When making requests to APIs, it's common to encounter rate limits that restrict the number of calls you can make within a certain time frame. Copilot Chat can help you handle these limits by suggesting code to detect rate limit responses and automatically retry requests after a delay.
The following Python code fetches weather data from an external API. If the API has rate limits, requests may fail when limits are exceeded, and your app may need a way to handle these responses gracefully by implementing retry logic.
from flask import Flask, request
import requests
app = Flask(__name__)
WEATHER_API_URL = "https://api.example.com/weather"
@app.route('/get_weather', methods=['GET'])
def get_weather():
city = request.args.get('city')
# Simulate an API request to the external weather service
response = requests.get(WEATHER_API_URL, params={"city": city})
weather_data = response.json()
return weather_data
How can I handle API rate limits within get_weather().
Note
The following response is an example. Copilot Chat responses are non-deterministic, so you may get a different response from the one shown here.
Copilot might suggest code that implements a retry mechanism with exponential backoff to limit the frequency of retry attempts.
For example:
import requests
from flask import Flask, request
from requests.adapters import HTTPAdapter
from requests.packages.urllib3.util.retry import Retry
app = Flask(__name__)
WEATHER_API_URL = "https://api.example.com/weather"
def requests_retry_session(
retries=3,
backoff_factor=0.3,
status_forcelist=(500, 502, 504),
session=None,
):
session = session or requests.Session()
retry = Retry(
total=retries,
read=retries,
connect=retries,
backoff_factor=backoff_factor,
status_forcelist=status_forcelist,
)
adapter = HTTPAdapter(max_retries=retry)
session.mount("http://", adapter)
session.mount("https://", adapter)
return session
@app.route('/get_weather', methods=['GET'])
def get_weather():
city = request.args.get('city')
try:
response = requests_retry_session().get(WEATHER_API_URL, params={"city": city})
response.raise_for_status()
weather_data = response.json()
except requests.exceptions.RequestException as e:
return {"error": str(e)}, 500
return weather_data
In this example, Copilot's suggestions include setting up a retry session that allows the code to automatically retry requests if they fail due to specific status codes (500, 502, 504). The backoff_factor
gradually increases the delay between retries, helping avoid exceeding the API's rate limit further.