Mawu Oyamba

Mitundu yaying'ono yosungunuka ya DeepSeek-R1 imakonzedwa bwino pogwiritsa ntchito unyolo wamalingaliro opangidwa ndi DeepSeek-R1, olembedwa ndi...ma tag, kulandira kuthekera kwa kulingalira kwa R1. Zosanjidwa bwino izi zikuphatikiza njira zolingalira monga kuwonongeka kwamavuto ndi kuchotsera apakatikati. Kuphunzira kolimbikitsa kwagwirizanitsa machitidwe amtundu wa distilled ndi njira zolingalira zopangidwa ndi R1. Dongosolo la distillation ili limalola zitsanzo zing'onozing'ono kuti zisungike bwino pakuwerengera kwinaku zikupeza luso la kulingalira movutikira pafupi ndi mitundu yayikulu, yomwe ili yofunika kwambiri pakugwiritsa ntchito movutikira. Mwachitsanzo, mtundu wa 14B umakwaniritsa 92% ya code yomaliza ya mtundu woyambirira wa DeepSeek-R1. Nkhaniyi ikuwonetsa mtundu wa DeepSeek-R1 wosungunulidwa ndi ntchito zake zazikulu pamakompyuta am'mphepete mwa mafakitale, mwachidule m'njira zinayi zotsatirazi, komanso milandu yokhazikitsidwa:

Kukonzekera Kukonzekera kwa Zida

Kukhazikitsa kwaukadaulo

Sensor Fusion:

Gwirizanitsani kugwedezeka, kutentha, ndi deta yamakono kuchokera ku PLCs kudzera pa Modbus protocol (sampling rate 1 kHz).

M'zigawo:

Thamangani Edge Impulse pa Jetson Orin NX kuti mutenge mawonekedwe a nthawi ya 128-dimensional.

Kufotokozera kwa Model:

Gwiritsani ntchito mtundu wa DeepSeek-R1-Distill-14B, ndikulowetsa ma vector kuti apange zolakwika zomwe zingatheke.

Kusintha Kwamphamvu:

Yambitsani malamulo okonza ntchito mukadali ndi chidaliro> 85%, ndikuyambitsa njira yotsimikiziranso pamene <60%.

Nkhani Yoyenera

Schneider Electric adagwiritsa ntchito yankholi pamakina amigodi, kuchepetsa mitengo yabwino yabodza ndi 63% ndi ndalama zolipirira ndi 41%.

Kuthamanga DeepSeek R1 Distilled Model pa InHand AI Edge Makompyuta

Kuwunika Kowoneka Bwino Kwambiri

Zomangamanga Zotulutsa

Njira yodziwika bwino yotumizira mapaipi:

kamera = GigE_Vision_Camera(500fps) # Gigabit kamera kamera
chimango = camera.capture() # Jambulani chithunzi
preprocessed = OpenCV.denoise(frame) # Denoising preprocessing
defect_type = DeepSeek_R1_7B.infer(preprocessed) # Gulu lachilema
ngati defect_type != 'normal':
PLC.trigger_reject() # Yambitsani kusanja makina

Performance Metrics

Kuchedwa Kukonza:

82 ms (Jetson AGX Orin)

Kulondola:

Kuzindikira vuto lopangidwa ndi jakisoni kumafika 98.7%.

Zotsatira za DeepSeek R1: Opambana ndi otayika mu unyolo wamtengo wapatali wa AI

Kukhathamiritsa Kuyenda kwa Njira

Key Technologies

Kuyanjana kwa Zinenero Zachilengedwe:

Othandizira amafotokozera zovuta za zida pogwiritsa ntchito mawu (mwachitsanzo, "Extruder pressure fluctuation ± 0.3 MPa").

Kukambitsirana kwa Multimodal:

Mtunduwu umapanga malingaliro okhathamiritsa potengera zomwe zidachitika kale (mwachitsanzo, kusintha liwiro la screw ndi 2.5%).

Kutsimikizika Kwapawiri Kwapa digito:

Kutsimikizika kwa parameter papulatifomu ya EdgeX Foundry.

Kugwiritsa Ntchito

Chomera chamankhwala cha BASF chidatengera chiwembuchi, ndikuchepetsa kugwiritsa ntchito mphamvu ndi 17% ndikuwonjezera 9% pamitengo yazinthu.

Edge AI ndi Tsogolo la Bizinesi: OpenAI o1 vs. DeepSeek R1 ya Healthcare, Automotive, ndi IIoT

Kubweza Mwamsanga kwa Knowledge Base

Zomangamanga Design

Nawonso Database Yapafupi:

Gwiritsani ntchito ChromaDB kusunga zolemba zamakina ndi mafotokozedwe atsatanetsatane (kuphatikiza gawo 768).

Kubweza Zophatikiza:

Phatikizani BM25 algorithm + cosine kufanana kwa funso.

Zotsatira:

Mtundu wa R1-7B umafupikitsa ndikuwongolera zotsatira zobweza.

Mlandu Wodziwika

Akatswiri opanga ma Nokia adathetsa kulephera kwa ma inverter kudzera pamafunso azilankhulo zachilengedwe, kuchepetsa nthawi yokonza ndi 58%.

Mavuto Otumizira ndi Mayankho

Zolepheretsa Kukumbukira:

Kugwiritsa ntchito ukadaulo wa KV Cache quantization, kuchepetsa kugwiritsa ntchito kukumbukira kwa mtundu wa 14B kuchokera ku 32GB mpaka 9GB.

Kuwonetsetsa Kuti Nthawi Yeniyeni Ikugwira Ntchito:

Kukhazikika kokhazikika kamodzi mpaka ± 15 ms kudzera kukhathamiritsa kwa Graph kwa CUDA.

Model Drift:

Zosintha zowonjezera sabata ndi sabata (kutumiza 2% yokha ya magawo).

Malo Azambiri:

Zapangidwira kutentha kwakukulu kwa -40 ° C mpaka 85 ° C ndi mlingo wa chitetezo IP67.

Mapeto

Ndalama zamakono zotumizira tsopano zatsika kufika pa $599/node (Jetson Orin NX), ndi ntchito zowopsa zomwe zikupanga m'magawo monga kupanga 3C, msonkhano wamagalimoto, ndi chemistry yamagetsi. Kukhathamiritsa kosalekeza kwaukadaulo wa zomangamanga wa MoE ndi ukadaulo wochulukira kukuyembekezeka kupangitsa kuti mtundu wa 70B uziyenda pazida zam'mphepete pofika kumapeto kwa 2025.

Pezani ELV Cable Solution

Zingwe Zowongolera

Za BMS, BUS, Industrial, Instrumentation Cable.

Dinani apa

Kapangidwe ka Cabling System

Network&Data, Chingwe cha Fiber-Optic, Patch Cord, Ma module, Faceplate