AIMLAPI integration

import getpass
import os

if not os.getenv("AIMLAPI_API_KEY"):
    os.environ["AIMLAPI_API_KEY"] = getpass.getpass("Enter your AI/ML API key: ")

os.environ["LANGSMITH_TRACING"] = "true"
os.environ["LANGSMITH_API_KEY"] = getpass.getpass("Enter your LangSmith API key: ")

pip install -qU langchain-aimlapi

from langchain_aimlapi import AIMLAPILLM

llm = AIMLAPILLM(
    model="gpt-3.5-turbo-instruct",
    temperature=0.5,
    max_tokens=256,
)

response = llm.invoke("Explain the bubble sort algorithm in Python.")
print(response)

Bubble sort is a simple sorting algorithm that repeatedly steps through a list, compares adjacent items, and swaps them when they are out of order. The process repeats until the entire list is sorted. While easy to understand and implement, bubble sort is inefficient on large datasets because it has quadratic time complexity.

llm = AIMLAPILLM(
    model="gpt-3.5-turbo-instruct",
)

stream = llm.stream_events("List top 5 programming languages in 2025 with reasons.", version="v3")
for token in stream.text:
    print(token, end="", flush=True)