From 89e23998e705f3189f7bb9e709fb09607b355a35 Mon Sep 17 00:00:00 2001 From: Karl Weinmeister <11586922+kweinmeister@users.noreply.github.com> Date: Wed, 18 Dec 2024 10:36:55 -0600 Subject: [PATCH] feat: add swot-agent Gemini sample app (#1550) Gemini 2.0 sample app using the Pydantic AI agent framework. --------- Co-authored-by: Holt Skinner Co-authored-by: Holt Skinner <13262395+holtskinner@users.noreply.github.com> --- .github/actions/spelling/allow.txt | 3 + .prettierrc | 3 + gemini/sample-apps/swot-agent/.dockerignore | 7 + gemini/sample-apps/swot-agent/Dockerfile | 10 + gemini/sample-apps/swot-agent/LICENSE | 202 ++++++++++++ gemini/sample-apps/swot-agent/README.md | 130 ++++++++ gemini/sample-apps/swot-agent/agent.py | 306 ++++++++++++++++++ gemini/sample-apps/swot-agent/main.py | 203 ++++++++++++ .../sample-apps/swot-agent/requirements.txt | 12 + gemini/sample-apps/swot-agent/swot-agent.gif | Bin 0 -> 3179120 bytes .../swot-agent/templates/index.html | 182 +++++++++++ .../swot-agent/templates/result.html | 163 ++++++++++ .../swot-agent/templates/status.html | 82 +++++ .../sample-apps/swot-agent/tests/__init__.py | 1 + .../swot-agent/tests/test_agent.py | 86 +++++ .../sample-apps/swot-agent/tests/test_main.py | 94 ++++++ 16 files changed, 1484 insertions(+) create mode 100644 .prettierrc create mode 100644 gemini/sample-apps/swot-agent/.dockerignore create mode 100644 gemini/sample-apps/swot-agent/Dockerfile create mode 100644 gemini/sample-apps/swot-agent/LICENSE create mode 100644 gemini/sample-apps/swot-agent/README.md create mode 100644 gemini/sample-apps/swot-agent/agent.py create mode 100644 gemini/sample-apps/swot-agent/main.py create mode 100644 gemini/sample-apps/swot-agent/requirements.txt create mode 100644 gemini/sample-apps/swot-agent/swot-agent.gif create mode 100644 gemini/sample-apps/swot-agent/templates/index.html create mode 100644 gemini/sample-apps/swot-agent/templates/result.html create mode 100644 gemini/sample-apps/swot-agent/templates/status.html create mode 100644 gemini/sample-apps/swot-agent/tests/__init__.py create mode 100644 gemini/sample-apps/swot-agent/tests/test_agent.py create mode 100644 gemini/sample-apps/swot-agent/tests/test_main.py diff --git a/.github/actions/spelling/allow.txt b/.github/actions/spelling/allow.txt index 94dbf05a2fa..001bbc2492e 100644 --- a/.github/actions/spelling/allow.txt +++ b/.github/actions/spelling/allow.txt @@ -177,6 +177,7 @@ HIGHCPU HMO HREDRAW HSA +HTMX HVDC HZN Hadoop @@ -993,6 +994,7 @@ podcasts podfile podhelper powerups +praw prcntg preds produc @@ -1063,6 +1065,7 @@ scikit seaborn seatback selectbox +selftext selkirk seo setlocal diff --git a/.prettierrc b/.prettierrc new file mode 100644 index 00000000000..9c1044f6f67 --- /dev/null +++ b/.prettierrc @@ -0,0 +1,3 @@ +{ + "bracketSameLine": true +} diff --git a/gemini/sample-apps/swot-agent/.dockerignore b/gemini/sample-apps/swot-agent/.dockerignore new file mode 100644 index 00000000000..550ea340627 --- /dev/null +++ b/gemini/sample-apps/swot-agent/.dockerignore @@ -0,0 +1,7 @@ + __pycache__ + *.pyc + *.pyo + .git + .gitignore + tests/ + .pytest_cache/ diff --git a/gemini/sample-apps/swot-agent/Dockerfile b/gemini/sample-apps/swot-agent/Dockerfile new file mode 100644 index 00000000000..49f99c52375 --- /dev/null +++ b/gemini/sample-apps/swot-agent/Dockerfile @@ -0,0 +1,10 @@ +FROM python:3.10-slim + +WORKDIR /app + +COPY requirements.txt . +RUN pip install --no-cache-dir -r requirements.txt + +COPY . . + +CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8080"] diff --git a/gemini/sample-apps/swot-agent/LICENSE b/gemini/sample-apps/swot-agent/LICENSE new file mode 100644 index 00000000000..7a4a3ea2424 --- /dev/null +++ b/gemini/sample-apps/swot-agent/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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The application is built with [FastAPI](https://fastapi.tiangolo.com/), [HTMX](https://htmx.org/), and [Tailwind CSS](https://tailwindcss.com/). + +![SWOT Analysis Demo](swot-agent.gif) + +The agent includes three tools: + +- **Content Extraction**: Extracts content from a web page given a URL +- **Community Insights**: Calls Reddit API to get community insights from relevant subreddits +- **Competitive Analysis**: Calls Gemini API to get competitive analysis + +## Getting Started + +### Prerequisites + +- Python 3.10+ +- Google Cloud API credentials +- Optional: [Reddit API credentials](https://www.reddit.com/prefs/apps) (for Reddit content extraction) + +### Installation + +1. Clone the repository and change to the `swot-agent` directory. + +1. Install the required dependencies: + + ```bash + pip install -r requirements.txt + ``` + +1. Set up your environment variables: + + ```bash + # Google Cloud settings + export GOOGLE_CLOUD_PROJECT=your_project_id + export GOOGLE_APPLICATION_CREDENTIALS=path_to_service_account.json + + # (Optional) Reddit API credentials + export REDDIT_CLIENT_ID=your_reddit_client_id + export REDDIT_CLIENT_SECRET=your_reddit_client_secret + + # (Optional) Application settings + export APP_SECRET_KEY=your_secret_key + ``` + +1. Run the application: + + ```bash + python main.py + ``` + + You can also use the [FastAPI CLI](https://fastapi.tiangolo.com/deployment/cli/): + + ```bash + fastapi dev --port 8080 + ``` + +1. Open your web browser and navigate to `http://localhost:8080`. + +## Usage + +1. Enter a valid URL in the input field +1. Click **"Analyze"** to initiate the AI SWOT analysis +1. The AI agent will: + - Extract content from the provided URL + - Process the content using Gemini 2.0 + - Generate structured SWOT insights + - Present results in an organized format +1. View the SWOT analysis results + +## Deployment + +To deploy the application to [Google Cloud Run](https://cloud.google.com/run), run the following command: + +```bash +gcloud run deploy swot-agent --source . --region us-central1 --allow-unauthenticated +``` + +You may need to add the `aiplatform.user` [IAM role](https://cloud.google.com/vertex-ai/docs/general/access-control#aiplatform.user) to your service account. + +[Configure secrets](https://cloud.google.com/run/docs/configuring/services/secrets) for the `APP_SECRET_KEY`, `REDDIT_CLIENT_ID`, and `REDDIT_CLIENT_SECRET`. You can run the application without setting these, but the Reddit tool will not be available. + +## Troubleshooting + +If you receive an error about the Gemini quota being exceeded, you can [request a quota increase](https://cloud.google.com/vertex-ai/docs/generative-ai/quotas-genai) or try another model. + +## Testing + +The project includes test suites for both the AI agent and the FastAPI application in the `tests` directory. + +### Running Tests + +1. Install test dependencies: + + ```bash + pip install pytest pytest-asyncio httpx + ``` + +1. Run all tests: + + ```bash + pytest -v + ``` + +## Project Structure + +```text +swot-agent/ +├── main.py # FastAPI application and server setup +├── agent.py # SWOT analysis agent implementation +├── tests/ # Test suites +│ ├── __init__.py # To make tests a Python package +│ ├── test_agent.py # AI agent test suite +│ └── test_main.py # FastAPI endpoint test suite +├── templates/ # HTML templates +│ ├── index.html # Main application page +│ ├── status.html # Analysis status updates +│ └── result.html # SWOT analysis results +├── requirements.txt # Python dependencies +├── LICENSE # License information +└── README.md # Project documentation +``` + +## Contributing + +Contributions are welcome! Please feel free to submit a Pull Request. diff --git a/gemini/sample-apps/swot-agent/agent.py b/gemini/sample-apps/swot-agent/agent.py new file mode 100644 index 00000000000..0cf1a037768 --- /dev/null +++ b/gemini/sample-apps/swot-agent/agent.py @@ -0,0 +1,306 @@ +# Copyright 2024 Google, LLC. +# This software is provided as-is, without warranty +# or representation for any use or purpose. +# Your use of it is subject to your agreement with Google. + +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import asyncio +from dataclasses import dataclass, field +import logging +import os +import sys +from typing import Any, Callable, List, Optional + +from bs4 import BeautifulSoup +from google import genai +import httpx +import praw +from pydantic import BaseModel, Field +from pydantic_ai import Agent, ModelRetry, RunContext +from pydantic_ai.models.vertexai import VertexAIModel +from pydantic_ai.tools import ToolDefinition + +# --- General Configuration --- +USER_AGENT = "SwotAgent/1.0" +ANALYZE_URL = "https://wikipedia.org" +RETRIES = 3 +logging.basicConfig(level=logging.INFO) +sys.excepthook = lambda *args: None + +# --- Google Cloud Configuration --- +PROJECT_ID = os.environ.get("GOOGLE_CLOUD_PROJECT") +SERVICE_ACCOUNT_FILE = os.environ.get("GOOGLE_APPLICATION_CREDENTIALS") +LOCATION = "us-central1" +MODEL = "gemini-2.0-flash-exp" + +# --- Reddit API Configuration --- +REDDIT_MAX_INSIGHTS = 5 +REDDIT_MAX_INSIGHT_LENGTH = 400 +REDDIT_CLIENT_ID = os.environ.get("REDDIT_CLIENT_ID") +REDDIT_CLIENT_SECRET = os.environ.get("REDDIT_CLIENT_SECRET") + + +@dataclass +class SwotAgentDeps: + """Dependencies for the SwotAgent.""" + + request: Optional[Any] = None + update_status_func: Optional[Callable] = None + tool_history: List[str] = field(default_factory=list) + try: + reddit: praw.Reddit = praw.Reddit( + client_id=REDDIT_CLIENT_ID, + client_secret=REDDIT_CLIENT_SECRET, + user_agent=USER_AGENT, + check_for_async=False, + ) + except praw.exceptions.PRAWException as e: + reddit = None + logging.info( + f"Reddit client not initialized. Please set the REDDIT_CLIENT_ID and REDDIT_CLIENT_SECRET environment variables: {e}" + ) + try: + client = genai.Client(vertexai=True, project=PROJECT_ID, location=LOCATION) + except ValueError as e: + client = None + logging.info( + f"Gemini client not initialized. Please set the GOOGLE_CLOUD_PROJECT and GOOGLE_APPLICATION_CREDENTIALS environment variables: {e}" + ) + + +class SwotAnalysis(BaseModel): + """Represents a SWOT analysis with strengths, weaknesses, opportunities, threats, and an overall analysis.""" + + strengths: List[str] = Field( + description="Internal strengths of the product/service" + ) + weaknesses: List[str] = Field( + description="Internal weaknesses of the product/service" + ) + opportunities: List[str] = Field(description="External opportunities in the market") + threats: List[str] = Field(description="External threats in the market") + analysis: str = Field( + description="A comprehensive analysis explaining the SWOT findings and their implications" + ) + + +async def report_tool_usage( + ctx: RunContext[SwotAgentDeps], tool_def: ToolDefinition +) -> ToolDefinition: + """Reports tool usage and results to update_status_func.""" + + if tool_def.name in ctx.deps.tool_history: + # Tool has already been used and reported + return tool_def + + if ctx.deps.update_status_func: + await ctx.deps.update_status_func( + ctx.deps.request, + f"Using tool: {tool_def.name}...", + ) + ctx.deps.tool_history.append(tool_def.name) + + return tool_def + + +swot_agent = Agent( + model=VertexAIModel( + model_name=MODEL, + service_account_file=SERVICE_ACCOUNT_FILE, + project_id=PROJECT_ID, + region=LOCATION, + ), + deps_type=SwotAgentDeps, + result_type=SwotAnalysis, + system_prompt=""" + You are a strategic business analyst tasked with performing SWOT analysis. + Analyze the given URL, identify internal strengths and weaknesses, + and evaluate external opportunities and threats based on market conditions + and competitive landscape. Use community insights to validate findings. + + For each category: + - Strengths: Focus on internal advantages and unique selling points + - Weaknesses: Identify internal limitations and areas for improvement + - Opportunities: Analyze external factors that could be advantageous + - Threats: Evaluate external challenges and competitive pressures + + Provide a detailed analysis that synthesizes these findings into actionable insights. + """, + retries=RETRIES, +) + + +@swot_agent.result_validator +def validate_analysis( + _ctx: RunContext[SwotAgentDeps], value: SwotAnalysis +) -> SwotAnalysis: + """Validates the SWOT analysis for completeness and quality.""" + issues = [] + + # Check minimum number of points in each category + min_points = 2 + categories = { + "Strengths": value.strengths, + "Weaknesses": value.weaknesses, + "Opportunities": value.opportunities, + "Threats": value.threats, + } + + for category_name, points in categories.items(): + if len(points) < min_points: + issues.append( + f"{category_name}: Should have at least {min_points} points. Currently has {len(points)}." + ) + + # Check analysis length + min_analysis_length = 100 + if len(value.analysis) < min_analysis_length: + issues.append( + f"Analysis should be at least {min_analysis_length} characters. Currently {len(value.analysis)} characters." + ) + + if issues: + logging.info(f"Validation issues: {issues}") + raise ModelRetry("\n".join(issues)) + + return value + + +# --- Tools --- +@swot_agent.tool(prepare=report_tool_usage) +async def fetch_website_content(_ctx: RunContext[SwotAgentDeps], url: str) -> str: + """Fetches the HTML content of the given URL.""" + logging.info(f"Fetching website content for: {url}") + async with httpx.AsyncClient(follow_redirects=True) as http_client: + try: + response = await http_client.get(url) + response.raise_for_status() + html_content = response.text + soup = BeautifulSoup(html_content, "html.parser") + text_content = soup.get_text(separator=" ", strip=True) + return text_content + except httpx.HTTPError as e: + logging.info(f"Request failed: {e}") + raise + + +# pylint: disable=W0718 +@swot_agent.tool(prepare=report_tool_usage) +async def analyze_competition( + ctx: RunContext[SwotAgentDeps], + product_name: str, + product_description: str, +) -> str: + """Analyzes the competition for the given product using the Gemini model.""" + logging.info(f"Analyzing competition for: {product_name}") + + prompt = f""" + You are a competitive analysis expert. Analyze the competition for the following product: + Product Name: {product_name} + Product Description: {product_description} + + Provide a detailed analysis of: + 1. Key competitors and their market position + 2. Competitive advantages and disadvantages + 3. Market trends and potential disruptions + 4. Entry barriers and competitive pressures + """ + + if not ctx.deps.client: + logging.info("Error: Gemini client not initialized.") + return "" + try: + response = await ctx.deps.client.generate_content_async( + model=MODEL, + contents=prompt, + ) + + return response.text + except Exception as e: + logging.info(f"Error analyzing competition: {e}") + return f"Error analyzing competition: {e}" + + +@swot_agent.tool(prepare=report_tool_usage) +async def get_reddit_insights( + ctx: RunContext[SwotAgentDeps], + query: str, + subreddit_name: str = "googlecloud", +) -> str: + """Gathers insights from a specific subreddit related to a query using PRAW.""" + logging.info(f"Getting Reddit insights from r/{subreddit_name} for query: {query}") + if not ctx.deps.reddit: + logging.info("Error: Reddit client not initialized.") + return "" + try: + subreddit = ctx.deps.reddit.subreddit(subreddit_name) + search_results = subreddit.search( + query, limit=REDDIT_MAX_INSIGHTS, sort="relevance", time_filter="all" + ) + + insights = [] + for post in search_results: + insights.append( + f"Title: {post.title}\n" + f"URL: {post.url}\n" + f"Content: {post.selftext[:REDDIT_MAX_INSIGHT_LENGTH]}...\n" + ) + return "\n".join(insights) + except praw.exceptions.PRAWException as e: + logging.info(f"Error fetching Reddit data: {e}") + return f"Error fetching Reddit data: {e}" + + +# pylint: disable=W0718 +async def run_agent( + url: str = ANALYZE_URL, + deps: SwotAgentDeps = SwotAgentDeps(), +) -> SwotAnalysis | Exception: + """ + Runs the SWOT analysis agent. + + Args: + url: The URL to analyze. + deps: The dependencies for the agent. + + Returns: + The SWOT analysis result or an exception if an error occurred. + """ + + try: + deps.tool_history = [] + result = await swot_agent.run( + f"Perform a comprehensive SWOT analysis for this product: {url}", + deps=deps, + ) + logging.info(f"Agent result: {result}") + + # Send the final result to the UI via update_status_func + if deps.update_status_func: + await deps.update_status_func(deps.request, "Analysis Complete") + + return result.data + except Exception as e: + logging.exception(f"Error during agent run: {e}") + + # Send the error to the UI via update_status_func + if deps.update_status_func: + await deps.update_status_func(deps.request, f"Error: {e}") + + return e + + +if __name__ == "__main__": + data = asyncio.run(run_agent()) + logging.info(data) diff --git a/gemini/sample-apps/swot-agent/main.py b/gemini/sample-apps/swot-agent/main.py new file mode 100644 index 00000000000..024d2fe785d --- /dev/null +++ b/gemini/sample-apps/swot-agent/main.py @@ -0,0 +1,203 @@ +# Copyright 2024 Google, LLC. +# This software is provided as-is, without warranty +# or representation for any use or purpose. +# Your use of it is subject to your agreement with Google. + +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import asyncio +from collections import defaultdict +import logging +import os +import random +import time +from typing import Any, Dict, Final + +from agent import SwotAgentDeps, SwotAnalysis, run_agent +from fastapi import FastAPI, Form, Request +from fastapi.responses import HTMLResponse +from fastapi.templating import Jinja2Templates +from starlette.middleware.sessions import SessionMiddleware +import uvicorn + +# Configure logging +logging.basicConfig(level=logging.INFO) + +# Constants +ANALYZING_MESSAGE: Final = "Analyzing..." +ANALYSIS_COMPLETE_MESSAGE = "Analysis complete!" + +# Define default development key as a constant +DEFAULT_DEV_KEY: Final = "your-placeholder-development-key-123" + +# Get secret key with warning if using default +SECRET_KEY = os.environ.get("APP_SECRET_KEY", DEFAULT_DEV_KEY) + +if SECRET_KEY == DEFAULT_DEV_KEY: + logging.warning( + "Using default development secret key. " + "Set APP_SECRET_KEY environment variable in production!" + ) + +# Store running tasks and status messages +running_tasks = set() +status_store: Dict[str, list] = defaultdict(list) +result_store: Dict[str, Any] = {} + +app = FastAPI() +app.add_middleware( + SessionMiddleware, + secret_key=SECRET_KEY, + session_cookie="swot_session", + max_age=3600, + same_site="lax", + https_only=False, +) + +templates = Jinja2Templates(directory="templates") + + +@app.get("/", response_class=HTMLResponse) +async def read_root(request: Request) -> HTMLResponse: + """Serves the index page.""" + return templates.TemplateResponse("index.html", {"request": request}) + + +@app.post("/analyze", response_class=HTMLResponse) +async def analyze_url(request: Request, url: str = Form(...)) -> HTMLResponse: + """Analyzes the given URL using the SWOT analysis agent.""" + # Generate a unique ID for this analysis session + session_id = str(id(request)) + request.session["analysis_id"] = session_id + request.session["start_time"] = asyncio.get_event_loop().time() + + # Clear previous status messages for this session + status_store[session_id] = [] + result_store[session_id] = None + + status_store[session_id].append(ANALYZING_MESSAGE) + + logging.info(f"Starting new analysis with session ID: {session_id}") + + # Start the analysis task in the background + task = asyncio.create_task(run_agent_with_progress(session_id, url)) + running_tasks.add(task) + task.add_done_callback(running_tasks.discard) + + # Updated response to render ONLY the status div and not the full page + return templates.TemplateResponse( + "status.html", + {"request": request, "messages": [ANALYZING_MESSAGE], "result": False}, + ) + + +@app.get("/status", response_class=HTMLResponse) +async def get_status(request: Request) -> HTMLResponse: + """Returns the current status messages.""" + session_id = request.session.get("analysis_id") + if not session_id: + return templates.TemplateResponse( + "status.html", + {"request": request, "messages": [], "result": False}, + ) + + messages = status_store.get(session_id, []) + # Check if analysis is complete by looking for the final message + result = ANALYSIS_COMPLETE_MESSAGE in messages + + logging.info(f"Status check - Session ID: {session_id}, Messages: {messages}") + + response = templates.TemplateResponse( + "status.html", + { + "request": request, + "messages": messages, + "result": result, + }, + ) + + return response + + +@app.get("/result", response_class=HTMLResponse) +async def get_result(request: Request) -> HTMLResponse: + """Returns the SWOT analysis result.""" + session_id = request.session.get("analysis_id") + + if session_id and session_id in result_store: + result = result_store[session_id] + else: + result = None + + return templates.TemplateResponse( + "result.html", + {"request": request, "result": result}, + ) + + +async def run_agent_with_progress(session_id: str, url: str) -> None: + """Runs the agent and provides progress updates.""" + try: + # Create a custom deps object that uses the session_id + deps = SwotAgentDeps( + request=None, + update_status_func=lambda request, msg: update_status(session_id, msg), + ) + result = await run_agent(url=url, deps=deps) + + if not isinstance(result, Exception): + logging.info(f"Successfully analyzed URL: {url}") + result_store[session_id] = result + + except Exception as e: # noqa: W0718 + logging.error(f"An unexpected error occurred: {e}") + await update_status(session_id, f"Unexpected error: {e}") + raise + + +def emulate_tool_completion(session_id: str, message: str) -> None: + """Pydantic AI doesn't provide a post-processing hook, so we need to emulate one.""" + + # Sleep a random amount of time between 0 and 5 seconds + time.sleep(random.randint(0, 5)) + status_store[session_id].append(message) + + +async def update_status(session_id: str, message: Any) -> None: + """Updates status messages and handles SWOT analysis results.""" + logging.info(f"Updating status for session {session_id}: {message}") + + # Handle SWOT analysis result + if isinstance(message, SwotAnalysis): + result_store[session_id] = message.model_dump() + status_store[session_id].append(ANALYSIS_COMPLETE_MESSAGE) + return + + # Handle string messages + if isinstance(message, str): + # Instantly store first status message, emulate tool completion for others + if message == ANALYSIS_COMPLETE_MESSAGE: + status_store[session_id].append(message) + else: + loop = asyncio.get_running_loop() + await loop.run_in_executor( + None, emulate_tool_completion, session_id, message + ) + + logging.info( + f"Status messages for session {session_id}: {status_store[session_id]}" + ) + + +if __name__ == "__main__": + uvicorn.run(app, host="0.0.0.0", port=8080) diff --git a/gemini/sample-apps/swot-agent/requirements.txt b/gemini/sample-apps/swot-agent/requirements.txt new file mode 100644 index 00000000000..8df5ceb47c3 --- /dev/null +++ b/gemini/sample-apps/swot-agent/requirements.txt @@ -0,0 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