added new feature : oracle23ai vector search

backend/open_webui/config.py

@@ -1855,12 +1855,27 @@ ORACLE_WALLET_DIR = os.environ.get("ORACLE_WALLET_DIR", None)
 ORACLE_WALLET_PASSWORD = os.environ.get("ORACLE_WALLET_PASSWORD", None)
 ORACLE_VECTOR_LENGTH = os.environ.get("ORACLE_VECTOR_LENGTH", 768)
 
+ORACLE_DB_POOL_MIN = int(os.environ.get("ORACLE_DB_POOL_MIN", 2))
+ORACLE_DB_POOL_MAX = int(os.environ.get("ORACLE_DB_POOL_MAX", 10))
+ORACLE_DB_POOL_INCREMENT = int(os.environ.get("ORACLE_DB_POOL_INCREMENT", 1))
+
+log.info(f"VECTOR_DB: {VECTOR_DB}")
+log.info(f"ORACLE_DB_USE_WALLET: {ORACLE_DB_USE_WALLET}/type: {type(ORACLE_DB_USE_WALLET)}")
+log.info(f"ORACLE_DB_USER: {ORACLE_DB_USER}/type: {type(ORACLE_DB_USER)}")
+log.info(f"ORACLE_DB_PASSWORD: {ORACLE_DB_PASSWORD}/type: {type(ORACLE_DB_PASSWORD)}")
+log.info(f"ORACLE_DB_DSN: {ORACLE_DB_DSN}/type: {type(ORACLE_DB_DSN)}")
+log.info(f"ORACLE_WALLET_DIR: {ORACLE_WALLET_DIR}/type: {type(ORACLE_WALLET_DIR)}")
+log.info(f"ORACLE_WALLET_PASSWORD: {ORACLE_WALLET_PASSWORD}/type: {type(ORACLE_WALLET_PASSWORD)}")
+log.info(f"ORACLE_VECTOR_LENGTH: {ORACLE_VECTOR_LENGTH}")
+log.info(f"ORACLE_DB_POOL_MIN: {ORACLE_DB_POOL_MIN}")
+log.info(f"ORACLE_DB_POOL_MAX: {ORACLE_DB_POOL_MAX}")
+log.info(f"ORACLE_DB_POOL_INCREMENT: {ORACLE_DB_POOL_INCREMENT}")
+
 if VECTOR_DB == "oracle23ai" and not ORACLE_DB_USER or not ORACLE_DB_PASSWORD or not ORACLE_DB_DSN:
     raise ValueError(
         "Oracle23ai requires setting ORACLE_DB_USER, ORACLE_DB_PASSWORD, and ORACLE_DB_DSN."
     )
-
-if VECTOR_DB == "oracle23ai" and ORACLE_DB_USE_WALLET and not ORACLE_WALLET_DIR or not ORACLE_WALLET_PASSWORD:
+if VECTOR_DB == "oracle23ai" and ORACLE_DB_USE_WALLET and (not ORACLE_WALLET_DIR or not ORACLE_WALLET_PASSWORD):
     raise ValueError(
         "Oracle23ai requires setting ORACLE_WALLET_DIR and ORACLE_WALLET_PASSWORD when using wallet authentication."
     )

backend/open_webui/retrieval/vector/dbs/oracle23ai.py

@@ -1,6 +1,32 @@
+"""
+# ORACLE23AI (Oracle23ai Vector Search) : env.examples
+VECTOR_DB = "oracle23ai"
+
+## DBCS or oracle 23ai free
+ORACLE_DB_USE_WALLET =  false
+ORACLE_DB_USER = "DEMOUSER"
+ORACLE_DB_PASSWORD = "Welcome123456"
+ORACLE_DB_DSN = "localhost:1521/FREEPDB1"
+
+## ADW or ATP
+# ORACLE_DB_USE_WALLET =  true 
+# ORACLE_DB_USER = "DEMOUSER"
+# ORACLE_DB_PASSWORD = "Welcome123456"
+# ORACLE_DB_DSN = "medium" 
+# ORACLE_DB_DSN = "(description=  (retry_count=3)(retry_delay=3)(address=(protocol=tcps)(port=1522)(host=xx.oraclecloud.com))(connect_data=(service_name=yy.adb.oraclecloud.com))(security=(ssl_server_dn_match=no)))"
+# ORACLE_WALLET_DIR = "/home/opc/adb_wallet"
+# ORACLE_WALLET_PASSWORD = "Welcome1"
+
+ORACLE_VECTOR_LENGTH = 768
+
+ORACLE_DB_POOL_MIN = 2
+ORACLE_DB_POOL_MAX = 10
+ORACLE_DB_POOL_INCREMENT = 1
+"""
+
 from typing import Optional, List, Dict, Any
 from decimal import Decimal
-
+import logging
 import os
 import oracledb
 
@@ -12,14 +38,27 @@ from open_webui.retrieval.vector.main import (
 )
 
 from open_webui.config import (
-    ORACLE_DB_USE_WALLET
+    ORACLE_DB_USE_WALLET,
     ORACLE_DB_USER,
     ORACLE_DB_PASSWORD,
     ORACLE_DB_DSN,
     ORACLE_WALLET_DIR,
     ORACLE_WALLET_PASSWORD,
     ORACLE_VECTOR_LENGTH,
+    ORACLE_DB_POOL_MIN,
+    ORACLE_DB_POOL_MAX,
+    ORACLE_DB_POOL_INCREMENT,
 )
+from open_webui.env import SRC_LOG_LEVELS
+
+log = logging.getLogger(__name__)
+log.setLevel(SRC_LOG_LEVELS["RAG"])
+
+# ORACLE_DB_USE_WALLET = os.environ.get("ORACLE_DB_USE_WALLET", "DBCS")
+# ORACLE_DB_USER = os.environ.get("ORACLE_DB_USER", "DEMOUSER")
+# ORACLE_DB_PASSWORD = os.environ.get("ORACLE_DB_PASSWORD", "Welcome123456")
+# ORACLE_DB_DSN = os.environ.get("ORACLE_DB_DSN", "medium")
+# ORACLE_DB_DSN = os.environ.get("ORACLE_DB_DSN", "(description=  (retry_count=3)(retry_delay=3)(address=(protocol=tcps)(port=1522)(host=d6aqmjs6.adb.us-chicago-1.oraclecloud.com))(connect_data=(service_name=g13fc7c96b5ee55_agentvs_medium.adb.oraclecloud.com))(security=(ssl_server_dn_match=no)))")
 
 class Oracle23aiClient(VectorDBBase):
     """
@@ -40,48 +79,145 @@ class Oracle23aiClient(VectorDBBase):
         Creates a connection pool with min=2 and max=10 connections, initializes
         the database schema if needed, and sets up necessary tables and indexes.
         
+        Args:
+            db_type (str): Database type - "ADB" for Autonomous Database or "DBCS" for Database Cloud Service
+        
         Raises:
             ValueError: If required configuration parameters are missing
             Exception: If database initialization fails
         """
         try:
-            if not ORACLE_DB_DSN:
-                raise ValueError("ORACLE_DB_DSN is required for Oracle Vector Search")
-                
-            self.pool = oracledb.create_pool(
-                user=ORACLE_DB_USER,
-                password=ORACLE_DB_PASSWORD,
-                dsn=ORACLE_DB_DSN,
-                min=2,
-                max=10,
-                increment=1,
-                config_dir=ORACLE_WALLET_DIR,
-                wallet_location=ORACLE_WALLET_DIR,
-                wallet_password=ORACLE_WALLET_PASSWORD
-            )
+            # Create the appropriate connection pool based on DB type
+            if ORACLE_DB_USE_WALLET:
+                self._create_adb_pool()
+            else:  # DBCS
+                self._create_dbcs_pool()
             
-            log.info(f" >>> Creating Connection Pool [{ORACLE_DB_USER}:**@{ORACLE_DB_DSN}]")
+            dsn = ORACLE_DB_DSN 
+            log.info(f" >>> Creating Connection Pool [{ORACLE_DB_USER}:**@{dsn}]")
             
             with self.get_connection() as connection:
                 log.info("Connection version:", connection.version)
                 self._initialize_database(connection)
                 
-            print("Oracle Vector Search initialization complete.")
+            log.info("Oracle Vector Search initialization complete.")
         except Exception as e:
-            print(f"Error during Oracle Vector Search initialization: {e}")
+            log.exception(f"Error during Oracle Vector Search initialization: {e}")
             raise
     
-    def get_connection(self):
+    def _create_adb_pool(self) -> None:
+        """
+        Create connection pool for Oracle Autonomous Database.
+        
+        Uses wallet-based authentication.
+        """
+        self.pool = oracledb.create_pool(
+            user=ORACLE_DB_USER,
+            password=ORACLE_DB_PASSWORD,
+            dsn=ORACLE_DB_DSN,
+            min=ORACLE_DB_POOL_MIN,
+            max=ORACLE_DB_POOL_MAX,
+            increment=ORACLE_DB_POOL_INCREMENT,
+            config_dir=ORACLE_WALLET_DIR,
+            wallet_location=ORACLE_WALLET_DIR,
+            wallet_password=ORACLE_WALLET_PASSWORD
+        )
+        log.info(f"Created ADB connection pool with wallet authentication.")
+    
+    def _create_dbcs_pool(self) -> None:
         """
-        Acquire a connection from the connection pool.
+        Create connection pool for Oracle Database Cloud Service.
         
+        Uses basic authentication without wallet.
+        """
+        self.pool = oracledb.create_pool(
+            user=ORACLE_DB_USER,
+            password=ORACLE_DB_PASSWORD,
+            dsn=ORACLE_DB_DSN,
+            min=ORACLE_DB_POOL_MIN,
+            max=ORACLE_DB_POOL_MAX,
+            increment=ORACLE_DB_POOL_INCREMENT
+        )
+        log.info("Created DB connection pool with basic authentication.")
+    
+    def get_connection(self):
+        """
+        Acquire a connection from the connection pool with retry logic.
+
         Returns:
             connection: A database connection with output type handler configured
         """
-        connection = self.pool.acquire()
-        connection.outputtypehandler = self._output_type_handler
-        return connection
-            
+        max_retries = 3
+        for attempt in range(max_retries):
+            try:
+                connection = self.pool.acquire()
+                connection.outputtypehandler = self._output_type_handler
+                return connection
+            except oracledb.DatabaseError as e:
+                error_obj, = e.args
+                log.exception(f"Connection attempt {attempt + 1} failed: {error_obj.message}")
+
+                if attempt < max_retries - 1:
+                    import time
+                    wait_time = 2 ** attempt
+                    log.info(f"Retrying in {wait_time} seconds...")
+                    time.sleep(wait_time)
+                else:
+                    raise    
+
+    def start_health_monitor(self, interval_seconds: int = 60):
+        """
+        Start a background thread to periodically check the health of the connection pool.
+
+        Args:
+            interval_seconds (int): Number of seconds between health checks
+        """
+        def _monitor():
+            while True:
+                try:
+                    log.info("[HealthCheck] Running periodic DB health check...")
+                    self.ensure_connection()
+                    log.info("[HealthCheck] Connection is healthy.")
+                except Exception as e:
+                    log.exception(f"[HealthCheck] Connection health check failed: {e}")
+                time.sleep(interval_seconds)
+
+        thread = threading.Thread(target=_monitor, daemon=True)
+        thread.start()
+        log.info(f"Started DB health monitor every {interval_seconds} seconds.")
+
+    def _reconnect_pool(self):
+        """
+        Attempt to reinitialize the connection pool if it's been closed or broken.
+        
+        Args:
+            db_type (str): Database type - "ADB" for Autonomous Database or "DBCS" for Database Cloud Service
+        """
+        try:
+            log.info("Attempting to reinitialize the Oracle connection pool...")
+            # Re-create the appropriate connection pool based on DB type
+            if ORACLE_DB_USE_WALLET:
+                self._create_adb_pool()
+            else:  # DBCS
+                self._create_dbcs_pool()
+                
+            log.info("Connection pool reinitialized.")
+        except Exception as e:
+            log.exception(f"Failed to reinitialize the connection pool: {e}")
+            raise
+
+    def ensure_connection(self):
+        """
+        Ensure the database connection is alive, reconnecting pool if needed.
+        """
+        try:
+            with self.get_connection() as connection:
+                with connection.cursor() as cursor:
+                    cursor.execute("SELECT 1 FROM dual")
+        except Exception as e:
+            log.exception(f"Connection check failed: {e}, attempting to reconnect pool...")
+            self._reconnect_pool()
+
     def _output_type_handler(self, cursor, metadata):
         """
         Handle Oracle vector type conversion.
@@ -97,6 +233,8 @@ class Oracle23aiClient(VectorDBBase):
             return cursor.var(metadata.type_code, arraysize=cursor.arraysize,
                             outconverter=list)
 
+    # Rest of the Oracle23aiClient class remains unchanged...
+
     def _initialize_database(self, connection) -> None:
         """
         Initialize database schema, tables and indexes.
@@ -109,8 +247,9 @@ class Oracle23aiClient(VectorDBBase):
         Raises:
             Exception: If schema initialization fails
         """
+        
         with connection.cursor() as cursor:
-            print(f" >>> Creating Table document_chunk")
+            log.info(f" >>> Creating Table document_chunk")
             cursor.execute(f"""
                 BEGIN
                     EXECUTE IMMEDIATE '
@@ -130,7 +269,7 @@ class Oracle23aiClient(VectorDBBase):
                 END;
             """)
             
-            print(f" >>> Creating Table document_chunk_collection_name_idx")
+            log.info(f" >>> Creating Table document_chunk_collection_name_idx")
             cursor.execute("""
                 BEGIN
                     EXECUTE IMMEDIATE '
@@ -145,7 +284,7 @@ class Oracle23aiClient(VectorDBBase):
                 END;
             """)
             
-            print(f" >>> Creating VECTOR INDEX document_chunk_vector_ivf_idx")
+            log.info(f" >>> Creating VECTOR INDEX document_chunk_vector_ivf_idx")
             cursor.execute("""
                 BEGIN
                     EXECUTE IMMEDIATE '
@@ -261,7 +400,7 @@ class Oracle23aiClient(VectorDBBase):
             ... ]
             >>> client.insert("my_collection", items)
         """
-        print(f"Oracle23aiClient:Inserting {len(items)} items into collection '{collection_name}'.")
+        log.info(f"Oracle23aiClient:Inserting {len(items)} items into collection '{collection_name}'.")
         with self.get_connection() as connection:
             try:
                 with connection.cursor() as cursor:
@@ -282,10 +421,10 @@ class Oracle23aiClient(VectorDBBase):
                         })
                 
                 connection.commit()
-                print(f"Oracle23aiClient:Inserted {len(items)} items into collection '{collection_name}'.")
+                log.info(f"Oracle23aiClient:Inserted {len(items)} items into collection '{collection_name}'.")
             except Exception as e:
                 connection.rollback()
-                print(f"Error during insert: {e}")
+                log.exception(f"Error during insert: {e}")
                 raise
 
     def upsert(self, collection_name: str, items: List[VectorItem]) -> None:
@@ -344,10 +483,10 @@ class Oracle23aiClient(VectorDBBase):
                         })
                 
                 connection.commit()
-                print(f"Upserted {len(items)} items into collection '{collection_name}'.")
+                log.info(f"Upserted {len(items)} items into collection '{collection_name}'.")
             except Exception as e:
                 connection.rollback()
-                print(f"Error during upsert: {e}")
+                log.exception(f"Error during upsert: {e}")
                 raise
 
     def search(
@@ -425,9 +564,9 @@ class Oracle23aiClient(VectorDBBase):
                 metadatas=metadatas
             )
         except Exception as e:
-            print(f"Error during search: {e}")
+            log.exception(f"Error during search: {e}")
             import traceback
-            print(traceback.format_exc())
+            log.exception(traceback.format_exc())
             return None
 
     def query(
@@ -494,9 +633,9 @@ class Oracle23aiClient(VectorDBBase):
                 metadatas=metadatas
             )
         except Exception as e:
-            print(f"Error during query: {e}")
+            log.exception(f"Error during query: {e}")
             import traceback
-            print(traceback.format_exc())
+            log.exception(traceback.format_exc())
             return None
 
     def get(
@@ -552,9 +691,9 @@ class Oracle23aiClient(VectorDBBase):
                 metadatas=metadatas
             )
         except Exception as e:
-            print(f"Error during get: {e}")
+            log.exception(f"Error during get: {e}")
             import traceback
-            print(traceback.format_exc())
+            log.exception(traceback.format_exc())
             return None
 
     def delete(
@@ -603,9 +742,9 @@ class Oracle23aiClient(VectorDBBase):
                     deleted = cursor.rowcount
                 connection.commit()
             
-            print(f"Deleted {deleted} items from collection '{collection_name}'.")
+            log.info(f"Deleted {deleted} items from collection '{collection_name}'.")
         except Exception as e:
-            print(f"Error during delete: {e}")
+            log.exception(f"Error during delete: {e}")
             raise
 
     def reset(self) -> None:
@@ -627,9 +766,9 @@ class Oracle23aiClient(VectorDBBase):
                     cursor.execute("DELETE FROM document_chunk")
                     deleted = cursor.rowcount
                 connection.commit()
-            print(f"Reset complete. Deleted {deleted} items from 'document_chunk' table.")
+            log.info(f"Reset complete. Deleted {deleted} items from 'document_chunk' table.")
         except Exception as e:
-            print(f"Error during reset: {e}")
+            log.exception(f"Error during reset: {e}")
             raise
 
     def close(self) -> None:
@@ -680,7 +819,7 @@ class Oracle23aiClient(VectorDBBase):
                     count = cursor.fetchone()[0]
             return count > 0
         except Exception as e:
-            print(f"Error checking collection existence: {e}")
+            log.exception(f"Error checking collection existence: {e}")
             return False
 
     def delete_collection(self, collection_name: str) -> None:
@@ -697,4 +836,4 @@ class Oracle23aiClient(VectorDBBase):
             >>> client.delete_collection("obsolete_collection")
         """
         self.delete(collection_name)
-        print(f"Collection '{collection_name}' deleted.")
+        log.info(f"Collection '{collection_name}' deleted.")

package-lock.json

@@ -53,6 +53,7 @@
 				"jspdf": "^3.0.0",
 				"katex": "^0.16.22",
 				"kokoro-js": "^1.1.1",
+				"lowlight": "^3.3.0",
 				"marked": "^9.1.0",
 				"mermaid": "^11.6.0",
 				"paneforge": "^0.0.6",
@@ -3608,7 +3609,6 @@
 			"resolved": "https://registry.npmjs.org/@types/hast/-/hast-3.0.4.tgz",
 			"integrity": "sha512-WPs+bbQw5aCj+x6laNGWLH3wviHtoCv/P3+otBhbOhJgG8qtpdAMlTCxLtsTWA7LH1Oh/bFCHsBn0TPS5m30EQ==",
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"@types/unist": "*"
 			}
@@ -3692,8 +3692,7 @@
 		"node_modules/@types/unist": {
 			"version": "2.0.10",
 			"resolved": "https://registry.npmjs.org/@types/unist/-/unist-2.0.10.tgz",
-			"integrity": "sha512-IfYcSBWE3hLpBg8+X2SEa8LVkJdJEkT2Ese2aaLs3ptGdVtABxndrMaxuFlQ1qdFf9Q5rDvDpxI3WwgvKFAsQA==",
-			"peer": true
+			"integrity": "sha512-IfYcSBWE3hLpBg8+X2SEa8LVkJdJEkT2Ese2aaLs3ptGdVtABxndrMaxuFlQ1qdFf9Q5rDvDpxI3WwgvKFAsQA=="
 		},
 		"node_modules/@types/yauzl": {
 			"version": "2.10.3",
@@ -6055,7 +6054,6 @@
 			"resolved": "https://registry.npmjs.org/devlop/-/devlop-1.1.0.tgz",
 			"integrity": "sha512-RWmIqhcFf1lRYBvNmr7qTNuyCt/7/ns2jbpp1+PalgE/rDQcBT0fioSMUpJ93irlUhC5hrg4cYqe6U+0ImW0rA==",
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"dequal": "^2.0.0"
 			},
@@ -7336,9 +7334,10 @@
 			"dev": true
 		},
 		"node_modules/highlight.js": {
-			"version": "11.9.0",
-			"resolved": "https://registry.npmjs.org/highlight.js/-/highlight.js-11.9.0.tgz",
-			"integrity": "sha512-fJ7cW7fQGCYAkgv4CPfwFHrfd/cLS4Hau96JuJ+ZTOWhjnhoeN1ub1tFmALm/+lW5z4WCAuAV9bm05AP0mS6Gw==",
+			"version": "11.11.1",
+			"resolved": "https://registry.npmjs.org/highlight.js/-/highlight.js-11.11.1.tgz",
+			"integrity": "sha512-Xwwo44whKBVCYoliBQwaPvtd/2tYFkRQtXDWj1nackaV2JPXx3L0+Jvd8/qCJ2p+ML0/XVkJ2q+Mr+UVdpJK5w==",
+			"license": "BSD-3-Clause",
 			"engines": {
 				"node": ">=12.0.0"
 			}
@@ -8569,15 +8568,14 @@
 			}
 		},
 		"node_modules/lowlight": {
-			"version": "3.1.0",
-			"resolved": "https://registry.npmjs.org/lowlight/-/lowlight-3.1.0.tgz",
-			"integrity": "sha512-CEbNVoSikAxwDMDPjXlqlFYiZLkDJHwyGu/MfOsJnF3d7f3tds5J3z8s/l9TMXhzfsJCCJEAsD78842mwmg0PQ==",
+			"version": "3.3.0",
+			"resolved": "https://registry.npmjs.org/lowlight/-/lowlight-3.3.0.tgz",
+			"integrity": "sha512-0JNhgFoPvP6U6lE/UdVsSq99tn6DhjjpAj5MxG49ewd2mOBVtwWYIT8ClyABhq198aXXODMU6Ox8DrGy/CpTZQ==",
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"@types/hast": "^3.0.0",
 				"devlop": "^1.0.0",
-				"highlight.js": "~11.9.0"
+				"highlight.js": "~11.11.0"
 			},
 			"funding": {
 				"type": "github",

package.json

@@ -97,6 +97,7 @@
 		"jspdf": "^3.0.0",
 		"katex": "^0.16.22",
 		"kokoro-js": "^1.1.1",
+		"lowlight": "^3.3.0",
 		"marked": "^9.1.0",
 		"mermaid": "^11.6.0",
 		"paneforge": "^0.0.6",

pyproject.toml

@@ -10,18 +10,15 @@ dependencies = [
     "uvicorn[standard]==0.34.2",
     "pydantic==2.10.6",
     "python-multipart==0.0.20",
-
     "python-socketio==5.13.0",
     "python-jose==3.4.0",
     "passlib[bcrypt]==1.7.4",
-
     "requests==2.32.4",
     "aiohttp==3.11.11",
     "async-timeout",
     "aiocache",
     "aiofiles",
     "starlette-compress==1.6.0",
-
     "sqlalchemy==2.0.38",
     "alembic==1.14.0",
     "peewee==3.18.1",
@@ -30,29 +27,21 @@ dependencies = [
     "pgvector==0.4.0",
     "PyMySQL==1.1.1",
     "bcrypt==4.3.0",
-
     "pymongo",
     "redis",
     "boto3==1.35.53",
-
     "argon2-cffi==23.1.0",
     "APScheduler==3.10.4",
-
-
     "RestrictedPython==8.0",
-
     "loguru==0.7.3",
     "asgiref==3.8.1",
-
     "openai",
     "anthropic",
     "google-genai==1.15.0",
     "google-generativeai==0.8.5",
     "tiktoken",
-
     "langchain==0.3.24",
     "langchain-community==0.3.23",
-
     "fake-useragent==2.1.0",
     "chromadb==0.6.3",
     "pymilvus==2.5.0",
@@ -61,13 +50,11 @@ dependencies = [
     "playwright==1.49.1",
     "elasticsearch==9.0.1",
     "pinecone==6.0.2",
-
     "transformers",
     "sentence-transformers==4.1.0",
     "accelerate",
     "colbert-ai==0.2.21",
     "einops==0.8.1",
-
     "ftfy==6.2.3",
     "pypdf==4.3.1",
     "fpdf2==2.8.2",
@@ -87,51 +74,36 @@ dependencies = [
     "sentencepiece",
     "soundfile==0.13.1",
     "azure-ai-documentintelligence==1.0.2",
-
     "pillow==11.2.1",
     "opencv-python-headless==4.11.0.86",
     "rapidocr-onnxruntime==1.4.4",
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 readme = "README.md"
 requires-python = ">= 3.11, < 3.13.0a1"

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