Gabatarwa

Ƙananan ƙananan ƙira na DeepSeek-R1 an daidaita su ta hanyar amfani da sassan-tunani da DeepSeek-R1 ya haifar, mai alamar...tags, gaji ikon tunani na R1. Waɗannan bayanan da aka gyara masu kyau sun haɗa da hanyoyin tunani kamar rugujewar matsala da ragi na tsaka-tsaki. Ƙarfafa koyo ya daidaita dabi'un ƙirar ƙira tare da matakan tunani da R1 ya haifar. Wannan tsarin distillation yana ba da damar ƙananan ƙira don ci gaba da ƙwarewar ƙididdigewa yayin samun ƙwarewar tunani kusa da na manyan samfura, wanda ke da mahimmancin ƙimar aikace-aikacen a cikin yanayin takurawar albarkatu. Misali, sigar 14B ta cimma kashi 92% na cikar lambar ƙirar DeepSeek-R1 ta asali. Wannan labarin yana gabatar da ƙirar DeepSeek-R1 da kuma ainihin aikace-aikacen sa a cikin ƙididdigar masana'antu, wanda aka taƙaita a cikin hanyoyi huɗu masu zuwa, tare da takamaiman shari'o'in aiwatarwa:

Hasashen Kula da Kayan Aiki

Aiwatar Fasaha

Fusion Sensor:

Haɗa jijjiga, zafin jiki, da bayanan yanzu daga PLCs ta hanyar ka'idar Modbus ( ƙimar samfur 1 kHz).

Haɗin Siffar:

Gudun Edge Impulse akan Jetson Orin NX don fitar da fasalulluka-128-jerin lokaci.

Bayanin Samfura:

Ƙaddamar da ƙirar DeepSeek-R1-Distill-14B, shigar da sifofi don samar da ƙimar yiwuwar kuskure.

Daidaita Tsayi:

Yana haifar da odar aikin kiyayewa lokacin amincewa> 85%, kuma fara aikin tabbatarwa na biyu lokacin <60%.

Shari'ar da ta dace

Schneider Electric ya ƙaddamar da wannan bayani akan injinan ma'adinai, yana rage ƙimar ƙimar karya ta 63% da farashin kulawa da 41%.

Gudun DeepSeek R1 Distilled Model akan InHand AI Edge Computers

Ingantattun Duban gani

Fitarwa Architecture

Bututun turawa na yau da kullun:

kamara = GigE_Vision_Camera(500fps) # Gigabit kyamarar masana'antu
frame = kyamara. kama () # Hoton Ɗaukar
preprocessed = BuɗeCV.denoise(frame) # Ƙin aiwatarwa
lahani_type = DeepSeek_R1_7B.infer(wanda aka riga aka tsara) # Rarraba lahani
idan defect_type ! = 'al'ada':
PLC.trigger_reject() # Na'urar tantancewa

Ma'aunin Aiki

Jinkirin sarrafawa:

82 ms (Jetson AGX Orin)

Daidaito:

Gano lahani na allura ya kai kashi 98.7%.

Abubuwan da DeepSeek R1 ke haifarwa: Masu nasara da masu asara a cikin sarkar ƙimar ƙimar AI

Haɓaka Yawo Tsari

Mabuɗin Fasaha

Mu'amalar Harshen Halitta:

Masu aiki suna siffanta rashin daidaituwar kayan aiki ta hanyar murya (misali, "Cutar matsa lamba ± 0.3 MPa").

Dalilin Multimodal:

Samfurin yana haifar da shawarwarin ingantawa dangane da bayanan tarihin kayan aiki (misali, daidaita saurin dunƙule ta 2.5%).

Tabbatar da Twin Dijital:

Ingantacciyar sigar siminti akan dandalin EdgeX Foundry.

Tasirin Aiwatarwa

Masana'antar sinadarai ta BASF ta amince da wannan makirci, tare da samun raguwar 17% na yawan kuzari da haɓaka 9% na ƙimar ingancin samfur.

Edge AI da makomar Kasuwanci: OpenAI o1 vs. DeepSeek R1 don Kiwon Lafiya, Motoci, da IIoT

Maido da Tushen Ilimi nan take

Tsarin Gine-gine

Database Vector Local:

Yi amfani da ChromaDB don adana littattafan kayan aiki da ƙayyadaddun ƙayyadaddun bayanai (girma 768).

Maidowa Haɗe-haɗe:

Haɗa BM25 algorithm + kamancen cosine don tambaya.

Sakamakon Sakamakon:

Samfurin R1-7B ya taƙaita tare da sake sabunta sakamakon dawo da.

Al'ada Caka

Injiniyoyin Siemens sun warware gazawar inverter ta hanyar tambayoyin harshe na halitta, suna rage matsakaicin lokacin sarrafawa da kashi 58%.

Kalubalen turawa da Magani

Iyakan Ƙwaƙwalwar Ƙwaƙwalwa:

Anyi amfani da fasahar ƙididdige cache na KV, yana rage amfanin ƙwaƙwalwar ajiyar ƙirar 14B daga 32GB zuwa 9GB.

Tabbatar da Aiki na Ainihin Lokaci:

Tsayayyen jinkirin ƙididdigewa guda ɗaya zuwa ±15 ms ta hanyar haɓaka Graph na CUDA.

Model Drift:

Sabuntawar mako-mako (yana watsa kashi 2% na sigogi kawai).

Matsanancin Muhalli:

An tsara shi don kewayon zafin jiki na -40 ° C zuwa 85 ° C tare da matakin kariya na IP67.

Kammalawa

Kudin turawa na yanzu ya ragu zuwa $599/kumburi (Jetson Orin NX), tare da aikace-aikacen da za a iya daidaita su a cikin sassa kamar masana'anta na 3C, taron motoci, da sinadaran makamashi. Ana sa ran ci gaba da haɓaka ƙirar MoE da fasahar ƙididdigewa don ba da damar ƙirar 70B ta yi aiki akan na'urori masu gefe a ƙarshen 2025.

Nemo Maganin Kebul na ELV

Sarrafa igiyoyi

Don BMS, BUS, Masana'antu, Kebul na Kayan aiki.

Danna Nan

Tsarin Caling System

Network&Bayani, Fiber-Optic Cable, Patch Cord, Modules, Faceplate