Folasaga

O faʻataʻitaʻiga faʻataʻitaʻi laʻititi o DeepSeek-R1 o loʻo faʻaogaina lelei i le faʻaogaina o faʻamaumauga o filifili-o-mafaufau na gaosia e DeepSeek-R1, faʻailogaina...fa'ailoga, fa'atosina le gafatia o mafaufauga o le R1. O nei fa'amaumauga fa'avasega lelei o lo'o aofia manino ai faiga fa'atatau e pei o fa'afitauli fa'aletonu ma toesega fa'avaitaimi. Faʻamamaina o aʻoaʻoga ua taua ai le amio sili atu o le faʻataʻitaʻiga o amioga ma le mafuaʻaga ua faia e le R1. O lenei faiga fa'amama e mafai ai e tama'i fa'ata'ita'iga e fa'atumauina le lelei fa'afuainumera a'o maua le lavelave fa'atatauga fa'atatau e latalata i fa'ata'ita'iga tetele, lea e taua tele le fa'aogaina i fa'ata'ita'iga fa'atapula'aina puna'oa. Mo se faʻataʻitaʻiga, o le 14B version e ausia le 92% o le faʻamaeʻaina o tulafono o le uluai DeepSeek-R1 faʻataʻitaʻiga. O lenei tusiga o loʻo faʻaalia ai le DeepSeek-R1 faʻataʻitaʻiga faʻataʻitaʻiga ma ana faʻaoga autu i le faʻaogaina o mea tau pisinisi, aoteleina i itu e fa, faʻatasi ai ma mataupu faʻatinoina faʻapitoa:

Tausiga Va'aiga o Meafaigaluega

Fa'atinoga Fa'atekinisi

Fusion Sensori:

Fa'atasi le vibration, vevela, ma fa'amatalaga o lo'o i ai nei mai PLC e ala i le Modbus protocol (sampling rate 1 kHz).

Ave'esega Fa'apitoa:

Tafe'e Edge Impulse i luga o Jetson Orin NX e aveese mai ai le 128-dimensional time-series features.

Fa'ata'ita'iga Fa'atusa:

Fa'ata'atia le DeepSeek-R1-Distill-14B fa'ata'ita'iga, fa'aulu i totonu o vete fa'apitoa e fa'atupu ai ni fa'ailoga fa'aletonu.

Fetuuna'iga fa'amalosi:

Fa'aoso fa'atonuga galuega fa'aleleia pe a fa'atuatuaina > 85%, ma amata se faiga fa'amaonia lona lua pe a <60%.

Mataupu Taua

O le Schneider Electric na faʻaaogaina lenei fofo i luga o masini eli, faʻaitiitia ai fua faʻatatau sese i le 63% ma tau tausiga e 41%.

Fa'ata'avale DeepSeek R1 Fa'ata'ita'iga Fa'ata'ita'i ile InHand AI Edge Computers

Fa'aleleia le Su'esu'ega Va'aia

Fa'ata'ita'iga Fa'atino

Pipa fa'apipi'i masani:

meapueata = GigE_Vision_Camera(500fps) # Gigabit mea pu'eata tau pisinisi
fa'avaa = kamera.pu'e() # Pu'e ata
mua'i fa'agasolo = TatalaCV.denoise(fa'avaa) # Fa'ate'aina le fa'agasolo
defect_type = DeepSeek_R1_7B.infer(mua'i fa'agasolo) # Fa'avasegaga fa'aletonu
pe afai defect_type != 'masani':
PLC.trigger_reject() # Fa'aoso faiga fa'avasega

Fuafuaga Fa'atinoga

Fa'atuai le fa'agaioiina:

82 ms (Jetson AGX Orin)

Sa'o:

Su'esu'ega fa'apena fa'aletonu e o'o atu ile 98.7%.

O a'afiaga a DeepSeek R1: Manumalo ma faia'ina i le filifili fa'atauga fa'atupu AI

Fa'atonuga Fa'asolo

Tekinolosi autu

Feso'ota'iga Gagana Faanatura:

O lo'o fa'amatalaina e le au fa'agaoioi mea fa'aletonu o masini e ala i le leo (fa'ata'ita'iga, "Extruder pressure fluctuation ±0.3 MPa").

Feso'ota'iga Tele:

O le fa'ata'ita'iga e fa'atupuina fautuaga fa'atatau e fa'atatau i fa'amaumauga fa'asolopito o masini (fa'ata'ita'iga, fetu'una'i le saoasaoa o le sikulima e 2.5%).

Fa'amaoniaga Lua Fa'atekinolosi:

Fa'amauina fa'ata'ita'iga fa'ata'ita'i ile EdgeX Foundry platform.

Aafiaga Fa'atinoga

O le fale kemikolo a le BASF na faʻaaogaina lenei polokalame, ma ausia ai le 17% faʻaititia o le malosi faʻaaogaina ma le 9% faʻateleina le maualuga o oloa.

Edge AI ma le Lumanai o Pisinisi: OpenAI o1 vs. DeepSeek R1 mo le Soifua Maloloina, Taʻavale, ma IIoT

Toe maua vave o le Knowledge Base

Fuafuaga Fa'ata

Fa'amaumauga Vector Fa'alotoifale:

Fa'aoga ChromaDB e teu ai tusi lesona ma fa'agaioiga fa'asologa (fa'apipi'i fua 768).

Su'e Fa'atosina:

Fa'atasi BM25 algorithm + cosine tutusa mo fa'amatalaga.

Fa'atupuina o taunu'uga:

O le R1-7B fa'ata'ita'iga e aotele ma fa'amalie i'uga toe maua mai.

Tulaga masani

Na foia e le au inisinia a Siemens le faaletonu o le inverter e ala i fesili faalenatura, ma faaitiitia ai le taimi e galue ai i le 58%.

Fa'atonu Lu'itau ma Fofo

Tapula'a o mea e manatua:

Fa'aaogaina le KV Cache quantization technology, fa'aitiitia le fa'aogaina o le mafaufau o le fa'ata'ita'iga 14B mai le 32GB i le 9GB.

Fa'amautinoa le Fa'atinoga o Taimi Moni:

Fa'amautu le fa'aupuga ta'itasi i le ±15 ms e ala ile CUDA Graph optimization.

Fa'ata'ita'i Fa'ata'amilosaga:

Fa'afouga fa'aopoopo i vaiaso ta'itasi (fa'asalalauina na'o le 2% o ta'otoga).

Siosiomaga Mata'utia:

Fuafuaina mo le lautele o le vevela o le -40°C i le 85°C ma le tulaga puipuia o le IP67.

Fa'ai'uga

Ua fa'aititia nei tau o le fa'atinoina o galuega i le $599/node (Jetson Orin NX), fa'atasi ai ma le fa'aogaina o talosaga e fa'atupu i vaega e pei o le 3C gaosiga, fa'apotopotoga ta'avale, ma le kemisi malosi. O le fa'aauau pea o le fa'ata'ita'iga o le fausaga a le MoE ma le fa'avasegaina o tekonolosi e fa'amoemoe e mafai ai e le fa'ata'ita'iga 70B ona fa'agasolo i luga o masini mata i le fa'ai'uga o le 2025.

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Uaea Pulea

Mo BMS, PUS, Alamanuia, Uaea Fa'afaigāluega.

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Feso'ota'iga & Fa'amatalaga, Uaea Fiber-Optic, Fa'amau Fa'amau, Modules, Fa'ailoga Mata