PushshiftDumps/personal/combine/merge_and_backfill.py
2025-03-09 11:34:38 -07:00

313 lines
12 KiB
Python

import sys
import requests
import time
import discord_logging
import argparse
import os
import re
import zstandard
from datetime import datetime, timedelta
import json
import praw
from praw import endpoints
import prawcore
import logging.handlers
sys.path.append('personal')
log = discord_logging.get_logger(init=True)
import utils
import classes
from classes import IngestType
from merge import ObjectType
NEWLINE_ENCODED = "\n".encode('utf-8')
reg = re.compile(r"\d\d-\d\d-\d\d_\d\d-\d\d")
def get_pushshift_token(old_token):
saved_token = load_pushshift_token()
if saved_token is None or old_token == saved_token:
log.info(f"Requesting new token")
result_token = re_auth_pushshift(old_token)
save_pushshift_token(result_token)
else:
result_token = saved_token
return result_token
def save_pushshift_token(token):
with open("pushshift.txt", 'w') as file:
file.write(token)
def load_pushshift_token():
with open("pushshift.txt", 'r') as file:
token = file.read().strip()
return token
def re_auth_pushshift(old_token):
url = f"https://auth.pushshift.io/refresh?access_token={old_token}"
log.warning(f"Reauth request: {url}")
response = requests.post(url)
result = response.json()
log.warning(f"Reauth response: {str(result)}")
discord_logging.flush_discord()
if 'access_token' in result:
new_token = result['access_token']
log.warning(f"New pushshift token: {new_token}")
save_pushshift_token(new_token)
discord_logging.flush_discord()
return new_token
elif 'detail' in result:
if result['detail'] == 'Access token is still active and can not be refreshed.':
log.warning(f"Access token still active, trying request again")
time.sleep(5)
return old_token
log.warning(f"Reauth failed: {result['detail']}")
discord_logging.flush_discord()
sys.exit(1)
else:
log.warning(f"Something went wrong re-authing")
discord_logging.flush_discord()
sys.exit(1)
def query_pushshift(ids, bearer, object_type, pushshift_token_function):
object_name = "comment" if object_type == ObjectType.COMMENT else "submission"
url = f"https://api.pushshift.io/reddit/{object_name}/search?limit=1000&ids={','.join(ids)}"
log.debug(f"pushshift query: {url}")
response = None
total_attempts = 100
current_attempt = 0
sleep_per_attempt = 10
for current_attempt in range(total_attempts):
try:
response = requests.get(url, headers={
'User-Agent': "In script by /u/Watchful1",
'Authorization': f"Bearer {bearer}"}, timeout=20)
except (requests.exceptions.ConnectionError, requests.exceptions.ReadTimeout) as err:
log.info(f"Pushshift failed, sleeping {current_attempt * sleep_per_attempt} : {err}")
time.sleep(current_attempt * sleep_per_attempt)
continue
if response is None:
log.info(f"Pushshift failed, sleeping {current_attempt * sleep_per_attempt} : no response")
time.sleep(current_attempt * sleep_per_attempt)
continue
if response.status_code == 200:
break
if response.status_code == 403:
log.warning(f"Pushshift 403, trying reauth: {response.json()}")
log.warning(url)
log.warning(f"'Authorization': Bearer {bearer}")
bearer = pushshift_token_function(bearer)
log.info(f"Pushshift failed, sleeping {current_attempt * sleep_per_attempt} : status {response.status_code}")
time.sleep(current_attempt * sleep_per_attempt)
if response is None:
log.warning(f"{current_attempt + 1} requests failed with no response")
log.warning(url)
log.warning(f"'Authorization': Bearer {bearer}")
discord_logging.flush_discord()
sys.exit(1)
if response.status_code != 200:
log.warning(f"{current_attempt + 1} requests failed with status code {response.status_code}")
log.warning(url)
log.warning(f"'Authorization': Bearer {bearer}")
discord_logging.flush_discord()
sys.exit(1)
if current_attempt > 0:
log.info(f"Pushshift call succeeded after {current_attempt + 1} retries")
return response.json()['data'], bearer
def query_reddit(ids, reddit, object_type):
id_prefix = 't1_' if object_type == ObjectType.COMMENT else 't3_'
id_string = f"{id_prefix}{(f',{id_prefix}'.join(ids))}"
response = None
for i in range(4):
try:
response = reddit.request(method="GET", path=endpoints.API_PATH["info"], params={"id": id_string})
break
except (prawcore.exceptions.ServerError, prawcore.exceptions.RequestException) as err:
log.info(f"No response from reddit api: {err} : {id_string}")
time.sleep(2)
return response['data']['children']
def end_of_day(input_minute):
return input_minute.replace(hour=0, minute=0, second=0) + timedelta(days=1)
def build_day(day_to_process, input_folders, output_folder, object_type, reddit, ignore_ids, pushshift_token_function):
file_type = "comments" if object_type == ObjectType.COMMENT else "submissions"
pushshift_token = pushshift_token_function(None)
log.info(f"{file_type}: Using pushshift token: {pushshift_token}")
file_minutes = {}
minute_iterator = day_to_process - timedelta(minutes=2)
end_time = end_of_day(day_to_process) + timedelta(minutes=2)
while minute_iterator <= end_time:
file_minutes[minute_iterator] = []
minute_iterator += timedelta(minutes=1)
for merge_folder, ingest_type in input_folders:
merge_date_folder = os.path.join(merge_folder, file_type, day_to_process.strftime('%y-%m-%d'))
if os.path.exists(merge_date_folder):
for file in os.listdir(merge_date_folder):
match = reg.search(file)
if not match:
log.info(f"{file_type}: File doesn't match regex: {file}")
continue
file_date = datetime.strptime(match.group(), '%y-%m-%d_%H-%M')
if file_date in file_minutes:
file_minutes[file_date].append((os.path.join(merge_date_folder, file), ingest_type))
objects = classes.ObjectDict(day_to_process, day_to_process + timedelta(days=1) - timedelta(seconds=1), object_type)
unmatched_field = False
minute_iterator = day_to_process - timedelta(minutes=2)
working_lowest_minute = day_to_process
last_minute_of_day = end_of_day(day_to_process) - timedelta(minutes=1)
while minute_iterator <= end_time:
for ingest_file, ingest_type in file_minutes[minute_iterator]:
for obj in utils.read_obj_zst(ingest_file):
if objects.add_object(obj, ingest_type):
unmatched_field = True
log.info(f"{file_type}: Loaded {minute_iterator.strftime('%y-%m-%d_%H-%M')} : {objects.get_counts_string_by_minute(minute_iterator, [IngestType.INGEST, IngestType.RESCAN, IngestType.DOWNLOAD])}")
if minute_iterator >= end_time or objects.count_minutes() >= 11:
if minute_iterator > last_minute_of_day:
working_highest_minute = last_minute_of_day
else:
working_highest_minute = minute_iterator - timedelta(minutes=1)
missing_ids, start_id, end_id = objects.get_missing_ids_by_minutes(working_lowest_minute, working_highest_minute, ignore_ids)
log.debug(
f"{file_type}: Backfilling from: {working_lowest_minute.strftime('%y-%m-%d_%H-%M')} ({utils.base36encode(start_id)}|{start_id}) to "
f"{working_highest_minute.strftime('%y-%m-%d_%H-%M')} ({utils.base36encode(end_id)}|{end_id}) with {len(missing_ids)} ({end_id - start_id}) ids")
for chunk in utils.chunk_list(missing_ids, 50):
pushshift_objects, pushshift_token = query_pushshift(chunk, pushshift_token, object_type, pushshift_token_function)
for pushshift_object in pushshift_objects:
if objects.add_object(pushshift_object, IngestType.PUSHSHIFT):
unmatched_field = True
for chunk in utils.chunk_list(missing_ids, 100):
reddit_objects = query_reddit(chunk, reddit, object_type)
for reddit_object in reddit_objects:
if objects.add_object(reddit_object['data'], IngestType.BACKFILL):
unmatched_field = True
for missing_id in missing_ids:
if missing_id not in objects.by_id:
objects.add_missing_object(missing_id)
objects.delete_objects_below_minute(working_lowest_minute)
while working_lowest_minute <= working_highest_minute:
folder = os.path.join(output_folder, file_type, working_lowest_minute.strftime('%y-%m-%d'))
if not os.path.exists(folder):
os.makedirs(folder)
output_path = os.path.join(folder, f"{('RC' if object_type == ObjectType.COMMENT else 'RS')}_{working_lowest_minute.strftime('%y-%m-%d_%H-%M')}.zst")
output_handle = zstandard.ZstdCompressor().stream_writer(open(output_path, 'wb'))
for obj in objects.by_minute[working_lowest_minute].obj_list:
output_handle.write(json.dumps(obj, sort_keys=True).encode('utf-8'))
output_handle.write(NEWLINE_ENCODED)
objects.delete_object_id(obj['id'])
log.info(
f"{file_type}: Wrote up to {working_lowest_minute.strftime('%y-%m-%d_%H-%M')} : "
f"{objects.get_counts_string_by_minute(working_lowest_minute, [IngestType.PUSHSHIFT, IngestType.BACKFILL, IngestType.MISSING])}")
output_handle.close()
working_lowest_minute += timedelta(minutes=1)
objects.rebuild_minute_dict()
discord_logging.flush_discord()
if unmatched_field:
log.warning(f"{file_type}: Unmatched field, aborting")
discord_logging.flush_discord()
sys.exit(1)
minute_iterator += timedelta(minutes=1)
log.info(f"{file_type}: Finished day {day_to_process.strftime('%y-%m-%d')}: {objects.get_counts_string()}")
def merge_and_backfill(start_date, end_date, input_folders, output_folder, object_type, ignore_ids, reddit_username, pushshift_token_function):
reddit = praw.Reddit(reddit_username)
while start_date <= end_date:
build_day(start_date, input_folders, output_folder, object_type, reddit, ignore_ids, pushshift_token_function)
start_date = end_of_day(start_date)
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Combine the ingest and rescan files, clean and do pushshift lookups as needed")
parser.add_argument("--type", help="The object type, either comments or submissions", required=True)
parser.add_argument("--start_date", help="The start of the date range to process, format YY-MM-DD_HH-MM", required=True)
parser.add_argument("--end_date", help="The end of the date range to process, format YY-MM-DD. If not provided, the script processes to the end of the day")
parser.add_argument('--input', help='Input folder', required=True)
parser.add_argument('--output', help='Output folder', required=True)
parser.add_argument('--pushshift', help='The pushshift token')
parser.add_argument("--debug", help="Enable debug logging", action='store_const', const=True, default=False)
parser.add_argument("--ignore_ids", help="Ignore ids between the id ranges listed", default=None)
args = parser.parse_args()
if args.debug:
discord_logging.set_level(logging.DEBUG)
input_folders = [
(os.path.join(args.input, "ingest"), IngestType.INGEST),
(os.path.join(args.input, "rescan"), IngestType.RESCAN),
(os.path.join(args.input, "download"), IngestType.DOWNLOAD),
]
if args.start_date is None:
log.error(f"No start date provided")
sys.exit(2)
start_date = datetime.strptime(args.start_date, '%y-%m-%d_%H-%M')
end_date = end_of_day(start_date)
if args.end_date is not None:
end_date = datetime.strptime(args.end_date, '%y-%m-%d')
for input_folder, ingest_type in input_folders:
log.info(f"Input folder: {input_folder}")
log.info(f"Output folder: {args.output}")
object_type = None
if args.type == "comments":
object_type = ObjectType.COMMENT
elif args.type == "submissions":
object_type = ObjectType.SUBMISSION
else:
log.error(f"Invalid type: {args.type}")
sys.exit(2)
ignore_ids = []
if args.ignore_ids is not None:
for id_range in args.ignore_ids.split(","):
start_id, end_id = id_range.split("-")
ignore_ids.append((utils.base36decode(start_id), utils.base36decode(end_id)))
discord_logging.init_discord_logging(
section_name="Watchful12",
log_level=logging.WARNING
)
if args.pushshift is not None:
log.warning(f"Saving pushshift token: {args.pushshift}")
save_pushshift_token(args.pushshift)
merge_and_backfill(
start_date,
end_date,
input_folders,
args.output,
object_type,
ignore_ids,
"Watchful12",
get_pushshift_token
)