I-Integrated Development Environment isifinyezo sayo. Ithuluzi lokubhala amakhodi elenza kube lula ukuthuthukisa, ukuhlola, nokususa iphutha ikhodi yakho njengoba ngokuvamile ikunikeza ukuqedwa kwekhodi noma ukuqonda ngekhodi ngokugqamisa, ukuphathwa kwensiza, amathuluzi okulungisa iphutha, nezinye izici.
Ngisho noma i-IDE ingumqondo ochazwe kahle, isiqala ukuchazwa kabusha njengoba amanye amathuluzi, okuhlanganisa nezincwadi zokubhalela, eqala ukuthola imisebenzi eqhubeka njalo ebikade ikhethekile kuma-IDE.
Iqiniso liwukuthi ungakwazi ukufaka ikhodi cishe kunoma yiluphi uhlelo lokusebenza, kusukela ku-notepad ye-Windows ukuya emiyalweni esheshayo, kodwa futhi ungase ufise indawo eyiqiniso yokuhlela ehlanganisa ukusebenza kokufaka ikhodi nendawo yokulungisa iphutha.
Pho kungani ukhetha i-IDE ejwayelekile kunenye into, njengenothiphedi?
Ukusebenza kungaba yisixazululo. Cabangela ukubhala ikhodi ngesihleli sombhalo esifana ne-Windows notepad.
Kufanele ufake ikhodi yakho uma isiqediwe. Kumhleli wombhalo ofana nalona, awukwazi ukusebenzisa uhlelo lwakho; kunalokho, kufanele ukhiphe umyalo osheshayo.
Bekungeke yini kube ngcono ukuba yonke into ibe sendaweni eyodwa kunokusebenzisa izinhlelo ezimbili ezihlukene? I-IDE ilungiselelwa izimo ezinjalo.
Ukuze sikusize ukhethe isixazululo esingcono kakhulu sezidingo zakho, lokhu okuthunyelwe kuzokwethula ukuqhathanisa okuphelele kwe-PyCharm, i-Spyder, ne-Jupyter IDE.
Ake siqale nge-PyCharm IDE yethu edume kakhulu.
Isingeniso ku I-PyCharm
Enye ye-Python IDE ethandwa kakhulu yi-PyCharm. I-PyCharm inikeza izinhlobonhlobo zama-plugin, kits, namathuluzi okusheshisa ukuhlelwa kwePython ngenkathi futhi kunciphisa inani lomsebenzi odingekayo ukuze ukwenze.
Ukwengeza, i-PyCharm ingenziwa ngokwezifiso ukuze ivumelane nezidingo zomuntu ngamunye kanye nezintandokazi zokukhiqiza.
I-Pycharm ithuthukise le IDE isebenzisa amapulatifomu ahlukahlukene, kufaka phakathi iWindows, Linux, ne-macOS, futhi isetshenziswa kakhulu iPython ukuhlela izinhlelo..
I-IDE inikeza amandla okubuyekezwa kwekhodi, ukulungisa iphutha, ukulawula inguqulo, kanye ne-debugger. Ukwengeza, ukusebenzisa ama-API ahlukahlukene kwenza abathuthukisi bakwazi ukwakha ama-plugin wePython.
I-IDE isenza sikwazi ukusebenza ngezingobo zolwazi ezahlukahlukene ngaphandle kwezinye izinsiza.
Naphezu kokuthi yakhelwe ngokuqondile amafayela e-HTML, Python, JavaScript, kanye ne-CSS, ingabhalwa kusetshenziswa leyo IDE.
Ukwengeza, inikeza umuzwa omuhle womsebenzisi ongafanelana nezidingo zakho ngama-plugin.
Izici
Umhleli Wekhodi Ozenzakalelayo
Umhleli wekhodi ku-PyCharm uhlakaniphile futhi wenza kube lula ukubhala ikhodi ye-Python yezinga eliphezulu kakhulu.
Ukusetshenziswa kwezinhlelo zombala eziyingqayizivele zamagama angukhiye, amakilasi, nemisebenzi—i-syntax nokugqamisa amaphutha—kunikeza izinga eliphakeme lokuqonda ikhodi nokufunda.
Umhleli wekhodi awuhlinzeki nje kuphela ngekhono lokuqedela ikhodi ehlakaniphile kodwa futhi udala izikhombisi-ndlela zokuqedela ikhodi yamanje.
Ukuthola amaphutha nezinkinga kwenziwa kube lula kakhulu ngokusebenzisa i-linter nezixazululo ezisheshayo.
Ukuzulazula ngephrojekthi nangekhodi
Ikilasi, isici, noma ifayela lingatholwa kalula onjiniyela ngenxa yethuluzi lokuphequlula ikhodi.
Kukhona nokwehla okuphawulekayo esikhathini nomzamo odingekayo ukuze ubuyekeze futhi uguqule ikhodi yePython. Ukusesha ukubukwa kwephrojekthi ethile kanye nemibono yesakhiwo kulula.
Imodi yelensi isiza unjiniyela ekuhloleni kahle nasekususeni iphutha kuyo yonke ikhodi yomthombo yePython.
Ukuthola i-elementi, i-vector, njll. usebenzisa ukuzulazula kwekhodi kwenzeka ngokushesha. Ukushintsha phakathi kwamakilasi, amafayela, nezindlela kulula kubathuthukisi.
Ukuthuthukiswa Kwezobuchwepheshe Okuningi
Abathuthukisi bePython nabo bangasebenzisa i-PyCharm ukwenza izinhlelo zokusebenza zewebhu. I-CSS, i-TypeScript, i-HTML, i-CoffeeScript, i-JavaScript, nobunye ubuchwepheshe bewebhu obudumile busekelwa yi-Python IDE.
Ukwengeza, ukusekelwa kunikezwa iPython, izilimi zesifanekiso, ne-SQL.
Ukwengeza, ikhono le-PyCharm lokuhlela bukhoma lisiza abathuthukisi bewebhu baklame futhi baguqule amawebhusayithi abukhoma ngesikhathi esisodwa.
Kusiphequluli sewebhu, izinguquko zingalandelwa kalula. Ukuthuthukiswa kwe-NodeJS noma i-AngularJS nakho kungasebenzisa izinhlaka zewebhu.
Ukuhlanganiswa Kwezinhlelo Zokulawula Inguqulo (VCSs)
Ithuluzi elisebenziseka kalula lokulandelela izinguquko ezenziwe kumafayela, izinhlelo, neminye imithombo yolwazi isistimu yokulawula inguqulo (VCS). Ingafaniswa nedathabheyisi yezinguquko.
I-PyCharm inikeza eyodwa isikhombimsebenzisi somsebenzisi ye-CVS, i-Git, i-Mercurial, i-Perforce, ne-Subversion.
buhle
- I-Easy-to-use
- imizila emifushane eminingi ephumelelayo
- inqubo yokufaka elula
- Ama-plugin amaningi ayatholakala.
- Inguqulo enamandla kakhulu, ekhokhelwayo iyatholakala.
- ukuzibandakanya komphakathi okuhle kakhulu
- ivumela ukudalwa kwekhodi okusheshayo
- ukwazi ukuchofoza kanye ukuze ufunde yonke ikhodi yomthombo yePython
bawo
- Inenguqulo ekhokhelwayo ebiza kakhulu
- I-Python newbies kufanele ikugweme lokhu.
- Ingase ilethe ubunzima lapho izama ukulungisa amathuluzi afana ne-venv
- Uhlelo oludinga izinsiza, noma oludinga inkumbulo nokugcinwa okuningi.
Isingeniso ku I-Jupyter
Ukuze kukhiqizwe isofthiwe yomthombo ovulekile futhi unikeze izinsizakalo zekhompuyutha ezisebenzisanayo kusetshenziswa izilimi ezihlukahlukene zokuhlela, kwasungulwa i-Project Jupyter. I-Julia, i-Python, ne-R yizilimi ezintathu eziyinhloko zokuhlela ezisekelwa yi-Jupyter.
Indawo esebenzisanayo esekwe kuwebhu enamandla okwenza ikhompuyutha ibizwa ngeJupyter Notebook. Inikeza ifomethi yedokhumenti ye-Jupyter, i-Jupyter Isicelo sewebhu, kanye ne-Jupyter Python Web Server.
I-notebook ye-Jupyter yonke iyifayela elisekelwe ku-JSON elinamaseli okokufaka nokukhiphayo; lawa maseli angafaka ikhodi, umbhalo, imisebenzi yezibalo, namagrafu.
JI-upyter Notebook igcinwe ngefomethi ye-ipynb. Amafomethi wedokhumenti ajwayelekile afaka i-HTML, PDF, Markdown, nePython nawo aguqulwa yi-Jupyter (.ipynb).
Emkhakheni wesayensi yedatha, i-Jupyter notebook ivame ukusetshenziswa.
Izici
I-Inbuilt Cell Easy Caching:
Kuyinselele ukulandelela isimo sokubulawa kweseli ngalinye, kodwa i-Jupyter ikunakekela lokhu.
Wonke amaseli asebenzayo, kuhlanganise nalawo alanda ama-terabytes edatha kusuka kuseva ekude noma isitimela amamodeli wokufunda wemishini, inomphumela wayo ogcinwe yi-Jupyter.
Ukuhlaziywa kwedatha okuhlolayo
Abasebenzisi be-Jupyter bangabona okutholwe yikhodi ngokuqondile kusihleli ngaphandle kokulinda ezinye izingxenye zekhodi ukuthi ziqede. Ikhodi encwadini yokubhalela ingase ihlolwe kuwo wonke amaseli nganoma yisiphi isikhathi ukuze kunikezwe okukhiphayo.
Lokhu kusho ukuthi, ngokungafani namanye ama-IDE avamile afana ne-PyCHArm ne-VSCode, i-Jupyter isekela ukuphrinta okusemgqeni kwemiphumela, okuwusizo kakhulu kunqubo yokuhlaziya idatha yokuhlola (EDA).
Ukuzimela Olimini
I-Jupyter Notebook iyinkundla- futhi izimele ngolimi ngenxa yokumelwa kwayo ngefomethi ye-JSON.
Ikhono le-Jupiter lokucutshungulwa izilimi eziningi ezihlukahlukene futhi liguqulelwe kumafomethi ahlukahlukene, kuhlanganise no-Markdown, HTML, PDF, nezinye, kungenye into.
amadokhumenti amakhodi
Ungakwazi ukuchaza ngokushesha imibhalo yabo ku-Jupyter, umugqa ngomugqa, namazwana afakiwe kuzo zonke izinyathelo.
Okungcono nakakhulu, ikhodi isebenza ngokuphelele futhi abasebenzisi bangangeza ukusebenzisana nezincazelo besebenzisa i-Jupyter.
Ukusebenzisana Kwekhodi Ebukhoma:
I-Jupyter Notebook isebenzisa amaphakheji "e-ipywidgets", ahlinzeka ngokusebenzelana okujwayelekile komsebenzisi ukuze kuphenywe ikhodi esebenzisanayo nedatha. Ngakho-ke, ikhodi ye-Jupyter ayimile njengoba ingashintshwa ngabasebenzisi futhi idluliselwe ukugijima okusha.
Imithombo yokufaka ikhodi kanye nempendulo eqondiwe ingalawulwa esipheqululini.
buhle
- Isistimu esebenza kahle kakhulu yokuqala iphrojekthi yesayensi yedatha.
- Amanothi nezithombe zidluliseka kalula.
- Uma ufuna ukubuyekeza isigaba somugqa wekhodi ngomugqa futhi unikeze impendulo yesikhathi sangempela, ungase ufake ikhodi ethile ku-Jupyter Notebook.
- I-Markdowns nezinye izici ezengeziwe ziyatholakala.
- Izinsizakalo zamafu ezifana ne-GitHub ne-Pastebin zihlinzeka ngamakhono okwabelana ngekhodi, nokho, lezi zixazululo azigcini nje. Ukusebenzisa i-Jupyter Notebook kukuvumela ukuthi ufunde ikhodi, ulenze, futhi ubuke imiphumela kusiphequluli sakho sewebhu.
bawo
- Indawo yokuhlela yePython ayiphelele kuJupyter Notebook. Izibonelo zezici ongeke ujwayele ukuzibona ku-IDE zifaka phakathi ukulungisa amaphutha okusebenzisanayo, ukuqedelwa kwekhodi, nokuphathwa kwemojuli.
Isingeniso ku Spyder
I-Spyder iyi-cross-platform, i-IDE yomthombo ovulekile. I-Python Spyder IDE yasungulwa kusetshenziswa iPython kuphela.
Yathuthukiswa ososayensi futhi yaklanyelwe ngokukhethekile ososayensi, abahlaziyi bedatha, nonjiniyela. Cishe usuyazi kakade i-Spyder uma umshini wakho usebenzisa ukusatshalaliswa kwe-Anaconda.
I-IDE yesayensi yedatha engumthombo ovulekile kanye nenkundla yesiphambano. Uma ungakaze usebenzise i-IDE ngaphambili, iSpyder iyindawo enhle yokuqala.
I-NumPy, i-SciPy, i-Matplotlib, ne-IPython ifakiwe njengamalabhulali esayensi yedatha eyisisekelo. Ama-plugin nawo angasetshenziswa ukuyikhulisa. Ngokungafani namanye ama-IDE aku-inthanethi, iSpyder yathuthukiswa ngokukhethekile isayensi yedatha.
Ngisho noma ingakhangi njengamanye ama-IDE afana ne-Visual Studio noma i-Atom, kusafanele uyizame.
Ngenxa yobushelelezi bejika lokufunda, uzokwazi ukulifunda ngokushesha. Inketho yosizo lwe-inthanethi, ekwenza ukwazi ukubheka imininingwane enembayo mayelana nemitapo yolwazi, ingenye abasaqalayo abazojabulela ukuyisebenzisa.
Izici
- Uyakwazi ukuyisebenzisela ukusebenzisa itheminali ye-IPython.
- Ine-debugger esebenzayo.
- Ama-breakpoint ayatholakala (ukulungisa amaphutha kanye nama-breakpoint anemibandela)
- Ungasayinda umugqa, ifayela, iseli, njll. ngesikhathi sokusebenzisa okusebenzisanayo.
- Ngokuhlaziywa kwekhodi, inikeza izincazelo zokuya kuzo, ukuhlukaniswa okuvundlile/okuqondile, nokuqedelwa kwekhodi okuzenzakalelayo.
- Njengoba yakhiwe kucatshangwa ngososayensi bedatha, njengeNumPy, isebenza kahle naleyo mitapo yolwazi.
- Qalisa ukulungiselelwa kwekhonsoli yamanje/ezinikezele/yangaphandle, imingcele yomugqa womyalo, nokukhetha kohla lwemibhalo olusebenzayo, phakathi kwezinye izinto.
- Inesiphequluli esakhelwe ngaphakathi sokwenza imibhalo.
buhle
- I-IDE ilula.
- Inezici ezinhle ezilungele abaqalayo, njengosekelo lwe-inthanethi.
bawo
- Ayivumelani nezimo ngendlela emangalisayo.
- Uma iqhathaniswa nezimbangi zayo, ilula (isb, i-PyCharm).
I-PyCharm vs Jupyter Notebook vs Spyder IDE - Iyiphi okufanele uyikhethe?
I-Spyder noma i-PyCharm yizinketho ezingcono kakhulu uma ufuna i-IDE eyakhelwe ikakhulukazi imvelo yePython ngoba zombili zenzelwe uhlelo lwe-python.
Ngenkathi iJupyter isebenza nePython ulimi lohlelo, futhi isebenza nezinye izilimi zekhompyutha.
Dala i-Jupyter Notebook uma ungumfundi oqalayo njengoba i-Jupyter ilusizo kwabaqalayo futhi izokusiza uqonde okuyisisekelo.
Uma ufisa ukusebenzisa ikhodi ngaphezu kokukodwa, i-Spyder iyasiza. Incike ezicini ezidinga i-IDE yakho ukuze uzinikeze, ngemva kwalokho kufanele ukhethe ekahle.
Ngayinye yazo yontathu inezimfanelo ezihlukile futhi isebenza kahle ngemisebenzi yokuhlela. Thatha isikhathi sakho, uzifundise, futhi ucabangele izinketho zakho ngaphambi kokukukhethela okungcono kakhulu.
Isiphetho
Kuze kube manje sesibheke ulwazi oluningi ngamakhono, izinzuzo, kanye nezithiyo zama-IDE PyCharm, Jupyter Notebook, kanye neSpyder.
I-Pycharm, ngokubona kwami, izosebenza kahle kakhulu kubo bobabili abathuthukisi abasafufusa nabanolwazi ngoba inezici zawo wonke umuntu. Ngakho-ke, manje kukuwe ukuthi wenze isinqumo ngokuya ngezidingo zakho namaphrojekthi.
shiya impendulo