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built_instruction_tuning_json.py
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built_instruction_tuning_json.py
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import json
import os
import argparse
from collections import defaultdict
from tqdm import tqdm
def load_json_data(file_path):
with open(file_path, 'r') as file:
return json.load(file)
def consolidate_conversations(data):
consolidated_data = defaultdict(lambda: {"id": "", "image": "", "conversations": []})
for entry in data:
image = entry['image']
# Use image as the key to consolidate entries
if not consolidated_data[image]["image"]:
consolidated_data[image]["image"] = image
consolidated_data[image]["conversations"].extend(entry["conversations"])
return list(consolidated_data.values())
def consolidate_all_files(directory):
all_consolidated_data = []
json_files = [f for f in os.listdir(directory) if f.endswith('.json')]
for filename in tqdm(json_files, desc="Processing JSON files"):
file_path = os.path.join(directory, filename)
data = load_json_data(file_path)
consolidated_data = consolidate_conversations(data)
all_consolidated_data.extend(consolidated_data)
# Assign consecutive IDs to the combined data
for idx, entry in enumerate(all_consolidated_data):
entry["id"] = str(idx)
return all_consolidated_data
def save_to_json(data, output_file_path):
with open(output_file_path, "w") as json_file:
json.dump(data, json_file, indent=4)
def main(args):
consolidated_data = consolidate_all_files(args.directory)
save_to_json(consolidated_data, args.output_file)
print(f"Consolidated data from all files has been saved to {args.output_file}")
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Consolidate conversations from multiple JSON files in a directory.")
parser.add_argument('--directory', type=str, default='dataset/json_files', help="Directory containing the JSON files")
parser.add_argument('--output_file', type=str, default='instruction-tuning-dataset/instruction_tuning_dataset.json', help="Output file path for the consolidated JSON data")
args = parser.parse_args()
main(args)