Low power mode

If turned on, it will stay on until the iPhone reaches 80% charge.

You can manually turn it off from Control Center.

click here ➜ Use Low Power Mode to save battery life on your iPhone or iPad - Apple Support

No. Charging speed is not affected by it being in low power mode.

In fact it should charge a bit faster, since in low power mode, less things are active a using power.