import json import time import hashlib # Calculates intersection of time range of both messages, or None if they don't overlap def overlap(a, b): range_start = max(a['time'], b['time']) range_end = min(a['time'] + a['time_range'], b['time'] + b['time_range']) if range_end < range_start: return None return range_start, range_end - range_start # Returns merged message if two messages are compatible with being the same message, # or else None. def merge_message(a, b): o = overlap(a, b) if o and all( a.get(k) == b.get(k) for k in set(a.keys()) | set(b.keys()) if k not in ("receivers", "time", "time_range") ): receivers = a["receivers"] | b["receivers"] # Error checking - make sure no receiver timestamps are being overwritten. # This would indicate we're merging two messages recieved at different times # by the same recipient. for k in receivers.keys(): for old in (a, b): if k in old and old[k] != receivers[k]: raise ValueError(f"Merge would merge two messages with different recipient timestamps: {a}, {b}") return a | { "time": o[0], "time_range": o[1], "receivers": receivers, } return None def merge_messages(left, right): if not left: return right if not right: return left result = [] while left and right: # Find earliest message out of left and right. # The other side becomes the candidate messages. if left[0]['time'] <= right[0]['time']: message, candidates = left.pop(0), right else: message, candidates = right.pop(0), left # Scan candidates for matching message until found or we know there is no match id = (message.get("tags") or {}).get("id") end = message['time'] + message['time_range'] merged = None for index, candidate in enumerate(candidates): # optimization: stop when earliest candidate is after message's end time if end < candidate['time']: break if id is None: merged = merge_message(message, candidate) if merged is not None: candidates.pop(index) break elif (candidate.get("tags") or {}).get("id") == id: merged = merge_message(message, candidate) if merged is None: raise ValueError("TODO") candidates.pop(index) break # If unmatched, just keep original if merged is None: merged = message result.append(message) # Once one side is exhausted, the other side must have all remaining messages unmatched. # So just append everything. result += left + right return result def load(file): with open(file) as f: return [json.loads(line) for line in f.read().strip().split("\n")] def main(*files): batches = [load(file) for file in files] result = batches[0] start = time.monotonic() for batch in batches[1:]: result = merge_messages(result, batch) interval = time.monotonic() - start hash = hashlib.sha256(json.dumps(result).encode()).hexdigest() print(f"Merged {len(batches)} batches in {interval:.3f}s to hash {hash}") if __name__ == '__main__': import sys main(*sys.argv[1:])