AI model training: proxy data training programs

Why do you need a proxy IP for AI training?

Folks may not know, now training an AI model is similar to raising a child, you have to feed a huge amount of data. However, many websites have installed anti-crawler system, just like the neighborhood security guards watching the takeout operator, ordinary IP visits too often directly to your seal. At this time, we need proxy IP pretending to be different "residents" to collect data, ipipgo's dynamic residential IP pool covering more than 200 countries, each request for a new identity, more stable than with a fixed IP.

Practical skills: three axes of data collection

The first move: rotate IP to prevent blockingThe code is written like this: ipipgo API can get the latest proxies in real time. For example, when writing a crawler in Python, remember to hang proxies in the requests. ipipgo's API can get the latest proxies in real time, the code is written like this:

import requests

def get_proxy().
     Get the proxy from the ipipgo interface (replace it with the real API address here)
    return {'http': 'http://username:password@gateway.ipipgo.com:port'}

resp = requests.get('target site', proxies=get_proxy())

Tip #2: Simulate the rhythm of a real person's operation. Don't swipe requests like a hungry wolf and set random wait times:

import time
import random

 Randomly pause for 1-3 seconds
time.sleep(random.uniform(1,3))

What's the deal with enterprise-level data solutions?

Ordinary dynamic IP is suitable for small-scale acquisition, if you are engaged in enterprise-level model training, it is recommended to go to ipipgo'sStatic Home Package. This type of IP is like a fixed workstation package, and at $35/IP/month it maintains a stable connection for a long period of time, making it especially suitable for businesses that require constant access to a specific website.

Frequently Asked Questions

Q: Does proxy IP affect the data collection speed?
A：用ipipgo的TK专线就完全不用担心，他们跨境专线控制在200ms内，比普通线路快3倍不止。

Q: What if there are duplicates in the collected data?
A: It is recommended to open the ipipgo client'sAutomatic de-weighting modeThis feature filters duplicate content above 90%, directly doubling the efficiency of data cleansing.

Tips for handling special scenes

Ever come across one of those sites where you have to log in to capture, right? That's when it's time to use theDedicated Static IPThe most reliable. ipipgo's static residential IP can maintain the login status for 7 days without failure, than with dynamic IP repeatedly login to save a lot of trouble. Pay attention to the interval between each operation is not too regular, the mouse trajectory is recommended to use automation tools to simulate the operation of real people.

Finally said a hidden function: their SERP API built-in direct proxy service, engaged in search engine data collection students can call directly, save yourself to write the proxy rotation logic. This is particularly suitable for the need to batch search results business scenarios, who knows who to use incense.