gpt4free/g4f/image.py
Heiner Lohaus 6a624acf55 Use custom user data dir for each provider
Reuse cookies and access token in Copilot
Send in the gui messages to multiple providers at once
Add GUI documenation
2024-12-07 19:38:04 +01:00

365 lines
11 KiB
Python

from __future__ import annotations
import os
import re
import time
import uuid
from io import BytesIO
import base64
import asyncio
from aiohttp import ClientSession, ClientError
try:
from PIL.Image import open as open_image, new as new_image
from PIL.Image import FLIP_LEFT_RIGHT, ROTATE_180, ROTATE_270, ROTATE_90
has_requirements = True
except ImportError:
has_requirements = False
from .typing import ImageType, Union, Image, Optional, Cookies
from .errors import MissingRequirementsError
from .providers.response import ResponseType
from .requests.aiohttp import get_connector
from . import debug
ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg', 'gif', 'webp', 'svg'}
EXTENSIONS_MAP: dict[str, str] = {
"image/png": "png",
"image/jpeg": "jpg",
"image/gif": "gif",
"image/webp": "webp",
}
# Define the directory for generated images
images_dir = "./generated_images"
def fix_url(url: str) -> str:
""" replace ' ' by '+' (to be markdown compliant)"""
return url.replace(" ","+")
def fix_title(title: str) -> str:
if title:
return title.replace("\n", "").replace('"', '')
return ""
def to_image(image: ImageType, is_svg: bool = False) -> Image:
"""
Converts the input image to a PIL Image object.
Args:
image (Union[str, bytes, Image]): The input image.
Returns:
Image: The converted PIL Image object.
"""
if not has_requirements:
raise MissingRequirementsError('Install "pillow" package for images')
if isinstance(image, str):
is_data_uri_an_image(image)
image = extract_data_uri(image)
if is_svg:
try:
import cairosvg
except ImportError:
raise MissingRequirementsError('Install "cairosvg" package for svg images')
if not isinstance(image, bytes):
image = image.read()
buffer = BytesIO()
cairosvg.svg2png(image, write_to=buffer)
return open_image(buffer)
if isinstance(image, bytes):
is_accepted_format(image)
return open_image(BytesIO(image))
elif not isinstance(image, Image):
image = open_image(image)
image.load()
return image
return image
def is_allowed_extension(filename: str) -> bool:
"""
Checks if the given filename has an allowed extension.
Args:
filename (str): The filename to check.
Returns:
bool: True if the extension is allowed, False otherwise.
"""
return '.' in filename and \
filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
def is_data_uri_an_image(data_uri: str) -> bool:
"""
Checks if the given data URI represents an image.
Args:
data_uri (str): The data URI to check.
Raises:
ValueError: If the data URI is invalid or the image format is not allowed.
"""
# Check if the data URI starts with 'data:image' and contains an image format (e.g., jpeg, png, gif)
if not re.match(r'data:image/(\w+);base64,', data_uri):
raise ValueError("Invalid data URI image.")
# Extract the image format from the data URI
image_format = re.match(r'data:image/(\w+);base64,', data_uri).group(1).lower()
# Check if the image format is one of the allowed formats (jpg, jpeg, png, gif)
if image_format not in ALLOWED_EXTENSIONS and image_format != "svg+xml":
raise ValueError("Invalid image format (from mime file type).")
def is_accepted_format(binary_data: bytes) -> str:
"""
Checks if the given binary data represents an image with an accepted format.
Args:
binary_data (bytes): The binary data to check.
Raises:
ValueError: If the image format is not allowed.
"""
if binary_data.startswith(b'\xFF\xD8\xFF'):
return "image/jpeg"
elif binary_data.startswith(b'\x89PNG\r\n\x1a\n'):
return "image/png"
elif binary_data.startswith(b'GIF87a') or binary_data.startswith(b'GIF89a'):
return "image/gif"
elif binary_data.startswith(b'\x89JFIF') or binary_data.startswith(b'JFIF\x00'):
return "image/jpeg"
elif binary_data.startswith(b'\xFF\xD8'):
return "image/jpeg"
elif binary_data.startswith(b'RIFF') and binary_data[8:12] == b'WEBP':
return "image/webp"
else:
raise ValueError("Invalid image format (from magic code).")
def extract_data_uri(data_uri: str) -> bytes:
"""
Extracts the binary data from the given data URI.
Args:
data_uri (str): The data URI.
Returns:
bytes: The extracted binary data.
"""
data = data_uri.split(",")[-1]
data = base64.b64decode(data)
return data
def get_orientation(image: Image) -> int:
"""
Gets the orientation of the given image.
Args:
image (Image): The image.
Returns:
int: The orientation value.
"""
exif_data = image.getexif() if hasattr(image, 'getexif') else image._getexif()
if exif_data is not None:
orientation = exif_data.get(274) # 274 corresponds to the orientation tag in EXIF
if orientation is not None:
return orientation
def process_image(image: Image, new_width: int, new_height: int) -> Image:
"""
Processes the given image by adjusting its orientation and resizing it.
Args:
image (Image): The image to process.
new_width (int): The new width of the image.
new_height (int): The new height of the image.
Returns:
Image: The processed image.
"""
# Fix orientation
orientation = get_orientation(image)
if orientation:
if orientation > 4:
image = image.transpose(FLIP_LEFT_RIGHT)
if orientation in [3, 4]:
image = image.transpose(ROTATE_180)
if orientation in [5, 6]:
image = image.transpose(ROTATE_270)
if orientation in [7, 8]:
image = image.transpose(ROTATE_90)
# Resize image
image.thumbnail((new_width, new_height))
# Remove transparency
if image.mode == "RGBA":
image.load()
white = new_image('RGB', image.size, (255, 255, 255))
white.paste(image, mask=image.split()[-1])
return white
# Convert to RGB for jpg format
elif image.mode != "RGB":
image = image.convert("RGB")
return image
def to_base64_jpg(image: Image, compression_rate: float) -> str:
"""
Converts the given image to a base64-encoded string.
Args:
image (Image.Image): The image to convert.
compression_rate (float): The compression rate (0.0 to 1.0).
Returns:
str: The base64-encoded image.
"""
output_buffer = BytesIO()
image.save(output_buffer, format="JPEG", quality=int(compression_rate * 100))
return base64.b64encode(output_buffer.getvalue()).decode()
def format_images_markdown(images: Union[str, list], alt: str, preview: Union[str, list] = None) -> str:
"""
Formats the given images as a markdown string.
Args:
images: The images to format.
alt (str): The alt for the images.
preview (str, optional): The preview URL format. Defaults to "{image}?w=200&h=200".
Returns:
str: The formatted markdown string.
"""
if isinstance(images, list) and len(images) == 1:
images = images[0]
if isinstance(images, str):
result = f"[![{fix_title(alt)}]({fix_url(preview.replace('{image}', images) if preview else images)})]({fix_url(images)})"
else:
if not isinstance(preview, list):
preview = [preview.replace('{image}', image) if preview else image for image in images]
result = "\n".join(
f"[![#{idx+1} {fix_title(alt)}]({fix_url(preview[idx])})]({fix_url(image)})"
for idx, image in enumerate(images)
)
start_flag = "<!-- generated images start -->\n"
end_flag = "<!-- generated images end -->\n"
return f"\n{start_flag}{result}\n{end_flag}\n"
def to_bytes(image: ImageType) -> bytes:
"""
Converts the given image to bytes.
Args:
image (ImageType): The image to convert.
Returns:
bytes: The image as bytes.
"""
if isinstance(image, bytes):
return image
elif isinstance(image, str):
is_data_uri_an_image(image)
return extract_data_uri(image)
elif isinstance(image, Image):
bytes_io = BytesIO()
image.save(bytes_io, image.format)
image.seek(0)
return bytes_io.getvalue()
else:
return image.read()
def to_data_uri(image: ImageType) -> str:
if not isinstance(image, str):
data = to_bytes(image)
data_base64 = base64.b64encode(data).decode()
return f"data:{is_accepted_format(data)};base64,{data_base64}"
return image
# Function to ensure the images directory exists
def ensure_images_dir():
if not os.path.exists(images_dir):
os.makedirs(images_dir)
async def copy_images(
images: list[str],
cookies: Optional[Cookies] = None,
proxy: Optional[str] = None
):
ensure_images_dir()
async with ClientSession(
connector=get_connector(proxy=proxy),
cookies=cookies
) as session:
async def copy_image(image: str) -> str:
target = os.path.join(images_dir, f"{int(time.time())}_{str(uuid.uuid4())}")
if image.startswith("data:"):
with open(target, "wb") as f:
f.write(extract_data_uri(image))
else:
try:
async with session.get(image) as response:
response.raise_for_status()
with open(target, "wb") as f:
async for chunk in response.content.iter_chunked(4096):
f.write(chunk)
except ClientError as e:
debug.log(f"copy_images failed: {e.__class__.__name__}: {e}")
return image
with open(target, "rb") as f:
extension = is_accepted_format(f.read(12)).split("/")[-1]
extension = "jpg" if extension == "jpeg" else extension
new_target = f"{target}.{extension}"
os.rename(target, new_target)
return f"/images/{os.path.basename(new_target)}"
return await asyncio.gather(*[copy_image(image) for image in images])
class ImageResponse(ResponseType):
def __init__(
self,
images: Union[str, list],
alt: str,
options: dict = {}
):
self.images = images
self.alt = alt
self.options = options
def __str__(self) -> str:
return format_images_markdown(self.images, self.alt, self.get("preview"))
def get(self, key: str):
return self.options.get(key)
def get_list(self) -> list[str]:
return [self.images] if isinstance(self.images, str) else self.images
class ImagePreview(ImageResponse):
def __str__(self):
return ""
def to_string(self):
return super().__str__()
class ImageDataResponse():
def __init__(
self,
images: Union[str, list],
alt: str,
):
self.images = images
self.alt = alt
def get_list(self) -> list[str]:
return [self.images] if isinstance(self.images, str) else self.images
class ImageRequest:
def __init__(
self,
options: dict = {}
):
self.options = options
def get(self, key: str):
return self.options.get(key)