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| """ | |
| This module is responsible for the VectorDB API. It currently supports: | |
| * DELETE api/v1/clear | |
| - Clears the whole DB. | |
| * POST api/v1/add | |
| - Add some corpus to the DB. You can also specify metadata to be added alongside it. | |
| * POST api/v1/delete | |
| - Delete specific records with given metadata. | |
| * POST api/v1/get | |
| - Get results from chromaDB. | |
| """ | |
| import json | |
| from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer | |
| from threading import Thread | |
| from urllib.parse import parse_qs, urlparse | |
| import extensions.superboogav2.parameters as parameters | |
| from modules import shared | |
| from modules.logging_colors import logger | |
| from .chromadb import ChromaCollector | |
| from .data_processor import process_and_add_to_collector | |
| class CustomThreadingHTTPServer(ThreadingHTTPServer): | |
| def __init__(self, server_address, RequestHandlerClass, collector: ChromaCollector, bind_and_activate=True): | |
| self.collector = collector | |
| super().__init__(server_address, RequestHandlerClass, bind_and_activate) | |
| def finish_request(self, request, client_address): | |
| self.RequestHandlerClass(request, client_address, self, self.collector) | |
| class Handler(BaseHTTPRequestHandler): | |
| def __init__(self, request, client_address, server, collector: ChromaCollector): | |
| self.collector = collector | |
| super().__init__(request, client_address, server) | |
| def _send_412_error(self, message): | |
| self.send_response(412) | |
| self.send_header("Content-type", "application/json") | |
| self.end_headers() | |
| response = json.dumps({"error": message}) | |
| self.wfile.write(response.encode('utf-8')) | |
| def _send_404_error(self): | |
| self.send_response(404) | |
| self.send_header("Content-type", "application/json") | |
| self.end_headers() | |
| response = json.dumps({"error": "Resource not found"}) | |
| self.wfile.write(response.encode('utf-8')) | |
| def _send_400_error(self, error_message: str): | |
| self.send_response(400) | |
| self.send_header("Content-type", "application/json") | |
| self.end_headers() | |
| response = json.dumps({"error": error_message}) | |
| self.wfile.write(response.encode('utf-8')) | |
| def _send_200_response(self, message: str): | |
| self.send_response(200) | |
| self.send_header("Content-type", "application/json") | |
| self.end_headers() | |
| if isinstance(message, str): | |
| response = json.dumps({"message": message}) | |
| else: | |
| response = json.dumps(message) | |
| self.wfile.write(response.encode('utf-8')) | |
| def _handle_get(self, search_strings: list[str], n_results: int, max_token_count: int, sort_param: str): | |
| if sort_param == parameters.SORT_DISTANCE: | |
| results = self.collector.get_sorted_by_dist(search_strings, n_results, max_token_count) | |
| elif sort_param == parameters.SORT_ID: | |
| results = self.collector.get_sorted_by_id(search_strings, n_results, max_token_count) | |
| else: # Default is dist | |
| results = self.collector.get_sorted_by_dist(search_strings, n_results, max_token_count) | |
| return { | |
| "results": results | |
| } | |
| def do_GET(self): | |
| self._send_404_error() | |
| def do_POST(self): | |
| try: | |
| content_length = int(self.headers['Content-Length']) | |
| body = json.loads(self.rfile.read(content_length).decode('utf-8')) | |
| parsed_path = urlparse(self.path) | |
| path = parsed_path.path | |
| query_params = parse_qs(parsed_path.query) | |
| if path in ['/api/v1/add', '/api/add']: | |
| corpus = body.get('corpus') | |
| if corpus is None: | |
| self._send_412_error("Missing parameter 'corpus'") | |
| return | |
| clear_before_adding = body.get('clear_before_adding', False) | |
| metadata = body.get('metadata') | |
| process_and_add_to_collector(corpus, self.collector, clear_before_adding, metadata) | |
| self._send_200_response("Data successfully added") | |
| elif path in ['/api/v1/delete', '/api/delete']: | |
| metadata = body.get('metadata') | |
| if corpus is None: | |
| self._send_412_error("Missing parameter 'metadata'") | |
| return | |
| self.collector.delete(ids_to_delete=None, where=metadata) | |
| self._send_200_response("Data successfully deleted") | |
| elif path in ['/api/v1/get', '/api/get']: | |
| search_strings = body.get('search_strings') | |
| if search_strings is None: | |
| self._send_412_error("Missing parameter 'search_strings'") | |
| return | |
| n_results = body.get('n_results') | |
| if n_results is None: | |
| n_results = parameters.get_chunk_count() | |
| max_token_count = body.get('max_token_count') | |
| if max_token_count is None: | |
| max_token_count = parameters.get_max_token_count() | |
| sort_param = query_params.get('sort', ['distance'])[0] | |
| results = self._handle_get(search_strings, n_results, max_token_count, sort_param) | |
| self._send_200_response(results) | |
| else: | |
| self._send_404_error() | |
| except Exception as e: | |
| self._send_400_error(str(e)) | |
| def do_DELETE(self): | |
| try: | |
| parsed_path = urlparse(self.path) | |
| path = parsed_path.path | |
| query_params = parse_qs(parsed_path.query) | |
| if path in ['/api/v1/clear', '/api/clear']: | |
| self.collector.clear() | |
| self._send_200_response("Data successfully cleared") | |
| else: | |
| self._send_404_error() | |
| except Exception as e: | |
| self._send_400_error(str(e)) | |
| def do_OPTIONS(self): | |
| self.send_response(200) | |
| self.end_headers() | |
| def end_headers(self): | |
| self.send_header('Access-Control-Allow-Origin', '*') | |
| self.send_header('Access-Control-Allow-Methods', '*') | |
| self.send_header('Access-Control-Allow-Headers', '*') | |
| self.send_header('Cache-Control', 'no-store, no-cache, must-revalidate') | |
| super().end_headers() | |
| class APIManager: | |
| def __init__(self, collector: ChromaCollector): | |
| self.server = None | |
| self.collector = collector | |
| self.is_running = False | |
| def start_server(self, port: int): | |
| if self.server is not None: | |
| print("Server already running.") | |
| return | |
| address = '0.0.0.0' if shared.args.listen else '127.0.0.1' | |
| self.server = CustomThreadingHTTPServer((address, port), Handler, self.collector) | |
| logger.info(f'Starting chromaDB API at http://{address}:{port}/api') | |
| Thread(target=self.server.serve_forever, daemon=True).start() | |
| self.is_running = True | |
| def stop_server(self): | |
| if self.server is not None: | |
| logger.info('Stopping chromaDB API.') | |
| self.server.shutdown() | |
| self.server.server_close() | |
| self.server = None | |
| self.is_running = False | |
| def is_server_running(self): | |
| return self.is_running | |