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wubloader/merge_v2.py

103 lines
2.9 KiB
Python

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:])