Merge branch 'automated-get-image' into 'mgx_ops'

engineer 自动下载图片

See merge request pub/MetaGPT!374
This commit is contained in:
林义章 2024-09-12 10:14:29 +00:00
commit cf4a449aef
4 changed files with 106 additions and 1 deletions

View file

@ -0,0 +1,85 @@
from __future__ import annotations
from typing import Optional
from playwright.async_api import Browser as Browser_
from playwright.async_api import BrowserContext, Page, Playwright, async_playwright
from pydantic import BaseModel, ConfigDict, Field
from metagpt.tools.tool_registry import register_tool
from metagpt.utils.common import decode_image
from metagpt.utils.proxy_env import get_proxy_from_env
from metagpt.utils.report import BrowserReporter
DOWNLOAD_PICTURE_JAVASCRIPT = """
async () => {{
var img = document.querySelector('{img_element_selector}');
if (img && img.src) {{
const response = await fetch(img.src);
if (response.ok) {{
const blob = await response.blob();
return await new Promise(resolve => {{
const reader = new FileReader();
reader.onloadend = () => resolve(reader.result);
reader.readAsDataURL(blob);
}});
}}
}}
return null;
}}
"""
@register_tool(include_functions=["get_image"])
class ImageGetter(BaseModel):
"""
A tool to get images.
"""
model_config = ConfigDict(arbitrary_types_allowed=True)
playwright: Optional[Playwright] = Field(default=None, exclude=True)
browser_instance: Optional[Browser_] = Field(default=None, exclude=True)
browser_ctx: Optional[BrowserContext] = Field(default=None, exclude=True)
page: Optional[Page] = Field(default=None, exclude=True)
headless: bool = Field(default=True)
proxy: Optional[dict] = Field(default_factory=get_proxy_from_env)
reporter: BrowserReporter = Field(default_factory=BrowserReporter)
url: str = "https://unsplash.com/s/photos/{search_term}/"
img_element_selector: str = ".zNNw1 > div > img:nth-of-type(2)"
async def start(self) -> None:
"""Starts Playwright and launches a browser"""
if self.playwright is None:
self.playwright = playwright = await async_playwright().start()
browser = self.browser_instance = await playwright.chromium.launch(headless=self.headless, proxy=self.proxy)
browser_ctx = self.browser_ctx = await browser.new_context()
self.page = await browser_ctx.new_page()
async def get_image(self, search_term, image_save_path):
"""
Get an image related to the search term.
Args:
search_term (str): The term to search for the image. The search term must be in English. Using any other language may lead to a mismatch.
image_save_path (str): The file path where the image will be saved.
"""
# Search for images from https://unsplash.com/s/photos/
if self.page is None:
await self.start()
await self.page.goto(self.url.format(search_term=search_term), wait_until="domcontentloaded")
# Wait until the image element is loaded
try:
await self.page.wait_for_selector(self.img_element_selector)
except TimeoutError:
return f"{search_term} not found. Please broaden the search term."
# Get the base64 code of the first retrieved image
image_base64 = await self.page.evaluate(
DOWNLOAD_PICTURE_JAVASCRIPT.format(img_element_selector=self.img_element_selector)
)
if image_base64:
image = decode_image(image_base64)
image.save(image_save_path)
return f"{search_term} found. The image is saved in {image_save_path}."
return f"{search_term} not found. Please broaden the search term."