Makambani GUIDE

SambaNova Systems

SambaNova iAI hardware uye software kambani ine Reconfigurable Dataflow machipisi uye yakazara-stack chikuva chakavakirwa kuti imhanye hombe AI modhi zvinobudirira.

Overview

SambaNova iAI hardware uye software kambani ine Reconfigurable Dataflow machipisi uye yakazara-stack chikuva chakavakirwa kuti imhanye hombe AI modhi zvinobudirira. Izvo zvine basa nekuti inopa imwe nzira kune maGPU ane akasiyana dhizaini yakagadziridzwa nzira yeAI modhi inofambisa data.

SambaNova Systems inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana.

Deep Dive

Yakavambwa muna 2017 naStanford purofesa Kunle Olukotun, Rodrigo Liang, naChristopher Re, SambaNova inogara muPalo Alto uye yakave imwe yeakanyanya kupihwa mari AI chip kutanga. Panzvimbo pekutengesa machipisi mbishi, yagara ichiendesa AI seyakazara system kana sevhisi. Yayo Reconfigurable Dataflow Unit (RDU) processors uye SN40L chip pair compute ine hombe yendangariro saka mahombe mamodheru anokwana pasina anogara achidhudhudzira data. SambaNova inosimudzira 'dataflow' dhizaini iyo inomepu yeAI modhi yecomputing graph yakananga pane Hardware. Muna 2024-2025 yakasendamira mukukurumidza kufungidzira neSambaNova Cloud, ichitambira mahombe akavhurika modhi uye kusimbisa kugona kushandura nekukurumidza pakati pemamodheru akawanda pane imwechete hardware.

Technical Insight

Mazhinji processors anotora mirairo batch rimwe panguva. Iyo dataflow architecture pachinzvimbo inoisa iyo AI modhi yese kutevedzana kwekushanda sepombi uye inoyerera data kuburikidza nayo, ichideredza kutambisa kufamba kuenda nekubva mundangariro. SambaNova's machipisi anosanganisa iyi netiered memory system, inosanganisira yakakwira-bandwidth uye yakakura-yekuyeuka, saka mamodheru akakura kwazvo uye akawanda akasiyana modhi anogona kubatwa akagadzirira uye kushumirwa nehunyanzvi hwepamusoro.

Mastering SambaNova Systems

SambaNova iAI hardware uye software kambani ine Reconfigurable Dataflow machipisi uye yakazara-stack chikuva chakavakirwa kuti imhanye hombe AI modhi zvinobudirira. Izvo zvine basa nekuti inopa imwe nzira kune maGPU ane akasiyana dhizaini yakagadziridzwa nzira yeAI modhi inofambisa data. SambaNova Systems inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana. Kuvaka kunzwisisa kwakadzama, bata SambaNova Systems semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvingaitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.

Mukuita, zvikwata zvakasimba zvinoshandisa SambaNova Systems zvinoongorora zano revatengesi, kuvimbika kwemepu yemugwagwa, uye njodzi yekuvhara isati yaita. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.

Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Panguva imwecheteyo, zviziviso zveLaunch zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.

Strategic Impact

Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.

Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.

Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.

Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.

Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.

Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.

Ramangwana reSambaNova Systems

SambaNova iri kuzvimisikidza kune vebhizinesi uye vatengi vehurumende vanoda kumhanyisa mamodheru akavhurika pachivande uye chinja pakati pavo zvakachipa. Tarisira kuenderera mberi kutarisisa pakuita basa rekufungidzira, hukuru hwekurangarira hunyanzvi hwetiriyoni-parameter uye musanganiswa-we-nyanzvi modhi, uye-panzvimbo yekuendesa kumasangano ane yakasimba data mitemo. Kubudirira kwayo kunoenderana nekuhwina vatengi kure neGPU ecosystem uye kuratidza yayo software stack iri nyore kutora.

Real-World Implementation

Kumhanyisa akawanda mahombe akavhurika modhi pane imwe system uye kushandura pakati pavo nekukurumidza kune akasiyana bhizinesi mabasa

Kuendesa yakavanzika AI pane-zvivakwa kumabhangi uye masangano ehurumende ane yakasimba data-chengetedzo zvinodiwa

Kushandira mamodheru akavhurika akadai seLlama pakumhanya kwakanyanya kuburikidza neSambaNova Cloud

Kusimbaradza sainzi uye yenyika-rabhoritari mitoro inoda ndangariro hombe yemhando huru

Maitiro Ekuita

SambaNova Systems mukuita

Kumhanyisa akawanda mahombe akavhurika modhi pane imwe system uye kushandura pakati pavo nekukurumidza kune akasiyana bhizinesi mabasa.

Kumhanyisa akawanda mahombe akavhurika modhi pane imwe sisitimu uye kushandura pakati pawo nekukasira kune akasiyana bhizinesi mabasa Zvikwata zvinowanzowana mhedzisiro irinani kana vachitsanangudza mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

SambaNova Systems mukuita

Kuendesa yakavanzika AI pane-zvivakwa kumabhangi uye masangano ehurumende ane yakasimba data-chengetedzo zvinodiwa.

Kuendesa yakavanzika AI panzvimbo yemabhangi uye masangano ehurumende ane zvakaomesesa data-chengetedzo zvinodiwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.

SambaNova Systems mukuita

Kushandira mamodheru akavhurika akadai seLlama pakumhanya kwakanyanya kuburikidza neSambaNova Cloud.

Kushandira mamodheru akavhurika akadai seLlama nekumhanya zvakanyanya kuburikidza neSambaNova Cloud Teams kazhinji vanowana mhedzisiro iri nani kana vachitsanangudza zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye tevera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

SambaNova Systems mukuita

Kusimbaradza sainzi uye yenyika-rabhoritari mitoro inoda ndangariro hombe yemhando huru.

Kupa simba basa resainzi nerenyika-rabhoritari inoda ndangariro hombe yemhando hombe Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

Njodzi & Guardrails

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Zviziviso zvekutanga zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows.

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Mitengo yeAPI kana shanduko yepolicy inogona kukanganisa fungidziro husiku.

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Kutsamira kune mumwe-mutengesi kunowedzera kukiya-mukati uye mari yekufambisa.

Implementation Roadmap

1

Ongorora vanopa uchishandisa ako ega mabasa uye dataset.

Ongorora vanopa uchishandisa ako ega mabasa uye dataset. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

2

Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.

Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

3

Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.

Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

4

Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.

Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

Ramba Uchiongorora