UGC service

https://github.com/prapeller/ugc_sprint_2

• provides possibility for users collect and control their activity
• provides possibility for analytics team analise users activity, make business conclusions, and improve online cinema based on these conclusions

Search service

https://github.com/prapeller/Async_API_sprint_2

• provides films search possibility by name/genre and other film properties

Auth service

https://github.com/prapeller/Auth_sprint_2

• provides user session control by authentication/authorization

Why UGC is separate service?

1) For user interface we'll use mongoDB (not Postgres), mongoDB is faster for reading (data is the subject of analysis of associations between different entities). 2) For user_film_progress we'll use from Clickhouse (data is subject of time-dependent analysis). 3) All these technologies better to use in separate service, rather than to paste them to already overloaded with technologies Search service.

Deploy mongo vs postgres experiment for reading speed comparison:

• cd mongo_vs_postgres

• python3.11 -m venv venv

• source venv/bin/activate

• pip install -r requirements.txt

• make build-postgres-loc

• make build-mongo-loc

• make generate

• make compare

user_uuid=52ad5942-a8d0-4fa0-b2fe-8e871a779c08
film_uuid=d21c1d8a-2b43-44f5-8474-61474908dc90

POSTGRES
time: 0:00:00.001603 sec, 9 user_ratings: [(7078310, datetime.datetime(2023, 9, 25, 16, 24, 30, 246506), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '03472328-b14d-4b4d-b59f-4d278f7d20cc', 2), (9718691, datetime.datetime(2023, 9, 25, 16, 34, 54, 994717), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '04be40ba-ddec-4505-a1a3-d75cd59b5ef9', 4), (4853123, datetime.datetime(2023, 9, 25, 16, 15, 41, 55904), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '05447212-ed85-41fd-bb50-0c7ae7207f73', 5), (6324165, datetime.datetime(2023, 9, 25, 16, 21, 32, 527399), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '10457ae5-b656-431d-82a0-d02b449230b8', 8), (3178484, datetime.datetime(2023, 9, 25, 16, 7, 44, 933487), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '19f0c312-6428-4605-92e4-e0ae4f02a97f', 10), (9730819, datetime.datetime(2023, 9, 25, 16, 34, 57, 137009), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '2e37ee31-60da-407b-8959-f6241b17fa7c', 2), (4071148, datetime.datetime(2023, 9, 25, 16, 11, 42, 246719), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '460a401d-db4c-4969-bff3-48ca04aff6c3', 8), (3739277, datetime.datetime(2023, 9, 25, 16, 9, 54, 341721), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '4c5144f4-9c25-447f-b9b9-66bde53f61b2', 6), (9231413, datetime.datetime(2023, 9, 25, 16, 32, 51, 544545), None, '52ad5942-a8d0-4fa0-b2fe-8e871a779c08', '5db011ff-3c55-4745-9a70-4cf60e10df52', 1)]
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time: 0:00:00.819400 sec, 8 avg_user_bookmarked_films_ratings: [('Brown LLC', Decimal('5.6238938053097345')), ('Cohen-Gordon', Decimal('5.6731707317073171')), ('Curry-Phelps', Decimal('5.6708074534161491')), ('Escobar, Vega and Gaines', Decimal('5.7990654205607477')), ('Green-Freeman', Decimal('5.1623036649214660')), ('Juarez, Clay and Bell', Decimal('5.5758928571428571')), ('Lopez, Mueller and Ortiz', Decimal('5.4593301435406699')), ('Rodriguez Inc', Decimal('5.5000000000000000'))]

MONGO
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time: 0:00:00.001338 sec, 1 avg_film_rating: [{'_id': ObjectId('65155c13d1d122e7907ac40f'), 'avg_rating': 5.572192513368984}]
time: 0:00:00.194979 sec, 315 film_comments_likes_sums: [{'likes_sum': -1}, {'likes_sum': -3}, {'likes_sum': 2}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': 3}, {'likes_sum': 2}, {'likes_sum': 3}, {'likes_sum': -2}, {'likes_sum': 0}, {'likes_sum': 3}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': -4}, {'likes_sum': 1}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': -2}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 5}, {'likes_sum': 1}, {'likes_sum': 6}, {'likes_sum': 2}, {'likes_sum': -4}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': -2}, {'likes_sum': 1}, {'likes_sum': 2}, {'likes_sum': -1}, {'likes_sum': 2}, {'likes_sum': 4}, {'likes_sum': 2}, {'likes_sum': 1}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': -5}, {'likes_sum': 2}, {'likes_sum': 2}, {'likes_sum': 2}, {'likes_sum': -5}, {'likes_sum': 1}, {'likes_sum': -4}, {'likes_sum': 2}, {'likes_sum': 0}, {'likes_sum': -4}, 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0}, {'likes_sum': -6}, {'likes_sum': 5}, {'likes_sum': -2}, {'likes_sum': -4}, {'likes_sum': 0}, {'likes_sum': 2}, {'likes_sum': -1}, {'likes_sum': 4}, {'likes_sum': 3}, {'likes_sum': 2}, {'likes_sum': -2}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': -5}, {'likes_sum': 1}, {'likes_sum': -3}, {'likes_sum': 3}, {'likes_sum': 0}, {'likes_sum': -1}, {'likes_sum': 4}, {'likes_sum': -6}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': -3}, {'likes_sum': -4}, {'likes_sum': -2}, {'likes_sum': -2}, {'likes_sum': 1}, {'likes_sum': 3}, {'likes_sum': -5}, {'likes_sum': 5}, {'likes_sum': -3}, {'likes_sum': -2}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 4}, {'likes_sum': -3}, {'likes_sum': 3}, {'likes_sum': 4}, {'likes_sum': 0}, {'likes_sum': 0}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': 3}, {'likes_sum': 4}, {'likes_sum': -1}]
time: 0:00:00.000897 sec, 8 user_bookmarks: [{'film_uuid': '0aa26dbc-8ecf-4490-a246-c1718cdd1232'}, {'film_uuid': '364caf66-3378-4ee1-977a-3b955f6b9ed8'}, {'film_uuid': '507443a2-bbd2-4eba-ab5d-405fcfcab204'}, {'film_uuid': '54ef91db-f0a0-4307-b63f-7b349d6b662b'}, {'film_uuid': '6014ad00-d4f0-412f-8d1f-dca72d6999e4'}, {'film_uuid': '76e2dc41-cff7-4a02-9a5d-a10a9dfea131'}, {'film_uuid': '8a423fbc-76f2-4404-8423-c2982b1f769a'}, {'film_uuid': 'c4b0394f-ba28-43be-8bd9-c9d6b5c8a1ff'}]
time: 0:00:00.002585 sec, 8 avg_user_bookmarked_films_ratings: [{'_id': ObjectId('65155c13d1d122e7907a2c10'), 'avg_rating': 5.5}, {'_id': ObjectId('65155c13d1d122e7907a4d05'), 'avg_rating': 5.575892857142857}, {'_id': ObjectId('65155c13d1d122e7907a6092'), 'avg_rating': 5.45933014354067}, {'_id': ObjectId('65155c13d1d122e7907a63dc'), 'avg_rating': 5.162303664921466}, {'_id': ObjectId('65155c13d1d122e7907a6c63'), 'avg_rating': 5.623893805309734}, {'_id': ObjectId('65155c13d1d122e7907a7df4'), 'avg_rating': 5.799065420560748}, {'_id': ObjectId('65155c13d1d122e7907a8c76'), 'avg_rating': 5.673170731707317}, {'_id': ObjectId('65155c13d1d122e7907ab993'), 'avg_rating': 5.670807453416149}]

Experiment resume:

With proper mongoDB indexing and denormalized data schema - reading from mongoDB can be faster than Postgres. But denormalizing can cause to problems

• with speed of write operations, but as far as reading is priority here we ommit it.
• with queries difficulty

Besides... actually, if we denormalize data in Postgres the same way as in mongoDB, we'll have the same improvement ;) But assuming that we'll have wide geo-spread users - using mongo can make sharding easier.

UGC service data storage description:

Used abbreviations:

• C, R, U, D: crud operations with stored information
• XXXX - very highly loaded operation
• XXX - highly loaded operation
• XX - normally loaded operation
• X - lowly loaded operation
• '-' - absense of operations (user/analytics cant perform this operation)

1) Time-Analysis Focus (data is subject of time-dependent analysis, using ClickHouse, ddl can be found here: ./docker/clickhouse/init_simple_tables.sql ):

• user_film_progress - user-film association (many-to-many) with current_time_sec value (film watching progress) and total_time_sec value (total film duration).
  • C: XXXX constantly while each user is watching film (every 3 sec)
  • R: XX when it's needed to overview progress of film, continue watching
  • U: -
  • D: -

2) Connection Analysis Focus (data is the subject of analysis of associations between different entities, using mongoDB) The following data description is normalized schema for Postgres (demonstration and understanding purposes) the actual mongoDB denormalized data schema can be found here: ./api_ugc/db/schemas/mongo_schema.json):

• user_film_rating - user-film association (many-to-many) with rating value (from 1 upto 10 stars).

  • C: X after film was watched user can set his/her personal rating to film (rare event)
  • R: XX can be observed personal film rating (rare event, bcz can be observed at page of already watched film) / can be calculated all users' average rating for every film (once an hour event, cached)
  • U: X user have possibility to changes his/her rating (rare event)
  • D: -

• user_film_comment - identified unique user-film association (many-to-many) with comment value (text)

  • C: XX
  • R: XXX
  • U: X
  • D: X

• user_comment_like - user-comment unique association (many-to-many) with like value (as soon as comment has new like value - sum cache updates)

  • C: XX
  • R: XX can be calculated all users' sum of likes values per comment
  • U: XX
  • D: X

• user_film_bookmark - user-film unique association (many-to-many)

  • C: XX
  • R: XX
  • U: -
  • D: X

Data storage volume estimation:

• 1_000_000 users
• 50_000 films
• 10_000_000 user_film_ratings
• 15_000_000 user_film_comments
• 100_000_000 user_comment_likes
• 10_000_000 user_film_bookmarks

Deploy locally (api at host)

• if to use mongo:

  • make mongo-build-loc

• elif to use mongo cluster:

  • make mongo-cluster-build-loc

  • make mongo-cluster-setup

  • make mongo-cluster-setup-user

  • make mongo-cluster-setup-indexes

• if it's needed to fill mongo/mongo_cluster with fake data (generated in postgres)

  • make postgres-build-loc

  • cd mongo_vs_postgres

  • export DEBUG=True && export DOCKER=True

  • make generate

  • make etl

  • cd ..

• make clickhouse-build-loc

• make kafka-build-loc

• export DEBUG=True && export DOCKER=True

• make etl-kafka-clickhouse-loc

• cd api_ugc

• python3.11 -m venv venv

• source venv/bin/activate

• pip install -r requirements/local.txt

• export DEBUG=True && export DOCKER=False

• python main.py

docs can be found: http://127.0.0.1:8084/DOCS_URL

Deploy locally (api at docker container)

• if to use mongo:

  • make build-with-mongo-loc

• if to use mongo cluster:

  • make build-with-mongo-cluster-loc

• if it's needed to fill mongo with fake data (generated in postgres)

  • make postgres-build-loc

  • cd mongo_vs_postgres

  • export DEBUG=True && export DOCKER=True

  • make generate

  • make etl

  • cd ..

docs can be found: http://127.0.0.1:82/DOCS_URL