pensieve/memos/initialize_typesense.py

82 lines
2.6 KiB
Python

import typesense
from .config import settings
# Initialize Typesense client
client = typesense.Client(
{
"nodes": [
{
"host": settings.typesense_host,
"port": settings.typesense_port,
"protocol": settings.typesense_protocol,
}
],
"api_key": settings.typesense_api_key,
"connection_timeout_seconds": settings.typesense_connection_timeout_seconds,
}
)
# Define the schema for the Typesense collection
schema = {
"name": "entities",
"enable_nested_fields": True,
"fields": [
{"name": "filepath", "type": "string", "infix": True},
{"name": "filename", "type": "string", "infix": True},
{"name": "size", "type": "int32"},
{"name": "file_created_at", "type": "int64", "facet": False},
{"name": "file_last_modified_at", "type": "int64", "facet": False},
{"name": "file_type", "type": "string", "facet": True},
{"name": "file_type_group", "type": "string", "facet": True},
{"name": "last_scan_at", "type": "int64", "facet": False, "optional": True},
{"name": "library_id", "type": "int32", "facet": True},
{"name": "folder_id", "type": "int32", "facet": True},
{
"name": "tags",
"type": "string[]",
"facet": True,
"optional": True,
"locale": "zh",
},
{
"name": "metadata_entries",
"type": "object[]",
"optional": True,
"locale": "zh",
},
{"name": "metadata_text", "type": "string", "optional": True, "locale": "zh"},
{
"name": "embedding",
"type": "float[]",
"embed": {
"from": ["filepath", "filename", "metadata_text"],
"model_config": {"model_name": "ts/multilingual-e5-small"},
},
"optional": True,
},
],
"token_separators": [":", "/", " ", "\\"],
}
if __name__ == "__main__":
import sys
# Check if "--force" parameter is provided
force_recreate = "--force" in sys.argv
# Drop the collection if it exists and "--force" parameter is provided
if force_recreate:
try:
client.collections["entities"].delete()
print("Existing Typesense collection 'entities' deleted successfully.")
except Exception as e:
print(
f"Failed to delete existing Typesense collection 'entities': {str(e)}"
)
# Recreate the collection in Typesense
client.collections.create(schema)
print("Typesense collection 'entities' created successfully.")