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Claude 3 Opus Deep Dive
%%capture
%pip install anthropic
Setting Up
import os
import anthropic
client = anthropic.Anthropic(
api_key=os.environ["ANTHROPIC_API_KEY"],
)
API that Only works with Claude 2
from anthropic import HUMAN_PROMPT, AI_PROMPT
completion = client.completions.create(
model="claude-2.1",
max_tokens_to_sample=300,
prompt=f"{HUMAN_PROMPT} What is Matthew effect? {AI_PROMPT}",
)
Markdown(completion.completion)
Adding System Prompt
from IPython.display import Markdown, display
Prompt = "Write the Go code for the simple data analysis."
message = client.messages.create(
model="claude-3-opus-20240229",
max_tokens=1024,
messages=[
{"role": "user", "content": Prompt}
]
)
Markdown(message.content[0].text)
Adding System Prompt
Prompt = "Write a report on climate change."
message = client.messages.create(
model="claude-3-opus-20240229",
max_tokens=1024,
system="Respond only in Svenska.",
messages=[
{"role": "user", "content": Prompt}
]
)
Markdown(message.content[0].text)
Claude 3 Vision Block
- Photo by Rachel Xiao: https://www.pexels.com/photo/brown-pendant-lamp-hanging-on-tree-near-river-772429/
- Photo by Debayan Chakraborty: https://www.pexels.com/photo/indian-blue-jay-20433278/
import anthropic
import base64
import httpx
client = anthropic.Anthropic()
media_type = "image/jpeg"
url_1 = "https://images.pexels.com/photos/20433278/pexels-photo-20433278/free-photo-of-indian-blue-jay.jpeg?auto=compress&cs=tinysrgb&w=1260&h=750&dpr=2"
image_encode_1 = base64.b64encode(httpx.get(url_1).content).decode("utf-8")
url_2 = "https://images.pexels.com/photos/772429/pexels-photo-772429.jpeg?auto=compress&cs=tinysrgb&w=1260&h=750&dpr=2"
image_encode_2 = base64.b64encode(httpx.get(url_2).content).decode("utf-8")
Vision with a Single Image
message = client.messages.create(
model="claude-3-opus-20240229",
max_tokens=1024,
messages=[
{
"role": "user",
"content": [
{
"type": "image",
"source": {
"type": "base64",
"media_type": media_type,
"data": image_encode_1,
},
},
{
"type": "text",
"text": "Describe the image."
}
],
}
],
)
Markdown(message.content[0].text)