o >h @sddlmZddlZddlmZmZddlmZze dZ e dZ dZ e dWneyIZzed eed Z WYdZ[ndZ[wwd d Zd dZddZdS))ImageN)AutoImageProcessorAutoModelForImageClassification)loggerz)andupets/real-estate-image-classificationTz4Real estate classification model loaded successfullyz0Error loading real estate classification model: Fc Cs.zjtrY|d}t|dd}tdi|}|j}|jddd}|}||}tj j |}|dk} t |} t |} | t ||dd t|D| | | sTd d WSd d WStd dddgt |ddd WSty} z tdt| dddgdddddt| dWYd} ~ Sd} ~ ww)NRGBpt)imagesreturn_tensorsr)dimrg?cSs&g|]\}}tjj|t|dqS))label confidence)modelconfigid2labelfloat).0iprobr0D:\propertyverify_final\models\image_analysis.py *sz!analyze_image..gffffff?g333333?)is_property_relatedproperty_confidencepredicted_labeltop_predictions image_qualityis_ai_generatedauthenticity_scorez,Real estate classification model unavailableFgunknownzError analyzing image: error resolution quality_score)rrrrrrrr r) has_modelconvert processorrlogitssoftmaxdetachnumpyargmaxrrassess_image_qualitydetect_ai_generated_imager enumeraterwarning Exceptionr str) imageZimg_rgbinputsoutputsr'probsZ max_prob_idxmax_probrZis_real_estatequalityrerrr analyze_images^      r9c CszHt|}t|jdkrtj|dd}n|}|t|}t|}|j\}}|ddko3|ddk}t|do>|du}|dkpG|pG| WSt ye} zt dt | WYd} ~ d Sd} ~ ww) N)axis@r_getexifg?z$Error detecting AI-generated image: F) nparraylenshapemeanstdsizehasattrr>r0rr r1) r2Z img_arraygraynoiseZ noise_stdwidthheightZperfect_dimensionsZhas_exifr8rrrr-Js    r-c Cszz|j\}}||}td|d}|d||dWSty<}ztdt|dddWYd}~Sd}~ww)Ndi Nxr!zError assessing image quality: rr)rEminr0rr r1)imgrIrJr"r#r8rrrr,[s  r,)PILrr*r? transformersrrlogging_configrfrom_pretrainedr&rr$infor0r8r r1r9r-r,rrrrs"    8