GitHub - prapeller/api_ugc: Спринт 9. Финальный спринт командного проекта по UGC

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?

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).
For user_film_progress we'll use from Clickhouse (data is subject of time-dependent analysis).
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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'comment': 'Some comment'}, {'comment_uuid': 'da53e3d1-e0d1-4f4e-a394-81a23f2f419a', 'created_at': '2023-09-25T17:42:06.766301', 'updated_at': None, 'user_uuid': '99a03721-1494-46ac-9f86-f28524122c07', 'comment': 'Some comment'}, {'comment_uuid': '070fc0a2-a396-4ded-8112-bb1d3010b6bd', 'created_at': '2023-09-25T17:42:38.231598', 'updated_at': None, 'user_uuid': 'b7953332-5f9e-4873-98a2-18837bfc2cd8', 'comment': 'Some comment'}, {'comment_uuid': '4d4fbb68-a7e3-4894-90a0-a5950520b5c0', 'created_at': '2023-09-25T17:42:48.521904', 'updated_at': None, 'user_uuid': '8a4f91eb-eff6-442b-8857-05adca878558', 'comment': 'Some comment'}]
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}, {'likes_sum': -1}, {'likes_sum': -1}, {'likes_sum': -1}, {'likes_sum': 2}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': -4}, {'likes_sum': -1}, {'likes_sum': -1}, {'likes_sum': 2}, {'likes_sum': -1}, {'likes_sum': -2}, {'likes_sum': 1}, {'likes_sum': -4}, {'likes_sum': 0}, {'likes_sum': 3}, {'likes_sum': -3}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': 0}, {'likes_sum': -1}, {'likes_sum': -3}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': -2}, {'likes_sum': -1}, {'likes_sum': 4}, {'likes_sum': 6}, {'likes_sum': -1}, {'likes_sum': -2}, {'likes_sum': 2}, {'likes_sum': 0}, {'likes_sum': 2}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': -2}, {'likes_sum': 2}, {'likes_sum': 0}, {'likes_sum': 3}, {'likes_sum': 2}, {'likes_sum': -3}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': -3}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': -4}, {'likes_sum': -3}, {'likes_sum': -4}, {'likes_sum': -3}, {'likes_sum': 0}, {'likes_sum': 4}, {'likes_sum': 3}, {'likes_sum': 0}, {'likes_sum': -4}, {'likes_sum': 2}, {'likes_sum': 2}, {'likes_sum': -1}, {'likes_sum': -5}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': -2}, {'likes_sum': 3}, {'likes_sum': -2}, {'likes_sum': -4}, {'likes_sum': 0}, {'likes_sum': -3}, {'likes_sum': 0}, {'likes_sum': -3}, {'likes_sum': -3}, {'likes_sum': -6}, {'likes_sum': 2}, {'likes_sum': -5}, {'likes_sum': 0}, {'likes_sum': 7}, {'likes_sum': 1}, {'likes_sum': -2}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': -5}, {'likes_sum': 5}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': -3}, {'likes_sum': 3}, {'likes_sum': -2}, {'likes_sum': -2}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': 3}, {'likes_sum': -4}, {'likes_sum': -3}, {'likes_sum': -1}, {'likes_sum': 8}, {'likes_sum': 2}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': -3}, {'likes_sum': 1}, {'likes_sum': 6}, {'likes_sum': -4}, {'likes_sum': 4}, {'likes_sum': 6}, {'likes_sum': 5}, {'likes_sum': 3}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 4}, {'likes_sum': -1}, {'likes_sum': 3}, {'likes_sum': 1}, {'likes_sum': -3}, {'likes_sum': 1}, {'likes_sum': 3}, {'likes_sum': 3}, {'likes_sum': 3}, {'likes_sum': -3}, {'likes_sum': 4}, {'likes_sum': 2}, {'likes_sum': -4}, {'likes_sum': 0}, {'likes_sum': -3}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': 2}, {'likes_sum': -4}, {'likes_sum': 4}, {'likes_sum': -3}, {'likes_sum': 1}, {'likes_sum': -2}, {'likes_sum': 5}, {'likes_sum': 0}, {'likes_sum': 0}, {'likes_sum': 2}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': 4}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': -3}, {'likes_sum': 2}, {'likes_sum': -3}, {'likes_sum': 2}, {'likes_sum': 3}, {'likes_sum': 1}, {'likes_sum': 0}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': -1}, {'likes_sum': 1}, {'likes_sum': 6}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': -5}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': 4}, {'likes_sum': -2}, {'likes_sum': -2}, {'likes_sum': 3}, {'likes_sum': 4}, {'likes_sum': -1}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': 3}, {'likes_sum': -2}, {'likes_sum': -1}, {'likes_sum': -5}, {'likes_sum': 1}, {'likes_sum': -2}, {'likes_sum': -4}, {'likes_sum': 3}, {'likes_sum': -2}, {'likes_sum': 0}, {'likes_sum': 0}, {'likes_sum': -5}, {'likes_sum': -5}, {'likes_sum': 3}, {'likes_sum': 1}, {'likes_sum': -1}, {'likes_sum': 3}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': -1}, {'likes_sum': 0}, {'likes_sum': -1}, {'likes_sum': -2}, {'likes_sum': 4}, {'likes_sum': 0}, {'likes_sum': -2}, {'likes_sum': 0}, {'likes_sum': 2}, {'likes_sum': 0}, {'likes_sum': 0}, {'likes_sum': -2}, {'likes_sum': 4}, {'likes_sum': -2}, {'likes_sum': -6}, {'likes_sum': 0}, {'likes_sum': -2}, {'likes_sum': 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

Name		Name	Last commit message	Last commit date
Latest commit History 58 Commits
.envs		.envs
.github/workflows		.github/workflows
api_ugc		api_ugc
docker		docker
etl_kafka_to_clickhouse		etl_kafka_to_clickhouse
mongo_vs_postgres		mongo_vs_postgres
.dockerignore		.dockerignore
.gitignore		.gitignore
Makefile		Makefile
README.md		README.md
architecture.drawio		architecture.drawio
setup.cfg		setup.cfg

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UGC service

Search service

Auth service

Why UGC is separate service?

Deploy mongo vs postgres experiment for reading speed comparison:

Experiment resume:

UGC service data storage description:

Used abbreviations:

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

Data storage volume estimation:

Deploy locally (api at host)

Deploy locally (api at docker container)

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UGC service

Search service

Auth service

Why UGC is separate service?

Deploy mongo vs postgres experiment for reading speed comparison:

Experiment resume:

UGC service data storage description:

Used abbreviations:

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

Data storage volume estimation:

Deploy locally (api at host)

Deploy locally (api at docker container)

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