Incamake
Lambda ni GPU itanga igicu igamije intego ya AI, gukodesha ibyuma bya NVIDIA kumasaha no kugurisha ibyashizweho byimbitse-byimbitse byakazi hamwe na seriveri. Nibyingenzi kuko biha abatangiye nabashakashatsi kubona uburyo bworoshye bwo kugera kuri H100 na B200 GPUs imwe mumahugurwa yicyitegererezo cyimbibi.
Laboratoire ya Lambda irasobanutse neza murwego rwingamba, kugera kubitegererezo, ibyemezo bya platform, hamwe nubufatanye bwibidukikije.
Kwibira cyane
Yashinzwe mu mwaka wa 2012 n'abavandimwe Stephen na Michael Balaban, Lambda yatangiye kugurisha ibikoresho byimbitse byimbitse hamwe na bundle ya software ya Lambda Stack (yashyizwemo mbere na CUDA, PyTorch, TensorFlow). Nyuma yaje gushiramo igicu cyuzuye cya GPU. Uyu munsi, Lambda itanga ibisabwa kandi byabitswe na NVIDIA (A100, H100, H200, na Blackwell B200 / GB200), hiyongereyeho 1-Kanda Clusters kugirango uhugurwe kuri node nyinshi kuri InfiniBand. Ikibanza cyacyo ni ubworoherane nigiciro: mucyo kuri buri saha ya GPU-isaha, ntamafaranga ya egress, hamwe nimashini zabanjirijwe na ML kuburyo wasibye gushiraho. Lambda yazamuye Urutonde runini D mu 2025 kandi ifitanye isano rya hafi n’ibidukikije bya NVIDIA, yihagararaho nka mukeba wa neocloud na AWS, Azure, na CoreWeave kubera imirimo ya AI.
Ubushishozi
Agaciro ka Lambda kava muburyo bwo guhuza: node ubwato hamwe na Lambda Stack kuburyo CUDA, cuDNN, nibikorwa bikora gusa. Kumahugurwa manini akora, 1-Kanda Clusters wire H100 / B200 GPUs hamwe na NVIDIA Quantum InfiniBand imiyoboro ya interineti, itanga umurongo mugari, umuyoboro muke uhuza imiyoboro ikwirakwiza amahugurwa ikenera kwipimisha kumpande nyinshi nta itumanaho rihinduka icyuho.
Kumenya Laboratwari
Lambda ni GPU itanga igicu igamije intego ya AI, gukodesha ibyuma bya NVIDIA kumasaha no kugurisha ibyashizweho byimbitse-byimbitse byakazi hamwe na seriveri. Nibyingenzi kuko biha abatangiye nabashakashatsi kubona uburyo bworoshye bwo kugera kuri H100 na B200 GPUs imwe mumahugurwa yicyitegererezo cyimbibi. Laboratoire ya Lambda irasobanutse neza murwego rwingamba, kugera kubitegererezo, ibyemezo bya platform, hamwe nubufatanye bwibidukikije. Kugirango wubake byimbitse, fata Laboratwari ya Lambda 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 Lambda Labs asuzuma ingamba zabacuruzi, ikarita yerekana ikarita yizewe, hamwe ningaruka zo gufunga mbere yo gukora. 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.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mugihe kimwe, Amatangazo yo gutangiza arashobora gusumbya umutekano mubikorwa nyabyo byakazi. 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
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura. 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
Gutangiza mudasobwa-iyerekwa ikodesha 8x H100 ingero kumasaha yo guhugura ikintu-cyerekana ibintu, hanyuma ikizimya kugirango igenzure ibiciro.
Laboratwari yigisha igura Lambda Vector ikoreramo hamwe na PyTorch yashizwemo kugirango wirinde kumara iminsi ugena abashoferi ba CUDA.
Isosiyete ikora-AI izunguruka 1-Kanda Cluster ya GPUs nyinshi hejuru ya InfiniBand kugirango uhuze neza ururimi runini mururimi rwinshi.
Injeniyeri wa ML akoresha igicu cya Lambda kubisabwa muri weekend ya hyperparameter, yishyura gusa amasaha ya GPU yakoreshejwe.
Uburyo bwo Gushyira mu bikorwa
Laboratoire ya Lambda mubikorwa
Gutangiza mudasobwa-iyerekwa ikodesha 8x H100 ingero kumasaha yo guhugura ikintu-cyerekana ibintu, hanyuma ikizimya kugirango igenzure ibiciro.
Gutangiza mudasobwa-iyerekwa ikodesha ingero 8x H100 kumasaha yo gutoza icyitegererezo cyo gutahura ikintu, hanyuma ikizimya kugirango igenzure ibiciro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Laboratoire ya Lambda mubikorwa
Laboratwari yigisha igura Lambda Vector ikoreramo hamwe na PyTorch yashizwemo kugirango wirinde kumara iminsi ugena abashoferi ba CUDA.
Laboratwari yamasomo igura Lambda Vector ikoreramo hamwe na PyTorch yashyizweho mbere kugirango wirinde kumara iminsi igena abashoferi ba CUDA Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Laboratoire ya Lambda mubikorwa
Isosiyete ikora-AI izunguruka 1-Kanda Cluster ya GPUs nyinshi hejuru ya InfiniBand kugirango uhuze neza ururimi runini mururimi rwinshi.
Isosiyete ikora-AI izunguruka 1-Kanda Cluster ya GPUs nyinshi hejuru ya InfiniBand kugirango uhuze neza ururimi runini mururimi rwinshi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Laboratoire ya Lambda mubikorwa
Injeniyeri wa ML akoresha igicu cya Lambda kubisabwa muri weekend ya hyperparameter, yishyura gusa amasaha ya GPU yakoreshejwe.
Injeniyeri wa ML akoresha igicu cya Lambda kubisabwa muri wikendi ya hyperparameter, yishyura gusa amasaha ya GPU-amasaha yakoreshejwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Gutangiza amatangazo arashobora gusumbya ituze mubikorwa nyabyo byakazi.
Ibiciro bya API cyangwa guhindura politiki birashobora guhagarika ibitekerezo ijoro ryose.
Abashoramari bonyine bishingira byongera gufunga no kwimuka.
Igishushanyo mbonera
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.