hyperparameters.py

# Random Seed
SEED = 42


# Input Config

NUM_SPECTROGRAM_BINS = 513

NUM_MEL_BINS = 128

LOWER_EDGE_HERTZ = 80.0

UPPER_EDGE_HERTZ = 7600.0

SAMPLE_RATE = 16000


FRAME_LENGTH = 1024
FRAME_STEP = 256
FFT_LENGTH=1024

N_MFCC = 40



# Training Config
EPOCHS = 300

BATCH_SIZE = 32

K_FOLD = 10


# Regularizer Hyperparameter
L2 = 1e-6
DROPOUT = 0.3


# Base Directory for Datasets
BASE_DIRECTORY = "data"


# Optimizer Config
LEARNING_RATE = 1e-4
LEARNING_RATE_DECAY_PARAMETERS = -0.15
LEARNING_RATE_DECAY_STRATPOINT = 50
LEARNING_RATE_DECAY_STEP = 20


# Loss Config
GAMMA = 2