:ipSSKrSSKJr SSKrSSKJr SSKrSSK r Sr Sr Sr Sr SrSrS rS S jrg) N)wrapcSn[RRU5(aN[RRU5(d*[R"U5(d Sn[ S5 U$Sn[ S5 U$)zwFunction to check if folder at given path exists and is not empty. Returns True if folder is empty or does not exist. FTzO'test_images' folder is empty. Please place images to be tested in this folder.zpThere is no 'test_images' folder under current directory. Please create one and place images to be tested there.)ospathexistsisfilelistdirprint)remptys S/srv/projetos/modelo_ml_acdoc/venv/lib/python3.13/site-packages/shap/utils/image.pyis_emptyr sk E ww~~dBGGNN4$8$8zz$E c d L  ~  Lc|[RRU5(dG[RRU5(d[R"U5 g[ S5 g[R "U5(a6[R "U5Hn[R"X-5 M gg)zQFunction to create a new directory with given path or empty if it already exists.z Please give a valid folder path.N)rrrrmakedirsr r remove)rfiles r make_dirrst 77>>$  ww~~d## KK  4 5 ::d   4( $+&) rc[RR5upSn/SQn[U5H>upVXT;dM [R R XS35n[Xg5 US- nM@ g)zLFunction to add sample images from imagenet50 SHAP data in the given folder.),.jpgN)shapdatasets imagenet50 enumeraterrjoin save_image)rX_counter indexes_listiimage path_to_images r add_sample_imagesr(.s` == # # %DAG#LaL GGLL$/?@M u , qLG !rc[R"U5n[R"U[R5n[R "U5R S5$)zPFunction to load image at given path and return numpy array of RGB float values.float)cv2imreadcvtColor COLOR_BGR2RGBnparrayastype)r'r&s r load_imager2:s? JJ} %E LL 1 1 2E 88E? ! !' **rc6SnURU5(agg)zFunction to check if a file has valid image extensions and return True if it does. Note: Azure Cognitive Services only accepts below file formats. ).pngrz.jpegz.gifz.bmpz.jfifTN)endswith)r'valid_extensionss r check_valid_imager7As%J.//0rcb[R"U5S- n[R"X5 g)zOFunction to save image(RGB values array) at given path (filename and location).go@N)r/r0pltimsave)r0r'r&s r r r Js" HHUOe #EJJ}$rc[U5nSn[RRU5upEURS5SnSnSnURSURS:XaURSS:aXw4n OURSURS:aAURSS:a.U[ URSU-URS- 54n OcURSURS:aAURSS:a.[ URSU-URS- 5U4n OSnU(a[ R"UW SU S4S9n[RRXS -5n[S UR5 [X#5 [R"U5RS 5nX#4$) arFunction to resize given image retaining original aspect ratio and save in given directory 'reshaped_dir'. Returns numpy array of resized image and path where resized file is saved. Note ---- Azure COGS CV has size limit of < 4MB and min size of 50x50 for images. Hence, large image files are being reshaped in code below to increase speed of SHAP explanations and run Azure COGS for image captions. If image (pixel_size, pixel_size) is greater than 500 for either of the dimensions: 1 - image is resized to have max. 500 pixel size for the dimension > 500 2 - other dimension is resized retaining the original aspect ratio N.riTrF)dsizer4zReshaped image size:r*)r2rrsplitshapeintr+resizerr r r/r0r1) r' reshaped_dirr& reshaped_pathr"tail file_name max_pixelsreshapenew_dims r resize_imagerIQs } %EMggmmM*GA 3"IJG {{1~Q'EKKNS,@* Q%++a. (U[[^c-As5;;q>J#>Q#OPQ Q%++a. (U[[^c-Au{{1~ 2U[[^CDjQ 5WQZ(@A \v3EF  $ekk25(&&w/  rc D/nUH2n[U5nURUR[55 M4 [R "US9nSn[ [U55Hn US- nXS-:Xa[R "US9nSnURSX(5 [R"XI5 [R"S5 [U5[U5:dM[R"SR[[X 5SS955 M g) z=Function to display grid of images and their titles/captions.)figsizerroff ()widthN)r2appendr1r@r9figurerangelen add_subplotimshowaxistitlerrstr) list_of_captionslist_of_images max_columnsrK masked_imagesfilenamer&figcolumnr%s r display_grid_plotr`|sM"8$U\\#./# **W %C F 3}% &!  1_ $**W-CF ;/ =#$   C $6 6 IIdiiS)9)<%=R HI J'r))rb)rtextwraprr+matplotlib.pyplotpyplotr9numpyr/rr rr(r2r7r rIr`rr rhsA   & ' +%( VKr