| """ |
| Import sample data for recommendation engine |
| """ |
| |
| import predictionio |
| import argparse |
| import random |
| |
| SEED = 3 |
| |
| def import_events(client): |
| random.seed(SEED) |
| count = 0 |
| print "Importing data..." |
| |
| # generate 10 users, with user uid1,2,....,10 |
| # with some random attributes |
| user_ids = [ ("uid"+str(i)) for i in range(1, 11)] |
| for user_id in user_ids: |
| print "Set user", user_id |
| client.create_event( |
| event="$set", |
| entity_type="user", |
| entity_id=user_id, |
| properties={ |
| "attr0" : float(random.randint(0, 4)), |
| "attr1" : random.randint(10, 14), |
| "attr2" : random.randint(20, 24) |
| } |
| ) |
| count += 1 |
| |
| # generate 50 items, with iid1,2,....,50 |
| # with some randome attributes |
| item_ids = [ ("iid"+str(i)) for i in range(1, 51)] |
| for item_id in item_ids: |
| print "Set item", item_id |
| client.create_event( |
| event="$set", |
| entity_type="item", |
| entity_id=item_id, |
| properties={ |
| "attrA" : random.choice(["something1", "something2", "valueX"]), |
| "attrB" : random.randint(10, 30), |
| "attrC" : random.choice([True, False]) |
| } |
| ) |
| count += 1 |
| |
| # each user randomly rate or buy 10 items |
| for user_id in user_ids: |
| for viewed_item in random.sample(item_ids, 10): |
| if (random.randint(0, 1) == 1): |
| print "User", user_id ,"rates item", viewed_item |
| client.create_event( |
| event="rate", |
| entity_type="user", |
| entity_id=user_id, |
| target_entity_type="item", |
| target_entity_id=item_id, |
| properties= { "rating" : float(random.randint(1, 6)) } |
| ) |
| else: |
| print "User", user_id ,"buys item", viewed_item |
| client.create_event( |
| event="buy", |
| entity_type="user", |
| entity_id=user_id, |
| target_entity_type="item", |
| target_entity_id=item_id |
| ) |
| count += 1 |
| |
| print "%s events are imported." % count |
| |
| if __name__ == '__main__': |
| parser = argparse.ArgumentParser( |
| description="Import sample data for recommendation engine") |
| parser.add_argument('--access_key', default='invald_access_key') |
| parser.add_argument('--url', default="http://localhost:7070") |
| |
| args = parser.parse_args() |
| print args |
| |
| client = predictionio.EventClient( |
| access_key=args.access_key, |
| url=args.url, |
| threads=5, |
| qsize=500) |
| import_events(client) |