""" Sample some conversations from a file. Usage: python3 -m fastchat.data.sample --in sharegpt.json --out sampled.json """ import argparse import json import numpy as np if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("--in-file", type=str, required=True) parser.add_argument("--out-file", type=str, default="sampled.json") parser.add_argument("--begin", type=int, default=0) parser.add_argument("--end", type=int, default=100) parser.add_argument("--max-length", type=int, default=1024) parser.add_argument("--keep-order", action="store_true") args = parser.parse_args() content = json.load(open(args.in_file, "r")) if not args.keep_order: np.random.seed(42) np.random.shuffle(content) new_content = [] for i in range(args.begin, min(args.end, len(content))): sample = content[i] concat = "" for s in sample["conversations"]: concat += s["value"] if len(concat) > args.max_length: continue new_content.append(sample) print(f"#in: {len(content)}, #out: {len(new_content)}") json.dump(new_content, open(args.out_file, "w"), indent=2, ensure_ascii=False)