File size: 1,896 Bytes
51f9444 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 |
version: "1.34"
lr: 1e-4
log_step: 1
split: 0
batch_size: 8
sr: 16000
datasets:
- jamendo
- emomusic
- pmemo
- deam
model:
encoder: "MERT"
layers:
- 5
- 6
classifier: "linear-mt-attn-ck"
# - linear
# - linear-attn-ck
# - linear-mt-attn-ck
kd: True
kd_weight: 0.8
kd_temperature: 1
lr: 1e-4
# audio_path: './dataset/jamendo'
# subset: 'moodtheme'
dataset:
jamendo:
root: './dataset/jamendo'
subset: 'moodtheme'
batch_size: 8
output_size : 56
split: 0
segment_type: "all" # [all,f10s,f30s,10s,30s]
num_workers: 4
deam:
root: './dataset/deam'
batch_size: 8
output_size : 2
segment_type: "all" # [all,f10s,f30s,10s,30s]
num_workers: 4
pmemo:
root: './dataset/pmemo'
batch_size: 8
output_size : 2
segment_type: "all" # [all,f10s,f30s,10s,30s]
num_workers: 4
emomusic:
root: './dataset/emomusic'
batch_size: 8
output_size : 2
segment_type: "all" # [all,f10s,f30s,10s,30s]
num_workers: 4
# --------------------------------------- #
genre_class_size: 87
mood_class_size: 56
instr_class_size: 40
dac_latents_size: 72
dac_rvq_size: 9
# --------------------------------------- #
#PMEMO BEST (0.5360 0.7772), mt: (0.5401 0.7780)
checkpoint_pmemo: "tb_logs/best/P.ckpt"
#DEAM BEST (0.5131 0.6025), mt: (0.5150 0.6125)
checkpoint_deam: "tb_logs/best/D.ckpt"
#EMOMUSIC BEST (0.5957 0.7489), mt: (0.6091 0.7525)
checkpoint_emomusic: "tb_logs/best/E.ckpt"
#JAMENDO BEST (0.1521 0.7806)
checkpoint_jamendo: "tb_logs/best/J.ckpt"
# datasets:
# - jamendo
# - pmemo
# - deam
# - emomusic
# - pmemo
# - jamendo
# datasets_val:
# - emomusic
# model_save_path: './saved_models/'
# results_save_path: './results/'
# hydra:
# job:
# chdir: True
# - MERT M2L LIBROSA Encodec DAC
# aggr_method: "mean"
# - mean
# - median
# - 80th_percentile
# - max
|