forked from innovacion/searchbox
Add testing
This commit is contained in:
220
.gitignore
vendored
220
.gitignore
vendored
@@ -1,10 +1,216 @@
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||||
# Python-generated files
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# Byte-compiled / optimized / DLL files
|
||||
__pycache__/
|
||||
*.py[oc]
|
||||
build/
|
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dist/
|
||||
wheels/
|
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*.egg-info
|
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*.py[codz]
|
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*$py.class
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# Virtual environments
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# C extensions
|
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*.so
|
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# Distribution / packaging
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.Python
|
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build/
|
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develop-eggs/
|
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dist/
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downloads/
|
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eggs/
|
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.eggs/
|
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lib/
|
||||
lib64/
|
||||
parts/
|
||||
sdist/
|
||||
var/
|
||||
wheels/
|
||||
share/python-wheels/
|
||||
*.egg-info/
|
||||
.installed.cfg
|
||||
*.egg
|
||||
MANIFEST
|
||||
|
||||
# PyInstaller
|
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# Usually these files are written by a python script from a template
|
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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||||
*.manifest
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*.spec
|
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# Installer logs
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pip-log.txt
|
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pip-delete-this-directory.txt
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|
||||
# Unit test / coverage reports
|
||||
htmlcov/
|
||||
.tox/
|
||||
.nox/
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||||
.coverage
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||||
.coverage.*
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||||
.cache
|
||||
nosetests.xml
|
||||
coverage.xml
|
||||
*.cover
|
||||
*.py.cover
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||||
.hypothesis/
|
||||
.pytest_cache/
|
||||
cover/
|
||||
|
||||
# Translations
|
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*.mo
|
||||
*.pot
|
||||
|
||||
# Django stuff:
|
||||
*.log
|
||||
local_settings.py
|
||||
db.sqlite3
|
||||
db.sqlite3-journal
|
||||
|
||||
# Flask stuff:
|
||||
instance/
|
||||
.webassets-cache
|
||||
|
||||
# Scrapy stuff:
|
||||
.scrapy
|
||||
|
||||
# Sphinx documentation
|
||||
docs/_build/
|
||||
|
||||
# PyBuilder
|
||||
.pybuilder/
|
||||
target/
|
||||
|
||||
# Jupyter Notebook
|
||||
.ipynb_checkpoints
|
||||
|
||||
# IPython
|
||||
profile_default/
|
||||
ipython_config.py
|
||||
|
||||
# pyenv
|
||||
# For a library or package, you might want to ignore these files since the code is
|
||||
# intended to run in multiple environments; otherwise, check them in:
|
||||
# .python-version
|
||||
|
||||
# pipenv
|
||||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
||||
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
||||
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
||||
# install all needed dependencies.
|
||||
# Pipfile.lock
|
||||
|
||||
# UV
|
||||
# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
|
||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||
# commonly ignored for libraries.
|
||||
# uv.lock
|
||||
|
||||
# poetry
|
||||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||
# commonly ignored for libraries.
|
||||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
||||
# poetry.lock
|
||||
# poetry.toml
|
||||
|
||||
# pdm
|
||||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
||||
# pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
|
||||
# https://pdm-project.org/en/latest/usage/project/#working-with-version-control
|
||||
# pdm.lock
|
||||
# pdm.toml
|
||||
.pdm-python
|
||||
.pdm-build/
|
||||
|
||||
# pixi
|
||||
# Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
|
||||
# pixi.lock
|
||||
# Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
|
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# in the .venv directory. It is recommended not to include this directory in version control.
|
||||
.pixi
|
||||
|
||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
|
||||
__pypackages__/
|
||||
|
||||
# Celery stuff
|
||||
celerybeat-schedule
|
||||
celerybeat.pid
|
||||
|
||||
# Redis
|
||||
*.rdb
|
||||
*.aof
|
||||
*.pid
|
||||
|
||||
# RabbitMQ
|
||||
mnesia/
|
||||
rabbitmq/
|
||||
rabbitmq-data/
|
||||
|
||||
# ActiveMQ
|
||||
activemq-data/
|
||||
|
||||
# SageMath parsed files
|
||||
*.sage.py
|
||||
|
||||
# Environments
|
||||
.env
|
||||
.envrc
|
||||
.venv
|
||||
env/
|
||||
venv/
|
||||
ENV/
|
||||
env.bak/
|
||||
venv.bak/
|
||||
|
||||
# Spyder project settings
|
||||
.spyderproject
|
||||
.spyproject
|
||||
|
||||
# Rope project settings
|
||||
.ropeproject
|
||||
|
||||
# mkdocs documentation
|
||||
/site
|
||||
|
||||
# mypy
|
||||
.mypy_cache/
|
||||
.dmypy.json
|
||||
dmypy.json
|
||||
|
||||
# Pyre type checker
|
||||
.pyre/
|
||||
|
||||
# pytype static type analyzer
|
||||
.pytype/
|
||||
|
||||
# Cython debug symbols
|
||||
cython_debug/
|
||||
|
||||
# PyCharm
|
||||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
||||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
||||
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
||||
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
||||
# .idea/
|
||||
|
||||
# Abstra
|
||||
# Abstra is an AI-powered process automation framework.
|
||||
# Ignore directories containing user credentials, local state, and settings.
|
||||
# Learn more at https://abstra.io/docs
|
||||
.abstra/
|
||||
|
||||
# Visual Studio Code
|
||||
# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore
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# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
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||||
# and can be added to the global gitignore or merged into this file. However, if you prefer,
|
||||
# you could uncomment the following to ignore the entire vscode folder
|
||||
# .vscode/
|
||||
|
||||
# Ruff stuff:
|
||||
.ruff_cache/
|
||||
|
||||
# PyPI configuration file
|
||||
.pypirc
|
||||
|
||||
# Marimo
|
||||
marimo/_static/
|
||||
marimo/_lsp/
|
||||
__marimo__/
|
||||
|
||||
# Streamlit
|
||||
.streamlit/secrets.toml
|
||||
|
||||
@@ -1,5 +1,5 @@
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||||
[project]
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||||
name = "qdrant-mcp"
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||||
name = "vector-search-mcp"
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||||
version = "0.1.0"
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||||
description = "Add your description here"
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||||
readme = "README.md"
|
||||
@@ -11,7 +11,7 @@ dependencies = [
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||||
]
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||||
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||||
[project.scripts]
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||||
qdrant-mcp = "qdrant_mcp:run"
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||||
vector-search-mcp = "vector_search_mcp:run"
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||||
|
||||
[build-system]
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||||
requires = ["uv_build"]
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||||
@@ -23,4 +23,16 @@ secret = "qdrant-mcp"
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||||
[dependency-groups]
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||||
dev = [
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||||
"fastembed>=0.7.3",
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||||
"pytest>=8.4.2",
|
||||
"pytest-asyncio>=1.2.0",
|
||||
"pytest-sugar>=1.1.1",
|
||||
]
|
||||
|
||||
[tool.basedpyright]
|
||||
reportAny = false
|
||||
reportExplicitAny = false
|
||||
enableTypeIgnoreComments = true
|
||||
|
||||
[tool.pytest.ini_options]
|
||||
asyncio_mode = "auto"
|
||||
asyncio_default_fixture_loop_scope = "function"
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||||
|
||||
@@ -1,16 +0,0 @@
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||||
import asyncio
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||||
from fastmcp import Client
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||||
from fastembed import TextEmbedding
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||||
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embedding_model = TextEmbedding()
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client = Client("http://localhost:8000/sse")
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||||
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async def call_tool(input: str, collection: str):
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embedding: list[float] = list(embedding_model.embed(input))[0].tolist()
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async with client:
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result = await client.call_tool("semantic_search", {"embedding": embedding, "collection": collection})
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print(result)
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asyncio.run(call_tool("Dime sobre las cucarachas", "dummy_collection"))
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@@ -1,40 +0,0 @@
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from qdrant_client import QdrantClient
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from fastembed import TextEmbedding
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from qdrant_client.models import Distance, VectorParams, PointStruct
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from qdrant_mcp.config import Settings
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settings = Settings()
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embedding_model = TextEmbedding()
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client = QdrantClient(url=settings.url, api_key=settings.api_key)
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documents: list[str] = [
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"Rick es el mas guapo",
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"Los pulpos tienen tres corazones y sangre azul",
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"Las cucarachas pueden vivir hasta una semana sin cabeza",
|
||||
"Los koalas tienen huellas dactilares casi idénticas a las humanas",
|
||||
"La miel nunca se echa a perder, incluso después de miles de años"
|
||||
]
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embeddings = list(embedding_model.embed(documents))
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size = len(embeddings[0])
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_ = client.recreate_collection(
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collection_name="dummy_collection",
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vectors_config=VectorParams(
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distance=Distance.COSINE,
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size=size
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||||
)
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||||
)
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||||
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||||
for idx, (emb, document) in enumerate(zip(embeddings, documents)):
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_ = client.upsert(
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collection_name="dummy_collection",
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points=[
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PointStruct(
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id=idx,
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||||
vector=emb,
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||||
payload={
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"text": document
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||||
}
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||||
)
|
||||
]
|
||||
)
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||||
@@ -1,4 +0,0 @@
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||||
from .main import mcp
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||||
|
||||
def run():
|
||||
mcp.run(transport="sse")
|
||||
7
src/vector_search_mcp/__init__.py
Normal file
7
src/vector_search_mcp/__init__.py
Normal file
@@ -0,0 +1,7 @@
|
||||
from fastmcp.server.server import Transport
|
||||
|
||||
from .main import mcp
|
||||
|
||||
|
||||
def run(transport: Transport = "sse"):
|
||||
mcp.run(transport=transport)
|
||||
@@ -1,7 +1,6 @@
|
||||
from pydantic import Field
|
||||
from vault_settings import VaultSettings
|
||||
|
||||
|
||||
class Settings(VaultSettings):
|
||||
url: str = Field(...)
|
||||
url: str
|
||||
api_key: str | None = None
|
||||
@@ -1,5 +1,5 @@
|
||||
from collections.abc import Sequence
|
||||
from typing import Any
|
||||
from typing import Any, final
|
||||
|
||||
from qdrant_client import AsyncQdrantClient, models
|
||||
|
||||
@@ -7,9 +7,10 @@ from .config import Settings
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||||
from .models import SearchRow
|
||||
|
||||
|
||||
@final
|
||||
class QdrantEngine:
|
||||
def __init__(self) -> None:
|
||||
self.settings = Settings()
|
||||
self.settings = Settings() # type: ignore[reportCallIssue]
|
||||
self.client = AsyncQdrantClient(
|
||||
url=self.settings.url, api_key=self.settings.api_key
|
||||
)
|
||||
@@ -32,4 +33,8 @@ class QdrantEngine:
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||||
score_threshold=threshold,
|
||||
)
|
||||
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||||
return [SearchRow(chunk_id=str(point.id), score=point.score, payload=point.payload) for point in points if point.payload is not None]
|
||||
return [
|
||||
SearchRow(chunk_id=str(point.id), score=point.score, payload=point.payload)
|
||||
for point in points
|
||||
if point.payload is not None
|
||||
]
|
||||
@@ -2,7 +2,7 @@ from fastmcp import FastMCP
|
||||
|
||||
from .engine import QdrantEngine
|
||||
|
||||
mcp = FastMCP("Qdrant MCP")
|
||||
mcp = FastMCP("Vector Search MCP")
|
||||
|
||||
engine = QdrantEngine()
|
||||
|
||||
@@ -1,6 +1,8 @@
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||||
from typing import Any
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||||
|
||||
from pydantic import BaseModel
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||||
|
||||
|
||||
class SearchRow(BaseModel):
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||||
chunk_id: str
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||||
score: float
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||||
67
tests/conftest.py
Normal file
67
tests/conftest.py
Normal file
@@ -0,0 +1,67 @@
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||||
import subprocess
|
||||
import time
|
||||
|
||||
import pytest
|
||||
from fastembed import TextEmbedding
|
||||
from qdrant_client import QdrantClient
|
||||
from qdrant_client.models import Distance, PointStruct, VectorParams
|
||||
|
||||
|
||||
@pytest.fixture(scope="session")
|
||||
def embedding_model():
|
||||
return TextEmbedding()
|
||||
|
||||
|
||||
@pytest.fixture(scope="session")
|
||||
def qdrant_client(embedding_model: TextEmbedding):
|
||||
client = QdrantClient(":memory:")
|
||||
|
||||
documents: list[str] = [
|
||||
"Rick es el mas guapo",
|
||||
"Los pulpos tienen tres corazones y sangre azul",
|
||||
"Las cucarachas pueden vivir hasta una semana sin cabeza",
|
||||
"Los koalas tienen huellas dactilares casi idénticas a las humanas",
|
||||
"La miel nunca se echa a perder, incluso después de miles de años",
|
||||
]
|
||||
embeddings = list(embedding_model.embed(documents))
|
||||
size = len(embeddings[0])
|
||||
|
||||
_ = client.recreate_collection(
|
||||
collection_name="dummy_collection",
|
||||
vectors_config=VectorParams(distance=Distance.COSINE, size=size),
|
||||
)
|
||||
|
||||
for idx, (emb, document) in enumerate(zip(embeddings, documents)):
|
||||
_ = client.upsert(
|
||||
collection_name="dummy_collection",
|
||||
points=[
|
||||
PointStruct(id=idx, vector=emb.tolist(), payload={"text": document})
|
||||
],
|
||||
)
|
||||
|
||||
yield client
|
||||
|
||||
|
||||
@pytest.fixture(scope="session", autouse=True)
|
||||
def run_mcp():
|
||||
# Start the MCP server in the background
|
||||
process = subprocess.Popen(
|
||||
["uv", "run", "vector-search-mcp"],
|
||||
stdout=subprocess.PIPE,
|
||||
stderr=subprocess.PIPE,
|
||||
text=True,
|
||||
)
|
||||
|
||||
# Give the server a moment to start up
|
||||
time.sleep(2)
|
||||
|
||||
try:
|
||||
yield "http://localhost:8000/sse"
|
||||
finally:
|
||||
# Clean up the process when tests are done
|
||||
process.terminate()
|
||||
try:
|
||||
_ = process.wait(timeout=5)
|
||||
except subprocess.TimeoutExpired:
|
||||
process.kill()
|
||||
_ = process.wait()
|
||||
31
tests/test_mcp.py
Normal file
31
tests/test_mcp.py
Normal file
@@ -0,0 +1,31 @@
|
||||
import json
|
||||
|
||||
from fastembed import TextEmbedding
|
||||
from fastmcp import Client
|
||||
from mcp.types import TextContent
|
||||
|
||||
|
||||
async def test_call_tool(embedding_model: TextEmbedding, run_mcp: str):
|
||||
input = "Quien es el mas guapo?"
|
||||
collection = "dummy_collection"
|
||||
|
||||
embedding: list[float] = list(embedding_model.embed(input))[0].tolist()
|
||||
|
||||
client = Client(run_mcp)
|
||||
|
||||
async with client:
|
||||
name = "semantic_search"
|
||||
body = {"embedding": embedding, "collection": collection}
|
||||
result = await client.call_tool(name, body)
|
||||
|
||||
content_block = result.content[0]
|
||||
|
||||
assert isinstance(content_block, TextContent)
|
||||
|
||||
deserialized_result = json.loads(content_block.text)
|
||||
|
||||
top_result = deserialized_result[0]
|
||||
|
||||
assert top_result["chunk_id"] == "0"
|
||||
assert top_result["score"] > 0.7
|
||||
assert top_result["payload"] == {"text": "Rick es el mas guapo"}
|
||||
126
uv.lock
generated
126
uv.lock
generated
@@ -546,6 +546,15 @@ wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442, upload-time = "2024-09-15T18:07:37.964Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "iniconfig"
|
||||
version = "2.1.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/f2/97/ebf4da567aa6827c909642694d71c9fcf53e5b504f2d96afea02718862f3/iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7", size = 4793, upload-time = "2025-03-19T20:09:59.721Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760", size = 6050, upload-time = "2025-03-19T20:10:01.071Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "isodate"
|
||||
version = "0.7.2"
|
||||
@@ -1006,6 +1015,15 @@ wheels = [
|
||||
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Reference in New Issue
Block a user