import glob import json import os import re import sys from tqdm import tqdm sys.path.append("../../") from fix_corrupted_json import clean_json_file dirpath = "/Users/ying" output_file_prefix = "analyzed_log" time = {} tot_time = {} size = {} os.system(f"rm {output_file_prefix}*") for dirname in glob.glob(os.path.join(dirpath, "trace*")): print(dirname) trace_name = dirname.split("/")[-1] time[trace_name] = {} size[trace_name] = {} total_time = 0 for filename in tqdm(glob.glob(os.path.join(dirname, "*.json"))): step_name = filename.split("/")[-1].split(".")[0] step_name = "_".join(step_name.split("_")[1:]) if "prefill" not in filename and "decode" not in filename: continue match = re.search(r"(prefill|decode)_step_(\d+)\.json", filename) if match: phase = match.group(1) step = match.group(2) else: raise Exception(f"Cannot parse {filename}") try: with open(filename, "r") as f: trace = json.load(f) except: clean_json_file(filename, filename) with open(filename, "r") as f: trace = json.load(f) for event in trace["traceEvents"]: name = event["name"] if name in ["profile_prefill_step", "profile_decode_step"]: dur = event["dur"] / 1e3 time[trace_name][step_name] = dur break total_time += dur step = int(step_name.split("_")[-1]) with open(os.path.join(dirname, f"size_{step}.json"), "r") as f: size_info = json.load(f) size[trace_name][step_name] = size_info["size"] tot_time[trace_name] = total_time time[trace_name] = dict( sorted(time[trace_name].items(), key=lambda x: int(x[0].split("_")[-1])) ) size[trace_name] = dict( sorted(size[trace_name].items(), key=lambda x: int(x[0].split("_")[-1])) ) with open(f"{output_file_prefix}_{trace_name}", "a") as f: for k, v in time[trace_name].items(): size_v = size[trace_name][k] print(f"{k:>15}{v:10.2f}\t{size_v}") f.write(f"{k:>15}{v:10.2f}\t{size_v}\n") with open(f"{output_file_prefix}_total_time", "w") as f: print(tot_time) json.dump(tot_time, f)