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Unverified Commit ddc8d22e authored by Timothy Jaeryang Baek's avatar Timothy Jaeryang Baek Committed by GitHub
Browse files

Merge pull request #2599 from open-webui/websearch 

feat: websearch
parents b6b71c08 66734a70
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Showing with 2998 additions and 61 deletions
backend/apps/rag/main.py
View file @ ddc8d22e
...@@ -11,7 +11,7 @@ from fastapi.middleware.cors import CORSMiddleware ...@@ -11,7 +11,7 @@ from fastapi.middleware.cors import CORSMiddleware
import os, shutil, logging, re import os, shutil, logging, re
from pathlib import Path from pathlib import Path
from typing import List from typing import List, Union, Sequence
from chromadb.utils.batch_utils import create_batches from chromadb.utils.batch_utils import create_batches
...@@ -59,6 +59,7 @@ from apps.rag.utils import ( ...@@ -59,6 +59,7 @@ from apps.rag.utils import (
query_doc_with_hybrid_search, query_doc_with_hybrid_search,
query_collection, query_collection,
query_collection_with_hybrid_search, query_collection_with_hybrid_search,
search_web,
) )
from utils.misc import ( from utils.misc import (
...@@ -95,6 +96,7 @@ from config import ( ...@@ -95,6 +96,7 @@ from config import (
RAG_TEMPLATE, RAG_TEMPLATE,
ENABLE_RAG_LOCAL_WEB_FETCH, ENABLE_RAG_LOCAL_WEB_FETCH,
YOUTUBE_LOADER_LANGUAGE, YOUTUBE_LOADER_LANGUAGE,
RAG_WEB_SEARCH_CONCURRENT_REQUESTS,
AppConfig, AppConfig,
) )
...@@ -201,6 +203,10 @@ class UrlForm(CollectionNameForm): ...@@ -201,6 +203,10 @@ class UrlForm(CollectionNameForm):
url: str url: str
class SearchForm(CollectionNameForm):
query: str
@app.get("/") @app.get("/")
async def get_status(): async def get_status():
return { return {
...@@ -589,8 +595,20 @@ def store_web(form_data: UrlForm, user=Depends(get_current_user)): ...@@ -589,8 +595,20 @@ def store_web(form_data: UrlForm, user=Depends(get_current_user)):
) )
def get_web_loader(url: str, verify_ssl: bool = True): def get_web_loader(url: Union[str, Sequence[str]], verify_ssl: bool = True):
# Check if the URL is valid # Check if the URL is valid
if not validate_url(url):
raise ValueError(ERROR_MESSAGES.INVALID_URL)
return WebBaseLoader(
url,
verify_ssl=verify_ssl,
requests_per_second=RAG_WEB_SEARCH_CONCURRENT_REQUESTS,
continue_on_failure=True,
)
def validate_url(url: Union[str, Sequence[str]]):
if isinstance(url, str):
if isinstance(validators.url(url), validators.ValidationError): if isinstance(validators.url(url), validators.ValidationError):
raise ValueError(ERROR_MESSAGES.INVALID_URL) raise ValueError(ERROR_MESSAGES.INVALID_URL)
if not ENABLE_RAG_LOCAL_WEB_FETCH: if not ENABLE_RAG_LOCAL_WEB_FETCH:
...@@ -606,7 +624,11 @@ def get_web_loader(url: str, verify_ssl: bool = True): ...@@ -606,7 +624,11 @@ def get_web_loader(url: str, verify_ssl: bool = True):
for ip in ipv6_addresses: for ip in ipv6_addresses:
if validators.ipv6(ip, private=True): if validators.ipv6(ip, private=True):
raise ValueError(ERROR_MESSAGES.INVALID_URL) raise ValueError(ERROR_MESSAGES.INVALID_URL)
return WebBaseLoader(url, verify_ssl=verify_ssl) return True
elif isinstance(url, Sequence):
return all(validate_url(u) for u in url)
else:
return False
def resolve_hostname(hostname): def resolve_hostname(hostname):
...@@ -620,6 +642,39 @@ def resolve_hostname(hostname): ...@@ -620,6 +642,39 @@ def resolve_hostname(hostname):
return ipv4_addresses, ipv6_addresses return ipv4_addresses, ipv6_addresses
@app.post("/web/search")
def store_web_search(form_data: SearchForm, user=Depends(get_current_user)):
try:
try:
web_results = search_web(form_data.query)
except Exception as e:
log.exception(e)
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=ERROR_MESSAGES.WEB_SEARCH_ERROR,
)
urls = [result.link for result in web_results]
loader = get_web_loader(urls)
data = loader.load()
collection_name = form_data.collection_name
if collection_name == "":
collection_name = calculate_sha256_string(form_data.query)[:63]
store_data_in_vector_db(data, collection_name, overwrite=True)
return {
"status": True,
"collection_name": collection_name,
"filenames": urls,
}
except Exception as e:
log.exception(e)
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=ERROR_MESSAGES.DEFAULT(e),
)
def store_data_in_vector_db(data, collection_name, overwrite: bool = False) -> bool: def store_data_in_vector_db(data, collection_name, overwrite: bool = False) -> bool:
text_splitter = RecursiveCharacterTextSplitter( text_splitter = RecursiveCharacterTextSplitter(
......
backend/apps/rag/search/brave.py 0 → 100644
View file @ ddc8d22e
import logging
import requests
from apps.rag.search.main import SearchResult
from config import SRC_LOG_LEVELS, RAG_WEB_SEARCH_RESULT_COUNT
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"])
def search_brave(api_key: str, query: str) -> list[SearchResult]:
"""Search using Brave's Search API and return the results as a list of SearchResult objects.
Args:
api_key (str): A Brave Search API key
query (str): The query to search for
"""
url = "https://api.search.brave.com/res/v1/web/search"
headers = {
"Accept": "application/json",
"Accept-Encoding": "gzip",
"X-Subscription-Token": api_key,
}
params = {"q": query, "count": RAG_WEB_SEARCH_RESULT_COUNT}
response = requests.get(url, headers=headers, params=params)
response.raise_for_status()
json_response = response.json()
results = json_response.get("web", {}).get("results", [])
return [
SearchResult(
link=result["url"], title=result.get("title"), snippet=result.get("snippet")
)
for result in results[:RAG_WEB_SEARCH_RESULT_COUNT]
]
backend/apps/rag/search/google_pse.py 0 → 100644
View file @ ddc8d22e
import json
import logging
import requests
from apps.rag.search.main import SearchResult
from config import SRC_LOG_LEVELS, RAG_WEB_SEARCH_RESULT_COUNT
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"])
def search_google_pse(
api_key: str, search_engine_id: str, query: str
) -> list[SearchResult]:
"""Search using Google's Programmable Search Engine API and return the results as a list of SearchResult objects.
Args:
api_key (str): A Programmable Search Engine API key
search_engine_id (str): A Programmable Search Engine ID
query (str): The query to search for
"""
url = "https://www.googleapis.com/customsearch/v1"
headers = {"Content-Type": "application/json"}
params = {
"cx": search_engine_id,
"q": query,
"key": api_key,
"num": RAG_WEB_SEARCH_RESULT_COUNT,
}
response = requests.request("GET", url, headers=headers, params=params)
response.raise_for_status()
json_response = response.json()
results = json_response.get("items", [])
return [
SearchResult(
link=result["link"],
title=result.get("title"),
snippet=result.get("snippet"),
)
for result in results
]
backend/apps/rag/search/main.py 0 → 100644
View file @ ddc8d22e
from typing import Optional
from pydantic import BaseModel
class SearchResult(BaseModel):
link: str
title: Optional[str]
snippet: Optional[str]
backend/apps/rag/search/searxng.py 0 → 100644
View file @ ddc8d22e
import logging
import requests
from apps.rag.search.main import SearchResult
from config import SRC_LOG_LEVELS, RAG_WEB_SEARCH_RESULT_COUNT
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"])
def search_searxng(query_url: str, query: str) -> list[SearchResult]:
"""Search a SearXNG instance for a query and return the results as a list of SearchResult objects.
Args:
query_url (str): The URL of the SearXNG instance to search. Must contain "<query>" as a placeholder
query (str): The query to search for
"""
url = query_url.replace("<query>", query)
if "&format=json" not in url:
url += "&format=json"
log.debug(f"searching {url}")
r = requests.get(
url,
headers={
"User-Agent": "Open WebUI (https://github.com/open-webui/open-webui) RAG Bot",
"Accept": "text/html",
"Accept-Encoding": "gzip, deflate",
"Accept-Language": "en-US,en;q=0.5",
"Connection": "keep-alive",
},
)
r.raise_for_status()
json_response = r.json()
results = json_response.get("results", [])
sorted_results = sorted(results, key=lambda x: x.get("score", 0), reverse=True)
return [
SearchResult(
link=result["url"], title=result.get("title"), snippet=result.get("content")
)
for result in sorted_results[:RAG_WEB_SEARCH_RESULT_COUNT]
]
backend/apps/rag/search/serper.py 0 → 100644
View file @ ddc8d22e
import json
import logging
import requests
from apps.rag.search.main import SearchResult
from config import SRC_LOG_LEVELS, RAG_WEB_SEARCH_RESULT_COUNT
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"])
def search_serper(api_key: str, query: str) -> list[SearchResult]:
"""Search using serper.dev's API and return the results as a list of SearchResult objects.
Args:
api_key (str): A serper.dev API key
query (str): The query to search for
"""
url = "https://google.serper.dev/search"
payload = json.dumps({"q": query})
headers = {"X-API-KEY": api_key, "Content-Type": "application/json"}
response = requests.request("POST", url, headers=headers, data=payload)
response.raise_for_status()
json_response = response.json()
results = sorted(
json_response.get("organic", []), key=lambda x: x.get("position", 0)
)
return [
SearchResult(
link=result["link"],
title=result.get("title"),
snippet=result.get("description"),
)
for result in results[:RAG_WEB_SEARCH_RESULT_COUNT]
]
backend/apps/rag/search/serpstack.py 0 → 100644
View file @ ddc8d22e
import json
import logging
import requests
from apps.rag.search.main import SearchResult
from config import SRC_LOG_LEVELS, RAG_WEB_SEARCH_RESULT_COUNT
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"])
def search_serpstack(
api_key: str, query: str, https_enabled: bool = True
) -> list[SearchResult]:
"""Search using serpstack.com's and return the results as a list of SearchResult objects.
Args:
api_key (str): A serpstack.com API key
query (str): The query to search for
https_enabled (bool): Whether to use HTTPS or HTTP for the API request
"""
url = f"{'https' if https_enabled else 'http'}://api.serpstack.com/search"
headers = {"Content-Type": "application/json"}
params = {
"access_key": api_key,
"query": query,
}
response = requests.request("POST", url, headers=headers, params=params)
response.raise_for_status()
json_response = response.json()
results = sorted(
json_response.get("organic_results", []), key=lambda x: x.get("position", 0)
)
return [
SearchResult(
link=result["url"], title=result.get("title"), snippet=result.get("snippet")
)
for result in results[:RAG_WEB_SEARCH_RESULT_COUNT]
]
backend/apps/rag/search/testdata/brave.json 0 → 100644
View file @ ddc8d22e
This diff is collapsed.
backend/apps/rag/search/testdata/google_pse.json 0 → 100644
View file @ ddc8d22e
This diff is collapsed.
backend/apps/rag/search/testdata/searxng.json 0 → 100644
View file @ ddc8d22e
{
"query": "python",
"number_of_results": 116000000,
"results": [
{
"url": "https://www.python.org/",
"title": "Welcome to Python.org",
"content": "Python is a versatile and powerful language that lets you work quickly and integrate systems more effectively. Learn how to get started, download the latest version, access documentation, find jobs, and join the Python community.",
"engine": "bing",
"parsed_url": ["https", "www.python.org", "/", "", "", ""],
"template": "default.html",
"engines": ["bing", "qwant", "duckduckgo"],
"positions": [1, 1, 1],
"score": 9.0,
"category": "general"
},
{
"url": "https://wiki.nerdvpn.de/wiki/Python_(programming_language)",
"title": "Python (programming language) - Wikipedia",
"content": "Python is a high-level, general-purpose programming language. Its design philosophy emphasizes code readability with the use of significant indentation. Python is dynamically typed and garbage-collected. It supports multiple programming paradigms, including structured (particularly procedural), object-oriented and functional programming.",
"engine": "bing",
"parsed_url": ["https", "wiki.nerdvpn.de", "/wiki/Python_(programming_language)", "", "", ""],
"template": "default.html",
"engines": ["bing", "qwant", "duckduckgo"],
"positions": [4, 3, 2],
"score": 3.25,
"category": "general"
},
{
"url": "https://docs.python.org/3/tutorial/index.html",
"title": "The Python Tutorial \u2014 Python 3.12.3 documentation",
"content": "3 days ago \u00b7 Python is an easy to learn, powerful programming language. It has efficient high-level data structures and a simple but effective approach to object-oriented programming. Python\u2019s elegant syntax and dynamic typing, together with its interpreted nature, make it an ideal language for scripting and rapid application development in many \u2026",
"engine": "bing",
"parsed_url": ["https", "docs.python.org", "/3/tutorial/index.html", "", "", ""],
"template": "default.html",
"engines": ["bing", "qwant", "duckduckgo"],
"positions": [5, 5, 3],
"score": 2.2,
"category": "general"
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{
"url": "https://www.python.org/downloads/",
"title": "Download Python | Python.org",
"content": "Python is a popular programming language for various purposes. Find the latest version of Python for different operating systems, download release notes, and learn about the development process.",
"engine": "bing",
"parsed_url": ["https", "www.python.org", "/downloads/", "", "", ""],
"template": "default.html",
"engines": ["bing", "duckduckgo"],
"positions": [2, 2],
"score": 2.0,
"category": "general"
},
{
"url": "https://www.python.org/about/gettingstarted/",
"title": "Python For Beginners | Python.org",
"content": "Learn the basics of Python, a popular and easy-to-use programming language, from installing it to using it for various purposes. Find out how to access online documentation, tutorials, books, code samples, and more resources to help you get started with Python.",
"engine": "bing",
"parsed_url": ["https", "www.python.org", "/about/gettingstarted/", "", "", ""],
"template": "default.html",
"engines": ["bing", "qwant", "duckduckgo"],
"positions": [9, 4, 4],
"score": 1.8333333333333333,
"category": "general"
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{
"url": "https://www.python.org/shell/",
"title": "Welcome to Python.org",
"content": "Python is a versatile and easy-to-use programming language that lets you work quickly. Learn more about Python, download the latest version, access documentation, find jobs, and join the community.",
"engine": "bing",
"parsed_url": ["https", "www.python.org", "/shell/", "", "", ""],
"template": "default.html",
"engines": ["bing", "qwant", "duckduckgo"],
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"category": "general"
},
{
"url": "https://realpython.com/",
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"engine": "bing",
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"engines": ["wikipedia"],
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},
{
"title": "Online Python - IDE, Editor, Compiler, Interpreter",
"content": "Online Python IDE is a free online tool that lets you write, execute, and share Python code in the web browser. Learn about Python, its features, and its popularity as a general-purpose programming language for web development, data science, and more.",
"url": "https://www.online-python.com/",
"engine": "duckduckgo",
"parsed_url": ["https", "www.online-python.com", "/", "", "", ""],
"template": "default.html",
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"positions": [8, 6],
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{
"url": "https://micropython.org/",
"title": "MicroPython - Python for microcontrollers",
"content": "MicroPython is a full Python compiler and runtime that runs on the bare-metal. You get an interactive prompt (the REPL) to execute commands immediately, along ...",
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"engine": "google",
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"engines": ["google"],
"positions": [1],
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"category": "general"
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{
"url": "https://dictionary.cambridge.org/uk/dictionary/english/python",
"title": "PYTHON | \u0417\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0432 \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u0456\u0439 \u043c\u043e\u0432\u0456 - Cambridge Dictionary",
"content": "Apr 17, 2024 \u2014 \u0412\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f PYTHON: 1. a very large snake that kills animals for food by wrapping itself around them and crushing them\u2026. \u0414\u0456\u0437\u043d\u0430\u0439\u0442\u0435\u0441\u044f \u0431\u0456\u043b\u044c\u0448\u0435.",
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"engine": "google",
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"/uk/dictionary/english/python",
"",
"",
""
],
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"engines": ["google"],
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"score": 0.5,
"category": "general"
},
{
"url": "https://www.codetoday.co.uk/code",
"title": "Web-based Python Editor (with Turtle graphics)",
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"url": "https://www.developer-tech.com/categories/developer-languages/developer-languages-python/",
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{
"url": "https://hub.salford.ac.uk/psytech/python/getting-started-python/",
"title": "Getting Started - Python - Salford PsyTech Home - The Hub",
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},
{
"url": "https://anvil.works/",
"title": "Anvil | Build Web Apps with Nothing but Python",
"content": "Anvil is a free Python-based drag-and-drop web app builder.\u200eSign Up \u00b7 \u200eSign in \u00b7 \u200ePricing \u00b7 \u200eForum",
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"engine": "google",
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{
"url": "https://docs.python.org/",
"title": "Python 3.12.3 documentation",
"content": "3 days ago \u00b7 This is the official documentation for Python 3.12.3. Documentation sections: What's new in Python 3.12? Or all \"What's new\" documents since Python 2.0. Tutorial. Start here: a tour of Python's syntax and features. Library reference. Standard library and builtins. Language reference.",
"engine": "bing",
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"positions": [7, 13],
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{
"title": "How to Use Python: Your First Steps - Real Python",
"content": "Learn the basics of Python syntax, installation, error handling, and more in this tutorial. You'll also code your first Python program and test your knowledge with a quiz.",
"url": "https://realpython.com/python-first-steps/",
"engine": "duckduckgo",
"parsed_url": ["https", "realpython.com", "/python-first-steps/", "", "", ""],
"template": "default.html",
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"positions": [14, 7],
"score": 0.42857142857142855,
"category": "general"
},
{
"title": "The Python Tutorial \u2014 Python 3.11.8 documentation",
"content": "This tutorial introduces the reader informally to the basic concepts and features of the Python language and system. It helps to have a Python interpreter handy for hands-on experience, but all examples are self-contained, so the tutorial can be read off-line as well. For a description of standard objects and modules, see The Python Standard ...",
"url": "https://docs.python.org/3.11/tutorial/",
"engine": "duckduckgo",
"parsed_url": ["https", "docs.python.org", "/3.11/tutorial/", "", "", ""],
"template": "default.html",
"engines": ["duckduckgo"],
"positions": [7],
"score": 0.14285714285714285,
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},
{
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backend/apps/rag/search/testdata/serpstack.json 0 → 100644
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{
"attribute": "kc:/organization/organization:founded",
"link": "http://www.google.com/search?safe=0\u0026sca_esv=c9c7fd42856085e2\u0026sca_upv=1\u0026gl=us\u0026hl=en\u0026q=Des+Plaines\u0026si=ACC90nyvvWro6QmnyY1IfSdgk5wwjB1r8BGd_IWRjXqmKPQqm_yqLtI_DBi5PXGOtg_Z3qrzzEP6mcih1nN7h5A7v6OefnEJiC7a8dBR-v9LxlRubfyR6vlMr3fZ3TmVKWwz9FRpvZb1eYNt-RM7KIDKQlwGEIgINvzhxjUrv6uxSmceduzxd8W7Pkz71XGwxF0F8OlSzHlx\u0026sa=X\u0026ved=2ahUKEwjF55alk_iFAxXlamwGHbqgAs4QmxMoAHoECG4QAg",
"name": "Founded: ",
"value": "April 15, 1955, Des Plaines, IL"
},
{
"attribute": "kc:/organization/organization:headquarters",
"link": "http://www.google.com/search?safe=0\u0026sca_esv=c9c7fd42856085e2\u0026sca_upv=1\u0026gl=us\u0026hl=en\u0026q=Chicago\u0026si=ACC90nyvvWro6QmnyY1IfSdgk5wwjB1r8BGd_IWRjXqmKPQqm-46AEJ_kJbUIEvsvEEZqteiYJvXVXs2ScRNDvFFpjfeAaW3dxtpTGCgcsf5RMdi6IdzOdtjJMN3ZaFwqZOmdi7tC6r0Mh1O9bnP3HrVDB9hH02m7aA6f70dCAfTdpOFnGxDU6wVMAI5MxWBE3wTugtUDOK-\u0026sa=X\u0026ved=2ahUKEwjF55alk_iFAxXlamwGHbqgAs4QmxMoAHoECHYQAg",
"name": "Headquarters: ",
"value": "Chicago, IL"
},
{
"attribute": "kc:/organization/organization:president",
"link": "http://www.google.com/search?safe=0\u0026sca_esv=c9c7fd42856085e2\u0026sca_upv=1\u0026gl=us\u0026hl=en\u0026q=Chris+Kempczinski\u0026si=ACC90nwLLwns5sISZcdzuISy7t-NHozt8Cbt6G3WNQfC9ekAgKFbjdEFCDgxLbt57EDZGosYDGiZuq1AcBhA6IhTOSZxfVSySuGQ3VDwmmTA7Z93n3K3596jAuZH9VVv5h8PyvKJSuGuSsQWviJTl3eKj2UL1ZIWuDgkjyVMnC47rN7j0G9PlHRCCLdQF7VDQ1gubTiC4onXqLRBTbwAj6a--PD6Jv_NoA%3D%3D\u0026sa=X\u0026ved=2ahUKEwjF55alk_iFAxXlamwGHbqgAs4QmxMoAHoECHEQAg",
"name": "President: ",
"value": "Chris Kempczinski"
}
],
"website": "https://www.mcdonalds.com/us/en-us.html",
"profiles": [
{
"name": "Instagram",
"url": "https://www.instagram.com/McDonalds"
},
{
"name": "X (Twitter)",
"url": "https://twitter.com/McDonalds"
},
{
"name": "Facebook",
"url": "https://www.facebook.com/McDonaldsUS"
},
{
"name": "YouTube",
"url": "https://www.youtube.com/user/McDonaldsUS"
},
{
"name": "Pinterest",
"url": "https://www.pinterest.com/mcdonalds"
}
],
"founded": "April 15, 1955, Des Plaines, IL",
"headquarters": "Chicago, IL",
"founders": [
{
"name": "Ray Kroc",
"link": "http://www.google.com/search?safe=0\u0026sca_esv=c9c7fd42856085e2\u0026sca_upv=1\u0026gl=us\u0026hl=en\u0026q=Ray+Kroc\u0026si=ACC90nzx_D3_zUKRnpAjmO0UBLNxnt7EyN4YYdru6U3bxLI-LxARWRdbk5SkoY2sDn5Qq7yOmqYGei6qZ7sfJhsjZXBPgjMlLbS7824rpJOm69GzqVWMdoNIZiFX2T4A2td14sZOn4a1BexZLtZXHU7NZdF6VsWbGMVuiSYtXdev7uaUjEJKumiwlqTAATTebOriYTEBuSzC\u0026sa=X\u0026ved=2ahUKEwjF55alk_iFAxXlamwGHbqgAs4QmxMoAHoECHgQAg"
}
]
}
}
backend/apps/rag/utils.py
View file @ ddc8d22e
...@@ -19,8 +19,24 @@ from langchain.retrievers import ( ...@@ -19,8 +19,24 @@ from langchain.retrievers import (
) )
from typing import Optional from typing import Optional
from config import SRC_LOG_LEVELS, CHROMA_CLIENT
from apps.rag.search.brave import search_brave
from apps.rag.search.google_pse import search_google_pse
from apps.rag.search.main import SearchResult
from apps.rag.search.searxng import search_searxng
from apps.rag.search.serper import search_serper
from apps.rag.search.serpstack import search_serpstack
from config import (
SRC_LOG_LEVELS,
CHROMA_CLIENT,
SEARXNG_QUERY_URL,
GOOGLE_PSE_API_KEY,
GOOGLE_PSE_ENGINE_ID,
BRAVE_SEARCH_API_KEY,
SERPSTACK_API_KEY,
SERPSTACK_HTTPS,
SERPER_API_KEY,
)
log = logging.getLogger(__name__) log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"]) log.setLevel(SRC_LOG_LEVELS["RAG"])
...@@ -520,3 +536,31 @@ class RerankCompressor(BaseDocumentCompressor): ...@@ -520,3 +536,31 @@ class RerankCompressor(BaseDocumentCompressor):
) )
final_results.append(doc) final_results.append(doc)
return final_results return final_results
def search_web(query: str) -> list[SearchResult]:
"""Search the web using a search engine and return the results as a list of SearchResult objects.
Will look for a search engine API key in environment variables in the following order:
- SEARXNG_QUERY_URL
- GOOGLE_PSE_API_KEY + GOOGLE_PSE_ENGINE_ID
- BRAVE_SEARCH_API_KEY
- SERPSTACK_API_KEY
- SERPER_API_KEY
Args:
query (str): The query to search for
"""
# TODO: add playwright to search the web
if SEARXNG_QUERY_URL:
return search_searxng(SEARXNG_QUERY_URL, query)
elif GOOGLE_PSE_API_KEY and GOOGLE_PSE_ENGINE_ID:
return search_google_pse(GOOGLE_PSE_API_KEY, GOOGLE_PSE_ENGINE_ID, query)
elif BRAVE_SEARCH_API_KEY:
return search_brave(BRAVE_SEARCH_API_KEY, query)
elif SERPSTACK_API_KEY:
return search_serpstack(SERPSTACK_API_KEY, query, https_enabled=SERPSTACK_HTTPS)
elif SERPER_API_KEY:
return search_serper(SERPER_API_KEY, query)
else:
raise Exception("No search engine API key found in environment variables")
backend/config.py
View file @ ddc8d22e
...@@ -574,6 +574,7 @@ ENABLE_COMMUNITY_SHARING = PersistentConfig( ...@@ -574,6 +574,7 @@ ENABLE_COMMUNITY_SHARING = PersistentConfig(
os.environ.get("ENABLE_COMMUNITY_SHARING", "True").lower() == "true", os.environ.get("ENABLE_COMMUNITY_SHARING", "True").lower() == "true",
) )
class BannerModel(BaseModel): class BannerModel(BaseModel):
id: str id: str
type: str type: str
...@@ -765,6 +766,28 @@ YOUTUBE_LOADER_LANGUAGE = PersistentConfig( ...@@ -765,6 +766,28 @@ YOUTUBE_LOADER_LANGUAGE = PersistentConfig(
os.getenv("YOUTUBE_LOADER_LANGUAGE", "en").split(","), os.getenv("YOUTUBE_LOADER_LANGUAGE", "en").split(","),
) )
SEARXNG_QUERY_URL = os.getenv("SEARXNG_QUERY_URL", "")
GOOGLE_PSE_API_KEY = os.getenv("GOOGLE_PSE_API_KEY", "")
GOOGLE_PSE_ENGINE_ID = os.getenv("GOOGLE_PSE_ENGINE_ID", "")
BRAVE_SEARCH_API_KEY = os.getenv("BRAVE_SEARCH_API_KEY", "")
SERPSTACK_API_KEY = os.getenv("SERPSTACK_API_KEY", "")
SERPSTACK_HTTPS = os.getenv("SERPSTACK_HTTPS", "True").lower() == "true"
SERPER_API_KEY = os.getenv("SERPER_API_KEY", "")
RAG_WEB_SEARCH_ENABLED = (
SEARXNG_QUERY_URL != ""
or (GOOGLE_PSE_API_KEY != "" and GOOGLE_PSE_ENGINE_ID != "")
or BRAVE_SEARCH_API_KEY != ""
or SERPSTACK_API_KEY != ""
or SERPER_API_KEY != ""
)
RAG_WEB_SEARCH_RESULT_COUNT = int(os.getenv("RAG_WEB_SEARCH_RESULT_COUNT", "3"))
RAG_WEB_SEARCH_CONCURRENT_REQUESTS = int(
os.getenv("RAG_WEB_SEARCH_CONCURRENT_REQUESTS", "10")
)
#################################### ####################################
# Transcribe # Transcribe
#################################### ####################################
......
backend/constants.py
View file @ ddc8d22e
...@@ -80,3 +80,7 @@ class ERROR_MESSAGES(str, Enum): ...@@ -80,3 +80,7 @@ class ERROR_MESSAGES(str, Enum):
INVALID_URL = ( INVALID_URL = (
"Oops! The URL you provided is invalid. Please double-check and try again." "Oops! The URL you provided is invalid. Please double-check and try again."
) )
WEB_SEARCH_ERROR = (
"Oops! Something went wrong while searching the web. Please try again later."
)
backend/main.py
View file @ ddc8d22e
...@@ -54,6 +54,7 @@ from config import ( ...@@ -54,6 +54,7 @@ from config import (
SRC_LOG_LEVELS, SRC_LOG_LEVELS,
WEBHOOK_URL, WEBHOOK_URL,
ENABLE_ADMIN_EXPORT, ENABLE_ADMIN_EXPORT,
RAG_WEB_SEARCH_ENABLED,
AppConfig, AppConfig,
WEBUI_BUILD_HASH, WEBUI_BUILD_HASH,
) )
...@@ -117,6 +118,14 @@ app.state.MODELS = {} ...@@ -117,6 +118,14 @@ app.state.MODELS = {}
origins = ["*"] origins = ["*"]
app.add_middleware(
CORSMiddleware,
allow_origins=origins,
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
# Custom middleware to add security headers # Custom middleware to add security headers
# class SecurityHeadersMiddleware(BaseHTTPMiddleware): # class SecurityHeadersMiddleware(BaseHTTPMiddleware):
...@@ -220,15 +229,6 @@ class RAGMiddleware(BaseHTTPMiddleware): ...@@ -220,15 +229,6 @@ class RAGMiddleware(BaseHTTPMiddleware):
app.add_middleware(RAGMiddleware) app.add_middleware(RAGMiddleware)
app.add_middleware(
CORSMiddleware,
allow_origins=origins,
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
@app.middleware("http") @app.middleware("http")
async def check_url(request: Request, call_next): async def check_url(request: Request, call_next):
if len(app.state.MODELS) == 0: if len(app.state.MODELS) == 0:
...@@ -365,9 +365,10 @@ async def get_app_config(): ...@@ -365,9 +365,10 @@ async def get_app_config():
"auth": WEBUI_AUTH, "auth": WEBUI_AUTH,
"auth_trusted_header": bool(webui_app.state.AUTH_TRUSTED_EMAIL_HEADER), "auth_trusted_header": bool(webui_app.state.AUTH_TRUSTED_EMAIL_HEADER),
"enable_signup": webui_app.state.config.ENABLE_SIGNUP, "enable_signup": webui_app.state.config.ENABLE_SIGNUP,
"enable_web_search": RAG_WEB_SEARCH_ENABLED,
"enable_image_generation": images_app.state.config.ENABLED, "enable_image_generation": images_app.state.config.ENABLED,
"enable_admin_export": ENABLE_ADMIN_EXPORT,
"enable_community_sharing": webui_app.state.config.ENABLE_COMMUNITY_SHARING, "enable_community_sharing": webui_app.state.config.ENABLE_COMMUNITY_SHARING,
"enable_admin_export": ENABLE_ADMIN_EXPORT,
}, },
} }
......
src/lib/apis/openai/index.ts
View file @ ddc8d22e
import { OPENAI_API_BASE_URL } from '$lib/constants'; import { OPENAI_API_BASE_URL } from '$lib/constants';
import { promptTemplate } from '$lib/utils'; import { promptTemplate } from '$lib/utils';
import { type Model, models, settings } from '$lib/stores';
export const getOpenAIConfig = async (token: string = '') => { export const getOpenAIConfig = async (token: string = '') => {
let error = null; let error = null;
...@@ -391,3 +392,71 @@ export const generateTitle = async ( ...@@ -391,3 +392,71 @@ export const generateTitle = async (
return res?.choices[0]?.message?.content.replace(/["']/g, '') ?? 'New Chat'; return res?.choices[0]?.message?.content.replace(/["']/g, '') ?? 'New Chat';
}; };
export const generateSearchQuery = async (
token: string = '',
model: string,
previousMessages: string[],
prompt: string,
url: string = OPENAI_API_BASE_URL
): Promise<string | undefined> => {
let error = null;
// TODO: Allow users to specify the prompt
// Get the current date in the format "January 20, 2024"
const currentDate = new Intl.DateTimeFormat('en-US', {
year: 'numeric',
month: 'long',
day: '2-digit'
}).format(new Date());
const res = await fetch(`${url}/chat/completions`, {
method: 'POST',
headers: {
Accept: 'application/json',
'Content-Type': 'application/json',
Authorization: `Bearer ${token}`
},
body: JSON.stringify({
model: model,
// Few shot prompting
messages: [
{
role: 'assistant',
content: `You are tasked with generating web search queries. Give me an appropriate query to answer my question for google search. Answer with only the query. Today is ${currentDate}.`
},
{
role: 'user',
content: prompt
}
// {
// role: 'user',
// content:
// (previousMessages.length > 0
// ? `Previous Questions:\n${previousMessages.join('\n')}\n\n`
// : '') + `Current Question: ${prompt}`
// }
],
stream: false,
// Restricting the max tokens to 30 to avoid long search queries
max_tokens: 30
})
})
.then(async (res) => {
if (!res.ok) throw await res.json();
return res.json();
})
.catch((err) => {
console.log(err);
if ('detail' in err) {
error = err.detail;
}
return undefined;
});
if (error) {
throw error;
}
return res?.choices[0]?.message?.content.replace(/["']/g, '') ?? undefined;
};
src/lib/apis/rag/index.ts
View file @ ddc8d22e
...@@ -513,3 +513,35 @@ export const updateRerankingConfig = async (token: string, payload: RerankingMod ...@@ -513,3 +513,35 @@ export const updateRerankingConfig = async (token: string, payload: RerankingMod
return res; return res;
}; };
export const runWebSearch = async (
token: string,
query: string,
collection_name?: string
): Promise<SearchDocument | undefined> => {
return await fetch(`${RAG_API_BASE_URL}/web/search`, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${token}`
},
body: JSON.stringify({
query,
collection_name: collection_name ?? ''
})
})
.then(async (res) => {
if (!res.ok) throw await res.json();
return res.json();
})
.catch((err) => {
console.log(err);
return undefined;
});
};
export interface SearchDocument {
status: boolean;
collection_name: string;
filenames: string[];
}
src/lib/components/chat/Chat.svelte
View file @ ddc8d22e
...@@ -31,7 +31,11 @@ ...@@ -31,7 +31,11 @@
getTagsById, getTagsById,
updateChatById updateChatById
} from '$lib/apis/chats'; } from '$lib/apis/chats';
import { generateOpenAIChatCompletion, generateTitle } from '$lib/apis/openai'; import {
generateOpenAIChatCompletion,
generateSearchQuery,
generateTitle
} from '$lib/apis/openai';
import MessageInput from '$lib/components/chat/MessageInput.svelte'; import MessageInput from '$lib/components/chat/MessageInput.svelte';
import Messages from '$lib/components/chat/Messages.svelte'; import Messages from '$lib/components/chat/Messages.svelte';
...@@ -41,6 +45,7 @@ ...@@ -41,6 +45,7 @@
import { queryMemory } from '$lib/apis/memories'; import { queryMemory } from '$lib/apis/memories';
import type { Writable } from 'svelte/store'; import type { Writable } from 'svelte/store';
import type { i18n as i18nType } from 'i18next'; import type { i18n as i18nType } from 'i18next';
import { runWebSearch } from '$lib/apis/rag';
import Banner from '../common/Banner.svelte'; import Banner from '../common/Banner.svelte';
import { getUserSettings } from '$lib/apis/users'; import { getUserSettings } from '$lib/apis/users';
...@@ -60,6 +65,8 @@ ...@@ -60,6 +65,8 @@
let selectedModels = ['']; let selectedModels = [''];
let atSelectedModel: Model | undefined; let atSelectedModel: Model | undefined;
let webSearchEnabled = false;
let chat = null; let chat = null;
let tags = []; let tags = [];
...@@ -399,6 +406,10 @@ ...@@ -399,6 +406,10 @@
} }
responseMessage.userContext = userContext; responseMessage.userContext = userContext;
if (webSearchEnabled) {
await getWebSearchResults(model.id, parentId, responseMessageId);
}
if (model?.owned_by === 'openai') { if (model?.owned_by === 'openai') {
await sendPromptOpenAI(model, prompt, responseMessageId, _chatId); await sendPromptOpenAI(model, prompt, responseMessageId, _chatId);
} else if (model) { } else if (model) {
...@@ -413,6 +424,73 @@ ...@@ -413,6 +424,73 @@
await chats.set(await getChatList(localStorage.token)); await chats.set(await getChatList(localStorage.token));
}; };
const getWebSearchResults = async (model: string, parentId: string, responseId: string) => {
const responseMessage = history.messages[responseId];
responseMessage.status = {
done: false,
action: 'web_search',
description: $i18n.t('Generating search query')
};
messages = messages;
const prompt = history.messages[parentId].content;
let searchQuery = prompt;
if (prompt.length > 100) {
searchQuery = await generateChatSearchQuery(model, prompt);
if (!searchQuery) {
toast.warning($i18n.t('No search query generated'));
responseMessage.status = {
...responseMessage.status,
done: true,
error: true,
description: 'No search query generated'
};
messages = messages;
return;
}
}
responseMessage.status = {
...responseMessage.status,
description: $i18n.t("Searching the web for '{{searchQuery}}'", { searchQuery })
};
messages = messages;
const results = await runWebSearch(localStorage.token, searchQuery);
if (results === undefined) {
toast.warning($i18n.t('No search results found'));
responseMessage.status = {
...responseMessage.status,
done: true,
error: true,
description: 'No search results found'
};
messages = messages;
return;
}
responseMessage.status = {
...responseMessage.status,
done: true,
description: $i18n.t('Searched {{count}} sites', { count: results.filenames.length }),
urls: results.filenames
};
if (responseMessage?.files ?? undefined === undefined) {
responseMessage.files = [];
}
responseMessage.files.push({
collection_name: results.collection_name,
name: searchQuery,
type: 'web_search_results',
urls: results.filenames
});
messages = messages;
};
const sendPromptOllama = async (model, userPrompt, responseMessageId, _chatId) => { const sendPromptOllama = async (model, userPrompt, responseMessageId, _chatId) => {
model = model.id; model = model.id;
const responseMessage = history.messages[responseMessageId]; const responseMessage = history.messages[responseMessageId];
...@@ -475,7 +553,9 @@ ...@@ -475,7 +553,9 @@
const docs = messages const docs = messages
.filter((message) => message?.files ?? null) .filter((message) => message?.files ?? null)
.map((message) => .map((message) =>
message.files.filter((item) => item.type === 'doc' || item.type === 'collection') message.files.filter((item) =>
['doc', 'collection', 'web_search_results'].includes(item.type)
)
) )
.flat(1); .flat(1);
...@@ -671,7 +751,9 @@ ...@@ -671,7 +751,9 @@
const docs = messages const docs = messages
.filter((message) => message?.files ?? null) .filter((message) => message?.files ?? null)
.map((message) => .map((message) =>
message.files.filter((item) => item.type === 'doc' || item.type === 'collection') message.files.filter((item) =>
['doc', 'collection', 'web_search_results'].includes(item.type)
)
) )
.flat(1); .flat(1);
...@@ -907,7 +989,7 @@ ...@@ -907,7 +989,7 @@
const model = $models.filter((m) => m.id === responseMessage.model).at(0); const model = $models.filter((m) => m.id === responseMessage.model).at(0);
if (model) { if (model) {
if (model?.external) { if (model?.owned_by === 'openai') {
await sendPromptOpenAI( await sendPromptOpenAI(
model, model,
history.messages[responseMessage.parentId].content, history.messages[responseMessage.parentId].content,
...@@ -932,7 +1014,7 @@ ...@@ -932,7 +1014,7 @@
const model = $models.find((model) => model.id === selectedModels[0]); const model = $models.find((model) => model.id === selectedModels[0]);
const titleModelId = const titleModelId =
model?.external ?? false model?.owned_by === 'openai' ?? false
? $settings?.title?.modelExternal ?? selectedModels[0] ? $settings?.title?.modelExternal ?? selectedModels[0]
: $settings?.title?.model ?? selectedModels[0]; : $settings?.title?.model ?? selectedModels[0];
const titleModel = $models.find((model) => model.id === titleModelId); const titleModel = $models.find((model) => model.id === titleModelId);
...@@ -957,6 +1039,29 @@ ...@@ -957,6 +1039,29 @@
} }
}; };
const generateChatSearchQuery = async (modelId: string, prompt: string) => {
const model = $models.find((model) => model.id === modelId);
const taskModelId =
model?.owned_by === 'openai' ?? false
? $settings?.title?.modelExternal ?? modelId
: $settings?.title?.model ?? modelId;
const taskModel = $models.find((model) => model.id === taskModelId);
const previousMessages = messages
.filter((message) => message.role === 'user')
.map((message) => message.content);
return await generateSearchQuery(
localStorage.token,
taskModelId,
previousMessages,
prompt,
taskModel?.owned_by === 'openai' ?? false
? `${OPENAI_API_BASE_URL}`
: `${OLLAMA_API_BASE_URL}/v1`
);
};
const setChatTitle = async (_chatId, _title) => { const setChatTitle = async (_chatId, _title) => {
if (_chatId === $chatId) { if (_chatId === $chatId) {
title = _title; title = _title;
...@@ -1081,6 +1186,7 @@ ...@@ -1081,6 +1186,7 @@
bind:files bind:files
bind:prompt bind:prompt
bind:autoScroll bind:autoScroll
bind:webSearchEnabled
bind:atSelectedModel bind:atSelectedModel
{selectedModels} {selectedModels}
{messages} {messages}
......
src/lib/components/chat/MessageInput.svelte
View file @ ddc8d22e
<script lang="ts"> <script lang="ts">
import { toast } from 'svelte-sonner'; import { toast } from 'svelte-sonner';
import { onMount, tick, getContext } from 'svelte'; import { onMount, tick, getContext } from 'svelte';
import { type Model, mobile, settings, showSidebar, models } from '$lib/stores'; import { type Model, mobile, settings, showSidebar, models, config } from '$lib/stores';
import { blobToFile, calculateSHA256, findWordIndices } from '$lib/utils'; import { blobToFile, calculateSHA256, findWordIndices } from '$lib/utils';
import { import {
...@@ -20,6 +20,8 @@ ...@@ -20,6 +20,8 @@
import Models from './MessageInput/Models.svelte'; import Models from './MessageInput/Models.svelte';
import Tooltip from '../common/Tooltip.svelte'; import Tooltip from '../common/Tooltip.svelte';
import XMark from '$lib/components/icons/XMark.svelte'; import XMark from '$lib/components/icons/XMark.svelte';
import InputMenu from './MessageInput/InputMenu.svelte';
import { t } from 'i18next';
const i18n = getContext('i18n'); const i18n = getContext('i18n');
...@@ -46,8 +48,8 @@ ...@@ -46,8 +48,8 @@
export let files = []; export let files = [];
export let fileUploadEnabled = true;
export let speechRecognitionEnabled = true; export let speechRecognitionEnabled = true;
export let webSearchEnabled = false;
export let prompt = ''; export let prompt = '';
export let messages = []; export let messages = [];
...@@ -776,37 +778,39 @@ ...@@ -776,37 +778,39 @@
{/if} {/if}
<div class=" flex"> <div class=" flex">
{#if fileUploadEnabled} <div class=" ml-1 flex items-center">
<div class=" self-end mb-2 ml-1"> <InputMenu
<Tooltip content={$i18n.t('Upload files')}> bind:webSearchEnabled
<button uploadFilesHandler={() => {
class="bg-gray-50 hover:bg-gray-100 text-gray-800 dark:bg-gray-850 dark:text-white dark:hover:bg-gray-800 transition rounded-full p-1.5"
type="button"
on:click={() => {
filesInputElement.click(); filesInputElement.click();
}} }}
onClose={async () => {
await tick();
chatTextAreaElement?.focus();
}}
>
<button
class="bg-gray-50 hover:bg-gray-100 text-gray-800 dark:bg-gray-850 dark:text-white dark:hover:bg-gray-800 transition rounded-full p-1.5 outline-none focus:outline-none"
type="button"
> >
<svg <svg
xmlns="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg"
viewBox="0 0 16 16" viewBox="0 0 16 16"
fill="currentColor" fill="currentColor"
class="w-[1.2rem] h-[1.2rem]" class="size-5"
> >
<path <path
d="M8.75 3.75a.75.75 0 0 0-1.5 0v3.5h-3.5a.75.75 0 0 0 0 1.5h3.5v3.5a.75.75 0 0 0 1.5 0v-3.5h3.5a.75.75 0 0 0 0-1.5h-3.5v-3.5Z" d="M8.75 3.75a.75.75 0 0 0-1.5 0v3.5h-3.5a.75.75 0 0 0 0 1.5h3.5v3.5a.75.75 0 0 0 1.5 0v-3.5h3.5a.75.75 0 0 0 0-1.5h-3.5v-3.5Z"
/> />
</svg> </svg>
</button> </button>
</Tooltip> </InputMenu>
</div> </div>
{/if}
<textarea <textarea
id="chat-textarea" id="chat-textarea"
bind:this={chatTextAreaElement} bind:this={chatTextAreaElement}
class="scrollbar-hidden bg-gray-50 dark:bg-gray-850 dark:text-gray-100 outline-none w-full py-3 px-3 {fileUploadEnabled class="scrollbar-hidden bg-gray-50 dark:bg-gray-850 dark:text-gray-100 outline-none w-full py-3 px-3 rounded-xl resize-none h-[48px]"
? ''
: ' pl-4'} rounded-xl resize-none h-[48px]"
placeholder={chatInputPlaceholder !== '' placeholder={chatInputPlaceholder !== ''
? chatInputPlaceholder ? chatInputPlaceholder
: isRecording : isRecording
......
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