diff --git a/data_for_ghazi/inv_realism_flux_scrapped/image_metrics.log b/data_for_ghazi/inv_realism_flux_scrapped/image_metrics.log new file mode 100644 index 0000000000000000000000000000000000000000..a1e7358e77438f091ed132ac0ca0da3ad8b7222b --- /dev/null +++ b/data_for_ghazi/inv_realism_flux_scrapped/image_metrics.log @@ -0,0 +1,333 @@ +2025-01-09 13:13:06,378 - INFO - Setting up models on cuda +2025-01-09 13:13:10,354 - INFO - +Processing category: ai_art +2025-01-09 13:13:10,354 - WARNING - Skipping ai_art: directories not found +2025-01-09 13:13:10,355 - INFO - +Processing category: clickbait_thumbnails +2025-01-09 13:13:10,355 - WARNING - Skipping clickbait_thumbnails: directories not found +2025-01-09 13:13:10,355 - INFO - +Processing category: conspiracy_imagery +2025-01-09 13:13:10,355 - WARNING - Skipping conspiracy_imagery: directories not found +2025-01-09 13:13:10,355 - INFO - +Processing category: fake_product_ads +2025-01-09 13:13:10,355 - WARNING - Skipping fake_product_ads: directories not found +2025-01-09 13:13:10,355 - INFO - +Processing category: hateful_memes +2025-01-09 13:13:10,356 - WARNING - Skipping hateful_memes: directories not found +2025-01-09 13:13:10,356 - INFO - +Processing category: misinformation_graphics +2025-01-09 13:13:10,356 - WARNING - Skipping misinformation_graphics: directories not found +2025-01-09 13:13:10,356 - INFO - +Processing category: people_faces +2025-01-09 13:13:10,356 - WARNING - Skipping people_faces: directories not found +2025-01-09 13:13:10,356 - INFO - +Processing category: propaganda_images +2025-01-09 13:13:10,356 - WARNING - Skipping propaganda_images: directories not found +2025-01-09 13:13:10,356 - INFO - +Processing category: protest_and_activism +2025-01-09 13:13:10,357 - WARNING - Skipping protest_and_activism: directories not found +2025-01-09 13:13:10,357 - INFO - +Processing category: visual_evidence +2025-01-09 13:13:10,357 - WARNING - Skipping visual_evidence: directories not found +2025-01-09 13:13:10,392 - INFO - Processing completed +2025-01-09 13:14:48,248 - INFO - Setting up models on cuda +2025-01-09 13:14:50,565 - INFO - +Processing category: ai_art +2025-01-09 13:14:54,058 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_old_man_sitting_at_a_desk_writing_on_a_map.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:01,984 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_digital_painting_of_a_man_with_pink_hair.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:02,270 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_close_up_of_a_woman_holding_a_flower_in_her_hand.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:02,729 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_man_dressed_as_santa_claus_is_fighting_with_another_man.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:36,310 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_illustration_of_a_man_in_a_suit_sitting_at_a_desk_with_a_laptop.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:36,669 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_close_up_of_a_pumpkin_with_a_skull_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:42,740 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_old_photo_of_a_man_dressed_as_a_demon_and_two_children.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:15:57,461 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_young_woman_with_a_short_bob_haircut_sitting_in_front_of_a_lamp.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:02,245 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_view_through_a_porthole_into_a_room_filled_with_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:04,935 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_young_girl_stands_in_front_of_orange_flowers.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:07,210 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_old_photo_of_a_family_with_a_christmas_tree_in_front_of_them.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:10,171 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_an_animal_skeleton_in_a_field.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:10,808 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/the_skeleton_of_a_large_animal_is_standing_in_the_middle_of_the_desert.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:17,696 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_old_photo_of_a_family_with_a_goat_head_and_a_christmas_tree.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:24,034 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_black_and_white_cat_laying_on_the_floor.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:24,969 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/batman_arkham_knight_batman_arkham_knight_batman_arkham.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:26,589 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_woman_in_a_blue_one_piece_swimsuit_standing_on_the_beach.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:30,095 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_man_in_a_futuristic_outfit_with_neon_lights_on_his_head.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:16:42,981 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_illustration_of_a_bedroom_at_night.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:10,981 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_man_standing_in_the_water_with_a_giant_monster_in_the_background.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:11,891 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_man_with_blue_hair_and_a_tattoo_on_his_chest.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:13,778 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_screen_shot_of_a_web_page_with_a_variety_of_items_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:14,741 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_dog_wearing_a_crab_costume_on_the_beach.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:20,176 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_room_with_bubbles_and_water_coming_out_of_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:21,095 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_hamster_dressed_in_armor_holding_a_sword.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:30,654 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/david_bowie_in_cyberpunk_2077.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:31,050 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_toy_penguin_on_a_skateboard.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:31,505 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_warhammer_character_sitting_on_a_pile_of_skulls.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:31,994 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_skull_made_out_of_cauliflower.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:32,391 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/president_donald_trump_and_an_alien_looking_at_each_other.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:39,800 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_man_standing_in_front_of_skulls.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:45,737 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_illustration_of_a_man_playing_video_games_on_a_couch.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:50,180 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_beautiful_young_woman_wearing_a_wedding_dress_in_front_of_paintings.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:53,547 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_screen_shot_of_a_website_showing_different_types_of_womens_clothing.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:54,273 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_close_up_of_a_blue_lotus_flower.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:56,275 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_beautiful_young_woman_in_denim_shorts_and_a_white_shirt_posing_by_the_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:56,629 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_green_skull_with_leaves_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:57,423 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_beautiful_young_woman_taking_a_selfie_on_a_boat.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:59,461 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_man_in_a_santa_suit_is_fighting_with_another_man.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:17:59,810 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_cat_sitting_next_to_a_large_hamburger.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:01,112 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_screen_shot_of_a_website_with_multiple_images_of_people_walking_in_the_rain.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:01,471 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_chihuahua_wearing_a_crab_costume_on_the_beach.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:03,512 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_robot_crab_and_an_orange_crab_on_the_beach.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:03,849 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_digital_illustration_of_president_donald_trump.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:08,963 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_woman_in_a_halloween_costume_on_a_computer_screen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:10,193 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_table_showing_the_different_types_of_companies_in_the_same_industry.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:26,182 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_woman_in_a_white_dress_standing_on_a_balcony_in_a_city.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:29,444 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_tunnel_filled_with_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:34,696 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_screen_shot_of_a_computer_screen_showing_different_images.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:37,585 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_table_with_a_list_of_different_types_of_jobs.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:37,990 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_blue_flower_with_yellow_center_on_a_gray_background.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:39,224 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_skull_with_a_pepper_on_top_of_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:42,390 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_abstract_painting_of_a_woman_with_her_mouth_open.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:45,772 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_painting_of_a_castle_in_the_middle_of_the_ocean.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:46,110 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_dark_knight_standing_in_front_of_a_full_moon.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:18:52,124 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/two_men_dressed_as_santa_claus_are_fighting_each_other.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:01,941 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_an_underwater_scene_with_bubbles_and_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:07,852 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_woman_with_long_blonde_hair_holding_a_white_rose.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:13,527 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_beautiful_young_woman_taking_a_selfie_in_the_middle_of_a_street.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:14,792 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_digital_painting_of_a_man_with_blue_hair_and_red_eyes.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:15,182 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_skull_with_broccoli_on_top_of_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:17,859 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_bengal_cat_swimming_in_a_pool_of_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:19,553 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_blue_and_yellow_snake_on_the_sand.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:19,884 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/the_flash_in_a_wheelchair_on_a_city_street.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:19:24,186 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/a_young_woman_with_long_hair_and_brown_eyes.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:12,562 - INFO - +Processing category: clickbait_thumbnails +2025-01-09 13:22:13,175 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screenshot_of_a_video_on_youtube_showing_a_man_playing_video_games.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:15,000 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/two_men_holding_pizza_boxes_in_front_of_each_other.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:19,238 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_donald_trump_on_ebay_for__100000.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:23,111 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_youtube_videos_with_the_words_i_survived_the_worlds_oldest_town.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:23,553 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/an_image_of_clouds_in_the_sky_with_trees_in_the_background.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:24,664 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/an_explosion_in_the_middle_of_a_desert_with_an_object_in_the_middle_of_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:27,531 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_man_in_a_suit_is_holding_a_sign_that_says_metatrader_5.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:28,641 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/an_explosion_is_coming_out_of_the_earth.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:29,139 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/an_aerial_view_of_an_island_in_the_middle_of_a_body_of_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:29,647 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_the_youtube_homepage_with_many_different_videos.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:29,928 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/cute_and_cozy_music_for_you_on_youtube.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:30,129 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/exposed_the_worlds_most_evil_baby_sitter.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:30,490 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_computer_screen_showing_the_top_speed_of_a_car.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:31,584 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_video_with_the_words_quit_hating_fun.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:31,721 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/your_social_security_card_is_insecure.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:32,696 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screenshot_of_youtube_videos_with_the_words_deconstructing_your_brain_is_a.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:35,819 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_video_with_the_words_hes_done_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:37,792 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_several_different_videos_on_the_youtube_app.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:40,846 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/star_trek_the_trouble_with_transporters.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:41,358 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/the_elevator_girl.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:42,267 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_black_and_white_image_with_the_words_kyoto_enjoying_hot_summer.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:43,089 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/youtube_is_in_pain_every_youtube_predator_explained_in_30_minutes.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:43,597 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/how_did_i_get_here.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:43,827 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_man_is_holding_a_sign_that_says_rigged_its_officially_over_its_awful.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:46,467 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/two_men_are_standing_in_front_of_an_open_refrigerator.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:48,652 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/an_image_of_an_explosion_with_a_round_object_in_front_of_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:49,289 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/the_led_good_girl_the_elevator_girl_the_led_good_girl_the_elevator_girl_the_led_good.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:50,530 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_group_of_anime_characters_with_the_words_100.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:53,193 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_man_in_a_white_chefs_coat_holding_a_can_of_soda.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:54,280 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_collage_of_pictures_with_the_words_then_and_now.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:55,120 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/rainbow_road_super_mario_kart_music_extended.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:55,284 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/whats_life_like_inside_a_japanese_prison.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:55,489 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/death_is_inevitable_examining_the_wild_inconsistency_of_nintendos_releases.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:57,743 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/two_screens_showing_different_types_of_files.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:22:58,710 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_the_youtube_app_on_an_android_phone.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:05,208 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_computer_screen_with_many_different_videos_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:06,713 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_an_iphone_with_the_words_craving_something_new.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:07,542 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/two_pictures_of_youtube_videos_with_the_same_text_on_them.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:08,895 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_the_youtube_homepage_with_many_different_types_of_videos.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:12,773 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_man_in_a_white_chefs_coat_is_preparing_food_in_a_kitchen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:13,652 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/i_hate_you_choose_now.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:16,261 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_the_youtube_app_on_a_computer.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:17,424 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_bunch_of_different_youtube_videos_are_shown_on_the_screen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:20,122 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_video_game_with_the_words_hes_done_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:20,949 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_an_animated_penguin_on_the_screen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:21,311 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_the_video_analytics_dashboard.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:21,621 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/the_worlds_most_evil_babysitter.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:22,596 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/a_screen_shot_of_the_youtube_homepage.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:23,731 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/the_earth_is_being_hit_by_an_asteroid.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:23:26,688 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/clickbait_thumbnails/mario_and_luigi_are_on_a_piece_of_paper_next_to_pencils.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:25:55,201 - INFO - +Processing category: conspiracy_imagery +2025-01-09 13:25:56,499 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_person_holding_a_phone_with_a_red_circle_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:25:56,706 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/i_forgot_joe_rogan_i_wanna_know_how_giselle_mawell_got.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:25:57,560 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_screen_shot_of_the_nasa_website.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:25:58,044 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/an_image_of_a_man_in_front_of_a_whiteboard.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:02,461 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_computer_screen_showing_a_video_of_a_desk_in_a_room.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:08,589 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_screenshot_of_a_text_message_on_the_iphone.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:09,277 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_computer_screen_with_a_map_of_the_united_states.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:10,886 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_screenshot_of_a_facebook_post_with_the_caption_time_to_start_namedropping_the.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:11,755 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_map_of_the_world_showing_the_location_of_the_usa.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:12,181 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_man_sitting_in_the_back_seat_of_a_car_with_two_other_people.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:12,904 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_map_of_australia_is_displayed_on_a_computer_screen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:16,654 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_map_of_the_world_with_a_red_line_around_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:17,468 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/kevin_days_facebook_post.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:18,726 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/shouldnt_the_star_trail_look_like_this_in_the_flat_earth_model.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:21,968 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/this_is_a_google_street_view_image_of_a_house.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:31,333 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_series_of_images_showing_different_views_of_the_forest.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:31,871 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/we_have_two_comparable_trips_in_usa_san_diego_to_sydney_to.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:32,220 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/no_vaxx_hvax_after_40_years_of_research.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:34,372 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_screenshot_of_an_article_on_twitter_that_reads_nasa_lies_to_us_through_headlines.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:36,230 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_black_and_white_photo_of_a_lamp_on_top_of_a_desk.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:39,443 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_man_drinking_from_a_glass_of_apple_juice.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:40,057 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/an_old_map_of_the_world_with_a_red_circle_around_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:41,542 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/bernie_sanders_tweet.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:41,822 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_screenshot_of_a_tweet_that_reads_the_moon_is_not_a_planet.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:42,689 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/an_image_of_a_black_and_white_sculpture_on_a_table.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:47,854 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_screen_shot_of_an_article_on_the_internet.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:48,563 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/still_waiting_for_someone_to_prove_the_earth_spins_using_the_scientific_method.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:48,692 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/people_say_in_every_thread_that_the_earth_is_flat_some_people_say_in_every_thread_that.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:49,445 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/three_different_images_of_an_object_in_the_woods.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:26:49,750 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/conspiracy_imagery/a_man_with_his_mouth_open_and_a_caption_that_reads_flees_when_the_ir.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:32:36,869 - INFO - +Processing category: fake_product_ads +2025-01-09 13:32:37,797 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/fake_product_ads/tescos_50_tesco_gift_card.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:32:39,171 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/fake_product_ads/certificate_of_authorization_for_the_use_of_the_companys_platform.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:32:43,423 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/fake_product_ads/a_screenshot_of_a_text_message_on_an_iphone.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:32:44,807 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/fake_product_ads/the_bank_of_england_made_a_comment_on_youtube.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:32:45,791 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/fake_product_ads/a_text_message_on_the_phone_that_says_hello_dear.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:32:46,351 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/fake_product_ads/a_screen_shot_of_a_text_message_on_a_computer.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:34:48,144 - INFO - +Processing category: hateful_memes +2025-01-09 13:36:36,424 - INFO - +Processing category: misinformation_graphics +2025-01-09 13:36:46,321 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/newspaper_headlines_on_a_blue_background.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:03,356 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/tech_trends_in_2021_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:04,473 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_graph_showing_the_percentage_of_people_who_support_trump_in_europe.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:05,979 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_pie_chart_showing_the_number_of_people_in_the_united_states.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:07,984 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/covid19_immunity_acquired_from_a_covid19_infection_is_protective_as.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:09,220 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/an_iphone_showing_the_location_of_a_beach_in_croatia.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:10,812 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/several_cell_phones_are_sitting_on_a_wooden_pallet.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:27,384 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_map_of_the_internet_with_many_different_types_of_information.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:28,652 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/government_offices_burning_across_russia.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:29,195 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/exclusive_senate_staffer_caught_filming_gay_sex_tape_in_senate_hearing_room_graphic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:29,808 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_history_of_bitcoin_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:32,862 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_poster_with_the_words_top_50_trends_of_the_year_2021.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:35,535 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/two_pictures_of_a_woman_with_pink_hair_and_glasses.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:36,444 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_shadow_of_a_bicycle_is_cast_on_the_sidewalk_in_front_of_a_building.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:39,388 - WARNING - Skipping baby1.ngsversion.1440786928635.png: no matching inversion found +2025-01-09 13:37:45,521 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_microsoft_income_statement.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:48,225 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_woman_with_long_hair_and_a_man_with_long_hair.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:48,956 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_top_10_movie_facts_of_2016_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:50,223 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_global_trend_of_chanel.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:56,339 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_news_article_with_a_globe_and_speech_bubbles_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:37:57,295 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/breakdown_of_maggian_emissions_and_partners.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:00,949 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_graph_that_shows_the_average_temperature_over_the_last_100_years.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:01,148 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/president_donald_trump_speaking_at_a_rally_in_front_of_a_crowd.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:02,538 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/4_signs_youre_partnering_with_a_fake_influencer.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:06,354 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/thanksgiving_by_the_numbers_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:06,732 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_close_up_of_a_box_of_pure_white_snow.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:07,456 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/top_100_mobile_app_ideas.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:08,300 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_diagram_showing_the_different_types_of_triangles_in_the_world.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:11,470 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/emotional_support_animals_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:17,532 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/global_air_traffic_and_operating_profit_trends.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:17,924 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/wouldnt_it_be_misinformation_to_claim_that_a_drug_is_safe_and_effective_if_there.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:19,478 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/how_to_tie_a_bow_tie_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:20,489 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/an_image_of_the_sports_schedule_for_the_20202021_school_year.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:41,974 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_map_of_europe_showing_the_number_of_newspapers_in_each_country.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:38:44,462 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_vulture_is_walking_on_the_road_with_its_wings_spread_out.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:39:09,364 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_group_of_men_and_women_sitting_around_a_table.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:39:09,527 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/big_pharma_had_the_power_to_stop_the_opioid_epidemic_but_it_didnt.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:39:28,437 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_most_sustainable_regions_for_carbon_storage_around_the_world.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:40:54,770 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/an_image_of_a_mind_map_with_different_types_of_people.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:01,451 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/7_dirty_tricks_influencers_use_to_get_viral.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:02,287 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_graph_that_shows_the_happiness_of_trump_supporters_in_europe.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:04,543 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/solar_energy_facts_and_figures_infographic_solar_energy_facts_and_figures_infographic_solar_energy_f.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:10,582 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_map_of_the_world_showing_different_types_of_animals.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:10,792 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_screenshot_of_a_tweet_from_a_twitter_account.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:16,514 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/most_expensive_cities_for_business_tourism.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:17,067 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/i_survived_7_days_in_an_abandoned_city.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:20,436 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/amazing_twitter_stats_for_2017_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:22,752 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/the_difference_between_boxer_briefs_and_boxer_briefs_infographic.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:26,590 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_poster_with_information_about_the_russian_military.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:28,830 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/authorities_in_kenya_arrest_a_fake_lawyer_who_won_28_cases_in_court.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:41:30,676 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/misinformation_graphics/a_poster_with_the_words_excluded_headlines_and_a_map_of_the_world.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:17,070 - INFO - +Processing category: people_faces +2025-01-09 13:48:17,673 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_woman_with_blonde_hair_posing_in_front_of_a_mirror.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:20,439 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/three_people_taking_a_selfie_in_front_of_a_store.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:20,707 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_man_laying_on_top_of_a_large_tree_stump.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:22,159 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_young_boy_in_a_tuxedo_is_walking_down_the_aisle.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:30,895 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_group_of_people_preparing_food_in_a_kitchen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:31,873 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_woman_with_a_tattoo_on_her_arm_posing_for_a_photo.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:33,523 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/two_men_wearing_sunglasses_standing_next_to_each_other_in_a_kitchen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:40,659 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_man_taking_a_selfie_with_a_drone_in_the_desert.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:42,094 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_blonde_woman_sitting_on_a_couch_wearing_a_shirt_with_an_eagle_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:43,217 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_blonde_woman_in_a_black_dress_sitting_on_a_bed.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:48,034 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/we_can_disagree_and_love_each_other.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:50,839 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_collage_of_pictures_of_people_sitting_on_the_ground.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 13:48:51,331 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/people_faces/a_girl_with_long_red_hair_smiling_at_the_camera.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:11:14,761 - WARNING - Skipping File:Untitled_(Crowd_1),_1992.jpg: no matching inversion found +2025-01-09 14:14:54,010 - INFO - +Processing category: propaganda_images +2025-01-09 14:14:54,316 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/an_old_black_and_white_photo_of_a_man_on_skis.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:14:54,923 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_propaganda_poster_with_a_soldier_holding_a_rifle.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:00,667 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_black_and_white_photo_of_a_man_swimming_in_the_ocean.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:01,240 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/an_old_black_and_white_photo_of_a_man_with_a_hat_and_goggles.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:04,803 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/we_dont_always_march_straight.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:12,999 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_poster_with_a_woman_holding_a_plate_of_food_in_front_of_a_building.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:13,143 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/north_korean_propaganda_poster_with_two_women_and_a_pig.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:13,563 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_poster_with_an_image_of_a_man_in_uniform_and_a_flag.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:17,220 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_black_and_white_image_of_donald_trump_with_the_words_il_douche.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:19,604 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_movie_poster_with_donald_trump_and_michael_cohen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:19,787 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_t__shirt_with_the_words_more_courty_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:21,004 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_north_korean_propaganda_poster_with_an_image_of_a_man_on_a_boat.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:21,884 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_poster_of_a_man_running_in_front_of_a_group_of_people.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:25,502 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_black_and_white_poster_with_the_words_resister_on_it.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:29,528 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_series_of_posters_for_the_movie_wagner.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:30,695 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/an_old_political_cartoon_of_a_man_writing_on_a_piece_of_paper.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:31,432 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_north_korean_propaganda_poster_with_a_woman_holding_a_box_of_food.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:39,478 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/sorry_we_didnt_know_you_were_invisible.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:39,689 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/an_old_black_and_white_political_poster_with_a_map_of_the_united_states.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:43,371 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_poster_with_the_words_terrorism_stops_here.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:44,149 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_collage_of_political_and_cultural_climate_starter_pack.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:15:49,631 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/a_poster_that_says_put_it_back_thief.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:16:43,108 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/propaganda_images/two_pictures_of_cigarettes_with_arabic_writing_on_them.jpg: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:18:16,411 - WARNING - Skipping .jpg: no matching inversion found +2025-01-09 14:20:21,905 - INFO - +Processing category: protest_and_activism +2025-01-09 14:20:25,393 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_woman_is_putting_something_on_a_mans_head.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:26,448 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/an_image_of_a_card_that_says_not_during_an_election_year.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:39,907 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_red_white_and_blue_republican_elephant_with_a_flag.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:40,717 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/why_should_we_go_to_school_if_you_wont_listen_to_the_educated.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:42,818 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/two_pictures_of_a_man_holding_a_rope_and_a_flag_in_front_of_the_capitol.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:44,130 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_woman_wearing_a_face_mask_and_holding_a_sign.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:46,005 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/hong_kong_police_spotted_taking_group_photos_after_using_rubber_bullets_to_clear_out_protesters.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:47,336 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_collage_of_pictures_with_the_words_traders_for_trump_and_boy.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:49,230 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_comic_strip_depicting_a_man_and_woman_talking_to_each_other.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:50,315 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_woman_in_a_hijab_kneeling_next_to_a_police_car.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:51,759 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_group_of_people_holding_a_banner_that_says_free_palestine.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:53,672 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_group_of_people_holding_signs_that_say_blue_lives_matter_and_black_lives_matter.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:54,927 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_group_of_people_posing_for_a_photo_in_front_of_a_sign_that_says_smokehouse.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:56,246 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_man_sitting_in_front_of_a_table_with_a_sign_that_reads_quarantine_professors_are_just.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:56,563 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_group_of_people_holding_up_a_banner_that_says_no_peace.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:57,043 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/an_old_man_sitting_in_a_wheelchair_with_a_caption_that_reads_with_my_new_hoveround.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:58,596 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_drawing_of_a_snake_on_a_wooden_table.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:20:58,810 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/flow_chart_to_be_on_the_right_side_of_history.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:21:00,306 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_bar_chart_shows_the_number_of_people_who_voted_in_the_2016_presidential_election.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:21:02,098 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/conservatives_when_black_people_get_close.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:21:02,669 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/what_is_the_difference_between_black_lives_matter_and_antiracism.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:21:04,107 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/two_police_officers_carry_a_man_on_their_shoulders.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:21:07,510 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/protest_and_activism/a_man_and_woman_holding_signs_that_say_help_me_shoot_me.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:31:41,698 - INFO - +Processing category: visual_evidence +2025-01-09 14:31:50,149 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_laptop_computer_sitting_on_top_of_a_piece_of_paper.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:31:50,751 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/two_colorful_rainbow_flags_sitting_on_rocks_by_the_water.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:31:52,196 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_box_of_pure_white_fire_proof_snow.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:31:52,392 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_map_of_the_roman_empire.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:31:52,628 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/two_small_pieces_of_stone_with_designs_on_them.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:31:53,542 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/an_aerial_view_of_a_satellite_dish_in_the_middle_of_a_field.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:00,029 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_woman_with_a_rifle_in_the_snow.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:00,620 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_black_and_white_striped_worm_laying_on_a_leaf.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:01,371 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/ramanujans_first_letter_to_hardy_screenshot.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:01,642 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_group_of_people_holding_up_signs_in_front_of_the_washington_monument.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:02,433 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_man_is_playing_a_video_game_on_a_tv_screen.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:06,911 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/flowers_and_candles_are_placed_on_the_steps_of_the_supreme_court.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:07,696 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/the_ku_klux_klan.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:08,232 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_shirtless_man_holding_an_iphone_in_front_of_a_mirror.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:08,428 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/an_iphone_with_a_bullet_hole_in_it_is_shown.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:32:09,016 - ERROR - Error processing /shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/visual_evidence/a_man_and_woman_holding_signs_that_say_help_me_shoot_me.png: The size of tensor a (4) must match the size of tensor b (3) at non-singleton dimension 1 +2025-01-09 14:40:23,724 - INFO - Processing completed diff --git a/data_for_ghazi/inv_realism_flux_scrapped/metric.py b/data_for_ghazi/inv_realism_flux_scrapped/metric.py new file mode 100644 index 0000000000000000000000000000000000000000..f39fbeb9e868633fcba7878423a80c26b4a4a5f6 --- /dev/null +++ b/data_for_ghazi/inv_realism_flux_scrapped/metric.py @@ -0,0 +1,265 @@ +import os +import torch +import numpy as np +from PIL import Image +import torchvision.transforms as transforms +from skimage.metrics import peak_signal_noise_ratio as psnr +from skimage.metrics import structural_similarity as ssim +import lpips +from transformers import CLIPProcessor, CLIPModel +import cv2 +import json +from tqdm import tqdm +from datetime import datetime +from pathlib import Path +import logging +from typing import Dict, List, Tuple, Optional + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format='%(asctime)s - %(levelname)s - %(message)s', + handlers=[ + logging.FileHandler('image_metrics.log'), + logging.StreamHandler() + ] +) + +class Config: + METRIC_WEIGHTS = { + 'psnr': 0.15, + 'ssim': 0.30, + 'lpips': 0.35, + 'clip': 0.20 + } + + PSNR_BOUNDS = { + 'min': 20, + 'max': 50 + } + + CATEGORIES = [ + 'ai_art', 'clickbait_thumbnails', 'conspiracy_imagery', + 'fake_product_ads', 'hateful_memes', 'misinformation_graphics', + 'people_faces', 'propaganda_images', 'protest_and_activism', + 'visual_evidence' + ] + +class ImageMetricsCalculator: + def __init__(self, original_root: str, inversion_root: str, device: str = None): + self.original_root = Path(original_root) + self.inversion_root = Path(inversion_root) + self.device = device if device else ('cuda' if torch.cuda.is_available() else 'cpu') + self.setup_models() + + def setup_models(self): + """Initialize LPIPS and CLIP models""" + logging.info(f"Setting up models on {self.device}") + self.lpips_model = lpips.LPIPS(net='alex').to(self.device).eval() + self.clip_model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32").to(self.device) + self.clip_processor = CLIPProcessor.from_pretrained("openai/clip-vit-base-patch32") + + def cleanup(self): + """Clean up GPU resources""" + if hasattr(self, 'lpips_model'): + del self.lpips_model + if hasattr(self, 'clip_model'): + del self.clip_model + torch.cuda.empty_cache() + + def normalize_psnr(self, psnr_value: float) -> float: + """Normalize PSNR to 0-1 range""" + return np.clip( + (psnr_value - Config.PSNR_BOUNDS['min']) / + (Config.PSNR_BOUNDS['max'] - Config.PSNR_BOUNDS['min']), + 0, 1 + ) + + def calculate_combined_score(self, metrics: Dict[str, float]) -> float: + """Calculate combined similarity score with weighted metrics""" + norm_psnr = self.normalize_psnr(metrics['psnr']) + norm_ssim = (metrics['ssim'] + 1) / 2 + norm_lpips = 1 - metrics['lpips'] + norm_clip = (metrics['clip_similarity'] + 1) / 2 + + return sum( + Config.METRIC_WEIGHTS[metric] * value + for metric, value in { + 'psnr': norm_psnr, + 'ssim': norm_ssim, + 'lpips': norm_lpips, + 'clip': norm_clip + }.items() + ) + + def process_image_pair(self, original_path: Path, inversion_path: Path) -> Dict: + """Process a single pair of images and calculate all metrics""" + try: + # Load and resize images + original_img = cv2.imread(str(original_path)) + inversion_img = cv2.imread(str(inversion_path)) + + if original_img is None or inversion_img is None: + raise ValueError(f"Failed to load images: {original_path} or {inversion_path}") + + # Resize inversion to match original if needed + if original_img.shape != inversion_img.shape: + inversion_img = cv2.resize(inversion_img, + (original_img.shape[1], original_img.shape[0]), + interpolation=cv2.INTER_AREA) + + # Calculate metrics + metrics = { + 'psnr': psnr(original_img, inversion_img), + 'ssim': ssim(original_img, inversion_img, channel_axis=2, data_range=255), + 'lpips': self.calculate_lpips(str(original_path), str(inversion_path)), + 'clip_similarity': self.calculate_clip_similarity(str(original_path), str(inversion_path)) + } + + metrics['combined_score'] = self.calculate_combined_score(metrics) + + return { + 'original_path': str(original_path), + 'inversion_path': str(inversion_path), + 'metrics': metrics + } + + except Exception as e: + logging.error(f"Error processing {original_path}: {str(e)}") + return None + + def calculate_lpips(self, img1_path: str, img2_path: str) -> float: + """Calculate LPIPS between two images""" + transform = transforms.Compose([ + transforms.Resize((224, 224)), + transforms.ToTensor(), + ]) + + img1 = transform(Image.open(img1_path)).unsqueeze(0).to(self.device) + img2 = transform(Image.open(img2_path)).unsqueeze(0).to(self.device) + + with torch.no_grad(): + return self.lpips_model(img1, img2).item() + + def calculate_clip_similarity(self, img1_path: str, img2_path: str) -> float: + """Calculate CLIP embedding cosine similarity""" + img1 = Image.open(img1_path) + img2 = Image.open(img2_path) + + inputs1 = self.clip_processor(images=img1, return_tensors="pt") + inputs2 = self.clip_processor(images=img2, return_tensors="pt") + + inputs1 = {k: v.to(self.device) if hasattr(v, 'to') else v for k, v in inputs1.items()} + inputs2 = {k: v.to(self.device) if hasattr(v, 'to') else v for k, v in inputs2.items()} + + with torch.no_grad(): + img1_features = self.clip_model.get_image_features(**inputs1) + img2_features = self.clip_model.get_image_features(**inputs2) + + img1_features = img1_features / img1_features.norm(dim=-1, keepdim=True) + img2_features = img2_features / img2_features.norm(dim=-1, keepdim=True) + + return (img1_features @ img2_features.T).item() + + def process_category(self, category: str) -> Dict: + """Process all images in a category""" + original_dir = self.original_root / category + inversion_dir = self.inversion_root / f"inv_{category}" + + if not original_dir.exists() or not inversion_dir.exists(): + logging.warning(f"Skipping {category}: directories not found") + return None + + results = [] + original_files = list(original_dir.glob('*.png')) + list(original_dir.glob('*.jpg')) + + for orig_path in tqdm(original_files, desc=f"Processing {category}"): + # Just use the original filename since inv_ is already in the folder name + inv_path = inversion_dir / orig_path.name + if not inv_path.exists(): + logging.warning(f"Skipping {orig_path.name}: no matching inversion found") + continue + + result = self.process_image_pair(orig_path, inv_path) + if result: + results.append(result) + + return { + 'category': category, + 'total_processed': len(results), + 'results': results + } + + def calculate_category_averages(self, category_results: Dict) -> Dict: + """Calculate average metrics for a category""" + if not category_results or not category_results['results']: + return None + + metrics = ['psnr', 'ssim', 'lpips', 'clip_similarity', 'combined_score'] + averages = { + metric: np.mean([r['metrics'][metric] for r in category_results['results']]) + for metric in metrics + } + + return { + 'category': category_results['category'], + 'total_images': category_results['total_processed'], + 'average_metrics': averages + } + +def main(): + # Set paths + original_root = "/shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images" + inversion_root = "/shared/shashmi/inversion/flux_inverter/rf_inversion/inv_with_realism" + + # Create output directory + output_dir = Path("metrics_output") + output_dir.mkdir(exist_ok=True) + + # Initialize calculator + calculator = ImageMetricsCalculator(original_root, inversion_root) + + try: + all_results = {} + category_averages = [] + + # Process each category + for category in Config.CATEGORIES: + logging.info(f"\nProcessing category: {category}") + + results = calculator.process_category(category) + if results: + all_results[category] = results + + # Calculate and store averages + averages = calculator.calculate_category_averages(results) + if averages: + category_averages.append(averages) + + # Save individual category results + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + output_file = output_dir / f"{category}_metrics_{timestamp}.json" + with open(output_file, 'w') as f: + json.dump(results, f, indent=2) + + # Save overall averages + if category_averages: + output_file = output_dir / f"category_averages_{timestamp}.json" + with open(output_file, 'w') as f: + json.dump(category_averages, f, indent=2) + + # Print summary + print("\nCategory Averages:") + print("-" * 80) + for avg in category_averages: + print(f"\n{avg['category']} ({avg['total_images']} images):") + for metric, value in avg['average_metrics'].items(): + print(f"{metric}: {value:.4f}") + + finally: + # Cleanup + calculator.cleanup() + logging.info("Processing completed") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/data_for_ghazi/inv_realism_flux_scrapped/metrics_output/ai_art_metrics_20250109_132212.json b/data_for_ghazi/inv_realism_flux_scrapped/metrics_output/ai_art_metrics_20250109_132212.json new file mode 100644 index 0000000000000000000000000000000000000000..689c4e4a682c9fe630ceb896eacf1cc98e9706eb --- /dev/null +++ b/data_for_ghazi/inv_realism_flux_scrapped/metrics_output/ai_art_metrics_20250109_132212.json @@ -0,0 +1,1854 @@ +{ + "category": "ai_art", + "total_processed": 168, + "results": [ + { + "original_path": "/shared/shashmi/inversion/defact/twitter/Scrapped_categories/scrapped_images/ai_art/an_image_of_a_fish_in_a_fish_bowl_with_a_beer_in_front_of_it.png", + "inversion_path": "/shared/shashmi/inversion/flux_inverter/rf_inversion/inv_with_realism/inv_ai_art/an_image_of_a_fish_in_a_fish_bowl_with_a_beer_in_front_of_it.png", + "metrics": { + "psnr": 18.475753544837776, + "ssim": 0.5953709892198916, + "lpips": 0.15794207155704498, + "clip_similarity": 0.9161723852157593, + 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