Microsoft Phi
Microsoft Phi imhuri yemhando dzemitauro midiki inotaridza kungwarira kugadzirisa data kunogona kukwikwidza chikero che brute-force.
Pfupiso
By training on textbook-quality and synthetic data, tiny Phi models punch far above their parameter count.
Kudzika Kwakadzika
Phi ndeye Microsoft Tsanangudzo yetsvakiridzo yemhando dzemitauro midiki (SLMs) yakatangwa muna 2023 nePhi-1, 1.3-bhiriyoni-parameta yekukodha modhi. Iyo inotungamira thesis, yakatorwa mumusoro webepa 'Mabhuku Ezvinyorwa Ndiwo Zvese Zvaunoda,' ndeyekuti mhando yedata inonyanya kukosha kupfuura saizi yakabikwa. Panzvimbo pekukwenya dandemutande rese, Microsoft akadzidzisa Phi pane zvakarongwa, zvakaita semabhuku ezvinyorwa pamwe nezviitwa zvekugadzira zvakagadzirwa neGPT-4. Kuburitswa kwakatevedzana kwakaisa pfungwa iyi: Phi-2 (2.7B), Phi-3 (3.8B 'mini' kusvika 14B 'pakati'), uye Phi-3.5 ine muono uye musanganiswa-we-nyanzvi akasiyana. Zvisinei nehukuru hwadzo, maPhi modhi anofananidza kana kurova vakakurisa vakwikwidzi pakufunga uye mabhenji mabhenji, uye anomhanya nemalaptop, mafoni, uye edge zvishandiso. Iwo mamodheru anoburitswa pachena pasi pemarezinesi emvumo.
Technical Insight
Phi's mupendero unobva kukugadzira data kugadzirwa uye kusefa. Microsoft inoshandisa mamodheru makuru seGPT-4 kunyora mienzaniso yakachena, yakarongwa zvine mutsindo uye kuwana zvinyorwa zvepawebhu 'zvakakosha pakudzidzisa,' vachingochengeta zvinyorwa zvepamusoro. Uyu musanganiswa wakakora, wakaderera-ruzha kudzidzisa unoita kuti 3.8B modhi idzidze kufunga maitiro ayo anowanzoda makumi emabhiriyoni emaparamita. Phi-3-mini inoshandisa 4K kana 128K hwindo remukati uye transformer decoder architecture yakafanana neLlama, zvichiita kuti zvive nyore kuendesa nemidziyo iripo.
Strategic Impact
Vendor strategy
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.
Mutengo uye bhajeti
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.
Ngozi uye kuchengeteka
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.
Ramangwana re Microsoft Phi
Microsoft iri kusundira Phi yakanangana ne-pa-mudziyo uye mashandisirwo ejenti uko kunonoka, kuvanzika, uye mutengo zvinobvisa hofori yemakore. Tarisira kubatanidzwa kweWindows uye Copilot + PC, yakasimba multimodal (yekuona uye odhiyo) akasiyana, uye inoenderera mberi musanganiswa-we-nyanzvi madhizaini anomutsa chikamu chidiki cheparamita pachiratidzo. Iyo yakafara maitiro Phi inosimbisa, iyo yakangwara data inorova sheer chiyero, iri kugadziridza nzira iyo indasitiri yese inodzidzisa mamodheru, kunyanya emafoni, IoT, uye ekunze mamiriro apo madiki, anokwanisa modhi anohwina.
Real-World Implementation
Kumhanyisa mubatsiri wekukodha pasina Indaneti zvakananga palaptop pasina kutumira kodhi kune gore
Kugonesa pane-mudziyo maficha muCopilot + PC uye nharembozha uko kuderera latency zvine basa
Kumisikidza modhi yekurangarira muIoT kana mupendero Hardware ine ndangariro shoma uye isina internet
Vatsvagiri vanogadzirisa diki, rine rezinesi pachena Phi modhi yedomasi-chaiyo chatbot zvakachipa.
Njodzi & Guardrails
Zviziviso zvekutanga zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows.
Mitengo yeAPI kana shanduko yepolicy inogona kukanganisa fungidziro husiku.
Kutsamira kune mumwe-mutengesi kunowedzera kukiya-mukati uye mari yekufambisa.
Implementation Roadmap
Ongorora vanopa uchishandisa ako ega mabasa uye dataset.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.
Ramba Uchiongorora
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Gaidhi rinotevera
Microsoft AI
Mibvunzo inowanzo bvunzwa
What is Microsoft Phi?
Microsoft Phi imhuri yemhando dzemitauro midiki inotaridza kungwarira kugadzirisa data kunogona kukwikwidza chikero che brute-force. Nekudzidziswa pane zvinyorwa-mhando uye data rekugadzira, madiki maPhi modhi anorova kure pamusoro pekuverenga kwavo parameter.
Ndeipi thesis yepakati kuseri kwePhi modhi, yakabatwa mune yakakurumbira bepa zita?
Bepa rePhi-1 raive rakanzi 'Mabhuku eMagwaro Ndiwo Zvese Zvaunoda,' achipokana kuti yemhando yepamusoro, yakasarudzika data inonyanya kukosha kupfuura sheer scale.
Anenge mangani ma paramita ane Phi-3-mini ane?
Phi-3-mini ine anenge 3.8 bhiriyoni paramita, ichiita diki zvakakwana kumhanya parunhare ichiri kuita zvine simba.
Microsoft inoburitsa sei data rakawanda rekudzidziswa kwePhi?
Microsoft inoshandisa mamodheru ane simba seGPT-4 kugadzira maekisesaizi akachena uye kusefa zvinyorwa zvepawebhu kuti zvikoshese pakudzidzisa.
Ndeipi chikamu chemuenzaniso icho 'SLM' inoreva, sekushandiswa kwePhi?
Phi inotsanangurwa seDiki Mutauro Model (SLM), ichisimbisa kugona pane compact size.
Chii chakakosha chinoshanda mukana wehukuru hwePhi?
Nekuti maPhi modhi ari compact, anogona kumhanya munharaunda pane yevatengi Hardware, ichigonesa kuvanzika, yakaderera latency, uye kushandiswa kwekunze.