diff --git a/.coverage b/.coverage new file mode 100644 index 0000000000000000000000000000000000000000..b10f57f19c2e40e2a20216270f0ba58c0f9e3d22 Binary files /dev/null and b/.coverage differ diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000000000000000000000000000000000000..c77448c79fbd14e28e1e0e15dcaae80a6b900307 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,29 @@ +ARG PYTHON_VER=3.10 + +FROM python:${PYTHON_VER} AS base + +WORKDIR /app + +ENV PYTHONUNBUFFERED=1 + +# Install Poetry +RUN curl -sSL https://install.python-poetry.org | POETRY_HOME=/opt/poetry python && \ + cd /usr/local/bin && \ + ln -s /opt/poetry/bin/poetry && \ + poetry config virtualenvs.create false + +COPY ./pyproject.toml ./poetry.lock* /app/ + +RUN poetry install --no-root + +COPY . /app + +FROM python:3.10-slim + +WORKDIR /app + +COPY --from=base /app /app +COPY --from=base /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages +COPY --from=base /usr/local/bin /usr/local/bin + +CMD uvicorn --host 0.0.0.0 --port 7860 main:app \ No newline at end of file diff --git a/__pycache__/main.cpython-310.pyc b/__pycache__/main.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3069907d0c8f0aadd66c622bd8f897f2bdd4482d Binary files /dev/null and b/__pycache__/main.cpython-310.pyc differ diff --git a/alembic.ini b/alembic.ini new file mode 100644 index 0000000000000000000000000000000000000000..49641573366e61537e3f44456977d7ca29306473 --- /dev/null +++ b/alembic.ini @@ -0,0 +1,100 @@ +# A generic, single database configuration. + +[alembic] +# path to migration scripts +script_location = alembic + +# template used to generate migration files +# file_template = %%(rev)s_%%(slug)s + +# sys.path path, will be prepended to sys.path if present. +# defaults to the current working directory. +prepend_sys_path = . + +# timezone to use when rendering the date within the migration file +# as well as the filename. +# If specified, requires the python-dateutil library that can be +# installed by adding `alembic[tz]` to the pip requirements +# string value is passed to dateutil.tz.gettz() +# leave blank for localtime +# timezone = + +# max length of characters to apply to the +# "slug" field +# truncate_slug_length = 40 + +# set to 'true' to run the environment during +# the 'revision' command, regardless of autogenerate +# revision_environment = false + +# set to 'true' to allow .pyc and .pyo files without +# a source .py file to be detected as revisions in the +# versions/ directory +# sourceless = false + +# version location specification; This defaults +# to alembic/versions. When using multiple version +# directories, initial revisions must be specified with --version-path. +# The path separator used here should be the separator specified by "version_path_separator" +# version_locations = %(here)s/bar:%(here)s/bat:alembic/versions + +# version path separator; As mentioned above, this is the character used to split +# version_locations. Valid values are: +# +# version_path_separator = : +# version_path_separator = ; +# version_path_separator = space +version_path_separator = os # default: use os.pathsep + +# the output encoding used when revision files +# are written from script.py.mako +# output_encoding = utf-8 + +sqlalchemy.url = driver://user:pass@localhost/dbname + + +[post_write_hooks] +# post_write_hooks defines scripts or Python functions that are run +# on newly generated revision scripts. See the documentation for further +# detail and examples + +# format using "black" - use the console_scripts runner, against the "black" entrypoint +# hooks = black +# black.type = console_scripts +# black.entrypoint = black +# black.options = -l 79 REVISION_SCRIPT_FILENAME + +# Logging configuration +[loggers] +keys = root,sqlalchemy,alembic + +[handlers] +keys = console + +[formatters] +keys = generic + +[logger_root] +level = WARN +handlers = console +qualname = + +[logger_sqlalchemy] +level = WARN +handlers = +qualname = sqlalchemy.engine + +[logger_alembic] +level = INFO +handlers = +qualname = alembic + +[handler_console] +class = StreamHandler +args = (sys.stderr,) +level = NOTSET +formatter = generic + +[formatter_generic] +format = %(levelname)-5.5s [%(name)s] %(message)s +datefmt = %H:%M:%S diff --git a/alembic/README b/alembic/README new file mode 100644 index 0000000000000000000000000000000000000000..2500aa1bcf726a14c436070389837be3666ba96f --- /dev/null +++ b/alembic/README @@ -0,0 +1 @@ +Generic single-database configuration. diff --git a/alembic/__pycache__/env.cpython-310.pyc b/alembic/__pycache__/env.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9845785d2570d6a64ec0ce6a7fc996deacaa564a Binary files /dev/null and b/alembic/__pycache__/env.cpython-310.pyc differ diff --git a/alembic/env.py b/alembic/env.py new file mode 100644 index 0000000000000000000000000000000000000000..d5afe6e96198b9406ac78f21321d3802979d55a3 --- /dev/null +++ b/alembic/env.py @@ -0,0 +1,80 @@ +from logging.config import fileConfig + +from alembic import context +from sqlalchemy import engine_from_config, pool + +# models import is necessary for autogenerate to work +from app import models +from app.core.config import settings +from app.db import Base + +# this is the Alembic Config object, which provides +# access to the values within the .ini file in use. +config = context.config + +# Interpret the config file for Python logging. +# This line sets up loggers basically. +fileConfig(config.config_file_name) + +# add your model's MetaData object here +# for 'autogenerate' support +# from myapp import mymodel +# target_metadata = mymodel.Base.metadata +target_metadata = Base.metadata + +# other values from the config, defined by the needs of env.py, +# can be acquired: +# my_important_option = config.get_main_option("my_important_option") +# ... etc. + +config.set_section_option("alembic", "sqlalchemy.url", settings.DATABASE_URL) + + +def run_migrations_offline(): + """Run migrations in 'offline' mode. + + This configures the context with just a URL + and not an Engine, though an Engine is acceptable + here as well. By skipping the Engine creation + we don't even need a DBAPI to be available. + + Calls to context.execute() here emit the given string to the + script output. + + """ + url = config.get_main_option("sqlalchemy.url") + context.configure( + url=url, + target_metadata=target_metadata, + literal_binds=True, + dialect_opts={"paramstyle": "named"}, + ) + + with context.begin_transaction(): + context.run_migrations() + + +def run_migrations_online(): + """Run migrations in 'online' mode. + + In this scenario we need to create an Engine + and associate a connection with the context. + + """ + connectable = engine_from_config( + config.get_section(config.config_ini_section), + prefix="sqlalchemy.", + poolclass=pool.NullPool, + ) + + with connectable.connect() as connection: + context.configure(connection=connection, target_metadata=target_metadata) + + with context.begin_transaction(): + context.run_migrations() + + +if context.is_offline_mode(): + run_migrations_offline() +else: + run_migrations_online() diff --git a/alembic/script.py.mako b/alembic/script.py.mako new file mode 100644 index 0000000000000000000000000000000000000000..b24d7c4afe05bf929a6ff9014e5a220c188c99a6 --- /dev/null +++ b/alembic/script.py.mako @@ -0,0 +1,25 @@ +"""${message} + +Revision ID: ${up_revision} +Revises: ${down_revision | comma,n} +Create Date: ${create_date} + +""" +from alembic import op +import sqlalchemy as sa +import fastapi_users_db_sqlalchemy +${imports if imports else ""} + +# revision identifiers, used by Alembic. +revision = ${repr(up_revision)} +down_revision = ${repr(down_revision)} +branch_labels = ${repr(branch_labels)} +depends_on = ${repr(depends_on)} + + +def upgrade(): + ${upgrades if upgrades else "pass"} + + +def downgrade(): + ${downgrades if downgrades else "pass"} diff --git a/alembic/versions/__pycache__/5c89a726934c_add_item_migration.cpython-310.pyc b/alembic/versions/__pycache__/5c89a726934c_add_item_migration.cpython-310.pyc new file mode 100644 index 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0000000000000000000000000000000000000000..9a447a70e381618ef5eaac515905642e8f2eb592 Binary files /dev/null and b/alembic/versions/__pycache__/d8d827ad33ee_init_db.cpython-310.pyc differ diff --git a/alembic/versions/__pycache__/db6822e47425_init_db.cpython-310.pyc b/alembic/versions/__pycache__/db6822e47425_init_db.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3824acb2cb281e630c714e1d1e7de5e4b2477534 Binary files /dev/null and b/alembic/versions/__pycache__/db6822e47425_init_db.cpython-310.pyc differ diff --git a/alembic/versions/d8d827ad33ee_init_db.py b/alembic/versions/d8d827ad33ee_init_db.py new file mode 100644 index 0000000000000000000000000000000000000000..bbae4c2166e0a61c38d7ec504c73f8b9e2b2be6a --- /dev/null +++ b/alembic/versions/d8d827ad33ee_init_db.py @@ -0,0 +1,66 @@ +"""init db + +Revision ID: d8d827ad33ee +Revises: +Create Date: 2023-07-14 04:15:22.710735 + +""" +from alembic import op +import sqlalchemy as sa +import fastapi_users_db_sqlalchemy + + +# revision identifiers, used by Alembic. +revision = 'd8d827ad33ee' +down_revision = None +branch_labels = None +depends_on = None + + +def upgrade(): + # ### commands auto generated by Alembic - please adjust! ### + op.create_table('user', + sa.Column('created', sa.DateTime(timezone=True), server_default=sa.text('now()'), nullable=False), + sa.Column('id', fastapi_users_db_sqlalchemy.generics.GUID(), nullable=False), + sa.Column('email', sa.String(length=320), nullable=False), + sa.Column('hashed_password', sa.String(length=1024), nullable=False), + sa.Column('is_active', sa.Boolean(), nullable=False), + sa.Column('is_superuser', sa.Boolean(), nullable=False), + sa.Column('is_verified', sa.Boolean(), nullable=False), + sa.PrimaryKeyConstraint('id') + ) + op.create_index(op.f('ix_user_email'), 'user', ['email'], unique=True) + op.create_table('document', + sa.Column('id', sa.Integer(), nullable=False), + sa.Column('user_id', fastapi_users_db_sqlalchemy.generics.GUID(), nullable=False), + sa.Column('name', sa.String(), nullable=False), + sa.Column('created', sa.DateTime(timezone=True), server_default=sa.text('now()'), nullable=False), + sa.ForeignKeyConstraint(['user_id'], ['user.id'], ), + sa.PrimaryKeyConstraint('id') + ) + op.create_table('oauth_account', + sa.Column('id', fastapi_users_db_sqlalchemy.generics.GUID(), nullable=False), + sa.Column('user_id', fastapi_users_db_sqlalchemy.generics.GUID(), nullable=False), + sa.Column('oauth_name', sa.String(length=100), nullable=False), + sa.Column('access_token', sa.String(length=1024), nullable=False), + sa.Column('expires_at', sa.Integer(), nullable=True), + sa.Column('refresh_token', sa.String(length=1024), nullable=True), + sa.Column('account_id', sa.String(length=320), nullable=False), + sa.Column('account_email', sa.String(length=320), nullable=False), + sa.ForeignKeyConstraint(['user_id'], ['user.id'], ondelete='cascade'), + sa.PrimaryKeyConstraint('id') + ) + op.create_index(op.f('ix_oauth_account_account_id'), 'oauth_account', ['account_id'], unique=False) + op.create_index(op.f('ix_oauth_account_oauth_name'), 'oauth_account', ['oauth_name'], unique=False) + # ### end Alembic commands ### + + +def downgrade(): + # ### commands auto generated by Alembic - please adjust! ### + op.drop_index(op.f('ix_oauth_account_oauth_name'), table_name='oauth_account') + op.drop_index(op.f('ix_oauth_account_account_id'), table_name='oauth_account') + op.drop_table('oauth_account') + op.drop_table('document') + op.drop_index(op.f('ix_user_email'), table_name='user') + op.drop_table('user') + # ### end Alembic commands ### diff --git a/app/__pycache__/db.cpython-310.pyc b/app/__pycache__/db.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e6ae754ca58a7a39d7f75bb57316946b94cc9b9f Binary files /dev/null and b/app/__pycache__/db.cpython-310.pyc differ diff --git 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b/app/api/__pycache__/users.cpython-310.pyc differ diff --git a/app/api/__pycache__/utils.cpython-310.pyc b/app/api/__pycache__/utils.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..7c5ea3cffaa815df6bc3c9ddc596a48fd751257a Binary files /dev/null and b/app/api/__pycache__/utils.cpython-310.pyc differ diff --git a/app/api/documents.py b/app/api/documents.py new file mode 100644 index 0000000000000000000000000000000000000000..39101b1869a7bf771bf76ed800eae159aed65d89 --- /dev/null +++ b/app/api/documents.py @@ -0,0 +1,75 @@ +from typing import Any +from fastapi import APIRouter, Depends, HTTPException, UploadFile, File +from starlette.responses import Response +from app.schemas.document import UpsertResponse +from app.parser.parser import get_document_from_file +from app.parser.chunk import chunk_text +import requests + +from app.deps.users import current_user +from app.models.user import User +from app.parser.parser import get_document_from_file +from sqlalchemy.ext.asyncio.session import AsyncSession +from app.deps.db import get_async_session + +from app.models.document import Document +from uuid import uuid4 + +from app.vectorstore.qdrant import QdrantManager +from app.openai.base import OpenAiManager +from sqlalchemy.future import select + + +router = APIRouter(prefix="/documents") + + +@router.post( + "/upsert-file", + response_model=UpsertResponse, +) +async def upsert_file( + file: UploadFile = File(...), + session: AsyncSession = Depends(get_async_session), + user: User = Depends(current_user), +): + document = await get_document_from_file(file) + chunks = chunk_text(document.text, max_size=2000) + db_document = Document(user_id=str(user.id).replace("-", ""), name=file.filename) + session.add(db_document) + + await session.commit() + + openai_manager = OpenAiManager() + ids = [uuid4().hex for chunk in chunks] + payloads = [ + { + "user_id": str(user.id).replace("-", ""), + "document_id": db_document.id, + "chunk": chunk, + } + for chunk in chunks + ] + embeddings = openai_manager.get_embeddings(chunks) + + vector_manager = QdrantManager() + response = vector_manager.upsert_points(ids, payloads, embeddings) + + return UpsertResponse(id=db_document.id) + + +@router.get("/") +async def get_documents( + session: AsyncSession = Depends(get_async_session), + user: User = Depends(current_user), +): + statement = select(Document).where( + Document.user_id == str(user.id).replace("-", "") + ) + db_documents = await session.execute(statement) + + documents = [ + {"id": document.id, "name": document.name} + for document in db_documents.scalars().all() + ] + + return {"documents": documents} diff --git a/app/api/queries.py b/app/api/queries.py new file mode 100644 index 0000000000000000000000000000000000000000..2f04a56423be6272d2d2d3b37e00420a5644803c --- /dev/null +++ b/app/api/queries.py @@ -0,0 +1,92 @@ +from typing import Any +from fastapi import APIRouter, Depends, HTTPException +from starlette.responses import Response +import requests + + +from app.deps.users import current_user +from app.models.user import User + +from app.vectorstore.qdrant import qdrant_manager +from app.openai.base import openai_manager +from app.openai.core import ask, filter, summarize + +from pydantic import BaseModel + + +class QueryRequest(BaseModel): + query: str + document_id: int + + +class QueryResponse(BaseModel): + answer: str + document_id: int + + +router = APIRouter(prefix="/queries") + + +@router.post("/") +async def query( + query_request: QueryRequest, + response: Response, + user: User = Depends(current_user), +) -> QueryResponse: + # add check that this user actually owns this document + + query_vector = openai_manager.get_embedding(query_request.query) + + # print(">>>>>>>>>>>>") + # print("query vector") + # print(query_vector) + + # print(">>>>>>>>>>>>>>>") + # print("document_id: ", query_request.document_id) + # print("--------------") + + # print(">>>>>>>>>>>>") + # print("user_id") + # print(user.id.hex) + + points = qdrant_manager.search_point( + query_vector=query_vector, + user_id=str(user.id.hex), + document_id=int(query_request.document_id), + limit=1000, + ) + + # print(">>>>>>>>>>>>") + # print("points") + # print(points) + + context = "\n\n\n".join([point.payload["chunk"] for point in points]) + # print(">>>>>>>>>>>>") + # print("context") + # print(context) + + # filter_response = filter(context, query_request.query, openai_manager) + # print(">>>>>>>>>>>>>>>>") + # print("filter resopnse") + # print(filter_response) + # print("----------------") + # remove later + filter_response = True + if filter_response: + answer = ask( + context, + query_request.query, + openai_manager, + ) + + query_response = QueryResponse( + answer=answer, document_id=query_request.document_id + ) + + else: + query_response = QueryResponse( + answer="Sorry, Your question is out of Context!", + document_id=query_request.document_id, + ) + + return query_response diff --git a/app/api/users.py b/app/api/users.py new file mode 100644 index 0000000000000000000000000000000000000000..06ca854e5bb5eeb0f9541af8cb2683081160678d --- /dev/null +++ b/app/api/users.py @@ -0,0 +1,30 @@ +from typing import Any, List + +from fastapi.params import Depends +from fastapi.routing import APIRouter +from sqlalchemy import func, select +from sqlalchemy.ext.asyncio.session import AsyncSession +from starlette.responses import Response + +from app.deps.db import get_async_session +from app.deps.users import current_superuser +from app.models.user import User +from app.schemas.user import UserRead + +router = APIRouter() + + +@router.get("/users", response_model=List[UserRead]) +async def get_users( + response: Response, + session: AsyncSession = Depends(get_async_session), + user: User = Depends(current_superuser), + skip: int = 0, + limit: int = 100, +) -> Any: + total = await session.scalar(select(func.count(User.id))) + users = ( + (await session.execute(select(User).offset(skip).limit(limit))).scalars().all() + ) + response.headers["Content-Range"] = f"{skip}-{skip + len(users)}/{total}" + return users diff --git a/app/api/utils.py b/app/api/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..e9957285f48cf2a2a27b7d65813a103782539c57 --- /dev/null +++ b/app/api/utils.py @@ -0,0 +1,17 @@ +from typing import Any + +from fastapi import APIRouter + +from app.schemas.msg import Msg + +router = APIRouter() + + +@router.get( + "/hello-world", + response_model=Msg, + status_code=200, + include_in_schema=False, +) +def test_hello_world() -> Any: + return {"msg": "Hello world!"} diff --git a/app/core/__pycache__/config.cpython-310.pyc b/app/core/__pycache__/config.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..325cd5c4c04fd588fa49ac1265937d85792b6af9 Binary files /dev/null and b/app/core/__pycache__/config.cpython-310.pyc differ diff --git a/app/core/__pycache__/logger.cpython-310.pyc b/app/core/__pycache__/logger.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..44d0adef556205bebce45801460e8ce978235470 Binary files /dev/null and b/app/core/__pycache__/logger.cpython-310.pyc differ diff --git a/app/core/config.py b/app/core/config.py new file mode 100644 index 0000000000000000000000000000000000000000..fa443b1bc0bf009a834d5315b549348366e04b7d --- /dev/null +++ b/app/core/config.py @@ -0,0 +1,52 @@ +import sys +from typing import Any, Dict, List, Optional + +from pydantic import BaseSettings, HttpUrl, PostgresDsn, validator +from pydantic.networks import AnyHttpUrl + + +class Settings(BaseSettings): + PROJECT_NAME: str = "QueryX" + + SENTRY_DSN: Optional[HttpUrl] = None + + API_PATH: str = "/api/v1" + + ACCESS_TOKEN_EXPIRE_MINUTES: int = 7 * 24 * 60 # 7 days + + BACKEND_CORS_ORIGINS: List[AnyHttpUrl] = [ + "http://0.0.0.0:9000", + "http://0.0.0.0:8000", + ] + + # The following variables need to be defined in environment + + TEST_DATABASE_URL: Optional[PostgresDsn] + DATABASE_URL: PostgresDsn + ASYNC_DATABASE_URL: Optional[PostgresDsn] + + @validator("DATABASE_URL", pre=True) + def build_test_database_url(cls, v: Optional[str], values: Dict[str, Any]): + """Overrides DATABASE_URL with TEST_DATABASE_URL in test environment.""" + url = v + if "pytest" in sys.modules: + if not values.get("TEST_DATABASE_URL"): + raise Exception( + "pytest detected, but TEST_DATABASE_URL is not set in environment" + ) + url = values["TEST_DATABASE_URL"] + if url: + return url.replace("postgres://", "postgresql://") + return url + + @validator("ASYNC_DATABASE_URL") + def build_async_database_url(cls, v: Optional[str], values: Dict[str, Any]): + """Builds ASYNC_DATABASE_URL from DATABASE_URL.""" + v = values["DATABASE_URL"] + return v.replace("postgresql", "postgresql+asyncpg", 1) if v else v + + SECRET_KEY: str + # END: required environment variables + + +settings = Settings() diff --git a/app/core/logger.py b/app/core/logger.py new file mode 100644 index 0000000000000000000000000000000000000000..c146410fc622e8e5eaef0edddcc0b1635614fd1e --- /dev/null +++ b/app/core/logger.py @@ -0,0 +1,4 @@ +import logging + +logger = logging.getLogger(__name__) +logging.basicConfig(level=logging.INFO) diff --git a/app/db.py b/app/db.py new file mode 100644 index 0000000000000000000000000000000000000000..420dd8e7be994fe4c91ba360924b92b7616e6516 --- /dev/null +++ b/app/db.py @@ -0,0 +1,20 @@ +from typing import Any + +from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine +from sqlalchemy.orm import DeclarativeBase + +from app.core.config import settings + +async_engine = create_async_engine(str(settings.ASYNC_DATABASE_URL), pool_pre_ping=True) + +async_session_maker = async_sessionmaker( + async_engine, + class_=AsyncSession, + expire_on_commit=False, + autocommit=False, + autoflush=False, +) + + +class Base(DeclarativeBase): + id: Any diff --git a/app/deps/__pycache__/db.cpython-310.pyc b/app/deps/__pycache__/db.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..34e78aa6de1669f35c9e3366660b05a5f932d65c Binary files /dev/null and b/app/deps/__pycache__/db.cpython-310.pyc differ diff --git a/app/deps/__pycache__/users.cpython-310.pyc b/app/deps/__pycache__/users.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..4b81a08075a0a72779158705af15d514e168feef Binary files /dev/null and b/app/deps/__pycache__/users.cpython-310.pyc differ diff --git a/app/deps/db.py b/app/deps/db.py new file mode 100644 index 0000000000000000000000000000000000000000..6c29b3ba4121b07f0e4e98b1c9a15acedc74931d --- /dev/null +++ b/app/deps/db.py @@ -0,0 +1,11 @@ +from typing import AsyncGenerator + +from sqlalchemy.ext.asyncio.session import AsyncSession + +from app.db import async_session_maker + + +async def get_async_session() -> AsyncGenerator[AsyncSession, None]: + async with async_session_maker() as session: + yield session + await session.close() diff --git a/app/deps/qdrant.py b/app/deps/qdrant.py new file mode 100644 index 0000000000000000000000000000000000000000..25f8222e10d917d4f236dc0bb10fc7cd43be7d17 --- /dev/null +++ b/app/deps/qdrant.py @@ -0,0 +1,5 @@ +import qdrant_client + + +def get_qdrant_client(): + return qdrant_client.QdrantClient(host=host, port=port, api_key=qdrant_api_key) diff --git a/app/deps/request_params.py b/app/deps/request_params.py new file mode 100644 index 0000000000000000000000000000000000000000..63b8b09cf670671334c79519437b164123797961 --- /dev/null +++ b/app/deps/request_params.py @@ -0,0 +1,46 @@ +import json +from typing import Callable, Optional, Type + +from fastapi import HTTPException, Query +from sqlalchemy import UnaryExpression, asc, desc + +from app.db import Base +from app.schemas.request_params import RequestParams + + +def parse_react_admin_params(model: Type[Base]) -> Callable: + """Parses sort and range parameters coming from a react-admin request""" + + def inner( + sort_: Optional[str] = Query( + None, + alias="sort", + description='Format: `["field_name", "direction"]`', + example='["id", "ASC"]', + ), + range_: Optional[str] = Query( + None, + alias="range", + description="Format: `[start, end]`", + example="[0, 10]", + ), + ) -> RequestParams: + skip, limit = 0, 10 + if range_: + start, end = json.loads(range_) + skip, limit = start, (end - start + 1) + + order_by: UnaryExpression = desc(model.id) + if sort_: + sort_column, sort_order = json.loads(sort_) + if sort_order.lower() == "asc": + direction = asc + elif sort_order.lower() == "desc": + direction = desc + else: + raise HTTPException(400, f"Invalid sort direction {sort_order}") + order_by = direction(model.__table__.c[sort_column]) + + return RequestParams(skip=skip, limit=limit, order_by=order_by) + + return inner diff --git a/app/deps/users.py b/app/deps/users.py new file mode 100644 index 0000000000000000000000000000000000000000..7672fbf310d9ea0059735c85f2ee67897f695aaa --- /dev/null +++ b/app/deps/users.py @@ -0,0 +1,51 @@ +import uuid + +from fastapi import Depends +from fastapi_users import FastAPIUsers +from fastapi_users.authentication import ( + AuthenticationBackend, + BearerTransport, + JWTStrategy, +) +from fastapi_users.manager import BaseUserManager, UUIDIDMixin +from fastapi_users_db_sqlalchemy import SQLAlchemyUserDatabase +from sqlalchemy.ext.asyncio import AsyncSession + +from app.core.config import settings +from app.deps.db import get_async_session +from app.models.user import OAuthAccount, User as UserModel + +bearer_transport = BearerTransport(tokenUrl="auth/jwt/login") + + +def get_jwt_strategy() -> JWTStrategy: + return JWTStrategy( + secret=settings.SECRET_KEY, + lifetime_seconds=settings.ACCESS_TOKEN_EXPIRE_MINUTES * 60, + ) + + +jwt_authentication = AuthenticationBackend( + name="jwt", + transport=bearer_transport, + get_strategy=get_jwt_strategy, +) + + +class UserManager(UUIDIDMixin, BaseUserManager[UserModel, uuid.UUID]): + reset_password_token_secret = settings.SECRET_KEY + verification_token_secret = settings.SECRET_KEY + + +def get_user_db(session: AsyncSession = Depends(get_async_session)): + yield SQLAlchemyUserDatabase(session, UserModel, OAuthAccount) + + +def get_user_manager(user_db=Depends(get_user_db)): + yield UserManager(user_db) + + +fastapi_users = FastAPIUsers(get_user_manager, [jwt_authentication]) + +current_user = fastapi_users.current_user(active=True) +current_superuser = fastapi_users.current_user(active=True, superuser=True) diff --git a/app/email/send_mail.py b/app/email/send_mail.py new file mode 100644 index 0000000000000000000000000000000000000000..fe8a0aa2f2368e96944eef808e279e5c1e522929 --- /dev/null +++ b/app/email/send_mail.py @@ -0,0 +1,2 @@ +def send_email(): + raise NotImplementedError diff --git a/app/factory.py b/app/factory.py new file mode 100644 index 0000000000000000000000000000000000000000..e2707646c114b4abe0dce1bb2b971209914f1c79 --- /dev/null +++ b/app/factory.py @@ -0,0 +1,116 @@ +from fastapi import FastAPI +from fastapi.routing import APIRoute +from fastapi.staticfiles import StaticFiles +from fastapi_users import FastAPIUsers +from starlette.middleware.cors import CORSMiddleware +from starlette.requests import Request +from starlette.responses import FileResponse + +from app.api import api_router +from app.core.config import settings +from app.deps.users import fastapi_users, jwt_authentication +from app.schemas.user import UserCreate, UserRead, UserUpdate +import os + + +from httpx_oauth.clients.google import GoogleOAuth2 # google client + +# for dev only +os.environ["OAUTHLIB_INSECURE_TRANSPORT"] = "1" + + +def create_app(): + description = f"{settings.PROJECT_NAME} API" + app = FastAPI( + title=settings.PROJECT_NAME, + openapi_url=f"{settings.API_PATH}/openapi.json", + docs_url="/docs/", + description=description, + redoc_url=None, + ) + setup_routers(app, fastapi_users) + setup_cors_middleware(app) + serve_static_app(app) + return app + + +def setup_routers(app: FastAPI, fastapi_users: FastAPIUsers) -> None: + app.include_router(api_router, prefix=settings.API_PATH) + app.include_router( + fastapi_users.get_auth_router( + jwt_authentication, + requires_verification=False, + ), + prefix=f"{settings.API_PATH}/auth/jwt", + tags=["auth"], + ) + app.include_router( + fastapi_users.get_register_router(UserRead, UserCreate), + prefix=f"{settings.API_PATH}/auth", + tags=["auth"], + ) + app.include_router( + fastapi_users.get_users_router( + UserRead, UserUpdate, requires_verification=False + ), + prefix=f"{settings.API_PATH}/users", + tags=["users"], + ) + + google_oauth_client = GoogleOAuth2( + os.getenv("GOOGLE_OAUTH_CLIENT_ID", ""), + os.getenv("GOOGLE_OAUTH_CLIENT_SECRET", ""), + ) + + app.include_router( + fastapi_users.get_oauth_router( + google_oauth_client, jwt_authentication, "SECRET" + ), + prefix="/auth/google", + tags=["auth"], + ) + # The following operation needs to be at the end of this function + use_route_names_as_operation_ids(app) + + +def serve_static_app(app): + app.mount("/", StaticFiles(directory="static"), name="static") + + @app.middleware("http") + async def _add_404_middleware(request: Request, call_next): + """Serves static assets on 404""" + response = await call_next(request) + path = request["path"] + if path.startswith(settings.API_PATH) or path.startswith("/docs"): + return response + if response.status_code == 404: + return FileResponse("static/index.html") + return response + + +def setup_cors_middleware(app): + if settings.BACKEND_CORS_ORIGINS: + app.add_middleware( + CORSMiddleware, + allow_origins=[str(origin) for origin in settings.BACKEND_CORS_ORIGINS], + allow_credentials=True, + allow_methods=["*"], + expose_headers=["Content-Range", "Range"], + allow_headers=["Authorization", "Range", "Content-Range"], + ) + + +def use_route_names_as_operation_ids(app: FastAPI) -> None: + """ + Simplify operation IDs so that generated API clients have simpler function + names. + + Should be called only after all routes have been added. + """ + route_names = set() + for route in app.routes: + if isinstance(route, APIRoute): + if route.name in route_names: + raise Exception("Route function names should be unique") + route.operation_id = route.name + route_names.add(route.name) diff --git a/app/models/__init__.py b/app/models/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..6acabd1fdb177969e2262fee6b1ae825b57c9169 --- /dev/null +++ b/app/models/__init__.py @@ -0,0 +1,3 @@ +# Import all models here so alembic can discover them +from app.models.user import User +from app.models.document import Document diff --git a/app/models/__pycache__/__init__.cpython-310.pyc b/app/models/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..281a5f4792fe29c8d88c4565b4c50e4285a3686f Binary files /dev/null and b/app/models/__pycache__/__init__.cpython-310.pyc differ diff --git a/app/models/__pycache__/document.cpython-310.pyc b/app/models/__pycache__/document.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b7f57e6d549831dea0587b49dd0498f1248549b1 Binary files /dev/null and b/app/models/__pycache__/document.cpython-310.pyc differ diff --git a/app/models/__pycache__/user.cpython-310.pyc b/app/models/__pycache__/user.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d19814347f166d1c94425ab61348c519dbad0d0d Binary files /dev/null and b/app/models/__pycache__/user.cpython-310.pyc differ diff --git a/app/models/document.py b/app/models/document.py new file mode 100644 index 0000000000000000000000000000000000000000..e43a5cc99224309bab16ffd39a99775af7bd3389 --- /dev/null +++ b/app/models/document.py @@ -0,0 +1,27 @@ +from datetime import datetime +from typing import TYPE_CHECKING +from uuid import UUID + +from fastapi_users_db_sqlalchemy import GUID +from sqlalchemy.orm import Mapped, mapped_column, relationship +from sqlalchemy.sql.functions import func +from sqlalchemy.sql.schema import ForeignKey +from sqlalchemy.sql.sqltypes import DateTime + +from app.db import Base + +if TYPE_CHECKING: + from app.models.user import User + + +class Document(Base): + __tablename__ = "document" + + id: Mapped[int] = mapped_column(primary_key=True) + user_id: Mapped[UUID] = mapped_column(GUID, ForeignKey("user.id")) + user: Mapped["User"] = relationship(back_populates="documents") + name: Mapped[str] + + created: Mapped[datetime] = mapped_column( + DateTime(timezone=True), server_default=func.now() + ) diff --git a/app/models/user.py b/app/models/user.py new file mode 100644 index 0000000000000000000000000000000000000000..9bda67ad3dd8bbe71a91b4b26175e87e45d4ddf5 --- /dev/null +++ b/app/models/user.py @@ -0,0 +1,44 @@ +from datetime import datetime +from typing import TYPE_CHECKING, List + + +from fastapi_users_db_sqlalchemy import ( + SQLAlchemyBaseUserTableUUID, + SQLAlchemyBaseOAuthAccountTableUUID, +) + +from sqlalchemy import DateTime +from sqlalchemy.orm import Mapped, mapped_column, relationship +from sqlalchemy.sql.functions import func + +from app.db import Base + + +if TYPE_CHECKING: + from app.models.document import Document + + +class OAuthAccount(SQLAlchemyBaseOAuthAccountTableUUID, Base): + pass + + +class User(SQLAlchemyBaseUserTableUUID, Base): + __tablename__ = "user" + + oauth_accounts: Mapped[List[OAuthAccount]] = relationship( + "OAuthAccount", lazy="joined" + ) + + created: Mapped[datetime] = mapped_column( + DateTime(timezone=True), server_default=func.now() + ) + + documents: Mapped["Document"] = relationship( + back_populates="user", cascade="all, delete" + ) + + def __repr__(self): + return f"User(id={self.id!r}, name={self.email!r})" + + +# add activated column diff --git a/app/openai/__pycache__/base.cpython-310.pyc b/app/openai/__pycache__/base.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..bf91dbdf5c611cbbe340247d236c5aade52ab8d0 Binary files /dev/null and b/app/openai/__pycache__/base.cpython-310.pyc differ diff --git a/app/openai/__pycache__/core.cpython-310.pyc b/app/openai/__pycache__/core.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..58fcae6172269a297682714e111ec4ea7641ae14 Binary files /dev/null and b/app/openai/__pycache__/core.cpython-310.pyc differ diff --git a/app/openai/base.py b/app/openai/base.py new file mode 100644 index 0000000000000000000000000000000000000000..c03f382307536c923291b0a60975ec154195fe76 --- /dev/null +++ b/app/openai/base.py @@ -0,0 +1,82 @@ +import os + +# from dotenv import load_dotenv +import openai + + +class OpenAiManager: + def __init__(self): + # load_dotenv() + openai.api_key = os.getenv("OPENAI_API_KEY") + + def get_completion( + self, + prompt, + model="text-davinci-003", + max_tokens=128, + temperature=0, + ): + response = None + try: + response = openai.Completion.create( + prompt=prompt, + max_tokens=max_tokens, + model=model, + temperature=temperature, + )["choices"][0]["text"] + + except Exception as err: + print(f"Sorry, There was a problem \n\n {err}") + + return response + + def get_chat_completion(self, prompt, model="gpt-3.5-turbo"): + response = None + try: + response = ( + openai.ChatCompletion.create( + model=model, + messages=[ + { + "role": "system", + "content": prompt, + } + ], + ) + .choices[0] + .message.content.strip() + ) + + except Exception as err: + print(f"Sorry, There was a problem \n\n {err}") + + return response + + def get_embedding(self, prompt, model="text-embedding-ada-002"): + prompt = prompt.replace("\n", " ") + + embedding = None + try: + embedding = openai.Embedding.create(input=[prompt], model=model)["data"][0][ + "embedding" + ] + + except Exception as err: + print(f"Sorry, There was a problem {err}") + + return embedding + + def get_embeddings(self, prompts, model="text-embedding-ada-002"): + prompts = [prompt.replace("\n", " ") for prompt in prompts] + + embeddings = None + try: + embeddings = openai.Embedding.create(input=prompts, model=model)["data"] + + except Exception as err: + print(f"Sorry, There was a problem {err}") + + return [embedding["embedding"] for embedding in embeddings] + + +openai_manager = OpenAiManager() diff --git a/app/openai/core.py b/app/openai/core.py new file mode 100644 index 0000000000000000000000000000000000000000..d8d7f0eb5eae00ad5bc5b0ec4b1ba8bdfc22b880 --- /dev/null +++ b/app/openai/core.py @@ -0,0 +1,42 @@ +def ask(context, question, manager): + prompt = f""" + Answer the following question according to the provided context. If the context doesn't contain the answer, Do Not Answer! + If the context doesn't mention anything about the qustion Please Say the The Question Is Out Of Context! + If the context Is empty, Please Say No Context! + + context: {context} + + question: {question} + + answer: + """ + + return manager.get_chat_completion(prompt) + + +def filter(context, question, manager): + prompt = f""" + Does the following context "{context}" contain the answer for the question "{question}"? + Answer only with "YES" or "NO"! + + answer: + """ + filter_response = manager.get_chat_completion(prompt).strip() + + return ( + (filter_response == "YES") + or (filter_response == "Yes") + or (filter_response == "yes") + ) + + +def summarize(input, manager): + prompt = f""" + Summarize the following passage in detail + + passage: {input} + + summary: + """ + + return manager.get_chat_completion(prompt) diff --git a/app/parser/__init__.py b/app/parser/__init__.py new file mode 100644 index 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--git a/app/parser/__pycache__/parser.cpython-310.pyc b/app/parser/__pycache__/parser.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..a0c8d6d28b3da620cab907fa57b71f774425b897 Binary files /dev/null and b/app/parser/__pycache__/parser.cpython-310.pyc differ diff --git a/app/parser/chunk.py b/app/parser/chunk.py new file mode 100644 index 0000000000000000000000000000000000000000..823d1e2f6faeb3cf8ca54daf0cc3de3d089f6a4f --- /dev/null +++ b/app/parser/chunk.py @@ -0,0 +1,19 @@ +from textwrap3 import dedent +from unidecode import unidecode +import re + + +def chunk_text(text, max_size=4000): + paragraphs = dedent(text) + ascii_paragraphs = re.findall(r"[^.?!]+[(\.)?!]", unidecode(paragraphs)) + + chuncks = [] + chunck = "" + for sentence in ascii_paragraphs: + if len(chunck) + len(sentence) < max_size: + chunck += sentence + else: + chuncks.append(chunck.strip()) + chunck = "" + + return chuncks diff --git a/app/parser/interface.py b/app/parser/interface.py new file mode 100644 index 0000000000000000000000000000000000000000..a3d22afd41f14d52c144d7d6c4e04cfdf44f2b40 --- /dev/null +++ b/app/parser/interface.py @@ -0,0 +1,7 @@ +from abc import ABC, abstractmethod + + +class ParserInterface(ABC): + @abstractmethod + def parse(file_path) -> str: + pass diff --git a/app/parser/parser.py b/app/parser/parser.py new file mode 100644 index 0000000000000000000000000000000000000000..faeb00b51bafe709de202af33009fb85d50c6e5a --- /dev/null +++ b/app/parser/parser.py @@ -0,0 +1,48 @@ +import os +from fastapi import UploadFile +import mimetypes +from app.parser.parsers import * +from app.schemas.document import Document + + +async def get_document_from_file(file: UploadFile, temp_file_path="/tmp/temp_file"): + mimetype = file.content_type + stream = await file.read() + + with open(temp_file_path, "wb") as file: + file.write(stream) + + try: + parsed_text = await extract_text_with_mimetype(temp_file_path, mimetype) + + except Exception as e: + os.remove(temp_file_path) + raise Exception("Couldn't get document from file") + + os.remove(temp_file_path) + + return Document( + text=parsed_text, + ) + + +async def extract_text_with_mimetype(file_path, mimetype): + if mimetype is None: + mimetype, _ = mimetypes.guess_type(file_path) + + if mimetype is None: + raise Exception("Unsupported file type") + + if mimetype == "application/pdf": + parsed_text = PdfParser.parse(file_path) + + elif mimetype == "text/plain": + parsed_text = TxtParser.parse(file_path) + + elif ( + mimetype + == "application/vnd.openxmlformats-officedocument.wordprocessingml.document" + ): + parsed_text = DocxParser.parse(file_path) + + return parsed_text diff --git a/app/parser/parsers/__init__.py b/app/parser/parsers/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..6324efdf549cb42808ff8169da46ed3fbc9f2fdf --- /dev/null +++ b/app/parser/parsers/__init__.py @@ -0,0 +1,3 @@ +from app.parser.parsers.pdf import PdfParser +from app.parser.parsers.docx import DocxParser +from app.parser.parsers.txt import TxtParser diff --git a/app/parser/parsers/__pycache__/__init__.cpython-310.pyc b/app/parser/parsers/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..6f41430b2442ecca11fac2592bbad2d5f0f9343a Binary files /dev/null and b/app/parser/parsers/__pycache__/__init__.cpython-310.pyc differ diff --git a/app/parser/parsers/__pycache__/docx.cpython-310.pyc b/app/parser/parsers/__pycache__/docx.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8b4628a428004ee68e7ccc476abb262a96b9a86f Binary files /dev/null and b/app/parser/parsers/__pycache__/docx.cpython-310.pyc differ diff --git a/app/parser/parsers/__pycache__/pdf.cpython-310.pyc b/app/parser/parsers/__pycache__/pdf.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3bc20c617abb2fe78d82f2fe4bc01f14da678f13 Binary files /dev/null and b/app/parser/parsers/__pycache__/pdf.cpython-310.pyc differ diff --git a/app/parser/parsers/__pycache__/txt.cpython-310.pyc b/app/parser/parsers/__pycache__/txt.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8f9e762c5c2d380dd7c2f72f48053439b85448f8 Binary files /dev/null and b/app/parser/parsers/__pycache__/txt.cpython-310.pyc differ diff --git a/app/parser/parsers/csv.py b/app/parser/parsers/csv.py new file mode 100644 index 0000000000000000000000000000000000000000..6db58ceb81ff172e01218197e34c293a41b9840f --- /dev/null +++ b/app/parser/parsers/csv.py @@ -0,0 +1 @@ +# this will be implemented later diff --git a/app/parser/parsers/docx.py b/app/parser/parsers/docx.py new file mode 100644 index 0000000000000000000000000000000000000000..a65d1986f65d5ae83339d7d2f72d0927e712039c --- /dev/null +++ b/app/parser/parsers/docx.py @@ -0,0 +1,23 @@ +from app.parser.interface import ParserInterface +import docx + + +class DocxParser(ParserInterface): + """ + A parser that extracts text from Microsoft Word documents. + + Methods: + parse(file_path: str) -> str: + Reads the given DOCX file and returns the concatenated text from all its paragraphs. + """ + + def parse(file_path) -> str: + """ + Args: + file_path (str): The path to the DOCX file to parse. + + Returns: + str: The concatenated text from all paragraphs in the file. + """ + document = docx.Document(file_path) + return " ".join([paragraph.text for paragraph in document.paragraphs]) diff --git a/app/parser/parsers/pdf.py b/app/parser/parsers/pdf.py new file mode 100644 index 0000000000000000000000000000000000000000..e5cf7a0517ea200b25cefd24b6ca929599119b4b --- /dev/null +++ b/app/parser/parsers/pdf.py @@ -0,0 +1,23 @@ +from app.parser.interface import ParserInterface +import pdfplumber + + +class PdfParser(ParserInterface): + """ + A parser that extracts text from PDF documents. + + Methods: + parse(file_path: str) -> str: + Reads the given PDF file and returns the concatenated text from all its pages. + """ + + def parse(file_path) -> str: + """ + Args: + file_path (str): The path to the PDF file to parse. + + Returns: + str: The concatenated text from all pages in the file. + """ + pdf = pdfplumber.open(file_path) + return " ".join([page.extract_text() for page in pdf.pages]) diff --git a/app/parser/parsers/pptx.py b/app/parser/parsers/pptx.py new file mode 100644 index 0000000000000000000000000000000000000000..6db58ceb81ff172e01218197e34c293a41b9840f --- /dev/null +++ b/app/parser/parsers/pptx.py @@ -0,0 +1 @@ +# this will be implemented later diff --git a/app/parser/parsers/txt.py b/app/parser/parsers/txt.py new file mode 100644 index 0000000000000000000000000000000000000000..e9ae313744cff7071d7146d2953a8c9562e96690 --- /dev/null +++ b/app/parser/parsers/txt.py @@ -0,0 +1,24 @@ +from app.parser.interface import ParserInterface + + +class TxtParser(ParserInterface): + """ + A parser that reads text from plain text files. + + Methods: + parse(file_path: str) -> str: + Reads the given text file and returns its contents as a string. + """ + + def parse(file_path) -> str: + """ + Args: + file_path (str): The path to the text file to read. + + Returns: + str: The contents of the text file as a string. + """ + with open(file_path, "r") as file: + txt = file.read() + + return txt diff --git a/app/schemas/__pycache__/document.cpython-310.pyc b/app/schemas/__pycache__/document.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..73a61980b22b256dd21c01eed23ea564849d8778 Binary files /dev/null and b/app/schemas/__pycache__/document.cpython-310.pyc differ diff --git a/app/schemas/__pycache__/msg.cpython-310.pyc b/app/schemas/__pycache__/msg.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..c152262c95f93c39e41f8e1192b26457e1045ae0 Binary files /dev/null and b/app/schemas/__pycache__/msg.cpython-310.pyc differ diff --git a/app/schemas/__pycache__/query.cpython-310.pyc b/app/schemas/__pycache__/query.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..4f0f94d1d09164723244403e8a240665b9857692 Binary files /dev/null and b/app/schemas/__pycache__/query.cpython-310.pyc differ diff --git a/app/schemas/__pycache__/user.cpython-310.pyc b/app/schemas/__pycache__/user.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..7786f69d3070a4e072446bddff873a60c6c150ab Binary files /dev/null and b/app/schemas/__pycache__/user.cpython-310.pyc differ diff --git a/app/schemas/document.py b/app/schemas/document.py new file mode 100644 index 0000000000000000000000000000000000000000..01852db250d5275f80d1b8b53a184d519bff4c69 --- /dev/null +++ b/app/schemas/document.py @@ -0,0 +1,15 @@ +from pydantic import BaseModel +from typing import List, Optional + + +class Document(BaseModel): + id: Optional[str] = None + text: str + + +class UpsertRequest(BaseModel): + documents: List[Document] + + +class UpsertResponse(BaseModel): + id: str diff --git a/app/schemas/msg.py b/app/schemas/msg.py new file mode 100644 index 0000000000000000000000000000000000000000..945e0c627bc183f8a0ee0aa736c0a1d8d54cd895 --- /dev/null +++ b/app/schemas/msg.py @@ -0,0 +1,5 @@ +from pydantic import BaseModel + + +class Msg(BaseModel): + msg: str diff --git a/app/schemas/query.py b/app/schemas/query.py new file mode 100644 index 0000000000000000000000000000000000000000..371205adbc85507aec6d01daf6b5eafc42d440c6 --- /dev/null +++ b/app/schemas/query.py @@ -0,0 +1,5 @@ +from pydantic import BaseModel + + +class Query(BaseModel): + query: str diff --git a/app/schemas/request_params.py b/app/schemas/request_params.py new file mode 100644 index 0000000000000000000000000000000000000000..43d5af5bab22246b6b8ac69e4faf4a97d398ed65 --- /dev/null +++ b/app/schemas/request_params.py @@ -0,0 +1,9 @@ +from typing import Any + +from pydantic.main import BaseModel + + +class RequestParams(BaseModel): + skip: int + limit: int + order_by: Any diff --git a/app/schemas/user.py b/app/schemas/user.py new file mode 100644 index 0000000000000000000000000000000000000000..de1169e4c89fbf97778676621b936015f4548c38 --- /dev/null +++ b/app/schemas/user.py @@ -0,0 +1,15 @@ +import uuid + +from fastapi_users import schemas + + +class UserRead(schemas.BaseUser[uuid.UUID]): + pass + + +class UserCreate(schemas.BaseUserCreate): + pass + + +class UserUpdate(schemas.BaseUserUpdate): + pass diff --git a/app/vectorstore/__pycache__/qdrant.cpython-310.pyc b/app/vectorstore/__pycache__/qdrant.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..c908f8201a949024811c807ce84ddfc8df373dcf Binary files /dev/null and b/app/vectorstore/__pycache__/qdrant.cpython-310.pyc differ diff --git a/app/vectorstore/qdrant.py b/app/vectorstore/qdrant.py new file mode 100644 index 0000000000000000000000000000000000000000..0b5d0c8ec52219ba62350b4acd9e3f854c1670db --- /dev/null +++ b/app/vectorstore/qdrant.py @@ -0,0 +1,148 @@ +import os +from qdrant_client import QdrantClient +from qdrant_client.http import models + +# from dotenv import load_dotenv +from uuid import uuid4 + + +# load_dotenv() + +COLLECTION_NAME = os.getenv("COLLECTION_NAME") +COLLECTION_SIZE = os.getenv("COLLECTION_SIZE") +QDRANT_PORT = os.getenv("QDRANT_PORT") +QDRANT_HOST = os.getenv("QDRANT_HOST") +QDRANT_API_KEY = os.getenv("QDRANT_API_KEY") + + +class QdrantManager: + """ + A class for managing collectionsget_collection_info in the Qdrant database. + + Args: + collection_name (str): The name of the collection to manage. + collection_size (int): The maximum number of documents in the collection. + port (int): The port number for the Qdrant API. + host (str): The hostname or IP address for the Qdrant server. + api_key (str): The API key for authenticating with the Qdrant server. + recreate_collection (bool): Whether to recreate the collection if it already exists. + + Attributes: + client (qdrant_client.QdrantClient): The Qdrant client object for interacting with the API. + """ + + def __init__( + self, + collection_name=COLLECTION_NAME, + collection_size: int = COLLECTION_SIZE, + port: int = QDRANT_PORT, + host=QDRANT_HOST, + api_key=QDRANT_API_KEY, + recreate_collection: bool = False, + ): + self.collection_name = collection_name + self.collection_size = collection_size + self.host = host + self.port = port + self.api_key = api_key + + self.client = QdrantClient(host=host, port=port, api_key=api_key) + self.setup_collection(collection_size, recreate_collection) + + def setup_collection(self, collection_size: int, recreate_collection: bool): + if recreate_collection: + self.recreate_collection() + + try: + collection_info = self.get_collection_info() + current_collection_size = collection_info["vector_size"] + + if current_collection_size != int(collection_size): + raise ValueError( + f""" + Existing collection {self.collection_name} has different collection size + To use the new collection configuration, you need to recreate the collection as it already exists with a different configuration. + use recreate_collection = True. + """ + ) + + except Exception as e: + self.recreate_collection() + print(e) + + def recreate_collection(self): + self.client.recreate_collection( + collection_name=self.collection_name, + vectors_config=models.VectorParams( + size=self.collection_size, distance=models.Distance.COSINE + ), + ) + + def get_collection_info(self): + collection_info = self.client.get_collection( + collection_name=self.collection_name + ) + + return { + "points_count": int(collection_info.points_count), + "vectors_count": int(collection_info.vectors_count), + "indexed_vectors_count": int(collection_info.indexed_vectors_count), + "vector_size": int(collection_info.config.params.vectors.size), + } + + def upsert_point(self, id, payload, embedding): + response = self.client.upsert( + collection_name=self.collection_name, + points=[ + models.PointStruct( + id=id, + payload=payload, + vector=embedding, + ), + ], + ) + + return response + + def upsert_points(self, ids, payloads, embeddings): + response = self.client.upsert( + collection_name=self.collection_name, + points=models.Batch( + ids=ids, + payloads=payloads, + vectors=embeddings, + ), + ) + + return response + + def search_point(self, query_vector, user_id, document_id, limit): + response = self.client.search( + collection_name=self.collection_name, + query_filter=models.Filter( + must=[ + models.FieldCondition( + key="user_id", + match=models.MatchValue( + value=user_id, + ), + ), + models.FieldCondition( + key="document_id", + match=models.MatchValue(value=document_id), + ), + ] + ), + query_vector=query_vector, + limit=limit, + ) + + return response + + def delete_collection(self): + response = self.client.delete_collection(collection_name=self.collection_name) + + return response + + +qdrant_manager = QdrantManager() diff --git a/main.py b/main.py new file mode 100644 index 0000000000000000000000000000000000000000..0133e22551d68d13649b2f59068d96e95be7364b --- /dev/null +++ b/main.py @@ -0,0 +1,17 @@ +from app.core.logger import logger +from app.factory import create_app + +app = create_app() + +if __name__ == "__main__": + import uvicorn + + logger.info("Starting uvicorn in reload mode") + uvicorn.run( + "main:app", + host="0.0.0.0", + reload=True, + port=int("8000"), + ssl_keyfile="./localhost+2-key.pem", + ssl_certfile="./localhost+2.pem", + ) diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000000000000000000000000000000000000..0c65b5df03dbc30a46ef9efbb35cc63cfceb880d --- /dev/null +++ b/poetry.lock @@ -0,0 +1,2809 @@ +# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. + +[[package]] +name = "aiohttp" +version = "3.8.5" +description = "Async http client/server framework (asyncio)" +category = "main" +optional = false +python-versions = ">=3.6" +files = [ + {file = 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"^1.10.7" +requests = "^2.30.0" +alembic = "^1.11.1" +psycopg2-binary = "^2.9.6" +asyncpg = "^0.27.0" +SQLAlchemy = "^2.0.15" +gunicorn = "^20.1.0" +fastapi-users = {extras = ["oauth", "sqlalchemy"], version = "^12.0.0"} +qdrant-client = {version = "^1.3.2", python = "<3.12"} +openai = "^0.27.7" +reportlab = "^4.0.4" +pdfplumber = "^0.9.0" +python-docx = "^0.8.11" +textwrap3 = "^0.9.2" +Unidecode = "^1.3.6" +fastapi-mail = "^1.3.1" +httpx-oauth = "^0.13.0" + +[tool.poetry.group.dev.dependencies] +black = "^23.3.0" +pytest = "^7.3.1" +ipython = "^8.13.2" +pytest-cov = "^4.0.0" +httpx = "^0.24.1" +pytest-asyncio = "^0.21.0" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" + +[tool.cruft] +skip = [".env"] + +[tool.pytest.ini_options] +asyncio_mode = 'auto' \ No newline at end of file diff --git a/shell.py b/shell.py new file mode 100644 index 0000000000000000000000000000000000000000..68beb9fd3a2e8424ce38dcbb3103ea9c1d4c831c --- /dev/null +++ b/shell.py @@ -0,0 +1,17 @@ +from IPython.terminal import embed +from sqlalchemy.engine import create_engine +from sqlalchemy.orm.session import sessionmaker + +from app.core.config import settings +from app.models.user import User + +if __name__ == "__main__": + engine = create_engine(settings.DATABASE_URL, future=True) + SessionLocal = sessionmaker(bind=engine, autocommit=False, autoflush=False) + + terminal = embed.InteractiveShellEmbed() + terminal.extension_manager.load_extension("autoreload") + terminal.run_line_magic("autoreload", "2") + + db = SessionLocal(future=True) + terminal.mainloop() diff --git a/static/index.html b/static/index.html new file mode 100644 index 0000000000000000000000000000000000000000..4d248c7b037f87b42771fa3d6a8a455109008d68 --- /dev/null +++ b/static/index.html @@ -0,0 +1,3 @@ +Non-API route not found. + +This is a dummy file that's replaced by the real index.html file in the monolith Dockerfile. diff --git a/tests/__init__.py b/tests/__init__.py new 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get_jwt_header +from tests.parser.data import dummy_pdf + + +class TestUpload: + async def test_upload( + self, + client: AsyncClient, + create_user, + ): + user: User = await create_user() + jwt_header = get_jwt_header(user) + + pdf_path = dummy_pdf(dummy_text, temp_file_path="/tmp/temp_file_test.pdf") + + files = {"file": open(pdf_path, "rb")} + + resp = await client.post( + settings.API_PATH + "/documents/upsert-file", + headers=jwt_header, + files=files, + ) + + assert resp.status_code == 200 + + +class TestGetUserDocuments: + async def test_upload( + self, + client: AsyncClient, + create_user, + ): + user: User = await create_user() + jwt_header = get_jwt_header(user) + + pdf_path = dummy_pdf(dummy_text, temp_file_path="/tmp/temp_file_test.pdf") + + files = {"file": open(pdf_path, "rb")} + + resp = await client.post( + settings.API_PATH + "/documents/upsert-file", + headers=jwt_header, + files=files, + ) + + docs_resp = await client.get( + settings.API_PATH + "/documents/", + headers=jwt_header, + ) + print("documents") + print(docs_resp.json()["documents"]) + assert resp.status_code == 200 + assert len(docs_resp.json()["documents"]) > 0 + + +dummy_text = """ +Once upon a time, in a small village nestled deep within a lush green valley, there lived a young girl named Lily. She was known for her enchanting beauty, her sparkling blue eyes, and her heart full of kindness. Lily was an orphan, raised by the villagers who loved her as their own. + +The village, called Meadowbrook, was a peaceful place where the sounds of laughter and joy filled the air. It was surrounded by fields of blooming flowers, where butterflies danced and birds sang their melodious tunes. Life was simple and harmonious in Meadowbrook. + +Lily had always felt a deep connection with nature. She would often wander through the meadows, feeling the soft grass beneath her bare feet and breathing in the sweet scent of wildflowers. One day, as she sat beneath a towering oak tree, a gentle breeze whispered in her ear. + +"Lily," the breeze seemed to say, "your destiny awaits beyond the borders of this village. Seek the mystical Land of Dreams, and you shall find your purpose." + +Intrigued and excited by the mysterious message, Lily knew she had to embark on a journey to discover her true path. She bid farewell to the villagers who had cared for her and set off on an adventure filled with wonder and uncertainty. + +Her first stop was the ancient Wise Woman of the Woods, who was rumored to possess great wisdom. The wise woman welcomed Lily with open arms and listened intently to her story. After a long pause, she spoke, "To find the Land of Dreams, you must embark on a quest to collect four enchanted objects: the Golden Feather of Hope, the Silver Locket of Love, the Sapphire Tear of Wisdom, and the Diamond Key of Courage. Each of these objects will guide you closer to your destination." + +With a grateful heart and newfound determination, Lily set off on her quest. Her first destination was the Misty Mountains, where the Golden Feather of Hope was said to reside. The journey was treacherous, but Lily pressed on, fueled by her unwavering spirit. She braved icy winds and treacherous cliffs until she reached a hidden cave at the mountain's peak. + +Inside the cave, a magnificent golden eagle awaited her arrival. The eagle possessed the Golden Feather of Hope, and it spoke in a voice filled with wisdom, "You have shown great courage and determination, young Lily. Take this feather, and let it guide you through the darkest of times." + +Lily carefully took the feather, feeling its warmth and power in her hands. She thanked the golden eagle and continued her journey, now with a renewed sense of hope. + +Next, she traveled to the Enchanted Forest, where the Silver Locket of Love was rumored to be hidden. The forest was a magical place, filled with talking animals and mystical creatures. With the help of a wise old owl named Oliver, Lily navigated through the dense foliage and arrived at a hidden grove. + +In the grove, a majestic unicorn awaited her arrival. The unicorn gently placed the Silver Locket of Love around Lily's neck, saying, "Love is the key that unlocks the true potential within us all. Let this locket remind you of the power of love, and may it guide you on your journey." + +Grateful for the unicorn's gift, Lily continued her quest with the locket close to her heart. + +Her third destination was the Crystal Caverns, a breathtaking underground realm said to hold the Sapphire Tear of Wisdom. The caverns were filled with dazzling crystals that illuminated the path ahead, leading Lily deeper into the heart of the earth. + +Finally, she reached a crystal-clear pool where a wise mermaid awaited her arrival. The mermaid held the Sapphire Tear of Wisdom in her hands and spoke in a melodious voice, "Wisdom comes from within, dear Lily. Take this tear and let it guide you to make wise choices on your journey." + +Lily accepted the tear with gratitude, feeling a sense of enlightenment washing over her. With the Sapphire Tear of Wisdom in her possession, she felt more prepared than ever to face the challenges ahead. + +The last leg of Lily's journey led her to the Forbidden Fortress, a formidable castle guarded by fierce creatures and dark magic. It was here that she was to find the Diamond Key of Courage. Lily summoned all her inner strength and faced her fears head-on, defeating the guardians and navigating the labyrinthine halls of the fortress. + +Finally, she stood before the ancient Dragon of Courage, who possessed the key. The dragon's fiery breath and piercing gaze did not intimidate Lily. With a steady voice, she spoke, "I seek the Diamond Key of Courage to unlock my true destiny." + +Impressed by her bravery, the dragon nodded and handed her the diamond key, saying, "You have proven yourself worthy, young one. May this key unlock the door to your greatest purpose." + +Armed with the Golden Feather of Hope, the Silver Locket of Love, the Sapphire Tear of Wisdom, and the Diamond Key of Courage, Lily returned to Meadowbrook, her heart filled with anticipation. She knew that her journey had been more than just a quest for magical objects; it had been a journey of self-discovery and growth. + +As Lily entered the village, the sky above her began to shimmer and sparkle. A magnificent rainbow appeared, stretching across the horizon. Following its vibrant colors, Lily walked toward a previously unseen path, and as she stepped onto it, the landscape transformed. + +She found herself standing on the outskirts of a mystical land, the Land of Dreams. The air was filled with magic, and the beauty of the place left Lily breathless. She had arrived at her destination. + +In the Land of Dreams, Lily discovered her true purpose—to bring hope, love, wisdom, and courage to those in need. With her magical objects, she traveled far and wide, touching the lives of countless individuals, helping them find their own paths and unlocking the magic within them. + +Lily's journey continued for many years, as she embraced her role as a guardian of the Land of Dreams. Her love and compassion spread like ripples in a pond, inspiring others to follow their dreams and make a difference in the world. + +And so, the young orphan girl named Lily became a legend, a symbol of hope and a testament to the transformative power of love, wisdom, and courage. Her story would be told for generations to come, reminding people of the magic that lies within us all. + +""" + +# class TestQuery: +# async def test_query( +# self, +# client: AsyncClient, +# create_user, +# ): +# user: User = await create_user() +# jwt_header = get_jwt_header(user) +# payload = { +# "query": "What is the meaning of life?", +# "document_id": "example.txt", +# } +# resp = await client.post( +# settings.API_PATH + "/queries/", +# json=payload, +# headers=jwt_header, +# ) +# assert resp.status_code == 200 diff --git a/tests/api/test_query.py b/tests/api/test_query.py new file mode 100644 index 0000000000000000000000000000000000000000..113372b9488a23b1e77b4e5ed39c9aea2c0f481d --- /dev/null +++ b/tests/api/test_query.py @@ -0,0 +1,25 @@ +from httpx import AsyncClient + +from app.core.config import settings +from app.models.user import User +from tests.utils import get_jwt_header + + +class TestQuery: + async def test_query( + self, + client: AsyncClient, + create_user, + ): + user: User = await create_user() + jwt_header = get_jwt_header(user) + payload = { + "query": "What is the meaning of life?", + "document_id": 11, + } + resp = await client.post( + settings.API_PATH + "/queries/", + json=payload, + headers=jwt_header, + ) + assert resp.status_code == 200 diff --git a/tests/api/test_utils.py b/tests/api/test_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..992a11f591c58b96d2f09c4a7ac1596b318deebf --- /dev/null +++ b/tests/api/test_utils.py @@ -0,0 +1,9 @@ +from httpx import AsyncClient + +from app.core.config import settings + + +async def test_hello_world(client: AsyncClient) -> None: + resp = await client.get(f"{settings.API_PATH}/hello-world") + data = resp.json() + assert data["msg"] == "Hello world!" diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000000000000000000000000000000000000..6095c2c6383ccf6de585be4dbb26c8b5861117ec --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,85 @@ +import asyncio +import uuid +from typing import Callable + +import pytest +from httpx import AsyncClient +from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine +from starlette.testclient import TestClient + +from app.core.config import settings +from app.db import Base +from app.deps.users import get_user_manager +from app.factory import create_app +from app.models.user import User +from tests.utils import generate_random_string + +engine = create_async_engine( + settings.ASYNC_DATABASE_URL, +) +async_session_maker = async_sessionmaker( + engine, + class_=AsyncSession, + expire_on_commit=False, + autocommit=False, + autoflush=False, +) + + +@pytest.fixture(scope="session", autouse=True) +async def init_db(): + async with engine.begin() as conn: + await conn.run_sync(Base.metadata.create_all) + + +@pytest.fixture(scope="session") +async def db(): + async with async_session_maker() as session: + yield session + await session.rollback() + await session.close() + + +@pytest.fixture(scope="session") +def default_password(): + return generate_random_string(32) + + +@pytest.fixture(scope="session") +def app(): + return create_app() + + +@pytest.fixture(scope="session") +async def client(app): + async with AsyncClient(app=app, base_url="http://test") as ac: + yield ac + + +@pytest.fixture(scope="function", autouse=True) +async def auto_rollback(db: AsyncSession): + await db.rollback() + + +@pytest.fixture(scope="session") +def create_user(db: AsyncSession, default_password: str): + user_manager = next(get_user_manager()) + + async def inner(): + user = User( + id=uuid.uuid4(), + email=f"{generate_random_string(20)}@{generate_random_string(10)}.com", + hashed_password=user_manager.password_helper.hash(default_password), + ) + db.add(user) + await db.commit() + return user + + return inner + + +@pytest.fixture(scope="session") +def event_loop(): + loop = asyncio.get_event_loop() + yield loop + loop.close() diff --git 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id=generate_random_3digit_int(), user_id=user_id, name="Impact_of_tech.pdf" + ) + db.add(user) + db.add(document) + await db.commit() + assert document.id diff --git a/tests/models/test_user.py b/tests/models/test_user.py new file mode 100644 index 0000000000000000000000000000000000000000..a6004a19c54e595e2a68e69287a95f7bedcffe08 --- /dev/null +++ b/tests/models/test_user.py @@ -0,0 +1,25 @@ +from uuid import uuid4 + +from sqlalchemy.ext.asyncio import AsyncSession + +from app.models.user import User + +import random +import string + + +def generate_random_string(): + characters = string.ascii_letters + string.digits + random_string = "".join(random.choice(characters) for _ in range(4)) + return random_string + + +async def test_user_model(db: AsyncSession): + user = User( + id=uuid4().hex, + email=generate_random_string() + "@exampsadfle.com", + hashed_password="12sdf34", + ) + db.add(user) + await db.commit() + assert user.id diff --git a/tests/openai/__init__.py 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0000000000000000000000000000000000000000..031f8f5845baeed632b81e7de522c95ab2132c0b Binary files /dev/null and b/tests/openai/__pycache__/test_openai.cpython-310-pytest-7.4.0.pyc differ diff --git a/tests/openai/test_openai.py b/tests/openai/test_openai.py new file mode 100644 index 0000000000000000000000000000000000000000..1d112a08ac706e1288ce40bcda21812b755bb6ec --- /dev/null +++ b/tests/openai/test_openai.py @@ -0,0 +1,58 @@ +import pytest +from unittest import mock + +# from openai_manager import OpenAiManager +from app.openai.base import * +from app.openai.core import * + + +@pytest.fixture +def openai_manager(): + return OpenAiManager() + + +def test_get_completion(openai_manager): + prompt = "Hello" + + response = openai_manager.get_completion(prompt) + + # assert response.status == 200 + assert response is not None + + +def test_get_chat_completion(openai_manager): + prompt = "Hello, world!" + + response = openai_manager.get_chat_completion(prompt) + assert response is not None + + +def test_get_embedding(openai_manager): + prompt = "Hello, world!" + expected_embedding = [0.1, 0.2, 0.3] + + with mock.patch("openai.Embedding.create") as mock_create: + mock_create.return_value = {"data": [{"embedding": expected_embedding}]} + + embedding = openai_manager.get_embedding(prompt) + + assert embedding == expected_embedding + mock_create.assert_called_once_with(input=[prompt], model="text-embedding-ada-002") + + +def test_get_embeddings(openai_manager): + prompts = ["Prompt 1", "Prompt 2"] + expected_embeddings = [[0.1, 0.2, 0.3], [0.4, 0.5, 0.6]] + + with mock.patch("openai.Embedding.create") as mock_create: + mock_create.return_value = { + "data": [ + {"embedding": expected_embeddings[0]}, + {"embedding": expected_embeddings[1]}, + ] + } + + embeddings = openai_manager.get_embeddings(prompts) + + assert embeddings == expected_embeddings + mock_create.assert_called_once_with(input=prompts, model="text-embedding-ada-002") diff --git 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differ diff --git a/tests/parser/data.py b/tests/parser/data.py new file mode 100644 index 0000000000000000000000000000000000000000..8f2c7434a8c81535080145a4f12c8d94d6597f2c --- /dev/null +++ b/tests/parser/data.py @@ -0,0 +1,51 @@ +from reportlab.pdfgen import canvas +from reportlab.lib.pagesizes import letter +from reportlab.lib.styles import ParagraphStyle +from reportlab.lib.units import inch +from reportlab.lib.enums import TA_CENTER +from reportlab.platypus import Paragraph +import docx + + +def dummy_pdf(text: str, temp_file_path="/tmp/temp_file"): + c = canvas.Canvas(temp_file_path, pagesize=letter) + + style = ParagraphStyle( + name="Normal", alignment=TA_CENTER, fontName="Helvetica", fontSize=12 + ) + + p = Paragraph(text, style=style) + p.wrapOn(c, inch * 6, inch * 4) + p.drawOn(c, inch * 2, inch * 5) + + c.save() + + return temp_file_path + + +def dummy_txt(text: str): + temp_file_path = "/tmp/temp_file" + + with open(temp_file_path, "w") as file: + file.write(text) + + return temp_file_path + + +def dummy_docx(text: str): + temp_file_path = "/tmp/temp_file" + + document = docx.Document() + + document.add_paragraph(text) + + # add a table to the document + table = document.add_table(rows=3, cols=3) + for i in range(3): + row_cells = table.rows[i].cells + for j in range(3): + row_cells[j].text = f"Row {i+1}, Column {j+1}" + + document.save(temp_file_path) + + return temp_file_path diff --git a/tests/parser/test_parser.py b/tests/parser/test_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..c414348598d0f880fa9ab4dd69398573f8d564f0 --- /dev/null +++ b/tests/parser/test_parser.py @@ -0,0 +1,54 @@ +import os +import re +from app.parser.parsers.pdf import PdfParser +from app.parser.parsers.txt import TxtParser +from app.parser.parsers.docx import DocxParser + + +from tests.parser.data import dummy_docx, dummy_pdf, dummy_txt + + +def standarize(text): + return re.sub(r"\s+", " ", text).strip() + + +def test_pdf_parser(): + text = ( + "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor" + "incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud" + "exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat." + ) + + temp_file_path = dummy_pdf(text) + parsed_text = PdfParser.parse(temp_file_path) + os.remove(temp_file_path) + + assert standarize(parsed_text) == standarize(text) + + +def test_txt_parser(): + text = ( + "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor" + "incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud" + "exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat." + ) + + temp_file_path = dummy_txt(text) + parsed_text = TxtParser.parse(temp_file_path) + os.remove(temp_file_path) + + assert standarize(parsed_text) == standarize(text) + + +def test_docx_parser(): + text = ( + "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor" + "incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud" + "exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat." + ) + + temp_file_path = dummy_docx(text) + parsed_text = DocxParser.parse(temp_file_path) + os.remove(temp_file_path) + + assert standarize(parsed_text) == standarize(text) diff --git a/tests/utils.py b/tests/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..4900d9435838420540d9be20846de8b32d4b7f22 --- /dev/null +++ b/tests/utils.py @@ -0,0 +1,19 @@ +import secrets +import string +from typing import Any + +from fastapi_users.jwt import generate_jwt + +from app.deps.users import get_jwt_strategy +from app.models.user import User + + +def generate_random_string(length: int) -> str: + return "".join(secrets.choice(string.ascii_lowercase) for i in range(length)) + + +def get_jwt_header(user: User) -> Any: + jwt_strategy = get_jwt_strategy() + data = {"sub": str(user.id), "aud": jwt_strategy.token_audience} + token = generate_jwt(data, jwt_strategy.secret, jwt_strategy.lifetime_seconds) + return {"Authorization": f"Bearer {token}"} diff --git a/tests/vectorstore/__pycache__/test_qdrant.cpython-310-pytest-7.3.1.pyc b/tests/vectorstore/__pycache__/test_qdrant.cpython-310-pytest-7.3.1.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f27507a17fe0f86a49ce49b677b447d79ddc5b20 Binary files /dev/null and b/tests/vectorstore/__pycache__/test_qdrant.cpython-310-pytest-7.3.1.pyc differ diff --git a/tests/vectorstore/__pycache__/test_qdrant.cpython-310-pytest-7.4.0.pyc b/tests/vectorstore/__pycache__/test_qdrant.cpython-310-pytest-7.4.0.pyc new file mode 100644 index 0000000000000000000000000000000000000000..924a38d71e618b84623c4cac70b9d75964d4ff7e Binary files /dev/null and b/tests/vectorstore/__pycache__/test_qdrant.cpython-310-pytest-7.4.0.pyc differ diff --git a/tests/vectorstore/test_qdrant.py b/tests/vectorstore/test_qdrant.py new file mode 100644 index 0000000000000000000000000000000000000000..3425eefd918340206e7a4f580b91f9ed9cc8c00a --- /dev/null +++ b/tests/vectorstore/test_qdrant.py @@ -0,0 +1,88 @@ +import os +from app.core.config import settings +from app.vectorstore.qdrant import QdrantManager +from uuid import uuid4 +from app.openai.base import OpenAiManager +import pytest + + +import openai + +OPENAI_API_KEY = os.getenv("OPENAI_API_KEY") +OPENAI_ORGANIZATION = os.getenv("OPENAI_ORGANIZATION") +openai.api_key = OPENAI_API_KEY +openai.organization = "org-vzVB2Aj8Ipkxkee7l6w0e2GH" + + +@pytest.fixture +def openai_manager(): + return OpenAiManager() + + +def test_get_collection_info(openai_manager): + manager = QdrantManager() + manager.setup_collection(1536, recreate_collection=True) + collection_info = manager.get_collection_info() + assert collection_info is not None + + +def test_upsert_point(openai_manager): + manager = QdrantManager() + record_id = uuid4().hex + record_payload = {"title": "Dreaming big", "chunk": "wow this is great"} + record_embedding = openai_manager.get_embedding(prompt=record_payload["chunk"]) + + response = manager.upsert_point(record_id, record_payload, record_embedding) + assert response is not None + + +def test_upsert_batch(openai_manager): + manager = QdrantManager() + record_ids = [uuid4().hex for x in range(3)] + record_payloads = [ + { + "title": "War", + "document_id": "war.pdf", + "user_id": "zaine", + "chunk": """ + War is an intense armed conflict[a] between states, governments, societies, or paramilitary groups such as mercenaries, insurgents, and militias. It is generally characterized by extreme violence, destruction, and mortality, using regular or irregular military forces. Warfare refers to the common activities and characteristics of types of war, or of wars in general.[2] Total war is warfare that is not restricted to purely legitimate military targets, and can result in massive civilian or other non-combatant suffering and casualties. + While some war studies scholars consider war a universal and ancestral aspect of human nature,[3] others argue it is a result of specific socio-cultural, economic or ecological circumstances.[4] + """, + }, + { + "title": "Car", + "document_id": "car.pdf", + "user_id": "zaine", + "chunk": """ + A car or automobile is a motor vehicle with wheels. Most definitions of cars say that they run primarily on roads, seat one to eight people, have four wheels, and mainly transport people (rather than goods). + """, + }, + { + "title": "Horse", + "document_id": "horse.pdf", + "user_id": "lotfi", + "chunk": "The horse (Equus ferus caballus)[2][3] is a domesticated, one-toed, hoofed mammal. It belongs to the taxonomic family Equidae and is one of two extant subspecies of Equus ferus. The horse has evolved over the past 45 to 55 million years from a small multi-toed creature, Eohippus, into the large, single-toed animal of today. Humans began domesticating horses around 4000 BCE, and their domestication is believed to have been widespread by 3000 BCE. Horses in the subspecies caballus are domesticated, although some domesticated populations live in the wild as feral horses. These feral populations are not true wild horses, as this term is used to describe horses that have never been domesticated. There is an extensive, specialized vocabulary used to describe equine-related concepts, covering everything from anatomy to life stages, size, colors, markings, breeds, locomotion, and behavior.", + }, + ] + record_embeddings = openai_manager.get_embeddings( + [record_payload["chunk"] for record_payload in record_payloads] + ) + + response = manager.upsert_points(record_ids, record_payloads, record_embeddings) + assert response is not None + + +def test_search_point(openai_manager): + manager = QdrantManager() + query_embedding = openai_manager.get_embedding("what are my rights?") + + response = manager.search_point( + query_embedding, user_id="zaine", document_id=123, limit=1 + ) + assert response is not None + + +def test_delete_collection(): + manager = QdrantManager() + response = manager.delete_collection() + assert response is not None