Hordhac

Moodooyinka dhuuban ee cabbirka yar ee DeepSeek-R1 si fiican ayaa loo habeeyey iyadoo la isticmaalayo xogta silsilad-fikir ah oo ay soo saartay DeepSeek-R1, oo lagu asteeyay...tags, dhaxlidda awoodaha sababaynta ee R1. Xog ururintan si fiican loo habeeyey waxay si cad ugu jiraan hababka sababaynta sida burburka dhibka iyo jarista dhexdhexaadka ah. Barashada xoojinta waxay la jaanqaadday hab-dhaqanka hab-dhaqanka moodeelka iyo tillaabooyinka sababaynta ee uu keenay R1. Farsamayntan wax-soo-saarka ayaa u oggolaanaysa moodooyinka yaryar inay joogteeyaan waxtarka xisaabinta iyadoo la helayo awoodo caqli-gal ah oo u dhow kuwa moodooyinka waaweyn, taas oo ah qiime weyn oo codsi ah marka la eego xaaladaha xaddidan ee kheyraadka. Tusaale ahaan, nooca 14B waxa uu gaadhay 92% dhamaystirka koodka qaabka DeepSeek-R1 ee asalka ah. Maqaalkani waxa uu soo bandhigayaa qaabka DeepSeek-R1 ee distilled iyo codsiyadiisa asaasiga ah ee xisaabinta cidhifka warshadaha, oo lagu soo koobay afarta jiho ee soo socda, oo ay la socdaan kiisaska fulinta gaarka ah:

Dayactirka Qalabka

Hirgelinta Farsamada

Isku-dhafka Dareemaha:

Isku dhafka gariirka, heerkulka, iyo xogta hadda ee PLC-yada iyada oo loo marayo nidaamka Modbus (heerka saamiga 1 kHz).

Soo saarista sifada:

Ku orod Edge Impulse on Jetson Orin NX si aad u soo saarto 128-cabbir muuqaalada taxanaha wakhtiga.

Tilmaamaha Model:

Geli qaabka DeepSeek-R1-Distill-14B, galinta hufayaasha sifada si ay u soo saaraan qiimayaasha ixtimaalka khaladka ah.

Hagaajinta Firfircoon:

Kici amarrada shaqada dayactirka marka kalsoonida> 85%, oo billow habka xaqiijinta labaad marka <60%.

Kiis khuseeya

Schneider Electric waxay geysay xalkan mishiinada macdanta, hoos u dhigista qiimaha beenta ah 63% iyo kharashka dayactirka 41%.

Moodel Distilled DeepSeek R1 oo ku socda InHand AI Edge Kombiyuutarada

Kormeerka Muuqaal ee La Wanaajiyey

Wax-soo-saarka Dhismaha

Dhuumaha geynta caadiga ah:

kamarad = GigE_Vision_Camera(500fps) # Gigabit camera warshadaha
frame = kamarad.qabasho () # Sawir qaad
preprocessed = FurCV.denoise(frame) # Diidista horudhacyada
cillad_type = DeepSeek_R1_7B.infer(horay loo qorsheeyay) # Kala soocida cillad
haddii cillad_type != 'caadi':
PLC.trigger_reject() # Farsamaynta kala soocida

Qiyaasaha Waxqabadka

Daahitaanka Habaynta:

82 ms (Jetson AGX Orin)

Saxnimada:

Ogaanshaha cilladaha qaabaysan cirbadadu waxay gaartaa 98.7%.

Saamaynta DeepSeek R1: Guulaystayaasha iyo guul-darrooyinka silsiladda qiimaha AI ee curinta

Hagaajinta socodka socodka

Farsamooyinka Muhiimka ah

Isdhexgalka Luuqadda Dabiiciga ah:

Hawl-wadeenadu waxay ku sifeeyaan cilladaha qalabka iyagoo adeegsanaya codka (tusaale, "cadaadiska isbedbeddelka ± 0.3 MPa").

Sababaha Hababka badan:

Qaabku waxa uu abuuraa talooyinka wanaajinta ee ku salaysan xogta taariikhiga ah ee qalabka (tusaale, hagaajinta xawliga birta 2.5%).

Xaqiijinta Mataanaha Dijital ah:

Xaqiijinta jilitaanka cabbirka ee goobta EdgeX Foundry.

Saamaynta Hirgelinta

Warshada kiimikada ee BASF ayaa qaadatay nidaamkan, iyada oo gaadhay hoos u dhac 17% ah isticmaalka tamarta iyo korodhka 9% ee heerka tayada alaabta.

Edge AI iyo Mustaqbalka Ganacsiga: OpenAI o1 vs. DeepSeek R1 ee daryeelka caafimaadka, baabuurta, iyo IIoT

Soo Celinta Degdegga ah ee Saldhigga Aqoonta

Naqshadeynta Dhismaha

Xogta Vector Local:

Adeegso ChromaDB si aad u kaydiso buug-gacmeedyada qalabka iyo habraaca qeexitaanka (cabbirka gundhigga 768).

Soo Celinta Isku-dhafka:

Isku-dubarid BM25 algorithmamka + u ekaanshiyaha cosine ee weydiinta.

Jiilka natiijada:

Qaabka R1-7B ayaa soo koobaya oo hagaajinaya natiijooyinka soo celinta.

Kiis Caadi ah

Injineerada Siemens waxay ku xalliyeen guuldarrooyinka rookaha iyagoo adeegsanaya weydiimo luqadda dabiiciga ah, iyagoo yareynaya celceliska waqtiga habaynta 58%.

Caqabadaha Hawlgelinta iyo Xalka

Xaddidaadaha xusuusta:

Waxaa la adeegsaday tikniyoolajiyadda cabbirka ee KV Cache, iyadoo hoos u dhigaysa isticmaalka xusuusta ee moodka 14B laga bilaabo 32GB ilaa 9GB.

Xaqiijinta Waxqabadka Wakhtiga Dhabta ah:

Daahitaan hal tilmaameed oo xasiloon ilaa ±15 ms iyada oo loo marayo hagaajinta garaafka CUDA.

Moodeelka Wareega:

Cusbooneysiinta kordhinta toddobaadlaha ah ( gudbinta kaliya 2% ee cabbirrada).

Deegaan aad u daran:

Loogu talagalay heerkul ballaadhan oo u dhexeeya -40 ° C ilaa 85 ° C oo leh heerka ilaalinta IP67.

Gabagabo

Kharashka geynta hadda ayaa hadda hoos ugu dhacay $599/node (Jetson Orin NX), oo leh codsiyo la cabbiri karo oo ka samaysan qaybaha sida wax soo saarka 3C, isu imaatinka baabuurta, iyo kimistariga tamarta. Hagaajinta joogtada ah ee qaab dhismeedka MoE iyo tikniyoolajiyadda xisaabinta ayaa la filayaa inay awood u siiso moodalka 70B inuu ku shaqeeyo aaladaha geesaha dhamaadka 2025.

Raadi ELV Cable Solution

Xakamaynta Xadhkaha

Loogu talagalay BMS, BUS, Warshadaha, Xargaha Qalabka.

Riix Halkan

Habka Cabitaanka ee qaabaysan

Shabakadda & Xogta, Fiber-Optic Cable, Xadhkaha balastar, Modules, Faceplate