khoj/src/main.py

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# Standard Packages
import sys
from typing import Optional
# External Packages
import uvicorn
from fastapi import FastAPI
# Internal Packages
from src.search_type import asymmetric, symmetric_ledger, image_search
from src.utils.helpers import get_from_dict
from src.utils.cli import cli
from src.utils.config import SearchType, SearchModels, TextSearchConfig, ImageSearchConfig, SearchConfig
# Application Global State
model = SearchModels()
search_config = SearchConfig()
app = FastAPI()
@app.get('/search')
def search(q: str, n: Optional[int] = 5, t: Optional[SearchType] = None):
if q is None or q == '':
print(f'No query param (q) passed in API call to initiate search')
return {}
user_query = q
results_count = n
if (t == SearchType.Notes or t == None) and model.notes_search:
# query notes
hits = asymmetric.query(user_query, model.notes_search)
# collate and return results
return asymmetric.collate_results(hits, model.notes_search.entries, results_count)
if (t == SearchType.Music or t == None) and model.music_search:
# query music library
hits = asymmetric.query(user_query, model.music_search)
# collate and return results
return asymmetric.collate_results(hits, model.music_search.entries, results_count)
if (t == SearchType.Ledger or t == None) and model.ledger_search:
# query transactions
hits = symmetric_ledger.query(user_query, model.ledger_search)
# collate and return results
return symmetric_ledger.collate_results(hits, model.ledger_search.entries, results_count)
if (t == SearchType.Image or t == None) and model.image_search:
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# query transactions
hits = image_search.query(user_query, results_count, model.image_search)
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# collate and return results
return image_search.collate_results(
hits,
model.image_search.image_names,
search_config.image.input_directory,
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results_count)
else:
return {}
@app.get('/regenerate')
def regenerate(t: Optional[SearchType] = None):
if (t == SearchType.Notes or t == None) and search_config.notes:
# Extract Entries, Generate Embeddings
model.notes_search = asymmetric.setup(search_config.notes, regenerate=True)
if (t == SearchType.Music or t == None) and search_config.music:
# Extract Entries, Generate Song Embeddings
model.music_search = asymmetric.setup(search_config.music, regenerate=True)
if (t == SearchType.Ledger or t == None) and search_config.ledger:
# Extract Entries, Generate Embeddings
model.ledger_search = symmetric_ledger.setup(search_config.ledger, regenerate=True)
if (t == SearchType.Image or t == None) and search_config.image:
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# Extract Images, Generate Embeddings
model.image_search = image_search.setup(search_config.image, regenerate=True)
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return {'status': 'ok', 'message': 'regeneration completed'}
def initialize_search(config, regenerate, verbose):
model = SearchModels()
search_config = SearchConfig()
# Initialize Org Notes Search
search_config.notes = TextSearchConfig.create_from_dictionary(config, ('content-type', 'org'), verbose)
if search_config.notes:
model.notes_search = asymmetric.setup(search_config.notes, regenerate=regenerate)
# Initialize Org Music Search
search_config.music = TextSearchConfig.create_from_dictionary(config, ('content-type', 'music'), verbose)
if search_config.music:
model.music_search = asymmetric.setup(search_config.music, regenerate=regenerate)
# Initialize Ledger Search
search_config.ledger = TextSearchConfig.create_from_dictionary(config, ('content-type', 'ledger'), verbose)
if search_config.ledger:
model.ledger_search = symmetric_ledger.setup(search_config.ledger, regenerate=regenerate)
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# Initialize Image Search
search_config.image = ImageSearchConfig.create_from_dictionary(config, ('content-type', 'image'), verbose)
if search_config.image:
model.image_search = image_search.setup(search_config.image, regenerate=regenerate)
return model, search_config
if __name__ == '__main__':
# Load config from CLI
args = cli(sys.argv[1:])
# Initialize Search from Config
model, search_config = initialize_search(args.config, args.regenerate, args.verbose)
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# Start Application Server
if args.socket:
uvicorn.run(app, proxy_headers=True, uds=args.socket)
else:
uvicorn.run(app, host=args.host, port=args.port)