Icyitegererezo cyo Gukurikirana
Model serialisation nuburyo buryo bwo kwiga imashini yatojwe ibikwa kuri disiki kugirango ishobore gutwarwa hanyuma ikore nyuma, kumashini itandukanye cyangwa mururimi rutandukanye.
Incamake
The format you choose affects portability, speed, file size, and even security.
Kwibira cyane
Nyuma yimyitozo, icyitegererezo ni imibare gusa (uburemere) hiyongereyeho ibisobanuro byububiko. Serialisation yanditse iyo leta muri dosiye. Ibinyabuzima bitandukanye bikoresha imiterere itandukanye. Amashanyarazi ya Python hamwe na PyTorch isanzwe .pt dosiye ziroroshye ariko ziraguhuza na Python kandi irashobora gukora code uko bishakiye kumuzigo, bigatuma umutekano uhungabana hamwe namadosiye atizewe. ONNX (Gufungura imiyoboro ya Neural Network) nuburyo butagira aho bubogamiye butuma icyitegererezo cyatojwe muri PyTorch gikora mubindi bihe cyangwa ururimi. SavedModel hamwe na HDF5 ishaje ikora TensorFlow na Keras. Kururimi rwindimi nini, umutekano wamenyekanye cyane kuko ubika amakuru ya tensor gusa muburyo bworoshye, bwihuse, bwibukwa-mappable imiterere idafite code yakozwe, bigatuma haba umutekano kandi byihuse kwikorera. GGUF ikoreshwa cyane mugukoresha LLM igereranijwe neza kubikoresho byaho.
Ubushishozi
Urufunguzo rwubucuruzi ruri hagati yimiterere-kavukire no guhanahana amakuru. Imiterere kavukire (pickle, .pt) ifata ibintu byuzuye bya Python ariko bisaba kode imwe kugirango itandukane kandi irashobora gukoresha code ihishe. Guhinduranya imiterere nka ONNX yohereza ibishushanyo mbonera hamwe nuburemere mubishushanyo bisanzwe (ukoresheje protocole ya protocole) kugirango igihe icyo aricyo cyose gihuye gishobora kugikora. Umutekano ugenda muto: umutwe muto wa JSON usobanura izina rya buri tensor, imiterere, na dtype, bigakurikirwa na byite mbisi, bigafasha gufata zeru-kopi yibuka.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ka Model Serialisation Imiterere
Tegereza gukomeza guhuriza hamwe kumiterere, umutekano. Umutekano urimo kuba umwirondoro wo kugabana uburemere bwikitegererezo kumugaragaro kuko bikuraho kode-yogukora ibyago byo gutoroka, kandi GGUF nigikorwa gifatika kubisobanuro bya LLM byaho hamwe no kubara. ONNX ikomeza kwaguka nkikiraro hagati yuburyo bwamahugurwa hamwe nigihe cyo kohereza cyoherejwe kubikoresho byo ku mbuga, mushakisha, na yihuta. Muri rusange icyerekezo gishyigikira imiterere idafite ururimi-itabogamye, ikora neza, kandi ifite umutekano kubishushanyo mbonera.
Gushyira mu bikorwa Isi
Ikipe itoza icyitegererezo muri PyTorch, ikohereza muri ONNX, ikanayikorera imbere muri C # porogaramu idafite Python.
Guhobera Isura ikwirakwiza uburemere bwikitegererezo nka safetensors kugirango abayikoresha bashobore kuyikuramo nta mpanuka zo gukora code mbi.
Umushinga ukuramo dosiye ya GGUF ya LLM yuzuye kugirango ayikoreshe mugace ka mudasobwa igendanwa.
Serivisi ya TensorFlow yerekana ububiko bwa SavedModel burimo igishushanyo nimpinduka zo gutanga ubuhanuzi ukoresheje API.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Gukata Icyitegererezo
Ibibazo bikunze kubazwa
What is Model Serialization Formats?
Model serialisation nuburyo buryo bwo kwiga imashini yatojwe ibikwa kuri disiki kugirango ishobore gutwarwa hanyuma ikore nyuma, kumashini itandukanye cyangwa mururimi rutandukanye. Imiterere wahisemo igira ingaruka, umuvuduko, ingano ya dosiye, ndetse numutekano.
Kuki imiterere ya Python ifatwa nkikibazo cyumutekano kuri moderi?
Gukuramo birashobora gukora code uko bishakiye, bityo rero gupakira dosiye yizewe irashobora kubangamira sisitemu yawe.
Ni izihe nyungu nyamukuru z'imiterere ya ONNX?
ONNX ni uburyo butagira aho bubogamiye bwo guhanahana amakuru, butuma ibintu byoroha mugihe cyogukora, indimi, hamwe nibikoresho.
Ni ukubera iki abashinzwe umutekano bamenyekanye cyane mugusangira uburemere bw'icyitegererezo?
Abashinzwe umutekano birinda kode-yogukora ibyago byo gutoroka no kwikorera imitwaro byihuse ukoresheje ikarita yo kwibuka, bigatuma ikora neza kandi neza.
GGUF ifitanye isano niki nikibazo cyo gukoresha?
GGUF nuburyo bufatika bwo gukwirakwiza no gukoresha LLMs zingana kandi neza.
Ni ubuhe buryo bwo guhanahana amakuru nka ONNX bubika cyane?
ONNX ifata igishushanyo mbonera cyo kubara hamwe nibipimo mubishushanyo bisanzwe kugirango igihe icyo aricyo cyose gikwiye gishobora kugikora.