iSSKrSSKrSSKrSSKrSSKrSSKrSSKJr \"5 \RR\RR\ 55r \RR\ 5r\RR\SS5r\\R;a\RR#\5 SSKJr SSKJr SSKJr \RR\SSSS 5r\RR\S 5r\"\R6R9S S 55r\"S5r\"5r\ "S 5 Sr#Sr$Sr%g!\!ar"SrSr\ "S\"35 Sr"C"N$Sr"C"ff=f)N) load_dotenvpluginsz Silent-Face-Anti-Spoofing-master)AntiSpoofPredict) CropImage)parse_model_name resourcesanti_spoof_modelsz4_0_0_300x300_MultiFTNet.pthSPOOF_THRESHOLDgffffff?z6[OK] Spoof detection service initialized successfully.z6[ERROR] Failed to initialize spoof detection service: c6URSS5up[R"U5n[R"U[R 5n[ R"U[ R5$![an[SU35 SnAgSnAff=f)z2Internal function to decode a base64 image string.,z%[ERROR] Error during image decoding: N) splitbase64 b64decodenp frombufferuint8cv2imdecode IMREAD_COLOR Exceptionprint) base64_stringheaderencoded image_bytesnparres 8/var/www/fran/franai/services/spoof_detection_service.py _decode_imager 'sy'--c15&&w/  k2884||E3#3#344  5aS9:sA3A66 BBBc `[b[c [S5 g[RU5nUc [S5 g[R R [5n[U5up4pVXUXCSS.nUcSUS '[R"S0UD6n[RU[5n [R"U 5n U S U n U S :H=(a U [:n [S U S U S S[SU (aSOS35 X4$![an [SU 35 Sn A gSn A ff=f)z3Internal function to run the spoof detection model.Nu0⚠️ Spoof detection service is not available.)Tu%⚠️ Spoof check: No face detected.)Fr"T)org_imgbboxscaleout_wout_hcropFr(rzSpoof check details: Label=z, Score=.2fz , Threshold=z , Result=PassFailz&[ERROR] Error during spoof detection: ) _model_test_image_cropperrget_bboxospathbasename MODEL_FILErr(predictrargmaxr r) image_array image_bbox model_nameh_inputw_input model_typer%paramimg predictionlabelscoreis_livers r_is_realrB2sCn4 @A ))+6   9 :WW%%j1 .>z.J+*#  =%%-!!*E* ((j9  *%1 e$1*8!8 +E7(5+\RaQbbkv}lrDJlKL M~  6qc:;s#D C D D-D((D-c6[U[5(dU/nSn[U5H]up#[U5nUc SSSUS-34s $[ U5upVUnU(aM8SUS-SUSS [ 3n[ S U35 SXg4s $ [ S US35 S US4$) z Public function to perform a full liveness check on a list of base64 image strings. It will return True only if ALL images in the list pass the liveness check. Returns: tuple: (is_live: bool, score: float, error_message: str or None) r"NFz,Invalid image data for spoof check in image r zLiveness check failed on image z!: Spoof attempt detected. Score: r)z , Threshold: z LIVENESS FAIL: z* LIVENESS PASS (all images): Final Score: T) isinstancelist enumerater rBr r)base64_image_list final_scoreibase64_image_string decoded_imagerAr@messages rcheck_livenessrMWs ' . ../K"+,=">%&9:  #!MaPQcUSS S!-0 w7!u<]^cdg]hhuwFvGHG $WI. /%( (#? 6{36G HI d "")&r0sysnumpyrrtimerdotenvrr1dirnameabspath__file__ current_dir project_rootjoin plugin_pathappendsrc.anti_spoof_predictrsrc.generate_patchesr src.utilityr MODEL_DIRr3floatenvirongetr r-r.rrrr rBrMr,rNrrbs@   ggoobggooh78 ww{+ ggll<4VW chhHHOOK 4*( GGLLy2TVacv w WW\\)%C D  '8$?@H"1%K[N BC #J#kHKN B1# FGGHs-EE-E((E-