fix import sorting and update documentation examples

Author: Amine Aherbil

docs/approach.md

@@ -67,21 +67,11 @@ predictor X.jsonl -e no -f 100 -w frequency_hits --online_adaptation adwin
 predictor X.jsonl -e no -f 100 -w frequency_hits --online_adaptation cusum
 predictor X.jsonl -e no -f 100 -w frequency_hits --online_adaptation ph
 
-# With GUI dashboard visualization
+# With GUI dashboard visualization (works with any algorithm)
 ftio-gui  # Start dashboard first in separate terminal
-predictor X.jsonl -e no -f 100 -w frequency_hits --gui
+predictor X.jsonl -e no -f 100 -w frequency_hits --online_adaptation adwin --gui
 ```
 
-### Key Flags
-
-| Flag | Description |
-|------|-------------|
-| `-w frequency_hits` | Enable window adaptation based on frequency detection hits |
-| `--online_adaptation` | Change point detection algorithm: `adwin`, `cusum`, or `ph` |
-| `--gui` | Forward prediction data to the FTIO GUI dashboard |
-| `-e no` | Disable plot generation |
-| `-f` | Sampling frequency in Hz |
-
 For more details on change point detection algorithms, see [Change Point Detection](change_point_detection.md).
 
 <p align="right"><a href="#approach">⬆</a></p>

docs/change_point_detection.md

@@ -103,7 +103,7 @@ pip install -e .[gui]
 ftio-gui
 
 # 2. Then run predictor with --gui flag to forward data to the dashboard
-predictor X.jsonl -e no -f 100 -w frequency_hits --gui
+predictor X.jsonl -e no -f 100 -w frequency_hits --online_adaptation adwin --gui
 ```
 
 The dashboard runs on `http://localhost:8050` and displays:

ftio/cli/predictor.py

@@ -5,11 +5,11 @@
 import sys
 
 from ftio.parse.helper import print_info
+from ftio.prediction.online_analysis import init_socket_logger
 from ftio.prediction.pools import predictor_with_pools
 from ftio.prediction.processes import predictor_with_processes
 from ftio.prediction.processes_zmq import predictor_with_processes_zmq
 from ftio.prediction.shared_resources import SharedResources
-from ftio.prediction.online_analysis import init_socket_logger
 
 
 def main(args: list[str] = sys.argv) -> None: