71 lines
6.5 KiB
Plaintext
71 lines
6.5 KiB
Plaintext
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ƒZdd„ ZedkrÂeƒ dS )zW
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Real AI Pipeline using YOLO and CLIP
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Production-ready image analysis with real models
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é )ÚDictÚListÚOptionalÚTuple)Ú dataclassN)ÚImage)Ú
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CLIPProcessorÚ CLIPModelTFz;Warning: Real AI libraries not installed. Using simulation.c @ sZ e Zd ZU dZee ed< ee ed< eed< eed< dZ e
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dS ) ÚAIAnalysisResultz Result from real AI analysisÚdetected_objectsÚ defect_codesÚ
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embeddings)Úreturnc C s | j | j| j| j| jd udœS )N)r r r
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r Zhas_embeddings©r r r
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r r )Úself© r ú:/home/bernt/.openclaw/workspace/iom/ai_pipeline/real_ai.pyÚto_dict s ûzAIAnalysisResult.to_dict)Ú__name__Ú
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dœdd„ZdS ) ÚRealAIClassifiera
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Production AI classifier using YOLO and CLIP
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Requirements:
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- torch
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- torchvision
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- transformers
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- pillow
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- numpy
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Models:
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- YOLOv8 for object detection
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- CLIP for scene classification
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- Custom classifier for defects
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T©Ú use_real_aic C s` |ot | _t r&t tj ¡ r dnd¡nd | _d | _d | _d | _d | _ | jrT|
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¡ nt dƒ d S )NÚcudaÚcpuzIUsing simulated AI (install torch, torchvision, transformers for real AI)) Ú HAS_REAL_AIr! ÚtorchÚdevicer" Z is_availableÚ
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clip_modelÚclip_processorÚdefect_classifierÚ _load_modelsÚprint)r r! r r r Ú__init__; s
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zLoad AI modelszLoading AI models...r )ÚYOLOz
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yolov8n.ptu ✓ YOLOv8 loadedu ✗ YOLOv8 failed: Nz openai/clip-vit-base-patch32u ✓ CLIP loadedu ✗ CLIP failed: u( ✓ Defect classifier placeholder loadedu ✗ Defect classifier failed: )
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r, Z ultralyticsr. r' Ú Exceptionr Zfrom_pretrainedr( r r) Útor& r* )r r. Úer r r r+ J s,
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image_pathÚlocationr c C s` | j s| ||¡S t |¡ d¡}| |¡}| |¡\}}| |¡}| |¡}t |||||d�S )zAnalyze image with real AIÚRGBr )
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analyze_imagek s
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ûz RealAIClassifier.analyze_image)r; r c C sh | j du rg S | |¡}g }|D ]B}|j}|D ]2}| |jt|jƒ t|jƒ|j ¡ d dœ¡ q.q |S )zDetect objects with YOLONr )Úlabelr Zbbox)
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