Spaces:
Sleeping
Sleeping
Christian J. Steinmetz
commited on
Commit
·
9f855cb
1
Parent(s):
732603c
support for 5 datasets
Browse files- remfx/datasets.py +91 -10
remfx/datasets.py
CHANGED
@@ -19,9 +19,10 @@ from remfx.utils import create_sequential_chunks
|
|
19 |
# https://zenodo.org/record/1193957 -> VocalSet
|
20 |
|
21 |
ALL_EFFECTS = effects.Pedalboard_Effects
|
|
|
22 |
|
23 |
|
24 |
-
|
25 |
"train": [
|
26 |
"male1",
|
27 |
"male2",
|
@@ -44,6 +45,94 @@ singer_splits = {
|
|
44 |
"test": ["male11", "female9"],
|
45 |
}
|
46 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
47 |
|
48 |
class VocalSet(Dataset):
|
49 |
def __init__(
|
@@ -82,15 +171,7 @@ class VocalSet(Dataset):
|
|
82 |
self.effects_to_keep = self.validate_effect_input()
|
83 |
self.proc_root = self.render_root / "processed" / effects_string / self.mode
|
84 |
|
85 |
-
|
86 |
-
singer_dirs = glob.glob(os.path.join(self.root, "data_by_singer", "*"))
|
87 |
-
singer_dirs = [
|
88 |
-
sd for sd in singer_dirs if os.path.basename(sd) in singer_splits[mode]
|
89 |
-
]
|
90 |
-
self.files = []
|
91 |
-
for singer_dir in singer_dirs:
|
92 |
-
self.files += glob.glob(os.path.join(singer_dir, "**", "**", "*.wav"))
|
93 |
-
self.files = sorted(self.files)
|
94 |
|
95 |
if self.proc_root.exists() and len(list(self.proc_root.iterdir())) > 0:
|
96 |
print("Found processed files.")
|
|
|
19 |
# https://zenodo.org/record/1193957 -> VocalSet
|
20 |
|
21 |
ALL_EFFECTS = effects.Pedalboard_Effects
|
22 |
+
print(ALL_EFFECTS)
|
23 |
|
24 |
|
25 |
+
vocalset_splits = {
|
26 |
"train": [
|
27 |
"male1",
|
28 |
"male2",
|
|
|
45 |
"test": ["male11", "female9"],
|
46 |
}
|
47 |
|
48 |
+
guitarset_splits = {"train": ["00", "01", "02", "03"], "val": ["04"], "test": ["05"]}
|
49 |
+
idmt_guitar_splits = {
|
50 |
+
"train": ["classical", "country_folk", "jazz", "latin", "metal", "pop"],
|
51 |
+
"val": ["reggae", "ska"],
|
52 |
+
"test": ["rock", "blues"],
|
53 |
+
}
|
54 |
+
idmt_bass_splits = {
|
55 |
+
"train": ["BE", "BEQ"],
|
56 |
+
"val": ["VIF"],
|
57 |
+
"test": ["VIS"],
|
58 |
+
}
|
59 |
+
idmt_drums_splits = {
|
60 |
+
"train": ["WaveDrum02", "TechnoDrum01"],
|
61 |
+
"val": ["RealDrum01"],
|
62 |
+
"test": ["TechnoDrum02", "WaveDrum01"],
|
63 |
+
}
|
64 |
+
|
65 |
+
|
66 |
+
def locate_files(root: str, mode: str):
|
67 |
+
file_list = []
|
68 |
+
# ------------------------- VocalSet -------------------------
|
69 |
+
vocalset_dir = os.path.join(root, "VocalSet1-2")
|
70 |
+
if os.path.isdir(vocalset_dir):
|
71 |
+
# find all singer directories
|
72 |
+
singer_dirs = glob.glob(os.path.join(vocalset_dir, "data_by_singer", "*"))
|
73 |
+
singer_dirs = [
|
74 |
+
sd for sd in singer_dirs if os.path.basename(sd) in vocalset_splits[mode]
|
75 |
+
]
|
76 |
+
files = []
|
77 |
+
for singer_dir in singer_dirs:
|
78 |
+
files += glob.glob(os.path.join(singer_dir, "**", "**", "*.wav"))
|
79 |
+
print(f"Found {len(files)} files in VocalSet {mode}.")
|
80 |
+
file_list += sorted(files)
|
81 |
+
# ------------------------- GuitarSet -------------------------
|
82 |
+
guitarset_dir = os.path.join(root, "audio_mono-mic")
|
83 |
+
if os.path.isdir(guitarset_dir):
|
84 |
+
files = glob.glob(os.path.join(guitarset_dir, "*.wav"))
|
85 |
+
files = [
|
86 |
+
f
|
87 |
+
for f in files
|
88 |
+
if os.path.basename(f).split("_")[0] in guitarset_splits[mode]
|
89 |
+
]
|
90 |
+
print(f"Found {len(files)} files in GuitarSet {mode}.")
|
91 |
+
file_list += sorted(files)
|
92 |
+
# ------------------------- IDMT-SMT-GUITAR -------------------------
|
93 |
+
idmt_smt_guitar_dir = os.path.join(root, "IDMT-SMT-GUITAR_V2")
|
94 |
+
if os.path.isdir(idmt_smt_guitar_dir):
|
95 |
+
files = glob.glob(
|
96 |
+
os.path.join(
|
97 |
+
idmt_smt_guitar_dir, "IDMT-SMT-GUITAR_V2", "dataset4", "**", "*.wav"
|
98 |
+
),
|
99 |
+
recursive=True,
|
100 |
+
)
|
101 |
+
files = [
|
102 |
+
f
|
103 |
+
for f in files
|
104 |
+
if os.path.basename(f).split("_")[0] in idmt_guitar_splits[mode]
|
105 |
+
]
|
106 |
+
file_list += sorted(files)
|
107 |
+
print(f"Found {len(files)} files in IDMT-SMT-Guitar {mode}.")
|
108 |
+
# ------------------------- IDMT-SMT-BASS -------------------------
|
109 |
+
idmt_smt_bass_dir = os.path.join(root, "IDMT-SMT-BASS")
|
110 |
+
if os.path.isdir(idmt_smt_bass_dir):
|
111 |
+
files = glob.glob(
|
112 |
+
os.path.join(idmt_smt_bass_dir, "**", "*.wav"),
|
113 |
+
recursive=True,
|
114 |
+
)
|
115 |
+
files = [
|
116 |
+
f
|
117 |
+
for f in files
|
118 |
+
if os.path.basename(os.path.dirname(f)) in idmt_bass_splits[mode]
|
119 |
+
]
|
120 |
+
file_list += sorted(files)
|
121 |
+
print(f"Found {len(files)} files in IDMT-SMT-Bass {mode}.")
|
122 |
+
# ------------------------- IDMT-SMT-DRUMS -------------------------
|
123 |
+
idmt_smt_drums_dir = os.path.join(root, "IDMT-SMT-DRUMS-V2")
|
124 |
+
if os.path.isdir(idmt_smt_drums_dir):
|
125 |
+
files = glob.glob(os.path.join(idmt_smt_drums_dir, "audio", "*.wav"))
|
126 |
+
files = [
|
127 |
+
f
|
128 |
+
for f in files
|
129 |
+
if os.path.basename(f).split("_")[0] in idmt_drums_splits[mode]
|
130 |
+
]
|
131 |
+
file_list += sorted(files)
|
132 |
+
print(f"Found {len(files)} files in IDMT-SMT-Drums {mode}.")
|
133 |
+
|
134 |
+
return file_list
|
135 |
+
|
136 |
|
137 |
class VocalSet(Dataset):
|
138 |
def __init__(
|
|
|
171 |
self.effects_to_keep = self.validate_effect_input()
|
172 |
self.proc_root = self.render_root / "processed" / effects_string / self.mode
|
173 |
|
174 |
+
self.files = locate_files(self.root, self.mode)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
175 |
|
176 |
if self.proc_root.exists() and len(list(self.proc_root.iterdir())) > 0:
|
177 |
print("Found processed files.")
|