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batdetect2/bat_detect/train/train_split.py
Santiago Martinez 53100f51e0 formatted with black and isort
2023-02-22 15:06:02 +00:00

379 lines
12 KiB
Python
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"""
Run scripts/extract_anns.py to generate these json files.
"""
def get_train_test_data(ann_dir, wav_dir, split_name, load_extra=True):
if split_name == "diff":
train_sets, test_sets = split_diff(ann_dir, wav_dir, load_extra)
elif split_name == "same":
train_sets, test_sets = split_same(ann_dir, wav_dir, load_extra)
else:
print("Split not defined")
assert False
return train_sets, test_sets
def split_diff(ann_dir, wav_dir, load_extra=True):
train_sets = []
if load_extra:
train_sets.append(
{
"dataset_name": "BatDetective",
"is_test": False,
"is_binary": True, # just a bat / not bat dataset ie no classes
"ann_path": ann_dir
+ "train_set_bulgaria_batdetective_with_bbs.json",
"wav_path": wav_dir + "bat_detective/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_logger_qeop_empty",
"is_test": False,
"is_binary": True,
"ann_path": ann_dir + "bat_logger_qeop_empty.json",
"wav_path": wav_dir + "bat_logger_qeop_empty/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_logger_2016_empty",
"is_test": False,
"is_binary": True,
"ann_path": ann_dir + "train_set_bat_logger_2016_empty.json",
"wav_path": wav_dir + "bat_logger_2016/audio/",
}
)
# train_sets.append({'dataset_name': 'brazil_data_binary',
# 'is_test': False,
# 'ann_path': ann_dir + 'brazil_data_binary.json',
# 'wav_path': wav_dir + 'brazil_data/audio/'})
train_sets.append(
{
"dataset_name": "echobank",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "Echobank_train_expert.json",
"wav_path": wav_dir + "echobank/audio/",
}
)
train_sets.append(
{
"dataset_name": "sn_scot_nor",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "sn_scot_nor_0.5_expert.json",
"wav_path": wav_dir + "sn_scot_nor/audio/",
}
)
train_sets.append(
{
"dataset_name": "BCT_1_sec",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "BCT_1_sec_train_expert.json",
"wav_path": wav_dir + "BCT_1_sec/audio/",
}
)
train_sets.append(
{
"dataset_name": "bcireland",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "bcireland_expert.json",
"wav_path": wav_dir + "bcireland/audio/",
}
)
train_sets.append(
{
"dataset_name": "rhinolophus_steve_BCT",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "rhinolophus_steve_BCT_expert.json",
"wav_path": wav_dir + "rhinolophus_steve_BCT/audio/",
}
)
test_sets = []
test_sets.append(
{
"dataset_name": "bat_data_martyn_2018",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2018_1_sec_train_expert.json",
"wav_path": wav_dir + "bat_data_martyn_2018/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2018_test",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2018_1_sec_test_expert.json",
"wav_path": wav_dir + "bat_data_martyn_2018_test/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2019",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2019_1_sec_train_expert.json",
"wav_path": wav_dir + "bat_data_martyn_2019/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2019_test",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2019_1_sec_test_expert.json",
"wav_path": wav_dir + "bat_data_martyn_2019_test/audio/",
}
)
return train_sets, test_sets
def split_same(ann_dir, wav_dir, load_extra=True):
train_sets = []
if load_extra:
train_sets.append(
{
"dataset_name": "BatDetective",
"is_test": False,
"is_binary": True,
"ann_path": ann_dir
+ "train_set_bulgaria_batdetective_with_bbs.json",
"wav_path": wav_dir + "bat_detective/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_logger_qeop_empty",
"is_test": False,
"is_binary": True,
"ann_path": ann_dir + "bat_logger_qeop_empty.json",
"wav_path": wav_dir + "bat_logger_qeop_empty/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_logger_2016_empty",
"is_test": False,
"is_binary": True,
"ann_path": ann_dir + "train_set_bat_logger_2016_empty.json",
"wav_path": wav_dir + "bat_logger_2016/audio/",
}
)
# train_sets.append({'dataset_name': 'brazil_data_binary',
# 'is_test': False,
# 'ann_path': ann_dir + 'brazil_data_binary.json',
# 'wav_path': wav_dir + 'brazil_data/audio/'})
train_sets.append(
{
"dataset_name": "echobank",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "Echobank_train_expert_TRAIN.json",
"wav_path": wav_dir + "echobank/audio/",
}
)
train_sets.append(
{
"dataset_name": "sn_scot_nor",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "sn_scot_nor_0.5_expert_TRAIN.json",
"wav_path": wav_dir + "sn_scot_nor/audio/",
}
)
train_sets.append(
{
"dataset_name": "BCT_1_sec",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "BCT_1_sec_train_expert_TRAIN.json",
"wav_path": wav_dir + "BCT_1_sec/audio/",
}
)
train_sets.append(
{
"dataset_name": "bcireland",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "bcireland_expert_TRAIN.json",
"wav_path": wav_dir + "bcireland/audio/",
}
)
train_sets.append(
{
"dataset_name": "rhinolophus_steve_BCT",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir + "rhinolophus_steve_BCT_expert_TRAIN.json",
"wav_path": wav_dir + "rhinolophus_steve_BCT/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_data_martyn_2018",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2018_1_sec_train_expert_TRAIN.json",
"wav_path": wav_dir + "bat_data_martyn_2018/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_data_martyn_2018_test",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2018_1_sec_test_expert_TRAIN.json",
"wav_path": wav_dir + "bat_data_martyn_2018_test/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_data_martyn_2019",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2019_1_sec_train_expert_TRAIN.json",
"wav_path": wav_dir + "bat_data_martyn_2019/audio/",
}
)
train_sets.append(
{
"dataset_name": "bat_data_martyn_2019_test",
"is_test": False,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2019_1_sec_test_expert_TRAIN.json",
"wav_path": wav_dir + "bat_data_martyn_2019_test/audio/",
}
)
# train_sets.append({'dataset_name': 'bat_data_martyn_2021_train',
# 'is_test': False,
# 'is_binary': False,
# 'ann_path': ann_dir + 'bat_data_martyn_2021_TRAIN.json',
# 'wav_path': wav_dir + 'bat_data_martyn_2021/audio/'})
# train_sets.append({'dataset_name': 'volunteers_2021_train',
# 'is_test': False,
# 'is_binary': False,
# 'ann_path': ann_dir + 'volunteers_2021_TRAIN.json',
# 'wav_path': wav_dir + 'volunteers_2021/audio/'})
test_sets = []
test_sets.append(
{
"dataset_name": "echobank",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir + "Echobank_train_expert_TEST.json",
"wav_path": wav_dir + "echobank/audio/",
}
)
test_sets.append(
{
"dataset_name": "sn_scot_nor",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir + "sn_scot_nor_0.5_expert_TEST.json",
"wav_path": wav_dir + "sn_scot_nor/audio/",
}
)
test_sets.append(
{
"dataset_name": "BCT_1_sec",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir + "BCT_1_sec_train_expert_TEST.json",
"wav_path": wav_dir + "BCT_1_sec/audio/",
}
)
test_sets.append(
{
"dataset_name": "bcireland",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir + "bcireland_expert_TEST.json",
"wav_path": wav_dir + "bcireland/audio/",
}
)
test_sets.append(
{
"dataset_name": "rhinolophus_steve_BCT",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir + "rhinolophus_steve_BCT_expert_TEST.json",
"wav_path": wav_dir + "rhinolophus_steve_BCT/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2018",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2018_1_sec_train_expert_TEST.json",
"wav_path": wav_dir + "bat_data_martyn_2018/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2018_test",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2018_1_sec_test_expert_TEST.json",
"wav_path": wav_dir + "bat_data_martyn_2018_test/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2019",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2019_1_sec_train_expert_TEST.json",
"wav_path": wav_dir + "bat_data_martyn_2019/audio/",
}
)
test_sets.append(
{
"dataset_name": "bat_data_martyn_2019_test",
"is_test": True,
"is_binary": False,
"ann_path": ann_dir
+ "BritishBatCalls_MartynCooke_2019_1_sec_test_expert_TEST.json",
"wav_path": wav_dir + "bat_data_martyn_2019_test/audio/",
}
)
# test_sets.append({'dataset_name': 'bat_data_martyn_2021_test',
# 'is_test': True,
# 'is_binary': False,
# 'ann_path': ann_dir + 'bat_data_martyn_2021_TEST.json',
# 'wav_path': wav_dir + 'bat_data_martyn_2021/audio/'})
# test_sets.append({'dataset_name': 'volunteers_2021_test',
# 'is_test': True,
# 'is_binary': False,
# 'ann_path': ann_dir + 'volunteers_2021_TEST.json',
# 'wav_path': wav_dir + 'volunteers_2021/audio/'})
return train_sets, test_sets
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