Merge remote-tracking branch 'origin/dev' into feat/backend-web-search

.github/pull_request_template.md

 # Pull Request Checklist
 
-- [ ] **Target branch:** Pull requests should target the `dev` branch.
-- [ ] **Description:** Briefly describe the changes in this pull request.
+### Note to first-time contributors: Please open a discussion post in [Discussions](https://github.com/open-webui/open-webui/discussions) and describe your changes before submitting a pull request.
+
+**Before submitting, make sure you've checked the following:**
+
+- [ ] **Target branch:** Please verify that the pull request targets the `dev` branch.
+- [ ] **Description:** Provide a concise description of the changes made in this pull request.
 - [ ] **Changelog:** Ensure a changelog entry following the format of [Keep a Changelog](https://keepachangelog.com/) is added at the bottom of the PR description.
 - [ ] **Documentation:** Have you updated relevant documentation [Open WebUI Docs](https://github.com/open-webui/docs), or other documentation sources?
 - [ ] **Dependencies:** Are there any new dependencies? Have you updated the dependency versions in the documentation?
-- [ ] **Testing:** Have you written and run sufficient tests for the changes?
-- [ ] **Code Review:** Have you self-reviewed your code and addressed any coding standard issues?
-- [ ] **Label title:** Ensure the pull request title is labeled properly using one of the following:
+- [ ] **Testing:** Have you written and run sufficient tests for validating the changes?
+- [ ] **Code review:** Have you performed a self-review of your code, addressing any coding standard issues and ensuring adherence to the project's coding standards?
+- [ ] **Label:** To cleary categorize this pull request, assign a relevant label to the pull request title, using one of the following:
   - **BREAKING CHANGE**: Significant changes that may affect compatibility
   - **build**: Changes that affect the build system or external dependencies
   - **ci**: Changes to our continuous integration processes or workflows
@@ -26,7 +30,7 @@
 
 ### Description
 
-- [Briefly describe the changes made in this pull request, including any relevant motivation and impact.]
+- [Concisely describe the changes made in this pull request, including any relevant motivation and impact (e.g., fixing a bug, adding a feature, or improving performance)]
 
 ### Added
 
@@ -62,3 +66,7 @@
 
 - [Insert any additional context, notes, or explanations for the changes]
   - [Reference any related issues, commits, or other relevant information]
+
+### Screenshots or Videos
+
+- [Attach any relevant screenshots or videos demonstrating the changes]

.gitignore

@@ -16,6 +16,10 @@ __pycache__/
 # C extensions
 *.so
 
+# Pyodide distribution
+static/pyodide/*
+!static/pyodide/pyodide-lock.json
+
 # Distribution / packaging
 .Python
 build/

.prettierignore

@@ -310,3 +310,7 @@ dist
 # cypress artifacts
 cypress/videos
 cypress/screenshots
+
+
+
+/static/*
\ No newline at end of file

CHANGELOG.md

@@ -5,6 +5,25 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [0.1.125] - 2024-05-19
+
+### Added
+
+- **🔄 Updated UI**: Chat interface revamped with chat bubbles. Easily switch back to the old style via settings > interface > chat bubble UI.
+- **📂 Enhanced Sidebar UI**: Model files, documents, prompts, and playground merged into Workspace for streamlined access.
+- **🚀 Improved Many Model Interaction**: All responses now displayed simultaneously for a smoother experience.
+- **🐍 Python Code Execution**: Execute Python code locally in the browser with libraries like 'requests', 'beautifulsoup4', 'numpy', 'pandas', 'seaborn', 'matplotlib', 'scikit-learn', 'scipy', 'regex'.
+- **🧠 Experimental Memory Feature**: Manually input personal information you want LLMs to remember via settings > personalization > memory.
+- **💾 Persistent Settings**: Settings now saved as config.json for convenience.
+- **🩺 Health Check Endpoint**: Added for Docker deployment.
+- **↕️ RTL Support**: Toggle chat direction via settings > interface > chat direction.
+- **🖥️ PowerPoint Support**: RAG pipeline now supports PowerPoint documents.
+- **🌐 Language Updates**: Ukrainian, Turkish, Arabic, Chinese, Serbian, Vietnamese updated; Punjabi added.
+
+### Changed
+
+- **👤 Shared Chat Update**: Shared chat now includes creator user information.
+
 ## [0.1.124] - 2024-05-08
 
 ### Added

Dockerfile

@@ -11,6 +11,9 @@ ARG USE_CUDA_VER=cu121
 # IMPORTANT: If you change the embedding model (sentence-transformers/all-MiniLM-L6-v2) and vice versa, you aren't able to use RAG Chat with your previous documents loaded in the WebUI! You need to re-embed them.
 ARG USE_EMBEDDING_MODEL=sentence-transformers/all-MiniLM-L6-v2
 ARG USE_RERANKING_MODEL=""
+# Override at your own risk - non-root configurations are untested
+ARG UID=0
+ARG GID=0
 
 ######## WebUI frontend ########
 FROM --platform=$BUILDPLATFORM node:21-alpine3.19 as build
@@ -32,6 +35,8 @@ ARG USE_OLLAMA
 ARG USE_CUDA_VER
 ARG USE_EMBEDDING_MODEL
 ARG USE_RERANKING_MODEL
+ARG UID
+ARG GID
 
 ## Basis ##
 ENV ENV=prod \
@@ -76,9 +81,20 @@ ENV HF_HOME="/app/backend/data/cache/embedding/models"
 WORKDIR /app/backend
 
 ENV HOME /root
+# Create user and group if not root
+RUN if [ $UID -ne 0 ]; then \
+      if [ $GID -ne 0 ]; then \
+        addgroup --gid $GID app; \
+      fi; \
+      adduser --uid $UID --gid $GID --home $HOME --disabled-password --no-create-home app; \
+    fi
+
 RUN mkdir -p $HOME/.cache/chroma
 RUN echo -n 00000000-0000-0000-0000-000000000000 > $HOME/.cache/chroma/telemetry_user_id
 
+# Make sure the user has access to the app and root directory
+RUN chown -R $UID:$GID /app $HOME
+
 RUN if [ "$USE_OLLAMA" = "true" ]; then \
     apt-get update && \
     # Install pandoc and netcat
@@ -94,7 +110,7 @@ RUN if [ "$USE_OLLAMA" = "true" ]; then \
     else \
     apt-get update && \
     # Install pandoc and netcat
-    apt-get install -y --no-install-recommends pandoc netcat-openbsd curl && \
+    apt-get install -y --no-install-recommends pandoc netcat-openbsd curl jq && \
     # for RAG OCR
     apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
     # cleanup
@@ -102,7 +118,7 @@ RUN if [ "$USE_OLLAMA" = "true" ]; then \
     fi
 
 # install python dependencies
-COPY ./backend/requirements.txt ./requirements.txt
+COPY --chown=$UID:$GID ./backend/requirements.txt ./requirements.txt
 
 RUN pip3 install uv && \
     if [ "$USE_CUDA" = "true" ]; then \
@@ -125,16 +141,17 @@ RUN pip3 install uv && \
 # COPY --from=build /app/onnx /root/.cache/chroma/onnx_models/all-MiniLM-L6-v2/onnx
 
 # copy built frontend files
-COPY --from=build /app/build /app/build
-COPY --from=build /app/CHANGELOG.md /app/CHANGELOG.md
-COPY --from=build /app/package.json /app/package.json
+COPY --chown=$UID:$GID --from=build /app/build /app/build
+COPY --chown=$UID:$GID --from=build /app/CHANGELOG.md /app/CHANGELOG.md
+COPY --chown=$UID:$GID --from=build /app/package.json /app/package.json
 
 # copy backend files
-COPY ./backend .
+COPY --chown=$UID:$GID ./backend .
 
 EXPOSE 8080
 
 HEALTHCHECK CMD curl --silent --fail http://localhost:8080/health | jq -e '.status == true' || exit 1
 
+USER $UID:$GID
 
 CMD [ "bash", "start.sh"]

backend/apps/images/main.py

@@ -397,7 +397,7 @@ def generate_image(
     user=Depends(get_current_user),
 ):
 
-    width, height = tuple(map(int, app.state.config.IMAGE_SIZE).split("x"))
+    width, height = tuple(map(int, app.state.config.IMAGE_SIZE.split("x")))
 
     r = None
     try:

backend/apps/litellm/main.py

@@ -75,6 +75,10 @@ with open(LITELLM_CONFIG_DIR, "r") as file:
     litellm_config = yaml.safe_load(file)
 
 
+app.state.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER.value
+app.state.MODEL_FILTER_LIST = MODEL_FILTER_LIST.value
+
+
 app.state.ENABLE = ENABLE_LITELLM
 app.state.CONFIG = litellm_config
 
@@ -151,10 +155,6 @@ async def shutdown_litellm_background():
         background_process = None
 
 
-app.state.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER
-app.state.MODEL_FILTER_LIST = MODEL_FILTER_LIST
-
-
 @app.get("/")
 async def get_status():
     return {"status": True}

backend/apps/ollama/main.py

@@ -64,8 +64,8 @@ app.add_middleware(
 
 app.state.config = AppConfig()
 
-app.state.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER
-app.state.MODEL_FILTER_LIST = MODEL_FILTER_LIST
+app.state.config.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER
+app.state.config.MODEL_FILTER_LIST = MODEL_FILTER_LIST
 
 app.state.config.OLLAMA_BASE_URLS = OLLAMA_BASE_URLS
 app.state.MODELS = {}
@@ -124,8 +124,9 @@ async def cancel_ollama_request(request_id: str, user=Depends(get_current_user))
 
 
 async def fetch_url(url):
+    timeout = aiohttp.ClientTimeout(total=5)
     try:
-        async with aiohttp.ClientSession() as session:
+        async with aiohttp.ClientSession(timeout=timeout) as session:
             async with session.get(url) as response:
                 return await response.json()
     except Exception as e:
@@ -177,11 +178,12 @@ async def get_ollama_tags(
     if url_idx == None:
         models = await get_all_models()
 
-        if app.state.ENABLE_MODEL_FILTER:
+        if app.state.config.ENABLE_MODEL_FILTER:
             if user.role == "user":
                 models["models"] = list(
                     filter(
-                        lambda model: model["name"] in app.state.MODEL_FILTER_LIST,
+                        lambda model: model["name"]
+                        in app.state.config.MODEL_FILTER_LIST,
                         models["models"],
                     )
                 )
@@ -1045,11 +1047,12 @@ async def get_openai_models(
     if url_idx == None:
         models = await get_all_models()
 
-        if app.state.ENABLE_MODEL_FILTER:
+        if app.state.config.ENABLE_MODEL_FILTER:
             if user.role == "user":
                 models["models"] = list(
                     filter(
-                        lambda model: model["name"] in app.state.MODEL_FILTER_LIST,
+                        lambda model: model["name"]
+                        in app.state.config.MODEL_FILTER_LIST,
                         models["models"],
                     )
                 )

backend/apps/openai/main.py

@@ -21,6 +21,7 @@ from utils.utils import (
 )
 from config import (
     SRC_LOG_LEVELS,
+    ENABLE_OPENAI_API,
     OPENAI_API_BASE_URLS,
     OPENAI_API_KEYS,
     CACHE_DIR,
@@ -46,11 +47,14 @@ app.add_middleware(
     allow_headers=["*"],
 )
 
+
 app.state.config = AppConfig()
 
-app.state.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER
-app.state.MODEL_FILTER_LIST = MODEL_FILTER_LIST
+app.state.config.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER
+app.state.config.MODEL_FILTER_LIST = MODEL_FILTER_LIST
+
 
+app.state.config.ENABLE_OPENAI_API = ENABLE_OPENAI_API
 app.state.config.OPENAI_API_BASE_URLS = OPENAI_API_BASE_URLS
 app.state.config.OPENAI_API_KEYS = OPENAI_API_KEYS
 
@@ -68,6 +72,21 @@ async def check_url(request: Request, call_next):
     return response
 
 
+@app.get("/config")
+async def get_config(user=Depends(get_admin_user)):
+    return {"ENABLE_OPENAI_API": app.state.config.ENABLE_OPENAI_API}
+
+
+class OpenAIConfigForm(BaseModel):
+    enable_openai_api: Optional[bool] = None
+
+
+@app.post("/config/update")
+async def update_config(form_data: OpenAIConfigForm, user=Depends(get_admin_user)):
+    app.state.config.ENABLE_OPENAI_API = form_data.enable_openai_api
+    return {"ENABLE_OPENAI_API": app.state.config.ENABLE_OPENAI_API}
+
+
 class UrlsUpdateForm(BaseModel):
     urls: List[str]
 
@@ -164,11 +183,15 @@ async def speech(request: Request, user=Depends(get_verified_user)):
 
 
 async def fetch_url(url, key):
+    timeout = aiohttp.ClientTimeout(total=5)
     try:
+        if key != "":
             headers = {"Authorization": f"Bearer {key}"}
-        async with aiohttp.ClientSession() as session:
+            async with aiohttp.ClientSession(timeout=timeout) as session:
                 async with session.get(url, headers=headers) as response:
                     return await response.json()
+        else:
+            return None
     except Exception as e:
         # Handle connection error here
         log.error(f"Connection error: {e}")
@@ -200,7 +223,7 @@ async def get_all_models():
     if (
         len(app.state.config.OPENAI_API_KEYS) == 1
         and app.state.config.OPENAI_API_KEYS[0] == ""
-    ):
+    ) or not app.state.config.ENABLE_OPENAI_API:
         models = {"data": []}
     else:
         tasks = [
@@ -237,11 +260,11 @@ async def get_all_models():
 async def get_models(url_idx: Optional[int] = None, user=Depends(get_current_user)):
     if url_idx == None:
         models = await get_all_models()
-        if app.state.ENABLE_MODEL_FILTER:
+        if app.state.config.ENABLE_MODEL_FILTER:
             if user.role == "user":
                 models["data"] = list(
                     filter(
-                        lambda model: model["id"] in app.state.MODEL_FILTER_LIST,
+                        lambda model: model["id"] in app.state.config.MODEL_FILTER_LIST,
                         models["data"],
                     )
                 )

backend/apps/rag/main.py

@@ -70,6 +70,7 @@ from utils.misc import (
 from utils.utils import get_current_user, get_admin_user
 
 from config import (
+    ENV,
     SRC_LOG_LEVELS,
     UPLOAD_DIR,
     DOCS_DIR,
@@ -266,7 +267,7 @@ async def update_embedding_config(
                 app.state.config.OPENAI_API_BASE_URL = form_data.openai_config.url
                 app.state.config.OPENAI_API_KEY = form_data.openai_config.key
 
-        update_embedding_model(app.state.config.RAG_EMBEDDING_MODEL), True
+        update_embedding_model(app.state.config.RAG_EMBEDDING_MODEL)
 
         app.state.EMBEDDING_FUNCTION = get_embedding_function(
             app.state.config.RAG_EMBEDDING_ENGINE,
@@ -439,12 +440,12 @@ async def update_query_settings(
     form_data: QuerySettingsForm, user=Depends(get_admin_user)
 ):
     app.state.config.RAG_TEMPLATE = (
-        form_data.template if form_data.template else RAG_TEMPLATE,
+        form_data.template if form_data.template else RAG_TEMPLATE
     )
     app.state.config.TOP_K = form_data.k if form_data.k else 4
     app.state.config.RELEVANCE_THRESHOLD = form_data.r if form_data.r else 0.0
     app.state.config.ENABLE_RAG_HYBRID_SEARCH = (
-        form_data.hybrid if form_data.hybrid else False,
+        form_data.hybrid if form_data.hybrid else False
     )
     return {
         "status": True,
@@ -1006,3 +1007,14 @@ def reset(user=Depends(get_admin_user)) -> bool:
         log.exception(e)
 
     return True
+
+
+if ENV == "dev":
+
+    @app.get("/ef")
+    async def get_embeddings():
+        return {"result": app.state.EMBEDDING_FUNCTION("hello world")}
+
+    @app.get("/ef/{text}")
+    async def get_embeddings_text(text: str):
+        return {"result": app.state.EMBEDDING_FUNCTION(text)}

backend/apps/web/internal/migrations/008_add_memory.py

+"""Peewee migrations -- 002_add_local_sharing.py.
+
+Some examples (model - class or model name)::
+
+    > Model = migrator.orm['table_name']            # Return model in current state by name
+    > Model = migrator.ModelClass                   # Return model in current state by name
+
+    > migrator.sql(sql)                             # Run custom SQL
+    > migrator.run(func, *args, **kwargs)           # Run python function with the given args
+    > migrator.create_model(Model)                  # Create a model (could be used as decorator)
+    > migrator.remove_model(model, cascade=True)    # Remove a model
+    > migrator.add_fields(model, **fields)          # Add fields to a model
+    > migrator.change_fields(model, **fields)       # Change fields
+    > migrator.remove_fields(model, *field_names, cascade=True)
+    > migrator.rename_field(model, old_field_name, new_field_name)
+    > migrator.rename_table(model, new_table_name)
+    > migrator.add_index(model, *col_names, unique=False)
+    > migrator.add_not_null(model, *field_names)
+    > migrator.add_default(model, field_name, default)
+    > migrator.add_constraint(model, name, sql)
+    > migrator.drop_index(model, *col_names)
+    > migrator.drop_not_null(model, *field_names)
+    > migrator.drop_constraints(model, *constraints)
+
+"""
+
+from contextlib import suppress
+
+import peewee as pw
+from peewee_migrate import Migrator
+
+
+with suppress(ImportError):
+    import playhouse.postgres_ext as pw_pext
+
+
+def migrate(migrator: Migrator, database: pw.Database, *, fake=False):
+    @migrator.create_model
+    class Memory(pw.Model):
+        id = pw.CharField(max_length=255, unique=True)
+        user_id = pw.CharField(max_length=255)
+        content = pw.TextField(null=False)
+        updated_at = pw.BigIntegerField(null=False)
+        created_at = pw.BigIntegerField(null=False)
+
+        class Meta:
+            table_name = "memory"
+
+
+def rollback(migrator: Migrator, database: pw.Database, *, fake=False):
+    """Write your rollback migrations here."""
+
+    migrator.remove_model("memory")

backend/apps/web/main.py

@@ -9,6 +9,7 @@ from apps.web.routers import (
     modelfiles,
     prompts,
     configs,
+    memories,
     utils,
 )
 from config import (
@@ -41,6 +42,7 @@ app.state.config.USER_PERMISSIONS = USER_PERMISSIONS
 app.state.config.WEBHOOK_URL = WEBHOOK_URL
 app.state.AUTH_TRUSTED_EMAIL_HEADER = WEBUI_AUTH_TRUSTED_EMAIL_HEADER
 
+
 app.add_middleware(
     CORSMiddleware,
     allow_origins=origins,
@@ -52,9 +54,12 @@ app.add_middleware(
 app.include_router(auths.router, prefix="/auths", tags=["auths"])
 app.include_router(users.router, prefix="/users", tags=["users"])
 app.include_router(chats.router, prefix="/chats", tags=["chats"])
+
 app.include_router(documents.router, prefix="/documents", tags=["documents"])
 app.include_router(modelfiles.router, prefix="/modelfiles", tags=["modelfiles"])
 app.include_router(prompts.router, prefix="/prompts", tags=["prompts"])
+app.include_router(memories.router, prefix="/memories", tags=["memories"])
+
 
 app.include_router(configs.router, prefix="/configs", tags=["configs"])
 app.include_router(utils.router, prefix="/utils", tags=["utils"])

backend/apps/web/models/memories.py

+from pydantic import BaseModel
+from peewee import *
+from playhouse.shortcuts import model_to_dict
+from typing import List, Union, Optional
+
+from apps.web.internal.db import DB
+from apps.web.models.chats import Chats
+
+import time
+import uuid
+
+####################
+# Memory DB Schema
+####################
+
+
+class Memory(Model):
+    id = CharField(unique=True)
+    user_id = CharField()
+    content = TextField()
+    updated_at = BigIntegerField()
+    created_at = BigIntegerField()
+
+    class Meta:
+        database = DB
+
+
+class MemoryModel(BaseModel):
+    id: str
+    user_id: str
+    content: str
+    updated_at: int  # timestamp in epoch
+    created_at: int  # timestamp in epoch
+
+
+####################
+# Forms
+####################
+
+
+class MemoriesTable:
+    def __init__(self, db):
+        self.db = db
+        self.db.create_tables([Memory])
+
+    def insert_new_memory(
+        self,
+        user_id: str,
+        content: str,
+    ) -> Optional[MemoryModel]:
+        id = str(uuid.uuid4())
+
+        memory = MemoryModel(
+            **{
+                "id": id,
+                "user_id": user_id,
+                "content": content,
+                "created_at": int(time.time()),
+                "updated_at": int(time.time()),
+            }
+        )
+        result = Memory.create(**memory.model_dump())
+        if result:
+            return memory
+        else:
+            return None
+
+    def get_memories(self) -> List[MemoryModel]:
+        try:
+            memories = Memory.select()
+            return [MemoryModel(**model_to_dict(memory)) for memory in memories]
+        except:
+            return None
+
+    def get_memories_by_user_id(self, user_id: str) -> List[MemoryModel]:
+        try:
+            memories = Memory.select().where(Memory.user_id == user_id)
+            return [MemoryModel(**model_to_dict(memory)) for memory in memories]
+        except:
+            return None
+
+    def get_memory_by_id(self, id) -> Optional[MemoryModel]:
+        try:
+            memory = Memory.get(Memory.id == id)
+            return MemoryModel(**model_to_dict(memory))
+        except:
+            return None
+
+    def delete_memory_by_id(self, id: str) -> bool:
+        try:
+            query = Memory.delete().where(Memory.id == id)
+            query.execute()  # Remove the rows, return number of rows removed.
+
+            return True
+
+        except:
+            return False
+
+    def delete_memories_by_user_id(self, user_id: str) -> bool:
+        try:
+            query = Memory.delete().where(Memory.user_id == user_id)
+            query.execute()
+
+            return True
+        except:
+            return False
+
+    def delete_memory_by_id_and_user_id(self, id: str, user_id: str) -> bool:
+        try:
+            query = Memory.delete().where(Memory.id == id, Memory.user_id == user_id)
+            query.execute()
+
+            return True
+        except:
+            return False
+
+
+Memories = MemoriesTable(DB)

backend/apps/web/routers/memories.py

+from fastapi import Response, Request
+from fastapi import Depends, FastAPI, HTTPException, status
+from datetime import datetime, timedelta
+from typing import List, Union, Optional
+
+from fastapi import APIRouter
+from pydantic import BaseModel
+import logging
+
+from apps.web.models.memories import Memories, MemoryModel
+
+from utils.utils import get_verified_user
+from constants import ERROR_MESSAGES
+
+from config import SRC_LOG_LEVELS, CHROMA_CLIENT
+
+log = logging.getLogger(__name__)
+log.setLevel(SRC_LOG_LEVELS["MODELS"])
+
+router = APIRouter()
+
+
+@router.get("/ef")
+async def get_embeddings(request: Request):
+    return {"result": request.app.state.EMBEDDING_FUNCTION("hello world")}
+
+
+############################
+# GetMemories
+############################
+
+
+@router.get("/", response_model=List[MemoryModel])
+async def get_memories(user=Depends(get_verified_user)):
+    return Memories.get_memories_by_user_id(user.id)
+
+
+############################
+# AddMemory
+############################
+
+
+class AddMemoryForm(BaseModel):
+    content: str
+
+
+@router.post("/add", response_model=Optional[MemoryModel])
+async def add_memory(
+    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)
+
+    collection = CHROMA_CLIENT.get_or_create_collection(name=f"user-memory-{user.id}")
+    collection.upsert(
+        documents=[memory.content],
+        ids=[memory.id],
+        embeddings=[memory_embedding],
+        metadatas=[{"created_at": memory.created_at}],
+    )
+
+    return memory
+
+
+############################
+# QueryMemory
+############################
+
+
+class QueryMemoryForm(BaseModel):
+    content: str
+
+
+@router.post("/query")
+async def query_memory(
+    request: Request, form_data: QueryMemoryForm, user=Depends(get_verified_user)
+):
+    query_embedding = request.app.state.EMBEDDING_FUNCTION(form_data.content)
+    collection = CHROMA_CLIENT.get_or_create_collection(name=f"user-memory-{user.id}")
+
+    results = collection.query(
+        query_embeddings=[query_embedding],
+        n_results=1,  # how many results to return
+    )
+
+    return results
+
+
+############################
+# ResetMemoryFromVectorDB
+############################
+@router.get("/reset", response_model=bool)
+async def reset_memory_from_vector_db(
+    request: Request, user=Depends(get_verified_user)
+):
+    CHROMA_CLIENT.delete_collection(f"user-memory-{user.id}")
+    collection = CHROMA_CLIENT.get_or_create_collection(name=f"user-memory-{user.id}")
+
+    memories = Memories.get_memories_by_user_id(user.id)
+    for memory in memories:
+        memory_embedding = request.app.state.EMBEDDING_FUNCTION(memory.content)
+        collection.upsert(
+            documents=[memory.content],
+            ids=[memory.id],
+            embeddings=[memory_embedding],
+        )
+    return True
+
+
+############################
+# DeleteMemoriesByUserId
+############################
+
+
+@router.delete("/user", response_model=bool)
+async def delete_memory_by_user_id(user=Depends(get_verified_user)):
+    result = Memories.delete_memories_by_user_id(user.id)
+
+    if result:
+        try:
+            CHROMA_CLIENT.delete_collection(f"user-memory-{user.id}")
+        except Exception as e:
+            log.error(e)
+        return True
+
+    return False
+
+
+############################
+# DeleteMemoryById
+############################
+
+
+@router.delete("/{memory_id}", response_model=bool)
+async def delete_memory_by_id(memory_id: str, user=Depends(get_verified_user)):
+    result = Memories.delete_memory_by_id_and_user_id(memory_id, user.id)
+
+    if result:
+        collection = CHROMA_CLIENT.get_or_create_collection(
+            name=f"user-memory-{user.id}"
+        )
+        collection.delete(ids=[memory_id])
+        return True
+
+    return False

backend/apps/web/routers/users.py

@@ -11,8 +11,9 @@ import logging
 
 from apps.web.models.users import UserModel, UserUpdateForm, UserRoleUpdateForm, Users
 from apps.web.models.auths import Auths
+from apps.web.models.chats import Chats
 
-from utils.utils import get_current_user, get_password_hash, get_admin_user
+from utils.utils import get_verified_user, get_password_hash, get_admin_user
 from constants import ERROR_MESSAGES
 
 from config import SRC_LOG_LEVELS
@@ -67,6 +68,41 @@ async def update_user_role(form_data: UserRoleUpdateForm, user=Depends(get_admin
     )
 
 
+############################
+# GetUserById
+############################
+
+
+class UserResponse(BaseModel):
+    name: str
+    profile_image_url: str
+
+
+@router.get("/{user_id}", response_model=UserResponse)
+async def get_user_by_id(user_id: str, user=Depends(get_verified_user)):
+
+    if user_id.startswith("shared-"):
+        chat_id = user_id.replace("shared-", "")
+        chat = Chats.get_chat_by_id(chat_id)
+        if chat:
+            user_id = chat.user_id
+        else:
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail=ERROR_MESSAGES.USER_NOT_FOUND,
+            )
+
+    user = Users.get_user_by_id(user_id)
+
+    if user:
+        return UserResponse(name=user.name, profile_image_url=user.profile_image_url)
+    else:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=ERROR_MESSAGES.USER_NOT_FOUND,
+        )
+
+
 ############################
 # UpdateUserById
 ############################

backend/config.py

@@ -417,6 +417,14 @@ OLLAMA_BASE_URLS = PersistentConfig(
 # OPENAI_API
 ####################################
 
+
+ENABLE_OPENAI_API = PersistentConfig(
+    "ENABLE_OPENAI_API",
+    "openai.enable",
+    os.environ.get("ENABLE_OPENAI_API", "True").lower() == "true",
+)
+
+
 OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY", "")
 OPENAI_API_BASE_URL = os.environ.get("OPENAI_API_BASE_URL", "")
 

backend/main.py

@@ -118,6 +118,18 @@ app.state.config.WEBHOOK_URL = WEBHOOK_URL
 origins = ["*"]
 
 
+# Custom middleware to add security headers
+# class SecurityHeadersMiddleware(BaseHTTPMiddleware):
+#     async def dispatch(self, request: Request, call_next):
+#         response: Response = await call_next(request)
+#         response.headers["Cross-Origin-Opener-Policy"] = "same-origin"
+#         response.headers["Cross-Origin-Embedder-Policy"] = "require-corp"
+#         return response
+
+
+# app.add_middleware(SecurityHeadersMiddleware)
+
+
 class RAGMiddleware(BaseHTTPMiddleware):
     async def dispatch(self, request: Request, call_next):
         return_citations = False
@@ -227,9 +239,15 @@ async def check_url(request: Request, call_next):
     return response
 
 
-app.mount("/api/v1", webui_app)
-app.mount("/litellm/api", litellm_app)
+@app.middleware("http")
+async def update_embedding_function(request: Request, call_next):
+    response = await call_next(request)
+    if "/embedding/update" in request.url.path:
+        webui_app.state.EMBEDDING_FUNCTION = rag_app.state.EMBEDDING_FUNCTION
+    return response
 
+
+app.mount("/litellm/api", litellm_app)
 app.mount("/ollama", ollama_app)
 app.mount("/openai/api", openai_app)
 
@@ -237,6 +255,10 @@ app.mount("/images/api/v1", images_app)
 app.mount("/audio/api/v1", audio_app)
 app.mount("/rag/api/v1", rag_app)
 
+app.mount("/api/v1", webui_app)
+
+webui_app.state.EMBEDDING_FUNCTION = rag_app.state.EMBEDDING_FUNCTION
+
 
 @app.get("/api/config")
 async def get_app_config():
@@ -279,14 +301,14 @@ class ModelFilterConfigForm(BaseModel):
 async def update_model_filter_config(
     form_data: ModelFilterConfigForm, user=Depends(get_admin_user)
 ):
-    app.state.config.ENABLE_MODEL_FILTER, form_data.enabled
-    app.state.config.MODEL_FILTER_LIST, form_data.models
+    app.state.config.ENABLE_MODEL_FILTER = form_data.enabled
+    app.state.config.MODEL_FILTER_LIST = form_data.models
 
-    ollama_app.state.ENABLE_MODEL_FILTER = app.state.config.ENABLE_MODEL_FILTER
-    ollama_app.state.MODEL_FILTER_LIST = app.state.config.MODEL_FILTER_LIST
+    ollama_app.state.config.ENABLE_MODEL_FILTER = app.state.config.ENABLE_MODEL_FILTER
+    ollama_app.state.config.MODEL_FILTER_LIST = app.state.config.MODEL_FILTER_LIST
 
-    openai_app.state.ENABLE_MODEL_FILTER = app.state.config.ENABLE_MODEL_FILTER
-    openai_app.state.MODEL_FILTER_LIST = app.state.config.MODEL_FILTER_LIST
+    openai_app.state.config.ENABLE_MODEL_FILTER = app.state.config.ENABLE_MODEL_FILTER
+    openai_app.state.config.MODEL_FILTER_LIST = app.state.config.MODEL_FILTER_LIST
 
     litellm_app.state.ENABLE_MODEL_FILTER = app.state.config.ENABLE_MODEL_FILTER
     litellm_app.state.MODEL_FILTER_LIST = app.state.config.MODEL_FILTER_LIST

cypress/e2e/chat.cy.ts

@@ -62,15 +62,14 @@ describe('Settings', () => {
 				.should('exist');
 			// spy on requests
 			const spy = cy.spy();
-			cy.intercept("GET", "/api/v1/chats/*", spy);
+			cy.intercept('GET', '/api/v1/chats/*', spy);
 			// Open context menu
 			cy.get('#chat-context-menu-button').click();
 			// Click share button
 			cy.get('#chat-share-button').click();
 			// Check if the share dialog is visible
 			cy.get('#copy-and-share-chat-button').should('exist');
-			cy.wrap({}, { timeout: 5000 })
-				.should(() => {
+			cy.wrap({}, { timeout: 5000 }).should(() => {
 				// Check if the request was made twice (once for to replace chat object and once more due to change event)
 				expect(spy).to.be.callCount(2);
 			});

package-lock.json

 {
 	"name": "open-webui",
-	"version": "0.1.124",
+	"version": "0.1.125",
 	"lockfileVersion": 3,
 	"requires": true,
 	"packages": {
 		"": {
 			"name": "open-webui",
-			"version": "0.1.124",
+			"version": "0.1.125",
 			"dependencies": {
+				"@pyscript/core": "^0.4.32",
 				"@sveltejs/adapter-node": "^1.3.1",
 				"async": "^3.2.5",
 				"bits-ui": "^0.19.7",
@@ -22,6 +23,7 @@
 				"js-sha256": "^0.10.1",
 				"katex": "^0.16.9",
 				"marked": "^9.1.0",
+				"pyodide": "^0.26.0-alpha.4",
 				"svelte-sonner": "^0.3.19",
 				"tippy.js": "^6.3.7",
 				"uuid": "^9.0.1"
@@ -890,6 +892,19 @@
 				"url": "https://opencollective.com/popperjs"
 			}
 		},
+		"node_modules/@pyscript/core": {
+			"version": "0.4.32",
+			"resolved": "https://registry.npmjs.org/@pyscript/core/-/core-0.4.32.tgz",
+			"integrity": "sha512-WQATzPp1ggf871+PukCmTypzScXkEB1EWD/vg5GNxpM96N6rDPqQ13msuA5XvwU01ZVhL8HHSFDLk4IfaXNGWg==",
+			"dependencies": {
+				"@ungap/with-resolvers": "^0.1.0",
+				"basic-devtools": "^0.1.6",
+				"polyscript": "^0.12.8",
+				"sticky-module": "^0.1.1",
+				"to-json-callback": "^0.1.1",
+				"type-checked-collections": "^0.1.7"
+			}
+		},
 		"node_modules/@rollup/plugin-commonjs": {
 			"version": "25.0.7",
 			"resolved": "https://registry.npmjs.org/@rollup/plugin-commonjs/-/plugin-commonjs-25.0.7.tgz",
@@ -1605,8 +1620,12 @@
 		"node_modules/@ungap/structured-clone": {
 			"version": "1.2.0",
 			"resolved": "https://registry.npmjs.org/@ungap/structured-clone/-/structured-clone-1.2.0.tgz",
-			"integrity": "sha512-zuVdFrMJiuCDQUMCzQaD6KL28MjnqqN8XnAqiEq9PNm/hCPTSGfrXCOfwj1ow4LFb/tNymJPwsNbVePc1xFqrQ==",
-			"dev": true
+			"integrity": "sha512-zuVdFrMJiuCDQUMCzQaD6KL28MjnqqN8XnAqiEq9PNm/hCPTSGfrXCOfwj1ow4LFb/tNymJPwsNbVePc1xFqrQ=="
+		},
+		"node_modules/@ungap/with-resolvers": {
+			"version": "0.1.0",
+			"resolved": "https://registry.npmjs.org/@ungap/with-resolvers/-/with-resolvers-0.1.0.tgz",
+			"integrity": "sha512-g7f0IkJdPW2xhY7H4iE72DAsIyfuwEFc6JWc2tYFwKDMWWAF699vGjrM348cwQuOXgHpe1gWFe+Eiyjx/ewvvw=="
 		},
 		"node_modules/@vitest/expect": {
 			"version": "1.6.0",
@@ -1713,6 +1732,11 @@
 				"@types/estree": "^1.0.0"
 			}
 		},
+		"node_modules/@webreflection/fetch": {
+			"version": "0.1.5",
+			"resolved": "https://registry.npmjs.org/@webreflection/fetch/-/fetch-0.1.5.tgz",
+			"integrity": "sha512-zCcqCJoNLvdeF41asAK71XPlwSPieeRDsE09albBunJEksuYPYNillKNQjf8p5BqSoTKTuKrW3lUm3MNodUC4g=="
+		},
 		"node_modules/acorn": {
 			"version": "8.11.3",
 			"resolved": "https://registry.npmjs.org/acorn/-/acorn-8.11.3.tgz",
@@ -2027,6 +2051,11 @@
 			"dev": true,
 			"optional": true
 		},
+		"node_modules/base-64": {
+			"version": "1.0.0",
+			"resolved": "https://registry.npmjs.org/base-64/-/base-64-1.0.0.tgz",
+			"integrity": "sha512-kwDPIFCGx0NZHog36dj+tHiwP4QMzsZ3AgMViUBKI0+V5n4U0ufTCUMhnQ04diaRI8EX/QcPfql7zlhZ7j4zgg=="
+		},
 		"node_modules/base64-js": {
 			"version": "1.5.1",
 			"resolved": "https://registry.npmjs.org/base64-js/-/base64-js-1.5.1.tgz",
@@ -2047,6 +2076,11 @@
 				}
 			]
 		},
+		"node_modules/basic-devtools": {
+			"version": "0.1.6",
+			"resolved": "https://registry.npmjs.org/basic-devtools/-/basic-devtools-0.1.6.tgz",
+			"integrity": "sha512-g9zJ63GmdUesS3/Fwv0B5SYX6nR56TQXmGr+wE5PRTNCnGQMYWhUx/nZB/mMWnQJVLPPAp89oxDNlasdtNkW5Q=="
+		},
 		"node_modules/bcrypt-pbkdf": {
 			"version": "1.0.2",
 			"resolved": "https://registry.npmjs.org/bcrypt-pbkdf/-/bcrypt-pbkdf-1.0.2.tgz",
@@ -2661,6 +2695,28 @@
 				"@types/estree": "^1.0.0"
 			}
 		},
+		"node_modules/codedent": {
+			"version": "0.1.2",
+			"resolved": "https://registry.npmjs.org/codedent/-/codedent-0.1.2.tgz",
+			"integrity": "sha512-qEqzcy5viM3UoCN0jYHZeXZoyd4NZQzYFg0kOBj8O1CgoGG9WYYTF+VeQRsN0OSKFjF3G1u4WDUOtOsWEx6N2w==",
+			"dependencies": {
+				"plain-tag": "^0.1.3"
+			}
+		},
+		"node_modules/coincident": {
+			"version": "1.2.3",
+			"resolved": "https://registry.npmjs.org/coincident/-/coincident-1.2.3.tgz",
+			"integrity": "sha512-Uxz3BMTWIslzeWjuQnizGWVg0j6khbvHUQ8+5BdM7WuJEm4ALXwq3wluYoB+uF68uPBz/oUOeJnYURKyfjexlA==",
+			"dependencies": {
+				"@ungap/structured-clone": "^1.2.0",
+				"@ungap/with-resolvers": "^0.1.0",
+				"gc-hook": "^0.3.1",
+				"proxy-target": "^3.0.2"
+			},
+			"optionalDependencies": {
+				"ws": "^8.16.0"
+			}
+		},
 		"node_modules/color-convert": {
 			"version": "2.0.1",
 			"resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
@@ -4001,6 +4057,11 @@
 				"url": "https://github.com/sponsors/ljharb"
 			}
 		},
+		"node_modules/gc-hook": {
+			"version": "0.3.1",
+			"resolved": "https://registry.npmjs.org/gc-hook/-/gc-hook-0.3.1.tgz",
+			"integrity": "sha512-E5M+O/h2o7eZzGhzRZGex6hbB3k4NWqO0eA+OzLRLXxhdbYPajZnynPwAtphnh+cRHPwsj5Z80dqZlfI4eK55A=="
+		},
 		"node_modules/get-func-name": {
 			"version": "2.0.2",
 			"resolved": "https://registry.npmjs.org/get-func-name/-/get-func-name-2.0.2.tgz",
@@ -4328,6 +4389,11 @@
 				"node": ">=12.0.0"
 			}
 		},
+		"node_modules/html-escaper": {
+			"version": "3.0.3",
+			"resolved": "https://registry.npmjs.org/html-escaper/-/html-escaper-3.0.3.tgz",
+			"integrity": "sha512-RuMffC89BOWQoY0WKGpIhn5gX3iI54O6nRA0yC124NYVtzjmFWBIiFd8M0x+ZdX0P9R4lADg1mgP8C7PxGOWuQ=="
+		},
 		"node_modules/htmlparser2": {
 			"version": "8.0.2",
 			"resolved": "https://registry.npmjs.org/htmlparser2/-/htmlparser2-8.0.2.tgz",
@@ -5838,6 +5904,29 @@
 				"pathe": "^1.1.2"
 			}
 		},
+		"node_modules/plain-tag": {
+			"version": "0.1.3",
+			"resolved": "https://registry.npmjs.org/plain-tag/-/plain-tag-0.1.3.tgz",
+			"integrity": "sha512-yyVAOFKTAElc7KdLt2+UKGExNYwYb/Y/WE9i+1ezCQsJE8gbKSjewfpRqK2nQgZ4d4hhAAGgDCOcIZVilqE5UA=="
+		},
+		"node_modules/polyscript": {
+			"version": "0.12.8",
+			"resolved": "https://registry.npmjs.org/polyscript/-/polyscript-0.12.8.tgz",
+			"integrity": "sha512-kcG3W9jU/s1sYjWOTAa2jAh5D2jm3zJRi+glSTsC+lA3D1b/Sd67pEIGpyL9bWNKYSimqAx4se6jAhQjJZ7+jQ==",
+			"dependencies": {
+				"@ungap/structured-clone": "^1.2.0",
+				"@ungap/with-resolvers": "^0.1.0",
+				"@webreflection/fetch": "^0.1.5",
+				"basic-devtools": "^0.1.6",
+				"codedent": "^0.1.2",
+				"coincident": "^1.2.3",
+				"gc-hook": "^0.3.1",
+				"html-escaper": "^3.0.3",
+				"proxy-target": "^3.0.2",
+				"sticky-module": "^0.1.1",
+				"to-json-callback": "^0.1.1"
+			}
+		},
 		"node_modules/postcss": {
 			"version": "8.4.38",
 			"resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.38.tgz",
@@ -6151,6 +6240,11 @@
 			"integrity": "sha512-F2JHgJQ1iqwnHDcQjVBsq3n/uoaFL+iPW/eAeL7kVxy/2RrWaN4WroKjjvbsoRtv0ftelNyC01bjRhn/bhcf4A==",
 			"dev": true
 		},
+		"node_modules/proxy-target": {
+			"version": "3.0.2",
+			"resolved": "https://registry.npmjs.org/proxy-target/-/proxy-target-3.0.2.tgz",
+			"integrity": "sha512-FFE1XNwXX/FNC3/P8HiKaJSy/Qk68RitG/QEcLy/bVnTAPlgTAWPZKh0pARLAnpfXQPKyalBhk009NRTgsk8vQ=="
+		},
 		"node_modules/psl": {
 			"version": "1.9.0",
 			"resolved": "https://registry.npmjs.org/psl/-/psl-1.9.0.tgz",
@@ -6176,6 +6270,18 @@
 				"node": ">=6"
 			}
 		},
+		"node_modules/pyodide": {
+			"version": "0.26.0-alpha.4",
+			"resolved": "https://registry.npmjs.org/pyodide/-/pyodide-0.26.0-alpha.4.tgz",
+			"integrity": "sha512-Ixuczq99DwhQlE+Bt0RaS6Ln9MHSZOkbU6iN8azwaeorjHtr7ukaxh+FeTxViFrp2y+ITyKgmcobY+JnBPcULw==",
+			"dependencies": {
+				"base-64": "^1.0.0",
+				"ws": "^8.5.0"
+			},
+			"engines": {
+				"node": ">=18.0.0"
+			}
+		},
 		"node_modules/qs": {
 			"version": "6.10.4",
 			"resolved": "https://registry.npmjs.org/qs/-/qs-6.10.4.tgz",
@@ -6858,6 +6964,11 @@
 			"integrity": "sha512-JPbdCEQLj1w5GilpiHAx3qJvFndqybBysA3qUOnznweH4QbNYUsW/ea8QzSrnh0vNsezMMw5bcVool8lM0gwzg==",
 			"dev": true
 		},
+		"node_modules/sticky-module": {
+			"version": "0.1.1",
+			"resolved": "https://registry.npmjs.org/sticky-module/-/sticky-module-0.1.1.tgz",
+			"integrity": "sha512-IuYgnyIMUx/m6rtu14l/LR2MaqOLtpXcWkxPmtPsiScRHEo+S4Tojk+DWFHOncSdFX/OsoLOM4+T92yOmI1AMw=="
+		},
 		"node_modules/stream-composer": {
 			"version": "1.0.2",
 			"resolved": "https://registry.npmjs.org/stream-composer/-/stream-composer-1.0.2.tgz",
@@ -7520,6 +7631,11 @@
 				"node": ">=14.14"
 			}
 		},
+		"node_modules/to-json-callback": {
+			"version": "0.1.1",
+			"resolved": "https://registry.npmjs.org/to-json-callback/-/to-json-callback-0.1.1.tgz",
+			"integrity": "sha512-BzOeinTT3NjE+FJ2iCvWB8HvyuyBzoH3WlSnJ+AYVC4tlePyZWSYdkQIFOARWiq0t35/XhmI0uQsFiUsRksRqg=="
+		},
 		"node_modules/to-regex-range": {
 			"version": "5.0.1",
 			"resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
@@ -7629,6 +7745,11 @@
 				"node": ">= 0.8.0"
 			}
 		},
+		"node_modules/type-checked-collections": {
+			"version": "0.1.7",
+			"resolved": "https://registry.npmjs.org/type-checked-collections/-/type-checked-collections-0.1.7.tgz",
+			"integrity": "sha512-fLIydlJy7IG9XL4wjRwEcKhxx/ekLXiWiMvcGo01cOMF+TN+5ZqajM1mRNRz2bNNi1bzou2yofhjZEQi7kgl9A=="
+		},
 		"node_modules/type-detect": {
 			"version": "4.0.8",
 			"resolved": "https://registry.npmjs.org/type-detect/-/type-detect-4.0.8.tgz",
@@ -8883,6 +9004,26 @@
 			"resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
 			"integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
 		},
+		"node_modules/ws": {
+			"version": "8.17.0",
+			"resolved": "https://registry.npmjs.org/ws/-/ws-8.17.0.tgz",
+			"integrity": "sha512-uJq6108EgZMAl20KagGkzCKfMEjxmKvZHG7Tlq0Z6nOky7YF7aq4mOx6xK8TJ/i1LeK4Qus7INktacctDgY8Ow==",
+			"engines": {
+				"node": ">=10.0.0"
+			},
+			"peerDependencies": {
+				"bufferutil": "^4.0.1",
+				"utf-8-validate": ">=5.0.2"
+			},
+			"peerDependenciesMeta": {
+				"bufferutil": {
+					"optional": true
+				},
+				"utf-8-validate": {
+					"optional": true
+				}
+			}
+		},
 		"node_modules/xtend": {
 			"version": "4.0.2",
 			"resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",

package.json

 {
 	"name": "open-webui",
-	"version": "0.1.124",
+	"version": "0.1.125",
 	"private": true,
 	"scripts": {
-		"dev": "vite dev --host",
-		"build": "vite build",
+		"dev": "npm run pyodide:fetch && vite dev --host",
+		"build": "npm run pyodide:fetch && vite build",
 		"preview": "vite preview",
 		"check": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json",
 		"check:watch": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json --watch",
@@ -16,7 +16,8 @@
 		"format:backend": "black . --exclude \"/venv/\"",
 		"i18n:parse": "i18next --config i18next-parser.config.ts && prettier --write \"src/lib/i18n/**/*.{js,json}\"",
 		"cy:open": "cypress open",
-		"test:frontend": "vitest"
+		"test:frontend": "vitest",
+		"pyodide:fetch": "node scripts/prepare-pyodide.js"
 	},
 	"devDependencies": {
 		"@sveltejs/adapter-auto": "^2.0.0",
@@ -47,6 +48,7 @@
 	},
 	"type": "module",
 	"dependencies": {
+		"@pyscript/core": "^0.4.32",
 		"@sveltejs/adapter-node": "^1.3.1",
 		"async": "^3.2.5",
 		"bits-ui": "^0.19.7",
@@ -61,6 +63,7 @@
 		"js-sha256": "^0.10.1",
 		"katex": "^0.16.9",
 		"marked": "^9.1.0",
+		"pyodide": "^0.26.0-alpha.4",
 		"svelte-sonner": "^0.3.19",
 		"tippy.js": "^6.3.7",
 		"uuid": "^9.0.1"