Chii chaitika
Hugging Face yakaunza gr.Workflow, chikamu cheGradio chekubatanidza maapplication eAI semagirafu emanodhi akabatana, anoshanda. Tsime rinoti mafambiro ebasa anogona kusanganisa mabasa ePython, modhi inowanikwa kuburikidza neHugging Face Providers, mamwe maGradio Spaces uye dataset mashandiro.
Hugging Face yakaburitsa chinyorwa cheGradio chinodaidzwa kuti gr.Workflow musi waNyamavhuvhu 25, 2026. Zvinoenderana nekwakabva pakutanga, inomiririra application segirafu rine mareferensi ezvakaiswa, vashandisi vebasa, uye zvidzidzo zvezvinobuda. Vagadziri vanobatanidza zviteshi zvemataipa nekukweva pakati pemanodhi, mhanyisa girafu, uye ongorora mhedzisiro yepakati mu canvas. Chinangwa chakataurwa ndechekugadzira pombi pachayo chimiro pane kusiya pombi yakavigwa mukati mePython script.
Nzvimbo yacho inotsanangura akati wandei emhando dzevashandisi. Kufambiswa kwebasa kunogona kufonera mugadziri wePython basa, modhi kuburikidza neHugging Face Providers, imwe Gradio Space, kana mutsara kubva kuHugging Face Hub dataset. Mumwe muenzaniso unogamuchira mufananidzo uye kuraira kwekugadzirisa, wobva wadaidza Qwen-Image-Edit. Imwe maketani kugadzirwa kwemifananidzo, kubviswa kwemashure, mameseji-ku-kutaura uye mutauro-modhi inofona mune media workflow. Mumwe muenzaniso wakaparadzana mafeni mumwe anomhanyisa kune akati wandei-echizvarwa mashandisirwo emifananidzo anomhanya mukufanana.
Iyo ficha inosanganisirawo data uye yemuno-compute mienzaniso. Kuratidzira kweData Detective kunogamuchira chiziviso chedataset uye inoshandisa iyo Datasets Server API kugadzira mucherechedzo, mutsara preview, column statistics uye yekugovera chati kuburikidza neakasiyana anoshanda. Kune mamodheru anomhanya mukati me Space, sosi inoti Python basa rinogona kuve rakashongedzwa ne @spaces.GPU kuitira kuti ZeroGPU igove GPU yekufona uye yoiburitsa mushure. Chinyorwa chinopa muenzaniso weanimation uchishandisa Lightricks/LTX-Vhidhiyo uye Diffusers.
Hugging Face inoti mafambiro ese ebasa zvakare iAPI. Kubuda kwega kwega kunogashira REST endpoint yakavakirwa pazita rayo, uye vagadziri vanogona kuidaidza neGradio Python mutengi kana yakajeka HTTP. Chinyorwa chacho chinosanganisira mienzaniso yekufona endpoints ine uye isina Hugging Face tokeni. Inoratidzawo pateni pfupi yePython, gr.Workflow(bind=[yako_function]).launch(), uye inotungamira vaverengi kugwaro reGradio repamutemo rekufamba kwakazara, mhando dzevashandisi, JSON schema nemapeteni anogona kushandiswazve.
Kwakabva mashoko: huggingface.co ↗
Nei zvichikosha
Iyo ficha inogona kuderedza basa reinjiniya rinodiwa kushandura akaparadzana AI masevhisi kuita anoshandisika maapplication. Inoitawo kuti mibairo yepakati ionekwe mune inooneka kanivhasi uye inofumura otomatiki mafambiro ebasa senge API endpoints, zvinogona kubatsira vanogadzira kufambisa prototypes kumasevhisi anogona kutumirwa.
Iyo yepakati chigadzirwa shanduko musanganiswa wekuona kuumbwa, kuuraya uye kutumira mune imwe abstraction. Vagadziri vakambobatanidza mifananidzo yemifananidzo, masisitimu ekutaura, dhatasethi uye tsika kodhi pamaoko vanogona, maererano neHugging Face, inomiririra izvo zvinotsamira seanotarisika node. Izvo zvinogona kuita kuti zvive nyore kuona kuti ndeipi nhanho yakaburitsa isingatarisirwe mhedzisiro uye kushandisa zvakare pombi yekushanda pasina kuvaka yakaparadzana kumagumo uye API layer.
Otomatiki magumo anogona kuve anobatsira kune zvikwata zvinoda kufambisa ratidziro yeAI kuita sevhisi inopedzwa neimwe software. Mumienzaniso, zvakapatsanurwa zvakabuda zvakaita seti sticker, voiceover uye episodhi zita vanogashira zvavo magumo. Izvi zvinogadzira nzira yakananga kubva kune yakawanda-nhanho girafu kune inoshevedzera mashandiro, kunyangwe iyo sosi isingatarise kuti endpoint yechokwadi sei, quotas, shanduro, kucherekedza kana kutadza kudzoreredza basa mukutumirwa chaiko.
Iyo ficha inoenderana nekukura kwekuita kusanganisa akawanda akasarudzika maAI masisitimu pane kuvimba nemhando imwe yebasa rega rega. Mienzaniso inoshandisa zvikamu zvakasiyana zvekugadzirisa mufananidzo, kugadzirwa kwemifananidzo, kubviswa kwemashure, synthesis yekutaura, kugadzira mutauro uye ongororo yedataset. Iyo sosi's fan-out muenzaniso inoratidzawo parallel execution, iyo inogona kupfupisa mafambiro ebasa ayo anoburitsa akati wandei akazvimirira kubuda, asi hapana latency kana mutengo wekuenzanisa unopihwa.
Chigadzirwa chacho chinogona kudzikisira chipingamupinyi mukuyedza kune vanogadzira vanogona kushanda muPython asi vasingade kuvaka orchestration uye interface kodhi kubva kutanga. Inogonawo kuita kuti modhi uye Space ishandise zvakare kuwanikwa mukati meHugging Face ecosystem. Iwo mabhenefiti anoramba ari zvirevo kubva kumuparidzi wechigadzirwa: sosi inopa zviratidziro uye kodhi snippets, kwete yakazvimirira ongororo yeusability, kuvimbika, chengetedzo kana kugadzirwa.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?
Zvekutarisa zvinotevera
Iyo mibvunzo inoshanda ndeyekuvimbika, mutengo, kudzora kwekuwana, miganhu yekuuraya uye kuti mafambisirwo ebasa anobata sei kutadza pakati pemodhi uye masevhisi mafoni. Kwairi kunoratidza chimiro asi hachipi yakazvimirira bvunzo yekuita, data rekushandisa kana humbowo hwekuti maapplication emuenzaniso akagadzirira kugadzira.
Chinonyanya kukosha chisingazivikanwi kuvimbika kwekushanda. Kufambiswa kwebasa kunogona kutsamira pane akati wandei ari kure modhi uye Space mafoni, sevhisi yedhata, yemuno Python kodhi kana yenguva GPU yekugovera. Kwakabva hakutsanangure zvinoitika kana mumwe mushandisi abuda, akadzosa rudzi rusina basa, akadarika quota kana kuburitsa chinobuda icho node inotevera isingagoni kugadzirisa. Kune maapplication anoita sarudzo dzakakoshesesa kana kubata data rakavanzika, iwo mamodhi ekutadza angada kudzora kwakajeka.
Mari uye kuwanikwa kunodawo kuongororwa. Chinyorwa chinoti modhi uye Space endpoints inomhanya pasi peHugging Face tokeni uye kuti ZeroGPU inogovera GPU yekufona, asi haitaure mitengo, quotas, kuwanikwa kwedunhu, hunhu hwemutsetse, miganho yemari kana mamiriro ayo mafambiro ebasa anogona kuiswa pachena. Vagadziri havafanire kufungidzira kuti yega yega inotaridzwa modhi, Space kana Hardware-backed operation haina miganhu kana yakakodzera yekutengeserana mabasa.
Chengetedzo nekutonga hazvina kuvandudzwa mune sosi. Girafu inopfuudza mifananidzo yakakwidzwa nemushandisi, zviziviso zvedhatabheti kana zvirimo zvinogadzirwa pakati pevashandisi zvinogona kugadzira mibvunzo nezvemvumo, kuchengetwa kwedata, zvakavanzika, jekiseni nekukurumidza uye kuvimbika kweNzvimbo dzekunze. Chinyorwa chinoratidza mafoni eAPI asi hachitsanangure miganhu yekuzviparadzanisa nevamwe, mabhuku ekuongorora, zviyero zvemvumo kana dziviriro kune mushandisi anoita zvaasingafungire.
Hunotevera humbowo hunobatsira hungasanganisira zvinyorwa uye kuzviyedza kwakazvimirira kwekuitazve, kubata kukanganisa, kuchengetedzwa kwemagumo, kuita pasi pemutoro wakafanana uye hunhu hwekuchinja mamodheru ekumusoro kana Spaces. Hugging Face inotiwo a post post ichatsanangura nzira yekuvaka yakawedzera inosanganisirwa application yakafanana neAUTOMATIC1111, asi iyo yekufamba inongotariswa pano uye haifanirwe kubatwa sechinhu chinowanikwa kunze kwezvirevo zvakaitwa muchinyorwa chino.