Intshayelelo

Iimodeli ezincibilikisiweyo ezincinci ze-DeepSeek-R1 zilungelelaniswe kakuhle kusetyenziswa idatha yengcinga eyenziwe yi-DeepSeek-R1, ephawulwe...iithegi, ilifa lokukwazi ukucinga nge-R1. Ezi datha zilungiswe kakuhle zibandakanya ngokucacileyo iinkqubo zokuqiqa ezifana nokuchithwa kwengxaki kunye nokuxhuzulwa okuphakathi. Imfundo yokomeleza ilungelelanise iipatheni zokuziphatha zemodeli edityanisiweyo kunye namanyathelo okuqiqa aveliswa yi-R1. Le ndlela yokucoca ivumela imifuziselo emincinci ukuba igcine ukusebenza kakuhle kwezibalo ngelixa ifumana amandla okuqiqa antsonkothileyo kufutshane nalawo eemodeli ezinkulu, enexabiso elibalulekileyo lesicelo kwiimeko ezixinzelelwe yimithombo. Ngokomzekelo, inguqulo ye-14B ifezekisa i-92% yekhowudi yokugqitywa kwemodeli yokuqala ye-DeepSeek-R1. Eli nqaku lazisa imodeli ye-DeepSeek-R1 ene-distilled kunye nezicelo zayo ezingundoqo kwi-industrial edge computing, eshwankathelwa kwezi ndlela zine zilandelayo, kunye namatyala athile okuphunyezwa:

Ugcino oluqikelelweyo lweZixhobo

Ukuphunyezwa koBugcisa

Ukudibanisa koluvo:

Hlanganisa i-vibration, ubushushu, kunye nedatha yangoku esuka kwi-PLCs nge-protocol ye-Modbus (izinga lesampuli 1 kHz).

Ukutsalwa kophawu:

Qhuba i-Edge Impulse kwi-Jetson Orin NX ukukhupha iimpawu ze-128-dimensional time-series.

Inkcazo yemodeli:

Sebenzisa imodeli ye-DeepSeek-R1-Distill-14B, ukufaka i-vectors feature ukuze kuveliswe amaxabiso anokubakho.

Uhlengahlengiso Olunamandla:

Qalisa imiyalelo yomsebenzi wokulondoloza xa uthemba> 85%, kwaye uqalise inkqubo yokuqinisekisa yesibini xa <60%.

Ityala elifanelekileyo

I-Schneider Electric isasaze esi sisombululo kumatshini wemigodi, inciphisa amazinga obuxoki ngama-63% kunye neendleko zokugcina ngama-41%.

Ukuqhuba i-DeepSeek ye-R1 eDistilled Model kwi-InHand AI Edge Computers

UHlolo oluBonakalayo olongezelelweyo

Uyilo lwemveliso

Umbhobho wokuhanjiswa oqhelekileyo:

ikhamera = GigE_Vision_Camera (500fps) # Gigabit ikhamera yoshishino
isakhelo = camera.bamba () # Thatha umfanekiso
preprocessed = OpenCV.denoise(isakhelo) # Denoising preprocessing
defect_type = DeepSeek_R1_7B.infer(preprocessed) # Ukuhlelwa kwesiphene
ukuba i-defect_type != 'eqhelekileyo':
PLC.trigger_reject() # Qalisa indlela yokhetho

Iimetriki zokuSebenza

Ukulibaziseka koMsebenzi:

82 ms (Jetson AGX Orin)

Ukuchaneka:

Isitofu esixonxiweyo sesiphene sifikelela kuma-98.7%.

Iimpembelelo ze-DeepSeek R1: Abaphumeleleyo nabalahlekileyo kwikhonkco lexabiso le-AI elivelisayo

Inkqubo yoPhulo lokuPhuculwa

IiTekhnoloji eziphambili

INtsebenziswano yoLwimi lweNdalo:

Abasebenzisi bachaza izinto ezingasebenziyo ngelizwi (umz., "Extruder pressure fluctuation ±0.3 MPa").

Iindlela ezininzi zokuqiqa:

Imodeli ivelisa iingcebiso zokuphucula ngokusekelwe kwidatha yembali yezixhobo (umzekelo, ukulungisa isantya se-screw nge-2.5%).

UQinisekiso lweDigital Twin:

Ukuqinisekiswa kweParameter yokulinganisa kwi-platform ye-EdgeX Foundry.

Isiphumo soPhumezo

Umzi-mveliso weekhemikhali we-BASF uye wasebenzisa esi sikimu, wafumana ukucuthwa kokusetyenziswa kwamandla nge-17% kunye nokunyuka komgangatho wemveliso nge-9%.

I-Edge AI kunye neKamva leShishini: I-OpenAI o1 vs. DeepSeek R1 ye-Healthcare, i-Automotive, kunye ne-IIoT

UkuFumana kwaNgxatsho kweSiseko soLwazi

Uyilo lwezoYilo

Uvimba weDatha weVector walapha:

Sebenzisa iChromaDB ukugcina iimanyuwali zezixhobo kunye neenkcukacha zenkqubo (umlinganiselo wokufakela 768).

Ukubuyiswa kweHybrid:

Dibanisa BM25 algorithm + cosine ukufana yombuzo.

IsiZukulwana seziphumo:

Imodeli ye-R1-7B ishwankathela kwaye icokisa iziphumo zokufumana kwakhona.

Imeko eqhelekileyo

Iinjineli ze-Siemens zisombulule ukusilela kwi-inverter ngokusebenzisa imibuzo yolwimi lwendalo, ukunciphisa umndilili wokusetyenzwa kwexesha ngama-58%.

Imingeni yokusasaza kunye nezisombululo

Unyino lwenkumbulo:

Kusetyenziswe iteknoloji ye-KV Cache quantization, ukunciphisa ukusetyenziswa kwememori yemodeli ye-14B ukusuka kwi-32GB ukuya kwi-9GB.

Ukuqinisekisa ukusebenza ngexesha lokwenyani:

Ukuzinziswa kwe-inference latency ukuya kwi-±15 ms ngokwenziwa kweGrafu yeCUDA.

Ukuqhuba iModeli:

Uhlaziyo olongezelelekileyo lweveki (ukusasaza kuphela i-2% yeeparamitha).

Imeko eNgqongileyo:

Idizayinelwe kuluhlu olubanzi lobushushu be -40 ° C ukuya kwi-85 ° C kunye nenqanaba lokhuseleko lwe-IP67.

Ukuqukumbela

Iindleko zangoku zokuthumela ngoku ziye zehla ukuya kwi-$ 599 / i-node (i-Jetson Orin NX), kunye nezicelo ezinobungozi ezenza kumacandelo afana ne-3C yokuvelisa, i-automotive assembly, kunye ne-chemistry yamandla. Ukuphuculwa okuqhubekayo koyilo lwe-MoE kunye nobungakanani betekhnoloji kulindeleke ukuba imodeli ye-70B isebenze kwizixhobo ezisekupheleni kuka-2025.

Fumana isisombululo seCable yeELV

Iintambo zokulawula

Ye-BMS, BUS, Industrial, Instrumentation Cable.

Cofa apha

Inkqubo yeCabling eyakhiweyo

Inethiwekhi kunye neDatha, iFiber-Optic Cable, iPatch Cord, iiModyuli, iFaceplate