import os, json, wave def load_jsonl(file_path): with open(file_path, 'r') as file: d = json.load(file) return d def write_jsonl(data, output_file): with open(output_file, 'w') as file: for item in data: json.dump(item, file) file.write('\n') def get_audio_info(audio_path): """ Extract duration (seconds), sample_rate (Hz), num_samples (int), bit_depth (bits), and channels (int) from a WAV file. """ with wave.open(audio_path, 'rb') as wf: sample_rate = wf.getframerate() num_samples = wf.getnframes() duration = num_samples / float(sample_rate) sample_width = wf.getsampwidth() # in bytes bit_depth = sample_width * 8 # convert to bits channels = wf.getnchannels() # number of audio channels return duration, sample_rate, num_samples, bit_depth, channels def convert_gs_to_jsonl(output_dir="data/GS"): metadata = load_jsonl(os.path.join(output_dir, "giantsteps_clips/meta.json")) train, val, test = [], [], [] for uid, info in metadata.items(): audio_path = os.path.join(output_dir, "giantsteps_clips", "wav", f"{uid}.wav") ori_uid = info['clip']['audio_uid'] split = info['split'] label = info['y'] try: duration, sr, num_samples, bit_depth, channels = get_audio_info(audio_path) except Exception as e: print(f"Error reading {audio_path}: {e}") continue o = { "audio_path": audio_path, "ori_uid": ori_uid, "label": label, "duration": duration, "sample_rate": sr, "num_samples": num_samples, "bit_depth": bit_depth, "channels": channels } if split == "train": train.append(o) elif split == "valid": val.append(o) elif split == "test": test.append(o) else: print(f"Unknown split {split} for {uid}") os.makedirs(output_dir, exist_ok=True) write_jsonl(train, os.path.join(output_dir, "GS.train.jsonl")) write_jsonl(val, os.path.join(output_dir, "GS.val.jsonl")) write_jsonl(test, os.path.join(output_dir, "GS.test.jsonl")) print(f"train: {len(train)}, val: {len(val)}, test: {len(test)}") print("Conversion completed.") if __name__ == "__main__": convert_gs_to_jsonl("data/GS") print("GS dataset conversion to JSONL completed.") # train: 3687, val: 942, test: 2406