Why does AI data collection need a dedicated agent solution?
When training GPT models, continuous and stable data collection directly affects the model quality. Many developers have encountered problems such as sudden interruption of the collection process, restriction of access frequency to target websites, and IP blocking. The traditional single-IP rotation scheme requires frequent maintenance, and the varying quality of IPs in common proxy pools easily triggers the anti-climbing mechanism.
At this point it is necessary toHigh purity residential proxy IPThis kind of IP has real home network characteristics, which can effectively reduce the probability of being recognized. Taking ipipgo as an example, the dynamic residential IP pool it provides covers 90 million+ real home network nodes, and each IP has passed carrier-level certification, which is especially suitable for AI data collection scenarios that require long-term stable operation.
Three strokes to build an exclusive agent interface
The first layer:Intelligent Routing Policy
The automatic switching mechanism is set up in the code layer to automatically switch to a new IP when a single IP is accessed more than 20 times in a row or when it encounters an access restriction. ipipgo's API interface supports batch acquisition of IP groups, and developers can set up a group of IP addresses to be rotated every 5 minutes.
Second layer:Protocol Adaptation Optimization
Different data sources have specific requirements for network protocols, it is recommended to open HTTP/HTTPS/SOCKS5 three protocol channels at the same time. ipipgo all-protocol support is particularly useful in this scenario, developers do not need to configure additional protocol conversion module, and directly call the corresponding port to complete the adaptation. Third level:Geographic precision movement
By setting geo-localization parameters, you can specify the IP of a specific country/city for collection. For example, when you need to collect dialect data of a certain region, use the regional filtering function of ipipgo to directly call local residential IPs to ensure that the raw data that best meets your needs is acquired. Do a combination of configurations based on the characteristics of the collection task: ipipgo provides both dynamic and static IP types, and supports switching modes on the console at any time. When encountering collection tasks that require session maintenance, it is recommended to use the static IP binding function, which allows a single IP to remain online for up to 72 hours. 1. Vigilancecarrier black hole: Network operators in some areas will automatically block high-frequency requests, it is recommended to turn on the "automatic obstacle avoidance mode" in the ipipgo console, the system will automatically avoid high-risk IP segments. 2. Settingsrate gradientDo not use a fixed frequency of access, it is recommended to set a random interval (0.5-3 seconds), with ipipgo provides a smart speed API better results! 3. Optimization of useFingerprint Camouflage: In addition to changing the IP, it is recommended to change the browser fingerprinting parameters synchronously. ipipgo's companion toolkit provides a UA randomizer, which automatically matches the real parameters of the device to which the IP belongs. Q：What should I do if a large number of IPs suddenly fail during the collection process? Q: Do I need to collect website data from 10 different regions at the same time? Q: How do you handle human verification of websites? Through the above program, developers can build a stable and efficient GPT data collection channel. In practical applications, it is recommended to start testing from ipipgo's free trial channel first, and gradually optimize the proxy strategy according to specific business requirements.Strategies for selecting dynamic and static IPs
Type of mission
Recommended Programs
High-frequency short-term acquisition
Automatic Dynamic IP Rotation
Long-term monitoring
Static residential IP + heartbeat detection
Multi-geographic concurrency
Dynamic IP pooling + geographic grouping
A practical guide to avoiding the pit
Frequently Asked Questions
A: Check if the target website's wind control rules are triggered, it is recommended to suspend the task immediately and enable the emergency mode in the ipipgo console, the system will switch to a brand new IP pool within 10 seconds.
A: Use ipipgo's "Multi-region Concurrency" function to add region code parameters to the API request, and the system will automatically assign IP addresses in the corresponding region.
A: Prioritize the use of ipipgo's high-reputation IP library, this type of IP has a long and stable record of use, with a reasonable access interval, can significantly reduce the verification trigger rate.
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