Update tools.py
Browse files
tools.py
CHANGED
|
@@ -14,4 +14,44 @@ def get_hub_stats(author: str) -> str:
|
|
| 14 |
else:
|
| 15 |
return f"No models found for author {author}."
|
| 16 |
except Exception as e:
|
| 17 |
-
return f"Error fetching models for {author}: {str(e)}"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 14 |
else:
|
| 15 |
return f"No models found for author {author}."
|
| 16 |
except Exception as e:
|
| 17 |
+
return f"Error fetching models for {author}: {str(e)}"
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
def analyze_image(image_path: str, question: str = "What do you see in this image?") -> str:
|
| 21 |
+
"""Analyze an image using LangChain's ChatOpenAI with vision"""
|
| 22 |
+
|
| 23 |
+
def encode_image_to_base64(image_path: str) -> str:
|
| 24 |
+
"""Convert image file to base64 string"""
|
| 25 |
+
try:
|
| 26 |
+
with open(image_path, "rb") as image_file:
|
| 27 |
+
return base64.b64encode(image_file.read()).decode('utf-8')
|
| 28 |
+
except Exception as e:
|
| 29 |
+
raise Exception(f"Error encoding image: {e}")
|
| 30 |
+
|
| 31 |
+
try:
|
| 32 |
+
# Create vision-capable LLM
|
| 33 |
+
vision_llm = ChatOpenAI(model="gpt-4o", max_tokens=1000)
|
| 34 |
+
|
| 35 |
+
# Encode the image
|
| 36 |
+
base64_image = encode_image_to_base64(image_path)
|
| 37 |
+
|
| 38 |
+
# Create message with image
|
| 39 |
+
message = HumanMessage(
|
| 40 |
+
content=[
|
| 41 |
+
{"type": "text", "text": question},
|
| 42 |
+
{
|
| 43 |
+
"type": "image_url",
|
| 44 |
+
"image_url": {
|
| 45 |
+
"url": f"data:image/jpeg;base64,{base64_image}",
|
| 46 |
+
"detail": "high"
|
| 47 |
+
}
|
| 48 |
+
}
|
| 49 |
+
]
|
| 50 |
+
)
|
| 51 |
+
|
| 52 |
+
# Get response
|
| 53 |
+
response = vision_llm.invoke([message])
|
| 54 |
+
return response.content
|
| 55 |
+
|
| 56 |
+
except Exception as e:
|
| 57 |
+
return f"Error analyzing image: {e}"
|