File size: 2,146 Bytes
155e7b0 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 | import json
from preprocess_pkg.clip4clip import PiaTemplateJson2UniversalFormat, MakePiaTemplateJsonFromClassifiedFolders, MainUtils, CLIP4ClipPrep, SyntheticCaptionGeneration
import os
if __name__ == "__main__":
MU = MainUtils()
skip_folder = []
NAS_PATH = "/home/piawsa6000/nas192"
NAS_PATH = "/mnt/nas192"
input_path = os.path.join(NAS_PATH, "Research_materials/PIA_clip_dataset/CLIP4Clip_format/PIA_clip_outdoor_v1/classified_videos")
pia_template_json_output_path = "./"
universal_format_output_path = "pia_template_universal_format.json"
folder2classmapping = {
"fire": "fire",
"falldown": "falldown",
"normal": "normal",
"violence": "violence"
}
json_out_path = MakePiaTemplateJsonFromClassifiedFolders(input_path,
pia_template_json_output_path,
skip_folder,
folder2classmapping,
train_split_param = 0.05,
test_split_param = 0.5,
multi_process_copy = True).run()
universal_format = PiaTemplateJson2UniversalFormat(json_out_path).get_universal_format()
json_out_path = MU._save_as_json(universal_format,
pia_template_json_output_path,
json_name = "pia_template_universal_format.json")
C4C = CLIP4ClipPrep(json_out_path)
C4C.make_train_val_test()
C4C.make_class_wise_cfg()
C4C._video_caption_dict_process()
C4C.make_formated_caption()
C4C.checker_train_val_test()
synthetic_template_placeholder_caption = "./synthethic_caption_template_placeholder.json"
generator = SyntheticCaptionGeneration(synthetic_template_placeholder_caption)
C4C = CLIP4ClipPrep(None, output_name = "synthethic_caption_CLIP4CLIP")
for video_id, data in universal_format.items():
caption = generator.make_caption(data["category"].lower())
C4C._video_synthetic_caption_dict_process(video_id, caption)
C4C.make_formated_caption() |