Nhanganyaya

Iwo madiki-saizi akacheneswa modhi eDeepSeek-R1 akakwenenzverwa achishandisa ketani-ye-yekufunga data inogadzirwa neDeepSeek-R1, yakanyorwa ne....tag, kugara nhaka kugona kufunga kweR1. Aya ma datasets akakwenenzverwa anosanganisira zvakajeka maitiro ekufunga akadai sekuparara kwedambudziko uye kubviswa kwepakati. Kusimbisa kudzidza kwakawiriranisa iyo distilled modhi maitiro nematanho ekufunga anogadzirwa neR1. Iyi distillation meshini inobvumira mamodheru madiki kuti achengetedze hunyanzvi hwemakomputa uchiwana kugona kufunga kwakaomarara padhuze neaya emhando hombe, iyo ine kukosha kwakakosha kwekushandisa mumamiriro ezvishandiso-akamanikidzwa. Semuenzaniso, iyo 14B vhezheni inowana 92% yekodhi yekupedzwa kweiyo yekutanga DeepSeek-R1 modhi. Ichi chinyorwa chinosuma iyo DeepSeek-R1 yakasvibiswa modhi uye mashandisirwo ayo epakati mumaindasitiri ekumucheto komputa, akapfupikiswa mune anotevera nzira ina, pamwe chete nemakesi ekuita chaiwo:

Predictive Maintenance Equipment

Technical Implementation

Sensor Fusion:

Batanidza vibration, tembiricha, uye data razvino kubva kuPLCs kuburikidza neModbus protocol (sampling rate 1 kHz).

Feature Extraction:

Mhanya Edge Impulse paJetson Orin NX kuti ubvise 128-dimensional nguva-yakatevedzana maficha.

Muenzaniso Inference:

Shandisa iyo DeepSeek-R1-Distill-14B modhi, kuisa maficha mavheji kuti abudise kukanganisa kungangoita kukosha.

Dynamic Adjustment:

Tamba mirairo yebasa rekugadzirisa kana kuvimba> 85%, uye tanga yechipiri yekusimbisa maitiro kana <60%.

Relevant Case

Schneider Electric yakaisa mhinduro iyi pamichina yezvicherwa, ichidzikisa mazinga enhema ne63% uye mari yekugadzirisa ne41%.

Running DeepSeek R1 Distilled Model paInHand AI Edge Makomputa

Kuvandudzwa Kwekuona Kuongorora

Output Architecture

Yakajairika pombi yekuisa:

kamera = GigE_Vision_Camera(500fps) # Gigabit indasitiri kamera
furemu = kamera.capture() # Bata mufananidzo
preprocessed = OpenCV.denoise(frame) # Denoising preprocessing
defect_type = DeepSeek_R1_7B.infer(preprocessed) # Defect classification
kana defect_type != 'zvakajairika':
PLC.trigger_reject() # Trigger kurongedza michina

Performance Metrics

Kunonoka Kugadzirisa:

82 ms (Jetson AGX Orin)

Kururama:

Jekiseni rakaumbwa rakaremara kuona rinosvika 98.7%.

DeepSeek R1's zvinorehwa: Vanokunda uye vakarasika mune inogadzirwa AI kukosha kweketani

Process Flow Optimization

Key Technologies

Mutauro Wechisikigo

Vashandi vanotsanangura kusakanganiswa kwemidziyo kuburikidza nezwi (semuenzaniso, "Extruder pressure fluctuation ± 0.3 MPa").

Multimodal Kufunga:

Iyo modhi inogadzira mazano ekugadzirisa anoenderana nemidziyo yenhoroondo data (semuenzaniso, kugadzirisa screw speed ne2.5%).

Digital Twin Verification:

Parameter simulation kusimbiswa paEdgeX Foundry papuratifomu.

Implementation Effect

BASF's chemical plant yakatora chirongwa ichi, ikawana kudzikiswa kwe17% mukushandiswa kwesimba uye kuwedzera 9% muhuwandu hwemhando yechigadzirwa.

Edge AI uye Ramangwana reBhizinesi: OpenAI o1 vs. DeepSeek R1 yeHealthcare, Automotive, uye IIoT

Kudzoserwa Nekukurumidza Kweruzivo Base

Architecture Design

Local Vector Database:

Shandisa ChromaDB kuchengeta zvinyorwa zvemichina uye maitiro ekugadzirisa (kumisikidza dimension 768).

Hybrid Retrieval:

Sanganisa BM25 algorithm + cosine kufanana kwemubvunzo.

Result Generation:

R1-7B modhi inopfupikisa uye inonatsa mhedzisiro yekudzosa.

Typical Case

Siemens mainjiniya vakagadzirisa kutadza kwe inverter kuburikidza nemitauro yemutauro wechisikigo, kuderedza avhareji yenguva yekugadzirisa ne58%.

Deployment Matambudziko uye Solutions

Memory Limitations:

Inoshandiswa KV Cache quantization tekinoroji, kuderedza kushandiswa kwendangariro kweiyo 14B modhi kubva pa32GB kuenda ku9GB.

Kuve nechokwadi chekuita-Chaiyo-Nguva Performance:

Yakagadzikana imwe inference latency kusvika ± 15 ms kuburikidza neCUDA Graph optimization.

Model Drift:

Weekly incremental updates (kutumira chete 2% yemaparamita).

Zvakanyanya Nzvimbo:

Yakagadzirirwa kuhupamhi tembiricha kubva -40°C kusvika 85°C ine IP67 level yekudzivirira.

Mhedziso

Mari yekuendesa parizvino yadzikira kusvika pamadhora mazana mashanu nemakumi mapfumbamwe nepfumbamwe (Jetson Orin NX), iine scalable applications inogadzira muzvikamu zvakaita sekugadzira 3C, gungano remotokari, uye makemikari emagetsi. Kuenderera mberi optimization yeMoE yekuvaka uye quantization tekinoroji inotarisirwa kugonesa iyo 70B modhi kuti imhanye pamidziyo yemupendero mukupera kwa2025.

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