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dji_mini2_wifi_experiments.py
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from rfml.experiment import *
# Ensure that data directories have sigmf-meta files with annotations
# Annotations can be generated using scripts in label_scripts directory or notebooks/Label_WiFi.ipynb and notebooks/Label_DJI.ipynb
spec_epochs = 0
iq_epochs = 10
iq_only_start_of_burst = False
iq_num_samples = 4000
iq_early_stop = 3
iq_train_limit = 0.01
iq_val_limit = 0.1
experiments = {
"experiment_nz_wifi_arl_mini2_pdx_mini2_to_leesburg_mini2": {
"class_list": ["mini2_video", "mini2_telem", "wifi"],
"train_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-arl/01_30_23/mini2",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/pdx_field_day_2022_05_26/iq_recordings",
],
"val_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/leesburg_field_day_2022_06_15/iq_recordings",
],
"iq_epochs": iq_epochs,
"spec_epochs": spec_epochs,
"iq_only_start_of_burst": iq_only_start_of_burst,
"iq_early_stop": iq_early_stop,
"iq_train_limit": iq_train_limit,
"iq_val_limit": iq_val_limit,
"notes": "",
},
"experiment_nz_wifi_arl_mini2_to_leesburg_mini2": {
"class_list": ["mini2_video", "mini2_telem", "wifi"],
"train_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-arl/01_30_23/mini2",
],
"val_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/leesburg_field_day_2022_06_15/iq_recordings",
],
"iq_epochs": iq_epochs,
"spec_epochs": spec_epochs,
"iq_only_start_of_burst": iq_only_start_of_burst,
"iq_early_stop": iq_early_stop,
"iq_train_limit": iq_train_limit,
"iq_val_limit": iq_val_limit,
"notes": "",
},
"experiment_nz_wifi_pdx_mini2_to_leesburg_mini2": {
"class_list": ["mini2_video", "mini2_telem", "wifi"],
"train_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/pdx_field_day_2022_05_26/iq_recordings",
],
"val_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/leesburg_field_day_2022_06_15/iq_recordings",
],
"iq_epochs": iq_epochs,
"spec_epochs": spec_epochs,
"iq_only_start_of_burst": iq_only_start_of_burst,
"iq_early_stop": iq_early_stop,
"iq_train_limit": iq_train_limit,
"iq_val_limit": iq_val_limit,
"notes": "",
},
"experiment_nz_wifi_arl_mini2_to_pdx_mini2": {
"class_list": ["mini2_video", "mini2_telem", "wifi"],
"train_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-arl/01_30_23/mini2",
],
"val_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/pdx_field_day_2022_05_26/iq_recordings",
],
"iq_epochs": iq_epochs,
"spec_epochs": spec_epochs,
"iq_only_start_of_burst": iq_only_start_of_burst,
"iq_early_stop": iq_early_stop,
"iq_train_limit": iq_train_limit,
"iq_val_limit": iq_val_limit,
"notes": "",
},
"experiment_nz_wifi_leesburg_mini2_to_pdx_mini2": {
"class_list": ["mini2_video", "mini2_telem", "wifi"],
"train_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/leesburg_field_day_2022_06_15/iq_recordings",
],
"val_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/pdx_field_day_2022_05_26/iq_recordings",
],
"iq_epochs": iq_epochs,
"spec_epochs": spec_epochs,
"iq_only_start_of_burst": iq_only_start_of_burst,
"iq_early_stop": iq_early_stop,
"iq_train_limit": iq_train_limit,
"iq_val_limit": iq_val_limit,
"notes": "",
},
"experiment_nz_wifi_leesburg_mini2_pdx_mini2_to_arl_mini2": {
"class_list": ["mini2_video", "mini2_telem", "wifi"],
"train_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/leesburg_field_day_2022_06_15/iq_recordings",
"/data/s3_gamutrf/gamutrf-birdseye-field-days/pdx_field_day_2022_05_26/iq_recordings",
],
"val_dir": [
"/data/s3_gamutrf/gamutrf-nz-wifi",
"/data/s3_gamutrf/gamutrf-arl/01_30_23/mini2",
],
"iq_epochs": iq_epochs,
"spec_epochs": spec_epochs,
"iq_only_start_of_burst": iq_only_start_of_burst,
"iq_early_stop": iq_early_stop,
"iq_train_limit": iq_train_limit,
"iq_val_limit": iq_val_limit,
"notes": "",
},
}
if __name__ == "__main__":
experiments_to_run = [
# "experiment_nz_wifi_arl_mini2_pdx_mini2_to_leesburg_mini2",
# "experiment_nz_wifi_arl_mini2_to_leesburg_mini2",
# "experiment_nz_wifi_pdx_mini2_to_leesburg_mini2",
# "experiment_nz_wifi_arl_mini2_to_pdx_mini2",
# "experiment_nz_wifi_leesburg_mini2_to_pdx_mini2",
"experiment_nz_wifi_leesburg_mini2_pdx_mini2_to_arl_mini2"
]
train({name: experiments[name] for name in experiments_to_run})