Overview
Madiki emitauro modhi (SLMs) macompact AI modhi, kazhinji mazana mashoma emamiriyoni kusvika kumabhiriyoni mashoma paramita, akagadzirirwa kushanda nemazvo pamafoni, malaptop, uye edge zvishandiso. Ivo vanotengeserana kumwe kusakwana kwekumhanya, kuvanzika, uye kugona kumhanya pasina data data.
Diki Mutauro Models chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Nepo mamodheru emuganho achigona kuva nemazana emabhiriyoni kana matiririyoni emaparamita uye anoda mareki eGPU, madiki emitauro anoratidza kuti kudzidziswa kwekungwarira kunogona kurongedza kuita kwakasimba mupakeji diki. Mamodheru akaita se Microsoft's Phi mhuri, Google's Gemma, uye Meta's madiki akasiyana eLlama anoratidza kuti mhando yedata, kwete saizi chete, inofambisa kugona. Chinhu chinokatyamadza chawanikwa ndechekuti kudzidziswa nezve data rakachena, rakanyatsocheneswa rinoita kuti modhi diki ikwikwidze yakakura pamabasa mazhinji. SLMs inovhura pane-mudziyo AI: inomhanya munharaunda palaptop kana smartphone, saka data rako harimbosiya mudziyo, latency yakadzikira, uye hapana-mubvunzo wegore mutengo. Iwo zvakare akachipa kuita zvakanaka-tune kune nyanzvi domains. Iko kutengeserana ndeyekuti ivo vanowanzove neruzivo rushoma rwepasirese uye kuita kushoma pamabasa akaomesesa ekufunga zvichienzaniswa nemhando hombe.
Technical Insight
Mienzaniso miduku inoitwa kuti ibudirire kuburikidza nemaitiro akawanda. Ruzivo rwekuita distillation runodzidzisa modhi yemudzidzi mudiki kutevedzera mudzidzisi mukuru, kuendesa kugona kuita mashoma ma paramita. Quantization inoderedza kurongeka kwenhamba, semuenzaniso kubva pa16-bit kusvika 4-bit, kuderera kwendangariro uye nekumhanyisa inference nekurasikirwa kwemhando. Kuchekerera kunobvisa huremu husina basa. Nehurombo, yemhando yepamusoro, yakanyatso kusefa data rekudzidzisa, senge muPhi modhi dzakadzidziswa chikamu pane zvinyorwa-sezvinyorwa, zvinoita kuti mashoma maparamita aenderere mberi pane mbishi chiyero chega chaizoratidza.
Kugona Mienzaniso Yemutauro Mudiki
Madiki emitauro modhi (SLMs) macompact AI modhi, kazhinji mazana mashoma emamiriyoni kusvika kumabhiriyoni mashoma paramita, akagadzirirwa kushanda nemazvo pamafoni, malaptop, uye edge zvishandiso. Ivo vanotengeserana kumwe kusakwana kwekumhanya, kuvanzika, uye kugona kumhanya pasina data data. Diki Mutauro Models chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, bata Mienzaniso yeMutauro Mudiki semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, jekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Diki Mutauro Models dhizaini zvinokurudzira, kudzoreredza, uye kuongorora zvishwe seimwe yakabatanidzwa yekutaurirana system. 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.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Panguva imwecheteyo, chokwadi cheHallucified chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana kutsvagisa zvinobuda. 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
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Kumhanyisa mubatsiri weAI zvachose pasina pamhepo pane smartphone kuti data rako pachako risasiye mudziyo
Kusimbisa smart-mhinduro uye muchidimbu maficha akavakwa zvakananga mulaptop inoshanda sisitimu
Kunyatsogadzirisa compact modhi pamarekodhi echipatara pasina kutumira data kumakore
Kumisikidza modhi yakareruka muIoT mudziyo kana mota yekukurumidza, yemuno mirairo yezwi
Maitiro Ekuita
Diki Mutauro Models mukuita
Kumhanyisa mubatsiri weAI zvachose pasina pamhepo pane smartphone kuti data rako pachako risasiye mudziyo.
Kumhanyisa mubatsiri weAI zvachose pa-smartphone kuitira kuti data rako pachako rirege kusiya mudziyo 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.
Diki Mutauro Models mukuita
Kusimbisa smart-mhinduro uye muchidimbu maficha akavakwa zvakananga mulaptop inoshanda sisitimu.
Kupa simba smart-mhinduro uye muchidimbu maficha akavakirwa zvakananga mulaptop inoshanda sisitimu 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.
Diki Mutauro Models mukuita
Kunyatsogadzirisa compact modhi pamarekodhi echipatara pasina kutumira data kumakore.
Kunyatsogadzirisa compact modhi pamarekodhi echipatara akavanzika pasina kutumira data kune gore Zvikwata zvinowanzowana mhedzisiro iri nani pazvinenge zvichitsanangudza zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Diki Mutauro Models mukuita
Kumisikidza modhi yakareruka muIoT mudziyo kana mota yekukurumidza, yemuno mirairo yezwi.
Kumisikidza modhi yakareruka muIoT mudziyo kana mota yekukurumidza, yemuno mirairo yezwi 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.
Njodzi & Guardrails
Chokwadi chehuroyi chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana tsvakiridzo.
Kunzwa nekukasira kunogona kugadzira mhedzisiro isingaenderane pane zvikumbiro zvakafanana.
Sensitive text data inogona kuburitswa kana zvidhiraivho zvisina kusimba.
Implementation Roadmap
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.