Incamake
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.
Icyitegererezo cya Serialisiyoneri ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
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.
Kumenyekanisha Imiterere ya Serialisation
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. Icyitegererezo cya Serialisiyoneri ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Imiterere ya Model Serialisation nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Imiterere ya Model Serialisiyoneri itezimbere imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
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.
Uburyo bwo Gushyira mu bikorwa
Icyitegererezo cyuruhererekane mubikorwa
Ikipe itoza icyitegererezo muri PyTorch, ikohereza muri ONNX, ikanayikorera imbere muri C # porogaramu idafite Python.
Ikipe itoza icyitegererezo muri PyTorch, ikohereza muri ONNX, ikanayikorera imbere muri C # porogaramu idafite Amakipe ashingiye ku Python ubusanzwe ibona ibisubizo byiza iyo isobanuye ibipimo byujuje ubuziranenge imbere, igakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi ikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyitegererezo cyuruhererekane mubikorwa
Guhobera Isura ikwirakwiza uburemere bwikitegererezo nka safetensors kugirango abayikoresha bashobore kuyikuramo nta mpanuka zo gukora code mbi.
Guhobera Isura ikwirakwiza uburemere bwikitegererezo nka safetensors kugirango abayikoresha bashobore kuyikuramo nta mpanuka zo gukora code mbi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyitegererezo cyuruhererekane mubikorwa
Umushinga ukuramo dosiye ya GGUF ya LLM yuzuye kugirango ayikoreshe mugace ka mudasobwa igendanwa.
Umushinga ukuramo dosiye ya GGUF ya LLM yuzuye kugirango ayikoreshe mugace ka mudasobwa igendanwa ya CPU Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyitegererezo cyuruhererekane mubikorwa
Serivisi ya TensorFlow yerekana ububiko bwa SavedModel burimo igishushanyo nimpinduka zo gutanga ubuhanuzi ukoresheje API.
Serivisi ya TensorFlow yikorera ububiko bwa SavedModel burimo igishushanyo nimpinduka zo gutanga ubuhanuzi binyuze mu makipe ya API mubisanzwe babona ibisubizo byiza iyo basobanuye ibipimo byujuje ubuziranenge imbere, bagakomeza inzira yo kuzamura abantu kubibazo, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.