Merge pull request #3559 from open-webui/dev

0.3.8

backend/apps/webui/models/models.py

@@ -2,13 +2,10 @@ import json
 import logging
 from typing import Optional
 
-import peewee as pw
-from peewee import *
-
-from playhouse.shortcuts import model_to_dict
 from pydantic import BaseModel, ConfigDict
+from sqlalchemy import String, Column, BigInteger, Text
 
-from apps.webui.internal.db import DB, JSONField
+from apps.webui.internal.db import Base, JSONField, get_db
 
 from typing import List, Union, Optional
 from config import SRC_LOG_LEVELS
@@ -32,7 +29,7 @@ class ModelParams(BaseModel):
 
 # ModelMeta is a model for the data stored in the meta field of the Model table
 class ModelMeta(BaseModel):
-    profile_image_url: Optional[str] = "/favicon.png"
+    profile_image_url: Optional[str] = "/static/favicon.png"
 
     description: Optional[str] = None
     """
@@ -46,38 +43,37 @@ class ModelMeta(BaseModel):
     pass
 
 
-class Model(pw.Model):
-    id = pw.TextField(unique=True)
+class Model(Base):
+    __tablename__ = "model"
+
+    id = Column(Text, primary_key=True)
     """
         The model's id as used in the API. If set to an existing model, it will override the model.
     """
-    user_id = pw.TextField()
+    user_id = Column(Text)
 
-    base_model_id = pw.TextField(null=True)
+    base_model_id = Column(Text, nullable=True)
     """
         An optional pointer to the actual model that should be used when proxying requests.
     """
 
-    name = pw.TextField()
+    name = Column(Text)
     """
         The human-readable display name of the model.
     """
 
-    params = JSONField()
+    params = Column(JSONField)
     """
         Holds a JSON encoded blob of parameters, see `ModelParams`.
     """
 
-    meta = JSONField()
+    meta = Column(JSONField)
     """
         Holds a JSON encoded blob of metadata, see `ModelMeta`.
     """
 
-    updated_at = BigIntegerField()
-    created_at = BigIntegerField()
-
-    class Meta:
-        database = DB
+    updated_at = Column(BigInteger)
+    created_at = Column(BigInteger)
 
 
 class ModelModel(BaseModel):
@@ -92,6 +88,8 @@ class ModelModel(BaseModel):
     updated_at: int  # timestamp in epoch
     created_at: int  # timestamp in epoch
 
+    model_config = ConfigDict(from_attributes=True)
+
 
 ####################
 # Forms
@@ -115,12 +113,6 @@ class ModelForm(BaseModel):
 
 
 class ModelsTable:
-    def __init__(
-        self,
-        db: pw.SqliteDatabase | pw.PostgresqlDatabase,
-    ):
-        self.db = db
-        self.db.create_tables([Model])
 
     def insert_new_model(
         self, form_data: ModelForm, user_id: str
@@ -134,10 +126,16 @@ class ModelsTable:
             }
         )
         try:
-            result = Model.create(**model.model_dump())
+
+            with get_db() as db:
+
+                result = Model(**model.model_dump())
+                db.add(result)
+                db.commit()
+                db.refresh(result)
 
                 if result:
-                return model
+                    return ModelModel.model_validate(result)
                 else:
                     return None
         except Exception as e:
@@ -145,23 +143,33 @@ class ModelsTable:
             return None
 
     def get_all_models(self) -> List[ModelModel]:
-        return [ModelModel(**model_to_dict(model)) for model in Model.select()]
+        with get_db() as db:
+
+            return [ModelModel.model_validate(model) for model in db.query(Model).all()]
 
     def get_model_by_id(self, id: str) -> Optional[ModelModel]:
         try:
-            model = Model.get(Model.id == id)
-            return ModelModel(**model_to_dict(model))
+            with get_db() as db:
+
+                model = db.get(Model, id)
+                return ModelModel.model_validate(model)
         except:
             return None
 
     def update_model_by_id(self, id: str, model: ModelForm) -> Optional[ModelModel]:
         try:
+            with get_db() as db:
                 # update only the fields that are present in the model
-            query = Model.update(**model.model_dump()).where(Model.id == id)
-            query.execute()
+                result = (
+                    db.query(Model)
+                    .filter_by(id=id)
+                    .update(model.model_dump(exclude={"id"}, exclude_none=True))
+                )
+                db.commit()
 
-            model = Model.get(Model.id == id)
-            return ModelModel(**model_to_dict(model))
+                model = db.get(Model, id)
+                db.refresh(model)
+                return ModelModel.model_validate(model)
         except Exception as e:
             print(e)
 
@@ -169,11 +177,14 @@ class ModelsTable:
 
     def delete_model_by_id(self, id: str) -> bool:
         try:
-            query = Model.delete().where(Model.id == id)
-            query.execute()
+            with get_db() as db:
+
+                db.query(Model).filter_by(id=id).delete()
+                db.commit()
+
                 return True
         except:
             return False
 
 
-Models = ModelsTable(DB)
+Models = ModelsTable()

backend/apps/webui/models/prompts.py

-from pydantic import BaseModel
-from peewee import *
-from playhouse.shortcuts import model_to_dict
-from typing import List, Union, Optional
+from pydantic import BaseModel, ConfigDict
+from typing import List, Optional
 import time
 
-from utils.utils import decode_token
-from utils.misc import get_gravatar_url
+from sqlalchemy import String, Column, BigInteger, Text
 
-from apps.webui.internal.db import DB
+from apps.webui.internal.db import Base, get_db
 
 import json
 
@@ -16,15 +13,14 @@ import json
 ####################
 
 
-class Prompt(Model):
-    command = CharField(unique=True)
-    user_id = CharField()
-    title = TextField()
-    content = TextField()
-    timestamp = BigIntegerField()
+class Prompt(Base):
+    __tablename__ = "prompt"
 
-    class Meta:
-        database = DB
+    command = Column(String, primary_key=True)
+    user_id = Column(String)
+    title = Column(Text)
+    content = Column(Text)
+    timestamp = Column(BigInteger)
 
 
 class PromptModel(BaseModel):
@@ -34,6 +30,8 @@ class PromptModel(BaseModel):
     content: str
     timestamp: int  # timestamp in epoch
 
+    model_config = ConfigDict(from_attributes=True)
+
 
 ####################
 # Forms
@@ -48,10 +46,6 @@ class PromptForm(BaseModel):
 
 class PromptsTable:
 
-    def __init__(self, db):
-        self.db = db
-        self.db.create_tables([Prompt])
-
     def insert_new_prompt(
         self, user_id: str, form_data: PromptForm
     ) -> Optional[PromptModel]:
@@ -66,53 +60,60 @@ class PromptsTable:
         )
 
         try:
-            result = Prompt.create(**prompt.model_dump())
+            with get_db() as db:
+
+                result = Prompt(**prompt.dict())
+                db.add(result)
+                db.commit()
+                db.refresh(result)
                 if result:
-                return prompt
+                    return PromptModel.model_validate(result)
                 else:
                     return None
-        except:
+        except Exception as e:
             return None
 
     def get_prompt_by_command(self, command: str) -> Optional[PromptModel]:
         try:
-            prompt = Prompt.get(Prompt.command == command)
-            return PromptModel(**model_to_dict(prompt))
+            with get_db() as db:
+
+                prompt = db.query(Prompt).filter_by(command=command).first()
+                return PromptModel.model_validate(prompt)
         except:
             return None
 
     def get_prompts(self) -> List[PromptModel]:
+        with get_db() as db:
+
             return [
-            PromptModel(**model_to_dict(prompt))
-            for prompt in Prompt.select()
-            # .limit(limit).offset(skip)
+                PromptModel.model_validate(prompt) for prompt in db.query(Prompt).all()
             ]
 
     def update_prompt_by_command(
         self, command: str, form_data: PromptForm
     ) -> Optional[PromptModel]:
         try:
-            query = Prompt.update(
-                title=form_data.title,
-                content=form_data.content,
-                timestamp=int(time.time()),
-            ).where(Prompt.command == command)
-
-            query.execute()
-
-            prompt = Prompt.get(Prompt.command == command)
-            return PromptModel(**model_to_dict(prompt))
+            with get_db() as db:
+
+                prompt = db.query(Prompt).filter_by(command=command).first()
+                prompt.title = form_data.title
+                prompt.content = form_data.content
+                prompt.timestamp = int(time.time())
+                db.commit()
+                return PromptModel.model_validate(prompt)
         except:
             return None
 
     def delete_prompt_by_command(self, command: str) -> bool:
         try:
-            query = Prompt.delete().where((Prompt.command == command))
-            query.execute()  # Remove the rows, return number of rows removed.
+            with get_db() as db:
+
+                db.query(Prompt).filter_by(command=command).delete()
+                db.commit()
 
                 return True
         except:
             return False
 
 
-Prompts = PromptsTable(DB)
+Prompts = PromptsTable()

backend/apps/webui/models/tags.py

-from pydantic import BaseModel
-from typing import List, Union, Optional
-from peewee import *
-from playhouse.shortcuts import model_to_dict
+from pydantic import BaseModel, ConfigDict
+from typing import List, Optional
 
 import json
 import uuid
 import time
 import logging
 
-from apps.webui.internal.db import DB
+from sqlalchemy import String, Column, BigInteger, Text
+
+from apps.webui.internal.db import Base, get_db
 
 from config import SRC_LOG_LEVELS
 
@@ -20,25 +20,23 @@ log.setLevel(SRC_LOG_LEVELS["MODELS"])
 ####################
 
 
-class Tag(Model):
-    id = CharField(unique=True)
-    name = CharField()
-    user_id = CharField()
-    data = TextField(null=True)
+class Tag(Base):
+    __tablename__ = "tag"
 
-    class Meta:
-        database = DB
+    id = Column(String, primary_key=True)
+    name = Column(String)
+    user_id = Column(String)
+    data = Column(Text, nullable=True)
 
 
-class ChatIdTag(Model):
-    id = CharField(unique=True)
-    tag_name = CharField()
-    chat_id = CharField()
-    user_id = CharField()
-    timestamp = BigIntegerField()
+class ChatIdTag(Base):
+    __tablename__ = "chatidtag"
 
-    class Meta:
-        database = DB
+    id = Column(String, primary_key=True)
+    tag_name = Column(String)
+    chat_id = Column(String)
+    user_id = Column(String)
+    timestamp = Column(BigInteger)
 
 
 class TagModel(BaseModel):
@@ -47,6 +45,8 @@ class TagModel(BaseModel):
     user_id: str
     data: Optional[str] = None
 
+    model_config = ConfigDict(from_attributes=True)
+
 
 class ChatIdTagModel(BaseModel):
     id: str
@@ -55,6 +55,8 @@ class ChatIdTagModel(BaseModel):
     user_id: str
     timestamp: int
 
+    model_config = ConfigDict(from_attributes=True)
+
 
 ####################
 # Forms
@@ -75,17 +77,19 @@ class ChatTagsResponse(BaseModel):
 
 
 class TagTable:
-    def __init__(self, db):
-        self.db = db
-        db.create_tables([Tag, ChatIdTag])
 
     def insert_new_tag(self, name: str, user_id: str) -> Optional[TagModel]:
+        with get_db() as db:
+
             id = str(uuid.uuid4())
             tag = TagModel(**{"id": id, "user_id": user_id, "name": name})
             try:
-            result = Tag.create(**tag.model_dump())
+                result = Tag(**tag.model_dump())
+                db.add(result)
+                db.commit()
+                db.refresh(result)
                 if result:
-                return tag
+                    return TagModel.model_validate(result)
                 else:
                     return None
             except Exception as e:
@@ -95,8 +99,9 @@ class TagTable:
         self, name: str, user_id: str
     ) -> Optional[TagModel]:
         try:
-            tag = Tag.get(Tag.name == name, Tag.user_id == user_id)
-            return TagModel(**model_to_dict(tag))
+            with get_db() as db:
+                tag = db.query(Tag).filter(name=name, user_id=user_id).first()
+                return TagModel.model_validate(tag)
         except Exception as e:
             return None
 
@@ -118,81 +123,109 @@ class TagTable:
             }
         )
         try:
-            result = ChatIdTag.create(**chatIdTag.model_dump())
+            with get_db() as db:
+                result = ChatIdTag(**chatIdTag.model_dump())
+                db.add(result)
+                db.commit()
+                db.refresh(result)
                 if result:
-                return chatIdTag
+                    return ChatIdTagModel.model_validate(result)
                 else:
                     return None
         except:
             return None
 
     def get_tags_by_user_id(self, user_id: str) -> List[TagModel]:
+        with get_db() as db:
             tag_names = [
-            ChatIdTagModel(**model_to_dict(chat_id_tag)).tag_name
-            for chat_id_tag in ChatIdTag.select()
-            .where(ChatIdTag.user_id == user_id)
+                chat_id_tag.tag_name
+                for chat_id_tag in (
+                    db.query(ChatIdTag)
+                    .filter_by(user_id=user_id)
                     .order_by(ChatIdTag.timestamp.desc())
+                    .all()
+                )
             ]
 
             return [
-            TagModel(**model_to_dict(tag))
-            for tag in Tag.select()
-            .where(Tag.user_id == user_id)
-            .where(Tag.name.in_(tag_names))
+                TagModel.model_validate(tag)
+                for tag in (
+                    db.query(Tag)
+                    .filter_by(user_id=user_id)
+                    .filter(Tag.name.in_(tag_names))
+                    .all()
+                )
             ]
 
     def get_tags_by_chat_id_and_user_id(
         self, chat_id: str, user_id: str
     ) -> List[TagModel]:
+        with get_db() as db:
+
             tag_names = [
-            ChatIdTagModel(**model_to_dict(chat_id_tag)).tag_name
-            for chat_id_tag in ChatIdTag.select()
-            .where((ChatIdTag.user_id == user_id) & (ChatIdTag.chat_id == chat_id))
+                chat_id_tag.tag_name
+                for chat_id_tag in (
+                    db.query(ChatIdTag)
+                    .filter_by(user_id=user_id, chat_id=chat_id)
                     .order_by(ChatIdTag.timestamp.desc())
+                    .all()
+                )
             ]
 
             return [
-            TagModel(**model_to_dict(tag))
-            for tag in Tag.select()
-            .where(Tag.user_id == user_id)
-            .where(Tag.name.in_(tag_names))
+                TagModel.model_validate(tag)
+                for tag in (
+                    db.query(Tag)
+                    .filter_by(user_id=user_id)
+                    .filter(Tag.name.in_(tag_names))
+                    .all()
+                )
             ]
 
     def get_chat_ids_by_tag_name_and_user_id(
         self, tag_name: str, user_id: str
-    ) -> Optional[ChatIdTagModel]:
+    ) -> List[ChatIdTagModel]:
+        with get_db() as db:
+
             return [
-            ChatIdTagModel(**model_to_dict(chat_id_tag))
-            for chat_id_tag in ChatIdTag.select()
-            .where((ChatIdTag.user_id == user_id) & (ChatIdTag.tag_name == tag_name))
+                ChatIdTagModel.model_validate(chat_id_tag)
+                for chat_id_tag in (
+                    db.query(ChatIdTag)
+                    .filter_by(user_id=user_id, tag_name=tag_name)
                     .order_by(ChatIdTag.timestamp.desc())
+                    .all()
+                )
             ]
 
     def count_chat_ids_by_tag_name_and_user_id(
         self, tag_name: str, user_id: str
     ) -> int:
+        with get_db() as db:
+
             return (
-            ChatIdTag.select()
-            .where((ChatIdTag.tag_name == tag_name) & (ChatIdTag.user_id == user_id))
+                db.query(ChatIdTag)
+                .filter_by(tag_name=tag_name, user_id=user_id)
                 .count()
             )
 
     def delete_tag_by_tag_name_and_user_id(self, tag_name: str, user_id: str) -> bool:
         try:
-            query = ChatIdTag.delete().where(
-                (ChatIdTag.tag_name == tag_name) & (ChatIdTag.user_id == user_id)
+            with get_db() as db:
+                res = (
+                    db.query(ChatIdTag)
+                    .filter_by(tag_name=tag_name, user_id=user_id)
+                    .delete()
                 )
-            res = query.execute()  # Remove the rows, return number of rows removed.
                 log.debug(f"res: {res}")
+                db.commit()
 
-            tag_count = self.count_chat_ids_by_tag_name_and_user_id(tag_name, user_id)
+                tag_count = self.count_chat_ids_by_tag_name_and_user_id(
+                    tag_name, user_id
+                )
                 if tag_count == 0:
                     # Remove tag item from Tag col as well
-                query = Tag.delete().where(
-                    (Tag.name == tag_name) & (Tag.user_id == user_id)
-                )
-                query.execute()  # Remove the rows, return number of rows removed.
-
+                    db.query(Tag).filter_by(name=tag_name, user_id=user_id).delete()
+                    db.commit()
                 return True
         except Exception as e:
             log.error(f"delete_tag: {e}")
@@ -202,21 +235,23 @@ class TagTable:
         self, tag_name: str, chat_id: str, user_id: str
     ) -> bool:
         try:
-            query = ChatIdTag.delete().where(
-                (ChatIdTag.tag_name == tag_name)
-                & (ChatIdTag.chat_id == chat_id)
-                & (ChatIdTag.user_id == user_id)
+            with get_db() as db:
+
+                res = (
+                    db.query(ChatIdTag)
+                    .filter_by(tag_name=tag_name, chat_id=chat_id, user_id=user_id)
+                    .delete()
                 )
-            res = query.execute()  # Remove the rows, return number of rows removed.
                 log.debug(f"res: {res}")
+                db.commit()
 
-            tag_count = self.count_chat_ids_by_tag_name_and_user_id(tag_name, user_id)
+                tag_count = self.count_chat_ids_by_tag_name_and_user_id(
+                    tag_name, user_id
+                )
                 if tag_count == 0:
                     # Remove tag item from Tag col as well
-                query = Tag.delete().where(
-                    (Tag.name == tag_name) & (Tag.user_id == user_id)
-                )
-                query.execute()  # Remove the rows, return number of rows removed.
+                    db.query(Tag).filter_by(name=tag_name, user_id=user_id).delete()
+                    db.commit()
 
                 return True
         except Exception as e:
@@ -234,4 +269,4 @@ class TagTable:
         return True
 
 
-Tags = TagTable(DB)
+Tags = TagTable()

backend/apps/webui/models/tools.py

-from pydantic import BaseModel
-from peewee import *
-from playhouse.shortcuts import model_to_dict
-from typing import List, Union, Optional
+from pydantic import BaseModel, ConfigDict
+from typing import List, Optional
 import time
 import logging
-from apps.webui.internal.db import DB, JSONField
+from sqlalchemy import String, Column, BigInteger, Text
+
+from apps.webui.internal.db import Base, JSONField, get_db
 from apps.webui.models.users import Users
 
 import json
@@ -21,19 +21,18 @@ log.setLevel(SRC_LOG_LEVELS["MODELS"])
 ####################
 
 
-class Tool(Model):
-    id = CharField(unique=True)
-    user_id = CharField()
-    name = TextField()
-    content = TextField()
-    specs = JSONField()
-    meta = JSONField()
-    valves = JSONField()
-    updated_at = BigIntegerField()
-    created_at = BigIntegerField()
+class Tool(Base):
+    __tablename__ = "tool"
 
-    class Meta:
-        database = DB
+    id = Column(String, primary_key=True)
+    user_id = Column(String)
+    name = Column(Text)
+    content = Column(Text)
+    specs = Column(JSONField)
+    meta = Column(JSONField)
+    valves = Column(JSONField)
+    updated_at = Column(BigInteger)
+    created_at = Column(BigInteger)
 
 
 class ToolMeta(BaseModel):
@@ -51,6 +50,8 @@ class ToolModel(BaseModel):
     updated_at: int  # timestamp in epoch
     created_at: int  # timestamp in epoch
 
+    model_config = ConfigDict(from_attributes=True)
+
 
 ####################
 # Forms
@@ -78,13 +79,13 @@ class ToolValves(BaseModel):
 
 
 class ToolsTable:
-    def __init__(self, db):
-        self.db = db
-        self.db.create_tables([Tool])
 
     def insert_new_tool(
         self, user_id: str, form_data: ToolForm, specs: List[dict]
     ) -> Optional[ToolModel]:
+
+        with get_db() as db:
+
             tool = ToolModel(
                 **{
                     **form_data.model_dump(),
@@ -96,9 +97,12 @@ class ToolsTable:
             )
 
             try:
-            result = Tool.create(**tool.model_dump())
+                result = Tool(**tool.model_dump())
+                db.add(result)
+                db.commit()
+                db.refresh(result)
                 if result:
-                return tool
+                    return ToolModel.model_validate(result)
                 else:
                     return None
             except Exception as e:
@@ -107,17 +111,22 @@ class ToolsTable:
 
     def get_tool_by_id(self, id: str) -> Optional[ToolModel]:
         try:
-            tool = Tool.get(Tool.id == id)
-            return ToolModel(**model_to_dict(tool))
+            with get_db() as db:
+
+                tool = db.get(Tool, id)
+                return ToolModel.model_validate(tool)
         except:
             return None
 
     def get_tools(self) -> List[ToolModel]:
-        return [ToolModel(**model_to_dict(tool)) for tool in Tool.select()]
+        with get_db() as db:
+            return [ToolModel.model_validate(tool) for tool in db.query(Tool).all()]
 
     def get_tool_valves_by_id(self, id: str) -> Optional[dict]:
         try:
-            tool = Tool.get(Tool.id == id)
+            with get_db() as db:
+
+                tool = db.get(Tool, id)
                 return tool.valves if tool.valves else {}
         except Exception as e:
             print(f"An error occurred: {e}")
@@ -125,14 +134,13 @@ class ToolsTable:
 
     def update_tool_valves_by_id(self, id: str, valves: dict) -> Optional[ToolValves]:
         try:
-            query = Tool.update(
-                **{"valves": valves},
-                updated_at=int(time.time()),
-            ).where(Tool.id == id)
-            query.execute()
-
-            tool = Tool.get(Tool.id == id)
-            return ToolValves(**model_to_dict(tool))
+            with get_db() as db:
+
+                db.query(Tool).filter_by(id=id).update(
+                    {"valves": valves, "updated_at": int(time.time())}
+                )
+                db.commit()
+                return self.get_tool_by_id(id)
         except:
             return None
 
@@ -141,7 +149,7 @@ class ToolsTable:
     ) -> Optional[dict]:
         try:
             user = Users.get_user_by_id(user_id)
-            user_settings = user.settings.model_dump()
+            user_settings = user.settings.model_dump() if user.settings else {}
 
             # Check if user has "tools" and "valves" settings
             if "tools" not in user_settings:
@@ -159,7 +167,7 @@ class ToolsTable:
     ) -> Optional[dict]:
         try:
             user = Users.get_user_by_id(user_id)
-            user_settings = user.settings.model_dump()
+            user_settings = user.settings.model_dump() if user.settings else {}
 
             # Check if user has "tools" and "valves" settings
             if "tools" not in user_settings:
@@ -170,8 +178,7 @@ class ToolsTable:
             user_settings["tools"]["valves"][id] = valves
 
             # Update the user settings in the database
-            query = Users.update_user_by_id(user_id, {"settings": user_settings})
-            query.execute()
+            Users.update_user_by_id(user_id, {"settings": user_settings})
 
             return user_settings["tools"]["valves"][id]
         except Exception as e:
@@ -180,25 +187,27 @@ class ToolsTable:
 
     def update_tool_by_id(self, id: str, updated: dict) -> Optional[ToolModel]:
         try:
-            query = Tool.update(
-                **updated,
-                updated_at=int(time.time()),
-            ).where(Tool.id == id)
-            query.execute()
-
-            tool = Tool.get(Tool.id == id)
-            return ToolModel(**model_to_dict(tool))
+            with get_db() as db:
+                db.query(Tool).filter_by(id=id).update(
+                    {**updated, "updated_at": int(time.time())}
+                )
+                db.commit()
+
+                tool = db.query(Tool).get(id)
+                db.refresh(tool)
+                return ToolModel.model_validate(tool)
         except:
             return None
 
     def delete_tool_by_id(self, id: str) -> bool:
         try:
-            query = Tool.delete().where((Tool.id == id))
-            query.execute()  # Remove the rows, return number of rows removed.
+            with get_db() as db:
+                db.query(Tool).filter_by(id=id).delete()
+                db.commit()
 
                 return True
         except:
             return False
 
 
-Tools = ToolsTable(DB)
+Tools = ToolsTable()

backend/apps/webui/models/users.py

-from pydantic import BaseModel, ConfigDict
-from peewee import *
-from playhouse.shortcuts import model_to_dict
+from pydantic import BaseModel, ConfigDict, parse_obj_as
 from typing import List, Union, Optional
 import time
+
+from sqlalchemy import String, Column, BigInteger, Text
+
 from utils.misc import get_gravatar_url
 
-from apps.webui.internal.db import DB, JSONField
+from apps.webui.internal.db import Base, JSONField, Session, get_db
 from apps.webui.models.chats import Chats
 
 ####################
@@ -13,25 +14,24 @@ from apps.webui.models.chats import Chats
 ####################
 
 
-class User(Model):
-    id = CharField(unique=True)
-    name = CharField()
-    email = CharField()
-    role = CharField()
-    profile_image_url = TextField()
+class User(Base):
+    __tablename__ = "user"
 
-    last_active_at = BigIntegerField()
-    updated_at = BigIntegerField()
-    created_at = BigIntegerField()
+    id = Column(String, primary_key=True)
+    name = Column(String)
+    email = Column(String)
+    role = Column(String)
+    profile_image_url = Column(Text)
 
-    api_key = CharField(null=True, unique=True)
-    settings = JSONField(null=True)
-    info = JSONField(null=True)
+    last_active_at = Column(BigInteger)
+    updated_at = Column(BigInteger)
+    created_at = Column(BigInteger)
 
-    oauth_sub = TextField(null=True, unique=True)
+    api_key = Column(String, nullable=True, unique=True)
+    settings = Column(JSONField, nullable=True)
+    info = Column(JSONField, nullable=True)
 
-    class Meta:
-        database = DB
+    oauth_sub = Column(Text, unique=True)
 
 
 class UserSettings(BaseModel):
@@ -57,6 +57,8 @@ class UserModel(BaseModel):
 
     oauth_sub: Optional[str] = None
 
+    model_config = ConfigDict(from_attributes=True)
+
 
 ####################
 # Forms
@@ -76,9 +78,6 @@ class UserUpdateForm(BaseModel):
 
 
 class UsersTable:
-    def __init__(self, db):
-        self.db = db
-        self.db.create_tables([User])
 
     def insert_new_user(
         self,
@@ -89,6 +88,7 @@ class UsersTable:
         role: str = "pending",
         oauth_sub: Optional[str] = None,
     ) -> Optional[UserModel]:
+        with get_db() as db:
             user = UserModel(
                 **{
                     "id": id,
@@ -102,7 +102,10 @@ class UsersTable:
                     "oauth_sub": oauth_sub,
                 }
             )
-        result = User.create(**user.model_dump())
+            result = User(**user.model_dump())
+            db.add(result)
+            db.commit()
+            db.refresh(result)
             if result:
                 return user
             else:
@@ -110,56 +113,67 @@ class UsersTable:
 
     def get_user_by_id(self, id: str) -> Optional[UserModel]:
         try:
-            user = User.get(User.id == id)
-            return UserModel(**model_to_dict(user))
-        except:
+            with get_db() as db:
+                user = db.query(User).filter_by(id=id).first()
+                return UserModel.model_validate(user)
+        except Exception as e:
             return None
 
     def get_user_by_api_key(self, api_key: str) -> Optional[UserModel]:
         try:
-            user = User.get(User.api_key == api_key)
-            return UserModel(**model_to_dict(user))
+            with get_db() as db:
+
+                user = db.query(User).filter_by(api_key=api_key).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
     def get_user_by_email(self, email: str) -> Optional[UserModel]:
         try:
-            user = User.get(User.email == email)
-            return UserModel(**model_to_dict(user))
+            with get_db() as db:
+
+                user = db.query(User).filter_by(email=email).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
     def get_user_by_oauth_sub(self, sub: str) -> Optional[UserModel]:
         try:
-            user = User.get(User.oauth_sub == sub)
-            return UserModel(**model_to_dict(user))
+            with get_db() as db:
+
+                user = db.query(User).filter_by(oauth_sub=sub).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
     def get_users(self, skip: int = 0, limit: int = 50) -> List[UserModel]:
-        return [
-            UserModel(**model_to_dict(user))
-            for user in User.select()
-            # .limit(limit).offset(skip)
-        ]
+        with get_db() as db:
+            users = (
+                db.query(User)
+                # .offset(skip).limit(limit)
+                .all()
+            )
+            return [UserModel.model_validate(user) for user in users]
 
     def get_num_users(self) -> Optional[int]:
-        return User.select().count()
+        with get_db() as db:
+            return db.query(User).count()
 
     def get_first_user(self) -> UserModel:
         try:
-            user = User.select().order_by(User.created_at).first()
-            return UserModel(**model_to_dict(user))
+            with get_db() as db:
+                user = db.query(User).order_by(User.created_at).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
     def update_user_role_by_id(self, id: str, role: str) -> Optional[UserModel]:
         try:
-            query = User.update(role=role).where(User.id == id)
-            query.execute()
-
-            user = User.get(User.id == id)
-            return UserModel(**model_to_dict(user))
+            with get_db() as db:
+                db.query(User).filter_by(id=id).update({"role": role})
+                db.commit()
+                user = db.query(User).filter_by(id=id).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
@@ -167,23 +181,28 @@ class UsersTable:
         self, id: str, profile_image_url: str
     ) -> Optional[UserModel]:
         try:
-            query = User.update(profile_image_url=profile_image_url).where(
-                User.id == id
+            with get_db() as db:
+                db.query(User).filter_by(id=id).update(
+                    {"profile_image_url": profile_image_url}
                 )
-            query.execute()
+                db.commit()
 
-            user = User.get(User.id == id)
-            return UserModel(**model_to_dict(user))
+                user = db.query(User).filter_by(id=id).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
     def update_user_last_active_by_id(self, id: str) -> Optional[UserModel]:
         try:
-            query = User.update(last_active_at=int(time.time())).where(User.id == id)
-            query.execute()
+            with get_db() as db:
+
+                db.query(User).filter_by(id=id).update(
+                    {"last_active_at": int(time.time())}
+                )
+                db.commit()
 
-            user = User.get(User.id == id)
-            return UserModel(**model_to_dict(user))
+                user = db.query(User).filter_by(id=id).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
@@ -191,22 +210,25 @@ class UsersTable:
         self, id: str, oauth_sub: str
     ) -> Optional[UserModel]:
         try:
-            query = User.update(oauth_sub=oauth_sub).where(User.id == id)
-            query.execute()
+            with get_db() as db:
+                db.query(User).filter_by(id=id).update({"oauth_sub": oauth_sub})
+                db.commit()
 
-            user = User.get(User.id == id)
-            return UserModel(**model_to_dict(user))
+                user = db.query(User).filter_by(id=id).first()
+                return UserModel.model_validate(user)
         except:
             return None
 
     def update_user_by_id(self, id: str, updated: dict) -> Optional[UserModel]:
         try:
-            query = User.update(**updated).where(User.id == id)
-            query.execute()
-
-            user = User.get(User.id == id)
-            return UserModel(**model_to_dict(user))
-        except:
+            with get_db() as db:
+                db.query(User).filter_by(id=id).update(updated)
+                db.commit()
+
+                user = db.query(User).filter_by(id=id).first()
+                return UserModel.model_validate(user)
+                # return UserModel(**user.dict())
+        except Exception as e:
             return None
 
     def delete_user_by_id(self, id: str) -> bool:
@@ -215,9 +237,10 @@ class UsersTable:
             result = Chats.delete_chats_by_user_id(id)
 
             if result:
+                with get_db() as db:
                     # Delete User
-                query = User.delete().where(User.id == id)
-                query.execute()  # Remove the rows, return number of rows removed.
+                    db.query(User).filter_by(id=id).delete()
+                    db.commit()
 
                 return True
             else:
@@ -227,19 +250,20 @@ class UsersTable:
 
     def update_user_api_key_by_id(self, id: str, api_key: str) -> str:
         try:
-            query = User.update(api_key=api_key).where(User.id == id)
-            result = query.execute()
-
+            with get_db() as db:
+                result = db.query(User).filter_by(id=id).update({"api_key": api_key})
+                db.commit()
                 return True if result == 1 else False
         except:
             return False
 
     def get_user_api_key_by_id(self, id: str) -> Optional[str]:
         try:
-            user = User.get(User.id == id)
+            with get_db() as db:
+                user = db.query(User).filter_by(id=id).first()
                 return user.api_key
-        except:
+        except Exception as e:
             return None
 
 
-Users = UsersTable(DB)
+Users = UsersTable()

backend/apps/webui/routers/chats.py

@@ -76,7 +76,10 @@ async def delete_all_user_chats(request: Request, user=Depends(get_verified_user
 
 @router.get("/list/user/{user_id}", response_model=List[ChatTitleIdResponse])
 async def get_user_chat_list_by_user_id(
-    user_id: str, user=Depends(get_admin_user), skip: int = 0, limit: int = 50
+    user_id: str,
+    user=Depends(get_admin_user),
+    skip: int = 0,
+    limit: int = 50,
 ):
     return Chats.get_chat_list_by_user_id(
         user_id, include_archived=True, skip=skip, limit=limit
@@ -119,7 +122,7 @@ async def get_user_chats(user=Depends(get_verified_user)):
 
 
 @router.get("/all/archived", response_model=List[ChatResponse])
-async def get_user_chats(user=Depends(get_verified_user)):
+async def get_user_archived_chats(user=Depends(get_verified_user)):
     return [
         ChatResponse(**{**chat.model_dump(), "chat": json.loads(chat.chat)})
         for chat in Chats.get_archived_chats_by_user_id(user.id)
@@ -207,7 +210,6 @@ async def get_user_chat_list_by_tag_name(
     form_data: TagNameForm, user=Depends(get_verified_user)
 ):
 
-    print(form_data)
     chat_ids = [
         chat_id_tag.chat_id
         for chat_id_tag in Tags.get_chat_ids_by_tag_name_and_user_id(

backend/apps/webui/routers/documents.py

@@ -130,7 +130,9 @@ async def tag_doc_by_name(form_data: TagDocumentForm, user=Depends(get_verified_
 
 @router.post("/doc/update", response_model=Optional[DocumentResponse])
 async def update_doc_by_name(
-    name: str, form_data: DocumentUpdateForm, user=Depends(get_admin_user)
+    name: str,
+    form_data: DocumentUpdateForm,
+    user=Depends(get_admin_user),
 ):
     doc = Documents.update_doc_by_name(name, form_data)
     if doc:

backend/apps/webui/routers/files.py

@@ -50,10 +50,7 @@ router = APIRouter()
 
 
 @router.post("/")
-def upload_file(
-    file: UploadFile = File(...),
-    user=Depends(get_verified_user),
-):
+def upload_file(file: UploadFile = File(...), user=Depends(get_verified_user)):
     log.info(f"file.content_type: {file.content_type}")
     try:
         unsanitized_filename = file.filename

backend/apps/webui/routers/functions.py

@@ -233,7 +233,10 @@ async def delete_function_by_id(
 
         # delete the function file
         function_path = os.path.join(FUNCTIONS_DIR, f"{id}.py")
+        try:
             os.remove(function_path)
+        except:
+            pass
 
     return result
 

backend/apps/webui/routers/memories.py

@@ -50,7 +50,9 @@ class MemoryUpdateModel(BaseModel):
 
 @router.post("/add", response_model=Optional[MemoryModel])
 async def add_memory(
-    request: Request, form_data: AddMemoryForm, user=Depends(get_verified_user)
+    request: Request,
+    form_data: AddMemoryForm,
+    user=Depends(get_verified_user),
 ):
     memory = Memories.insert_new_memory(user.id, form_data.content)
     memory_embedding = request.app.state.EMBEDDING_FUNCTION(memory.content)

backend/apps/webui/routers/models.py

@@ -5,6 +5,7 @@ from typing import List, Union, Optional
 from fastapi import APIRouter
 from pydantic import BaseModel
 import json
+
 from apps.webui.models.models import Models, ModelModel, ModelForm, ModelResponse
 
 from utils.utils import get_verified_user, get_admin_user
@@ -29,7 +30,9 @@ async def get_models(user=Depends(get_verified_user)):
 
 @router.post("/add", response_model=Optional[ModelModel])
 async def add_new_model(
-    request: Request, form_data: ModelForm, user=Depends(get_admin_user)
+    request: Request,
+    form_data: ModelForm,
+    user=Depends(get_admin_user),
 ):
     if form_data.id in request.app.state.MODELS:
         raise HTTPException(
@@ -73,7 +76,10 @@ async def get_model_by_id(id: str, user=Depends(get_verified_user)):
 
 @router.post("/update", response_model=Optional[ModelModel])
 async def update_model_by_id(
-    request: Request, id: str, form_data: ModelForm, user=Depends(get_admin_user)
+    request: Request,
+    id: str,
+    form_data: ModelForm,
+    user=Depends(get_admin_user),
 ):
     model = Models.get_model_by_id(id)
     if model:

backend/apps/webui/routers/prompts.py

@@ -71,7 +71,9 @@ async def get_prompt_by_command(command: str, user=Depends(get_verified_user)):
 
 @router.post("/command/{command}/update", response_model=Optional[PromptModel])
 async def update_prompt_by_command(
-    command: str, form_data: PromptForm, user=Depends(get_admin_user)
+    command: str,
+    form_data: PromptForm,
+    user=Depends(get_admin_user),
 ):
     prompt = Prompts.update_prompt_by_command(f"/{command}", form_data)
     if prompt:

backend/apps/webui/routers/tools.py

@@ -6,7 +6,6 @@ from fastapi import APIRouter
 from pydantic import BaseModel
 import json
 
-
 from apps.webui.models.users import Users
 from apps.webui.models.tools import Tools, ToolForm, ToolModel, ToolResponse
 from apps.webui.utils import load_toolkit_module_by_id
@@ -57,7 +56,9 @@ async def get_toolkits(user=Depends(get_admin_user)):
 
 @router.post("/create", response_model=Optional[ToolResponse])
 async def create_new_toolkit(
-    request: Request, form_data: ToolForm, user=Depends(get_admin_user)
+    request: Request,
+    form_data: ToolForm,
+    user=Depends(get_admin_user),
 ):
     if not form_data.id.isidentifier():
         raise HTTPException(
@@ -131,7 +132,10 @@ async def get_toolkit_by_id(id: str, user=Depends(get_admin_user)):
 
 @router.post("/id/{id}/update", response_model=Optional[ToolModel])
 async def update_toolkit_by_id(
-    request: Request, id: str, form_data: ToolForm, user=Depends(get_admin_user)
+    request: Request,
+    id: str,
+    form_data: ToolForm,
+    user=Depends(get_admin_user),
 ):
     toolkit_path = os.path.join(TOOLS_DIR, f"{id}.py")
 

backend/apps/webui/routers/users.py

@@ -138,7 +138,7 @@ async def get_user_info_by_session_user(user=Depends(get_verified_user)):
 
 
 @router.post("/user/info/update", response_model=Optional[dict])
-async def update_user_settings_by_session_user(
+async def update_user_info_by_session_user(
     form_data: dict, user=Depends(get_verified_user)
 ):
     user = Users.get_user_by_id(user.id)
@@ -205,7 +205,9 @@ async def get_user_by_id(user_id: str, user=Depends(get_verified_user)):
 
 @router.post("/{user_id}/update", response_model=Optional[UserModel])
 async def update_user_by_id(
-    user_id: str, form_data: UserUpdateForm, session_user=Depends(get_admin_user)
+    user_id: str,
+    form_data: UserUpdateForm,
+    session_user=Depends(get_admin_user),
 ):
     user = Users.get_user_by_id(user_id)
 

backend/apps/webui/routers/utils.py

 from fastapi import APIRouter, UploadFile, File, Response
 from fastapi import Depends, HTTPException, status
-from peewee import SqliteDatabase
 from starlette.responses import StreamingResponse, FileResponse
 from pydantic import BaseModel
 
@@ -10,7 +9,6 @@ import markdown
 import black
 
 
-from apps.webui.internal.db import DB
 from utils.utils import get_admin_user
 from utils.misc import calculate_sha256, get_gravatar_url
 
@@ -114,13 +112,15 @@ async def download_db(user=Depends(get_admin_user)):
             status_code=status.HTTP_401_UNAUTHORIZED,
             detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
         )
-    if not isinstance(DB, SqliteDatabase):
+    from apps.webui.internal.db import engine
+
+    if engine.name != "sqlite":
         raise HTTPException(
             status_code=status.HTTP_400_BAD_REQUEST,
             detail=ERROR_MESSAGES.DB_NOT_SQLITE,
         )
     return FileResponse(
-        DB.database,
+        engine.url.database,
         media_type="application/octet-stream",
         filename="webui.db",
     )

backend/config.py

@@ -5,9 +5,8 @@ import importlib.metadata
 import pkgutil
 import chromadb
 from chromadb import Settings
-from base64 import b64encode
 from bs4 import BeautifulSoup
-from typing import TypeVar, Generic, Union
+from typing import TypeVar, Generic
 from pydantic import BaseModel
 from typing import Optional
 
@@ -19,7 +18,6 @@ import markdown
 import requests
 import shutil
 
-from secrets import token_bytes
 from constants import ERROR_MESSAGES
 
 ####################################
@@ -395,6 +393,18 @@ OAUTH_PROVIDER_NAME = PersistentConfig(
     os.environ.get("OAUTH_PROVIDER_NAME", "SSO"),
 )
 
+OAUTH_USERNAME_CLAIM = PersistentConfig(
+    "OAUTH_USERNAME_CLAIM",
+    "oauth.oidc.username_claim",
+    os.environ.get("OAUTH_USERNAME_CLAIM", "name"),
+)
+
+OAUTH_PICTURE_CLAIM = PersistentConfig(
+    "OAUTH_USERNAME_CLAIM",
+    "oauth.oidc.avatar_claim",
+    os.environ.get("OAUTH_PICTURE_CLAIM", "picture"),
+)
+
 
 def load_oauth_providers():
     OAUTH_PROVIDERS.clear()
@@ -440,16 +450,27 @@ load_oauth_providers()
 
 STATIC_DIR = Path(os.getenv("STATIC_DIR", BACKEND_DIR / "static")).resolve()
 
-frontend_favicon = FRONTEND_BUILD_DIR / "favicon.png"
+frontend_favicon = FRONTEND_BUILD_DIR / "static" / "favicon.png"
+
 if frontend_favicon.exists():
     try:
         shutil.copyfile(frontend_favicon, STATIC_DIR / "favicon.png")
     except Exception as e:
         logging.error(f"An error occurred: {e}")
-
 else:
     logging.warning(f"Frontend favicon not found at {frontend_favicon}")
 
+frontend_splash = FRONTEND_BUILD_DIR / "static" / "splash.png"
+
+if frontend_splash.exists():
+    try:
+        shutil.copyfile(frontend_splash, STATIC_DIR / "splash.png")
+    except Exception as e:
+        logging.error(f"An error occurred: {e}")
+else:
+    logging.warning(f"Frontend splash not found at {frontend_splash}")
+
+
 ####################################
 # CUSTOM_NAME
 ####################################
@@ -474,6 +495,19 @@ if CUSTOM_NAME:
                         r.raw.decode_content = True
                         shutil.copyfileobj(r.raw, f)
 
+            if "splash" in data:
+                url = (
+                    f"https://api.openwebui.com{data['splash']}"
+                    if data["splash"][0] == "/"
+                    else data["splash"]
+                )
+
+                r = requests.get(url, stream=True)
+                if r.status_code == 200:
+                    with open(f"{STATIC_DIR}/splash.png", "wb") as f:
+                        r.raw.decode_content = True
+                        shutil.copyfileobj(r.raw, f)
+
             WEBUI_NAME = data["name"]
     except Exception as e:
         log.exception(e)
@@ -769,11 +803,14 @@ class BannerModel(BaseModel):
     timestamp: int
 
 
-WEBUI_BANNERS = PersistentConfig(
-    "WEBUI_BANNERS",
-    "ui.banners",
-    [BannerModel(**banner) for banner in json.loads("[]")],
-)
+try:
+    banners = json.loads(os.environ.get("WEBUI_BANNERS", "[]"))
+    banners = [BannerModel(**banner) for banner in banners]
+except Exception as e:
+    print(f"Error loading WEBUI_BANNERS: {e}")
+    banners = []
+
+WEBUI_BANNERS = PersistentConfig("WEBUI_BANNERS", "ui.banners", banners)
 
 
 SHOW_ADMIN_DETAILS = PersistentConfig(
@@ -885,6 +922,22 @@ WEBUI_SESSION_COOKIE_SECURE = os.environ.get(
 if WEBUI_AUTH and WEBUI_SECRET_KEY == "":
     raise ValueError(ERROR_MESSAGES.ENV_VAR_NOT_FOUND)
 
+####################################
+# RAG document content extraction
+####################################
+
+CONTENT_EXTRACTION_ENGINE = PersistentConfig(
+    "CONTENT_EXTRACTION_ENGINE",
+    "rag.CONTENT_EXTRACTION_ENGINE",
+    os.environ.get("CONTENT_EXTRACTION_ENGINE", "").lower(),
+)
+
+TIKA_SERVER_URL = PersistentConfig(
+    "TIKA_SERVER_URL",
+    "rag.tika_server_url",
+    os.getenv("TIKA_SERVER_URL", "http://tika:9998"),  # Default for sidecar deployment
+)
+
 ####################################
 # RAG
 ####################################
@@ -1302,3 +1355,7 @@ AUDIO_TTS_VOICE = PersistentConfig(
 ####################################
 
 DATABASE_URL = os.environ.get("DATABASE_URL", f"sqlite:///{DATA_DIR}/webui.db")
+
+# Replace the postgres:// with postgresql://
+if "postgres://" in DATABASE_URL:
+    DATABASE_URL = DATABASE_URL.replace("postgres://", "postgresql://")

backend/constants.py

@@ -89,3 +89,14 @@ class ERROR_MESSAGES(str, Enum):
     OLLAMA_API_DISABLED = (
         "The Ollama API is disabled. Please enable it to use this feature."
     )
+
+
+class TASKS(str, Enum):
+    def __str__(self) -> str:
+        return super().__str__()
+
+    DEFAULT = lambda task="": f"{task if task else 'default'}"
+    TITLE_GENERATION = "Title Generation"
+    EMOJI_GENERATION = "Emoji Generation"
+    QUERY_GENERATION = "Query Generation"
+    FUNCTION_CALLING = "Function Calling"

backend/migrations/README

+Generic single-database configuration.
+
+Create new migrations with
+DATABASE_URL=<replace with actual url> alembic revision --autogenerate -m "a description"

backend/migrations/env.py

+import os
+from logging.config import fileConfig
+
+from sqlalchemy import engine_from_config
+from sqlalchemy import pool
+
+from alembic import context
+
+from apps.webui.models.auths import Auth
+from apps.webui.models.chats import Chat
+from apps.webui.models.documents import Document
+from apps.webui.models.memories import Memory
+from apps.webui.models.models import Model
+from apps.webui.models.prompts import Prompt
+from apps.webui.models.tags import Tag, ChatIdTag
+from apps.webui.models.tools import Tool
+from apps.webui.models.users import User
+from apps.webui.models.files import File
+from apps.webui.models.functions import Function
+
+from config import DATABASE_URL
+
+# this is the Alembic Config object, which provides
+# access to the values within the .ini file in use.
+config = context.config
+
+# Interpret the config file for Python logging.
+# This line sets up loggers basically.
+if config.config_file_name is not None:
+    fileConfig(config.config_file_name)
+
+# add your model's MetaData object here
+# for 'autogenerate' support
+# from myapp import mymodel
+# target_metadata = mymodel.Base.metadata
+target_metadata = Auth.metadata
+
+# other values from the config, defined by the needs of env.py,
+# can be acquired:
+# my_important_option = config.get_main_option("my_important_option")
+# ... etc.
+
+DB_URL = DATABASE_URL
+
+if DB_URL:
+    config.set_main_option("sqlalchemy.url", DB_URL.replace("%", "%%"))
+
+
+def run_migrations_offline() -> None:
+    """Run migrations in 'offline' mode.
+
+    This configures the context with just a URL
+    and not an Engine, though an Engine is acceptable
+    here as well.  By skipping the Engine creation
+    we don't even need a DBAPI to be available.
+
+    Calls to context.execute() here emit the given string to the
+    script output.
+
+    """
+    url = config.get_main_option("sqlalchemy.url")
+    context.configure(
+        url=url,
+        target_metadata=target_metadata,
+        literal_binds=True,
+        dialect_opts={"paramstyle": "named"},
+    )
+
+    with context.begin_transaction():
+        context.run_migrations()
+
+
+def run_migrations_online() -> None:
+    """Run migrations in 'online' mode.
+
+    In this scenario we need to create an Engine
+    and associate a connection with the context.
+
+    """
+    connectable = engine_from_config(
+        config.get_section(config.config_ini_section, {}),
+        prefix="sqlalchemy.",
+        poolclass=pool.NullPool,
+    )
+
+    with connectable.connect() as connection:
+        context.configure(connection=connection, target_metadata=target_metadata)
+
+        with context.begin_transaction():
+            context.run_migrations()
+
+
+if context.is_offline_mode():
+    run_migrations_offline()
+else:
+    run_migrations_online()