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import anthropic | |
import os | |
import base64 | |
import httpx | |
os.environ["ANTHROPIC_API_KEY"] = os.getenv("ANTHROPIC_API_KEY") | |
client = anthropic.Anthropic() | |
def create_claude_request_for_text_completion(message_schema): | |
message = client.messages.create( | |
model="claude-3-5-sonnet-20240620", | |
max_tokens=1000, | |
temperature=0, | |
messages=message_schema) | |
return message.content[0].text | |
def create_claude_image_request_for_image_captioning(system_prompt, caption_prompt, image_data): | |
try: | |
message = client.messages.create( | |
model="claude-3-5-sonnet-20240620", | |
max_tokens=1024, | |
messages=[ | |
{ | |
"role": "user", | |
"content": [ | |
{ | |
"type": "text", | |
"text": system_prompt | |
}, | |
{ | |
"type": "image", | |
"source": { | |
"type": "base64", | |
"media_type": f"image/jpeg", | |
"data": image_data | |
} | |
}, | |
{ | |
"type": "text", | |
"text": caption_prompt | |
} | |
] | |
} | |
] | |
) | |
except: | |
message = client.messages.create( | |
model="claude-3-5-sonnet-20240620", | |
max_tokens=1024, | |
messages=[ | |
{ | |
"role": "user", | |
"content": [ | |
{ | |
"type": "text", | |
"text": system_prompt | |
}, | |
{ | |
"type": "image", | |
"source": { | |
"type": "base64", | |
"media_type": f"image/png", | |
"data": image_data | |
} | |
}, | |
{ | |
"type": "text", | |
"text": caption_prompt | |
} | |
] | |
} | |
] | |
) | |
return message.content[0].text | |
def embed_base64_for_claude(image_path): | |
# Open the image file in binary mode | |
with open(image_path, "rb") as image_file: | |
# Read the image and encode it to base64 | |
image_data = base64.b64encode(image_file.read()).decode("utf-8") | |
return image_data | |
def extract_data_from_text_xml(text_xml, tag): | |
import re | |
re_command = f"<{tag}>(.*?)</{tag}>" | |
data = re.findall(re_command, text_xml, re.DOTALL) | |
final_string = "" | |
for idx, item in enumerate(data, start=1): | |
output_extraction = f"{idx}:\n{item.strip()}\n" | |
final_string = final_string + output_extraction | |
return final_string | |