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#!/usr/bin/python
import asyncio
import os
import logging
import datetime
import json
import random
import asyncpg
import crawler
# SEMC API is a bit strict about the iso format
def date2iso(d):
"""Convert datetime to iso8601 string."""
date = d.isoformat()
date = ".".join(date.split(".")[:-1]) # remove microseconds
date = date + "Z"
return date
def iso2date(d):
"""Convert iso8601 string to date."""
d = d.replace(":", "").replace("-", "")
d = datetime.datetime.strptime(d, "%Y%m%dT%H%M%SZ")
return d
class Apigrabber(object):
def __init__(self):
#self.regions = ["na", "eu", "sg", "ea", "sa", "cn"]
self.regions = ["na", "eu"]
async def connect(self, **args):
self._pool = await asyncpg.create_pool(**args)
async def _db_setup(self, con):
await con.execute("""
CREATE TABLE IF NOT EXISTS crawljobs
(id SERIAL, start_date TIMESTAMP,
end_date TIMESTAMP, finished BOOL, region TEXT)
""")
await con.execute("""
CREATE TABLE IF NOT EXISTS apidata(
id TEXT PRIMARY KEY NOT NULL,
type TEXT NOT NULL,
attributes JSONB,
relationships JSONB)
""")
# create past zombie job that marks the last data to fetch
await con.execute("""
INSERT INTO crawljobs(start_date, end_date, finished, region)
SELECT '2017-02-01T00:00:00Z'::TIMESTAMP,
'2017-02-01T00:00:00Z'::TIMESTAMP,
TRUE,
region
FROM JSONB_TO_RECORDSET($1::JSONB) AS jsn(region TEXT)
ON CONFLICT DO NOTHING;
""", json.dumps([{"region": r} for r in self.regions]))
async def _db_insert(self, con, objects, upsert=False):
# TODO need to determine based on data whether to upsert or not
# TODO currently, a player object is never updated.
data = json.dumps(objects) # TODO is data -> json -> data inefficient?
await con.execute("""
INSERT INTO apidata
SELECT * FROM
JSONB_TO_RECORDSET($1::JSONB)
AS jsn(id TEXT, type TEXT, attributes JSONB, relationships JSONB)
WHERE type!='player' AND type!='team'
ORDER BY id
""", data)
while True:
try:
async with con.transaction(): # create savepoint
# objects could include a player twice -> DISTINCT
# another worker could try to modify the same player as we do
# so we create a savepoint and retry when we fail with a deadlock
await con.execute("""
INSERT INTO apidata
SELECT DISTINCT ON(id) * FROM
JSONB_TO_RECORDSET($1::JSONB)
AS jsn(id TEXT, type TEXT, attributes JSONB, relationships JSONB)
WHERE type='player' OR type='team'
ORDER BY id
""" + ("""
ON CONFLICT(id) DO NOTHING
""" if upsert else """
ON CONFLICT(id) DO UPDATE SET
attributes=EXCLUDED.attributes,
relationships=EXCLUDED.relationships
"""), data)
break # success, return
except asyncpg.exceptions.DeadlockDetectedError:
# try again, there were other objects that don't conflict
logging.warn("ouch! database deadlocked during data insert, retrying")
await asyncio.sleep(random.random())
async def crawl_timeframe(self, region, jobid, jobstart, jobend):
"""Crawl a time frame forwards from `date` in `region`."""
async with self._pool.acquire() as con:
api = crawler.Crawler()
async with con.transaction():
params = {
"filter[createdAt-start]": date2iso(jobstart),
"filter[createdAt-end]": date2iso(jobend)
}
logging.debug("%s: (%s) fetching from %s to %s",
region, jobid, jobstart, jobend)
matches = await api.matches(region=region, params=params)
if len(matches) == 0:
# TODO ensure that there is no valid query without data
# so we won't query the same empty query forever
logging.warn("%s: (%s) did not get any data!", region, jobid)
# will be retried once pending jobs were cleared up
return
logging.info("%s: (%s) history received %s data objects",
region, jobid, len(matches))
# historical data doesn't override
await self._db_insert(con, matches, False)
logging.info("%s: (%s) inserted",
region, jobid)
# mark job as done
await con.execute("""
UPDATE crawljobs SET finished=true WHERE id=$1""", jobid)
async def crawl_region_history(self, region):
"""Get the match history from a region, going backwards in time."""
default_diff = 15 # default job length in minutes
async with self._pool.acquire() as con:
while True:
try:
async with con.transaction(isolation="serializable"):
# select us our job
jobdate, delta_minutes = await con.fetchrow("""
SELECT
start_date, -- new job's end date
LEAST(EXTRACT(EPOCH FROM (start_date-previous_end))/60, $2) -- gap in minutes or default if smaller
FROM (
SELECT
start_date,
LAG(end_date) OVER (ORDER BY start_date ASC) AS previous_end
FROM crawljobs
WHERE region=$1
ORDER BY start_date ASC
) AS d
WHERE start_date-previous_end>INTERVAL '0' -- get gaps
ORDER BY start_date DESC LIMIT 1
""", region, default_diff)
delta = datetime.timedelta(minutes=delta_minutes)
# store our job as pending
jobid = await con.fetchval("""
INSERT INTO crawljobs(start_date, end_date, finished, region)
VALUES ($1, $2, false, $3)
RETURNING id
""", jobdate-delta, jobdate, region)
# exit loop
break
except asyncpg.exceptions.SerializationError:
await asyncio.sleep(random.random())
# job is being picked up by another worker, try again
await self.crawl_timeframe(region,
jobid,
jobdate-delta,
jobdate)
asyncio.ensure_future(self.crawl_region_history(region)) # restart self
async def request_update(self, region):
async with self._pool.acquire() as con:
while True:
try:
async with con.transaction(isolation="serializable"):
# insert a job from now->now
# so history crawler picks up the time diff between
# now and the last query.
await con.fetchval("""
INSERT INTO crawljobs(start_date, end_date, finished, region)
VALUES (NOW(), NOW(), TRUE, $1)
""", region)
logging.info("%s: scheduled for live update", region)
break
except asyncpg.exceptions.SerializationError:
await asyncio.sleep(random.random())
async def _recall_later():
await asyncio.sleep(300) # wait 5 min and repeat
asyncio.ensure_future(self.request_update(region))
asyncio.ensure_future(_recall_later())
async def start(self):
"""Start the tasks that pull the data."""
# TODO: respawn a worker if it dies because of connection issues
# TODO: insert API version (force update if changed)
# TODO: create database indices (id & shardId & type)
for region in self.regions:
await self.request_update(region)
for _ in range(3):
# supports scaling :]
asyncio.ensure_future(self.crawl_region_history(region))
async def setup(self):
async with self._pool.acquire() as con:
async with con.transaction():
await self._db_setup(con)
# clean up after force quit
await con.execute("DELETE FROM crawljobs WHERE finished=false")
async def startup():
apigrabber = Apigrabber()
await apigrabber.connect(
host=os.environ["POSTGRESQL_HOST"],
port=os.environ["POSTGRESQL_PORT"],
user=os.environ["POSTGRESQL_USER"],
password=os.environ["POSTGRESQL_PASSWORD"],
database=os.environ["POSTGRESQL_DB"]
)
await apigrabber.setup()
await apigrabber.start()
logging.basicConfig(level=logging.DEBUG)
loop = asyncio.get_event_loop()
loop.run_until_complete(startup())
loop.run_forever()
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