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71 changes: 45 additions & 26 deletions dspy/adapters/types/image.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@
from typing import Any, Dict, List, Union
from urllib.parse import urlparse
import re
import mimetypes

import pydantic
import requests
Expand Down Expand Up @@ -79,23 +80,23 @@ def is_url(string: str) -> bool:

def encode_image(image: Union[str, bytes, "PILImage.Image", dict], download_images: bool = False) -> str:
"""
Encode an image to a base64 data URI.
Encode an image or file to a base64 data URI.

Args:
image: The image to encode. Can be a PIL Image, file path, URL, or data URI.
image: The image or file to encode. Can be a PIL Image, file path, URL, or data URI.
download_images: Whether to download images from URLs.

Returns:
str: The data URI of the image or the URL if download_images is False.
str: The data URI of the file or the URL if download_images is False.

Raises:
ValueError: If the image type is not supported.
ValueError: If the file type is not supported.
"""
if isinstance(image, dict) and "url" in image:
# NOTE: Not doing other validation for now
return image["url"]
elif isinstance(image, str):
if image.startswith("data:image/"):
if image.startswith("data:"):
# Already a data URI
return image
elif os.path.isfile(image):
Expand All @@ -110,8 +111,8 @@ def encode_image(image: Union[str, bytes, "PILImage.Image", dict], download_imag
return image
else:
# Unsupported string format
print(f"Unsupported image string: {image}")
raise ValueError(f"Unsupported image string: {image}")
print(f"Unsupported file string: {image}")
raise ValueError(f"Unsupported file string: {image}")
elif PIL_AVAILABLE and isinstance(image, PILImage.Image):
# PIL Image
return _encode_pil_image(image)
Expand All @@ -129,34 +130,52 @@ def encode_image(image: Union[str, bytes, "PILImage.Image", dict], download_imag


def _encode_image_from_file(file_path: str) -> str:
"""Encode an image from a file path to a base64 data URI."""
with open(file_path, "rb") as image_file:
image_data = image_file.read()
file_extension = _get_file_extension(file_path)
encoded_image = base64.b64encode(image_data).decode("utf-8")
return f"data:image/{file_extension};base64,{encoded_image}"
"""Encode a file from a file path to a base64 data URI."""
with open(file_path, "rb") as file:
file_data = file.read()

# Use mimetypes to guess directly from the file path
mime_type, _ = mimetypes.guess_type(file_path)
if mime_type is None:
raise ValueError(f"Could not determine MIME type for file: {file_path}")

encoded_data = base64.b64encode(file_data).decode("utf-8")
return f"data:{mime_type};base64,{encoded_data}"


def _encode_image_from_url(image_url: str) -> str:
"""Encode an image from a URL to a base64 data URI."""
"""Encode a file from a URL to a base64 data URI."""
response = requests.get(image_url)
response.raise_for_status()
content_type = response.headers.get("Content-Type", "")
if content_type.startswith("image/"):
file_extension = content_type.split("/")[-1]

# Use the content type from the response headers if available
if content_type:
mime_type = content_type
else:
# Fallback to file extension from URL or default to 'png'
file_extension = _get_file_extension(image_url) or "png"
encoded_image = base64.b64encode(response.content).decode("utf-8")
return f"data:image/{file_extension};base64,{encoded_image}"
# Try to guess MIME type from URL
mime_type, _ = mimetypes.guess_type(image_url)
if mime_type is None:
raise ValueError(f"Could not determine MIME type for URL: {image_url}")

encoded_data = base64.b64encode(response.content).decode("utf-8")
return f"data:{mime_type};base64,{encoded_data}"


def _encode_pil_image(image: 'PILImage') -> str:
"""Encode a PIL Image object to a base64 data URI."""
buffered = io.BytesIO()
file_extension = (image.format or "PNG").lower()
image.save(buffered, format=file_extension)
encoded_image = base64.b64encode(buffered.getvalue()).decode("utf-8")
return f"data:image/{file_extension};base64,{encoded_image}"
file_format = image.format or "PNG"
image.save(buffered, format=file_format)

# Get the correct MIME type using the image format
file_extension = file_format.lower()
mime_type, _ = mimetypes.guess_type(f"file.{file_extension}")
if mime_type is None:
raise ValueError(f"Could not determine MIME type for image format: {file_format}")

encoded_data = base64.b64encode(buffered.getvalue()).decode("utf-8")
return f"data:{mime_type};base64,{encoded_data}"


def _get_file_extension(path_or_url: str) -> str:
Expand All @@ -166,11 +185,11 @@ def _get_file_extension(path_or_url: str) -> str:


def is_image(obj) -> bool:
"""Check if the object is an image or a valid image reference."""
"""Check if the object is an image or a valid media file reference."""
if PIL_AVAILABLE and isinstance(obj, PILImage.Image):
return True
if isinstance(obj, str):
if obj.startswith("data:image/"):
if obj.startswith("data:"):
return True
elif os.path.isfile(obj):
return True
Expand Down
110 changes: 110 additions & 0 deletions tests/signatures/test_adapter_image.py
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,8 @@
from dspy.adapters.types.image import encode_image
import tempfile
import pydantic
import os


@pytest.fixture
def sample_pil_image():
Expand Down Expand Up @@ -318,6 +320,114 @@ class OptionalImageSignature(dspy.Signature):
assert result.output == "Hello"
assert count_messages_with_image_url_pattern(lm.history[-1]["messages"]) == 0


def test_pdf_url_support():
"""Test support for PDF files from URLs"""
pdf_url = "https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf"

# Create a dspy.Image object from the PDF URL with download=True
pdf_image = dspy.Image.from_url(pdf_url, download=True)

# The data URI should contain application/pdf in the MIME type
assert "data:application/pdf" in pdf_image.url
assert ";base64," in pdf_image.url

# Test using it in a predictor
class PDFSignature(dspy.Signature):
document: dspy.Image = dspy.InputField(desc="A PDF document")
summary: str = dspy.OutputField(desc="A summary of the PDF")

predictor, lm = setup_predictor(PDFSignature, {"summary": "This is a dummy PDF"})
result = predictor(document=pdf_image)

assert result.summary == "This is a dummy PDF"
assert count_messages_with_image_url_pattern(lm.history[-1]["messages"]) == 1

# Ensure the URL was properly expanded in messages
messages_str = str(lm.history[-1]["messages"])
assert "application/pdf" in messages_str


def test_different_mime_types():
"""Test support for different file types and MIME type detection"""
# Test with various file types
file_urls = {
"pdf": "https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf",
"image": "https://images.dog.ceo/breeds/dane-great/n02109047_8912.jpg",
}

expected_mime_types = {
"pdf": "application/pdf",
"image": "image/jpeg",
}

for file_type, url in file_urls.items():
# Download and encode
encoded = encode_image(url, download_images=True)

# Check for correct MIME type in the encoded data - using 'in' instead of startswith
# to account for possible parameters in the MIME type
assert f"data:{expected_mime_types[file_type]}" in encoded
assert ";base64," in encoded


def test_mime_type_from_response_headers():
"""Test that MIME types from response headers are correctly used"""
# This URL returns proper Content-Type header
pdf_url = "https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf"

# Make an actual request to get the content type from headers
response = requests.get(pdf_url)
expected_mime_type = response.headers.get("Content-Type", "")

# Should be application/pdf or similar
assert "pdf" in expected_mime_type.lower()

# Encode with download to test MIME type from headers
encoded = encode_image(pdf_url, download_images=True)

# The encoded data should contain the correct MIME type
assert "application/pdf" in encoded
assert ";base64," in encoded


def test_pdf_from_file():
"""Test handling a PDF file from disk"""
# Download a PDF to a temporary file
pdf_url = "https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf"
response = requests.get(pdf_url)
response.raise_for_status()

with tempfile.NamedTemporaryFile(suffix=".pdf", delete=False) as tmp_file:
tmp_file.write(response.content)
tmp_file_path = tmp_file.name

try:
# Create a dspy.Image from the file
pdf_image = dspy.Image.from_file(tmp_file_path)

# Check that the MIME type is correct
assert "data:application/pdf" in pdf_image.url
assert ";base64," in pdf_image.url

# Test the image in a predictor
class FilePDFSignature(dspy.Signature):
document: dspy.Image = dspy.InputField(desc="A PDF document from file")
summary: str = dspy.OutputField(desc="A summary of the PDF")

predictor, lm = setup_predictor(FilePDFSignature, {"summary": "This is a PDF from file"})
result = predictor(document=pdf_image)

assert result.summary == "This is a PDF from file"
assert count_messages_with_image_url_pattern(lm.history[-1]["messages"]) == 1
finally:
# Clean up the temporary file
try:
os.unlink(tmp_file_path)
except:
pass


def test_image_repr():
"""Test string representation of Image objects"""
url_image = dspy.Image.from_url("https://example.com/dog.jpg", download=False)
Expand Down
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