Anthropic
Working with Anthropic in Pixeltable
Pixeltable's Anthropic integration enables you to access Anthropic's Claude LLM via the Anthropic API.
Prerequisites
- An Anthropic account with an API key (https://docs.anthropic.com/en/api/getting-started)
Important Notes
- Anthropic usage may incur costs based on your Anthropic plan.
- Be mindful of sensitive data and consider security measures when integrating with external services.
First you'll need to install required libraries and enter an Anthropic API key.
%pip install -qU pixeltable anthropic
import os
import getpass
if 'ANTHROPIC_API_KEY' not in os.environ:
os.environ['ANTHROPIC_API_KEY'] = getpass.getpass('Anthropic API Key:')
Now let's create a Pixeltable directory to hold the tables for our demo.
import pixeltable as pxt
# Remove the `anthropic_demo` directory and its contents, if it exists
pxt.drop_dir('anthropic_demo', force=True)
pxt.create_dir('anthropic_demo')
Connected to Pixeltable database at: postgresql+psycopg://postgres:@/pixeltable?host=/Users/asiegel/.pixeltable/pgdata
Created directory `anthropic_demo`.
<pixeltable.catalog.dir.Dir at 0x33944b3a0>
Messages
Create a Table: In Pixeltable, create a table with columns to represent your input data and the columns where you want to store the results from Anthropic.
from pixeltable.functions.anthropic import messages
# Create a table in Pixeltable and pick a model hosted on Anthropic with some parameters
t = pxt.create_table('anthropic_demo.chat', {'input': pxt.String})
msgs = [{'role': 'user', 'content': t.input}]
t['output'] = messages(
messages=msgs,
model='claude-3-haiku-20240307',
# These parameters are optional and can be used to tune model behavior:
max_tokens=300,
system='Respond to the prompt with detailed historical information.',
top_k=40,
top_p=0.9,
temperature=0.7
)
Created table `chat`.
Added 0 column values with 0 errors.
# Parse the response into a new column
t['response'] = t.output.content[0].text
Added 0 column values with 0 errors.
# Start a conversation
t.insert(input="What was the outcome of the 1904 US Presidential election?")
t.select(t.input, t.response).show()
Computing cells: 100%|ββββββββββββββββββββββββββββββββββββββββββββ| 3/3 [00:01<00:00, 1.54 cells/s]
Inserting rows into `chat`: 1 rows [00:00, 149.28 rows/s]
Computing cells: 100%|ββββββββββββββββββββββββββββββββββββββββββββ| 3/3 [00:01<00:00, 1.53 cells/s]
Inserted 1 row with 0 errors.
input | response |
---|---|
What was the outcome of the 1904 US Presidential election? | The outcome of the 1904 US presidential election was:
So in summary, Theodore Roosevelt won a decisive victory over Alton B. Parker, cementing his status as a powerful and popular president during the Progressive Era of American politics in the early 20th century. |
Learn More
To learn more about advanced techniques like RAG operations in Pixeltable, check out the RAG Operations in Pixeltable tutorial.
If you have any questions, don't hesitate to reach out.
Updated 17 days ago