, uye Markdown. Iyo zvakare inobvumidza iwe kushandisa mitauro yakawanda mune imwecheteyo chirongwa template.
Nhamba yenyeredzi paGithub: 10
14. Panda
Pandas inoongorora data uye yekunyengetedza raibhurari yePython iyo inopa yakanyorwa data zvimiro uye manhamba mabasa.
Nhamba yenyeredzi paGithub: 21,404
Python yakavhurika sosi purojekiti yekuyedza Pandas -
15. Pipenv
Pipenv inovimbisa kuve chigadzirwa-chakagadzirira chishandiso chine chinangwa chekuunza zvakanakisa zvepasirese zvekurongedza kupasirese yePython. Iyo terminal ine mavara akanaka uye inosanganisa Pipfile, pip uye virtualenv mune imwechete kuraira. Iyo inongogadzira uye inogadzirisa chaiyo nharaunda yemapurojekiti ako uye inopa vashandisi nzira iri nyore yekugadzirisa nharaunda yavo yebasa.
Nhamba yenyeredzi paGithub: 18,322
16. SimpleCoin
Iyo iBlockchain kuisirwa kwecryptocurrency yakavakwa muPython, asi iri nyore, haina kuchengeteka, uye haina kukwana. SimpleCoin haina kuitirwa kushandiswa kwekugadzira. Kwete yekushandiswa kwekugadzira, SimpleCoin yakagadzirirwa zvinangwa zvekudzidzisa uye chete kuita kuti iyo inoshanda blockchain iwanikwe uye nyore. Iyo inokutendera iwe kuchengetedza yakacherwa hashes uye kuitsinhanisa kune chero mari inotsigirwa.
Nhamba yenyeredzi paGithub: 1343
17. Pyray
Iyo 3D inopa raibhurari yakanyorwa muvanilla Python. Inopa 2D, 3D, yakakwirira dimensional zvinhu uye zviratidziro muPython uye animation. Inotiwana tiri munzvimbo yemavhidhiyo akagadzirwa, mitambo yemavhidhiyo, mifananidzo yemuviri uye kunyange mifananidzo yakanaka. Zvinodiwa zveizvi: PIL, numpy uye scipy.
Nhamba yenyeredzi paGithub: 451
18. MicroPython
MicroPython iPython ye microcontrollers. Iko kuita kwakanaka kwePython3 kunouya nemapakeji akawanda kubva kuPython standard raibhurari uye yakagadziridzwa kuti imhanye pamamicrocontrollers uye munzvimbo dzakamanikidzwa. Pyboard ibhodhi diki remagetsi rinomhanyisa MicroPython pasimbi isina chinhu saka inogona kudzora marudzi ese emapurojekiti emagetsi.
Nhamba yenyeredzi pa
19. Kivy
Kivy iraibhurari yePython yekugadzira nharembozha uye mamwe akawanda-ekubata maapplication ane yakasikwa mushandisi interface (NUI). Iyo ine raibhurari yemifananidzo, akati wandei majeti sarudzo, mutauro weKv wepakati wekugadzira yako wega majeti, rutsigiro rwegonzo, keyboard, TUIO, uye akawanda-touch zviitiko. Iyo yakavhurika sosi raibhurari yekukurumidza kusimudzira application ine innovative user interfaces. Iyo inoyambuka-chikuva, bhizinesi-inoshamwaridzika, uye GPU-inomhanyisa.
Nhamba yenyeredzi paGithub: 9
20. Dash
Dash naPlotly iwebhu application framework. Yakavakwa pamusoro peFlask, Plotly.js, React uye React.js, inotibvumira kushandisa Python kugadzira madhibhodhi. Iyo inopa simba Python uye R modhi pachiyero. Dash inokutendera iwe kuvaka, kuyedza, kuendesa uye kushuma pasina DevOps, JavaScript, CSS, kana CronJobs. Dash ine simba, customizable, lightweight uye nyore kubata. Iyo zvakare yakavhurika sosi.
Nhamba yenyeredzi paGithub: 9,883
21. Magenta
Magenta ipurojekiti yakavhurika sosi yekutsvagisa inotarisa pakudzidza kwemuchina sechombo mukugadzira maitiro. Iyo inokutendera iwe kugadzira mimhanzi uye hunyanzvi uchishandisa muchina kudzidza. Magenta iraibhurari yePython yakavakirwa paTensorFlow, ine zvishandiso zvekushanda nedata rakasvibira, richiishandisa kudzidzisa mhando dzemuchina uye kugadzira zvitsva zvemukati.
22. R-CNN mask
Uku kuita kweR-CNNN mask muPython 3, TensorFlow neKeras. Iyo modhi inotora chimwe nechimwe chinhu chiitiko mu raster uye inogadzira inosungirirwa mabhokisi uye segmentation masks ayo. Inoshandisa Feature Pyramid Network (FPN) uye ResNet101 musana. Iyo kodhi iri nyore kuwedzera. Iyi purojekiti inopawo Matterport3D dhataset yenzvimbo dzakavakwazve 3D dzakatorwa nevatengi ...
Nhamba yenyeredzi paGithub: 14
23. TensorFlow Models
Iyi inzvimbo ine akasiyana mamodheru akaiswa muTensorFlow - yepamutemo uye yekutsvagisa mhando. Iyo ine zvakare sampuli uye tutorials. Mhando dzepamutemo dzinoshandisa yepamusoro-level TensorFlow APIs. Mamodheru ekutsvagisa mamodheru akaiswa muTensorFlow nevatsvaguri nerutsigiro rwavo kana tsigiro yemubvunzo uye mibvunzo.
Nhamba yenyeredzi paGithub: 57
24. Snallygaster
Snallygaster inzira yekuronga matambudziko nemabhodhi epurojekiti. Nekuda kweizvi, unogona kugadzirisa yako manejimendi manejimendi paGitHub, gadzirisa uye otomatiki mafambiro ako ebasa. Iyo inokutendera iwe kuronga mabasa, kuronga mapurojekiti, otomatiki mafambiro ebasa, kuronda kufambira mberi, kugovana chimiro uye pakupedzisira kupedzisa. Snallygaster inogona kutarisisa mafaera akavanzika pamasevha eHTTP - inotarisa mafaera anowanikwa pawebhu maseva ayo asingafanirwe kuwanikwa pachena uye anogona kuisa njodzi yekuchengetedza.
Nhamba yenyeredzi paGithub: 1
25.Statsmodels
ichi
Nhamba yenyeredzi paGithub: 4
26. WhatWaf
Ichi chishandiso chepamusoro chekutarisa firewall chatinogona kushandisa kunzwisisa kana web application firewall iripo. Iyo inoona firewall muwebhu application uye inoedza kutsvaga imwe kana anopfuura maworkaround ayo pane yakatarwa chinangwa.
Nhamba yenyeredzi paGithub: 1300
27. Chainer
Chainer -
Nhamba yenyeredzi paGithub: 5,054
28. Rebound
Rebound chishandiso mutsara wekuraira. Kana iwe uchinge wagamuchira chikanganiso chemuumbi, chinobva chatora mhedzisiro kubva pakufashukira kwe stack. Kuti ushandise izvi unogona kushandisa rebound rairo kuita faira rako. Ndiyo imwe ye50 inonyanya kufarirwa yakavhurika sosi mapurojekiti ePython e2018. Pamusoro pezvo, zvinoda Python 3.0 kana kupfuura. Mhando dzefaira dzinotsigirwa: Python, Node.js, Ruby, Golang uye Java.
Nhamba yenyeredzi paGithub: 2913
29. Detector
Detectron inoita yemazuva ano kuona zvinhu (zvakare inoshandisa R-CNN mask). IFacebook AI Research (FAIR) software yakanyorwa muPython uye inoshanda paCaffe2 Deep Kudzidza chikuva. Chinangwa cheDetectron ndechekupa yemhando yepamusoro, yepamusoro-yekuita codebase yekutsvagisa chinhu chekutsvaga. Inochinjika uye inoshandisa anotevera algorithms - R-CNN mask, RetinaNet, inokurumidza R-CNN, RPN, inokurumidza R-CNN, R-FCN.
Nhamba yenyeredzi paGithub: 21
30. Python-fire
Iyi raibhurari yekugadzira otomatiki CLIs (command line interfaces) kubva (chero) chinhu chePython. Iyo zvakare inobvumidza iwe kugadzira uye kugadzirisa kodhi, pamwe nekuongorora iripo kodhi kana kushandura kodhi yemumwe munhu kuita CLI. Python Fire inoita kuti zvive nyore kufamba pakati peBash nePython, uye zvakare inoita kuti zvive nyore kushandisa REPL.
Nhamba yenyeredzi paGithub: 15
31. Pylearn2
Pylearn2 iraibhurari yekudzidza yemuchina yakavakwa zvakanyanya pamusoro peTheano. Chinangwa chayo kuita kuti ML tsvagiridzo ive nyore. Inokutendera iwe kunyora mitsva algorithms uye modhi.
Nhamba yenyeredzi paGithub: 2681
32. Matplotlib
Nhamba yenyeredzi paGithub: 10,072
33. Theano
Theano iraibhurari yekushandura masvomhu uye matrix kutaura. Iyo zvakare inogadzirisa compiler. Theano anoshandisa
Nhamba yenyeredzi pa
34. Multidiff
Multidiff yakagadzirirwa kuita kuti data-yakatarisana nemuchina ive nyore kunzwisisa. Inokubatsira kuona mutsauko pakati pehuwandu hwakawanda hwezvinhu nekuita mutsauko pakati pezvinhu zvinoenderana uye wozozviratidzira. Kuona uku kunotitendera kuti titarise mapatani mune proprietary protocol kana asina kujairika faira mafomati. Iyo inonyanya kushandiswa kune reverse engineering uye binary data kuongororwa.
Nhamba yenyeredzi paGithub: 262
35. Som-tsp
Iyi purojekiti ndeyekushandisa kuzvironga mepu kugadzirisa dambudziko revatengesi vanofamba. Tichishandisa SOM, tinowana sub-optimal solutions kudambudziko reTSP uye tinoshandisa .tsp format yeizvi. TSP idambudziko reNP-rakazara uye rinowedzera kuoma kugadzirisa sezvo huwandu hwemaguta hunowedzera.
Nhamba yenyeredzi paGithub: 950
36. Photon
Photon inokurumidza kukurumidza webhu scanner yakagadzirirwa OSINT. Inogona kudzoreredza maURL, ma URL ane paramita, Intel ruzivo, mafaera, akavanzika makiyi, JavaScript mafaera, yakajairika machisi ekutaura, uye subdomain. Ruzivo rwakabviswa runogona kuchengetwa uye kutumirwa kunze kwenyika mujson fomati. Photon inoshanduka uye inyanzvi. Iwe unogona zvakare kuwedzera mamwe plugins kwairi.
Nhamba yenyeredzi paGithub: 5714
37. Social Mapper
Social Mapper isocial media mepu chishandiso chinobatanidza maprofile uchishandisa kuzivikanwa kwechiso. Inoita izvi pane akasiyana mawebhusaiti pamwero mukuru. Social Mapper inozvigadzira kutsvaga mazita uye mapikicha pasocial media uyezve kuyedza kunongedza uye neboka kuvepo kwemumwe munhu. Inobva yagadzira rondedzero yekuongorora kwevanhu. Izvi zvinobatsira muindasitiri yekuchengetedza (semuenzaniso, phishing). Inotsigira LinkedIn, Facebook, Twitter, Google Plus, Instagram, VKontakte, Weibo uye Douban mapuratifomu.
Nhamba yenyeredzi paGithub: 2,396
38. Camelot
Camelot iraibhurari yePython inokubatsira kubvisa matafura kubva kumafaira ePDF. Inoshanda nemavara ePDF mafaera, asi kwete magwaro akaongororwa. Pano tafura yega yega pandas DataFrame. Uyezve, unogona kutumira matafura ku .json, .xls, .html kana .sqlite.
Nhamba yenyeredzi paGithub: 2415
39. Muverengi
Uyu muverengi weQt wekuverenga e-mabhuku. Inotsigira .pdf, .epub, .djvu, .fb2, .mobi, .azw/.azw3/.azw4, .cbr/.cbz uye .md mafaira mafomati. Lector ine hwindo guru, tafura yekuona, kutarisa kwebhuku, maonero asina kukanganisa, tsigiro yezvinyorwa, maonero ekomic, uye hwindo rezvirongwa. Inotsigirawo mabhukimaki, kubhurawuza kweprofile, metadata mupepeti, uye duramazwi rakavakirwa.
Nhamba yenyeredzi paGithub: 835
40.m00dbot
Iyi iTeregiramu bot yekuzviongorora wega kuora mwoyo uye kusagadzikana.
Nhamba yenyeredzi paGithub: 145
41. Manim
Injini yeanimation yekutsanangura mavhidhiyo emasvomhu anogona kushandiswa kugadzira chaiwo animations zvakarongeka. Anoshandisa Python kune izvi.
Nhamba yenyeredzi paGithub: 13
42. Douyin-Bot
Bot yakanyorwa muPython yeTinder-yakafanana application. Vagadziri vanobva kuChina.
Nhamba yenyeredzi paGithub: 5,959
43. XSSstrike
Iri ipasuru-saiti yekuona manyorero ane mana akanyorwa nemaoko. Iyo zvakare ine yakangwara payload jenareta, ine simba fuzzing injini, uye inoshamisa inokurumidza kutsvaga injini. Panzvimbo pekupinza mubhadharo uye kuiyedza kuti ishande semamwe maturusi ese, XSStrike inoona mhinduro ichishandisa akawanda parser uye yobva yagadzirisa iyo payload, iyo inovimbiswa kushanda ichishandisa ongororo yemamiriro akabatanidzwa muinjini inofefetera.
Nhamba yenyeredzi paGithub: 7050
44. PythonRobotics
Iyi purojekiti muunganidzwa wekodhi muPython robotics algorithms, pamwe nekuzvitonga kuzere algorithms.
Nhamba yenyeredzi paGithub: 6,746
45. Google Images Download
Google Images Dhawunirodha chirongwa chePython chekuraira chinotsvaga Google Mifananidzo yemazwi akakosha uye inokutorera iwo mifananidzo. Icho chirongwa chidiki chisina kutsamira kana iwe uchingoda kurodha anosvika zana emifananidzo kune yega yega keyword.
Nhamba yenyeredzi paGithub: 5749
46. ββMuteyo
Inokutendera kuti utarise uye uite hungwaru hwemagariro engineering kurwisa munguva chaiyo. Izvi zvinobatsira kuratidza kuti makambani makuru eInternet anogona kuwana ruzivo rwakadzama uye kutonga vashandisi pasina ruzivo rwavo. Trape inogona zvakare kubatsira kuteedzera ma cybercriminals.
Nhamba yenyeredzi paGithub: 4256
47. Xonsh
Xonsh muchinjika-chikuva Unix-kutarisa mutsara wekuraira uye ganda mutauro wakavakirwa paPython. Iyi superset yePython 3.5+ ine mamwe magokoru ekutanga seaya anowanikwa muBash neIPython. Xonsh inomhanya paLinux, Max OS X, Windows uye mamwe masisitimu makuru.
Nhamba yenyeredzi paGithub: 3426
48. GIF yeCLI
Inoda GIF kana vhidhiyo pfupi kana mubvunzo, uye uchishandisa Tenor GIF API, inoshandurwa kuita ASCII animated graphic. Inoshandisa ANSI kutiza kutevedzana kweanimation uye ruvara.
Nhamba yenyeredzi paGithub: 2,547
49. Katuni
Dhirowa Iyi iPolaroid kamera inogona kudhirowa katuni. Inoshandisa neural network yekuzivikanwa kwechinhu, Google Quickdraw dhataseti, inopisa printa uye Raspberry Pi. Kurumidza, Dhirowa! mutambo weGoogle unokumbira vatambi kuti vadhirowe mufananidzo wechinhu/pfungwa vozoedza kufungidzira kuti inomirirei mumasekonzi asingasviki makumi maviri.
Nhamba yenyeredzi paGithub: 1760
50. Zulip
Zulip iboka rekutaura app iro rinoshanda munguva chaiyo uye rinogadzirawo neakawanda-tambo hurukuro. Mazhinji makambani eFortune 500 uye akavhurika sosi mapurojekiti anoishandisa kune chaiyo-nguva chat inogona kubata zviuru zvemashoko pazuva.
Nhamba yenyeredzi paGithub: 10,432
51. YouTube-dl
Icho chirongwa chekuraira mutsara chinogona kudhawunirodha mavhidhiyo kubva kuYouTube uye mamwe mamwe masaiti. Haina kusungirirwa papuratifomu chaiyo.
Nhamba yenyeredzi paGithub: 55
52. Zvinogoneka
Iyo yakapfava IT otomatiki sisitimu inokwanisa kubata anotevera mabasa: kumisikidza manejimendi, application deployment, Cloud kupa, ad hoc mabasa, network otomatiki, uye akawanda-saiti orchestration.
Nhamba yenyeredzi paGithub: 39,443
53. HTTPie
HTTPie mutsara wekuraira HTTP mutengi. Izvi zvinoita kuti zvive nyore kuti CLI idyidzane newebhu masevhisi. Kune iyo http yekuraira, inotitendera kutumira zvikumbiro zveHTTP zvisina tsarukano neyakapusa syntax, uye kugashira kuburitsa kwemavara. Tinogona kuishandisa kuyedza, kugadzirisa uye kudyidzana nemaseva eHTTP.
Nhamba yenyeredzi paGithub: 43
54. Tornado Web Server
Iyo webhu dhizaini, asynchronous networking raibhurari yePython. Inoshandisa isina-kuvharira network I/O kukwira kusvika pamusoro pezviuru zvematani akavhurika. Izvi zvinoita kuti ive sarudzo yakanaka kune refu zvikumbiro uye WebSockets.
Nhamba yenyeredzi paGithub: 18
55. Zvikumbiro
Zvikumbiro iraibhurari inoita kuti zvive nyore kutumira zvikumbiro zveHTTP/1.1. Iwe haufanirwe kuwedzera maparamita kune maURL kana encode PUT uye POST data.
Nhamba yenyeredzi paGithub: 40
56. Kukwenya
Scrapy inokurumidza, yepamusoro-soro yewebhu inokambaira chimiro - unogona kuishandisa kukwenya mawebhusaiti kutora data rakarongeka. Iwe unogona zvakare kuishandisa kuongorora data, kutarisa uye otomatiki kuyedza.
Nhamba yenyeredzi paGithub: 34,493
Source: www.habr.com