modrec-workflow/conf/app.yaml
Liyu Xiao b14cc2cce5
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YAML

general:
# Run mode. Options are 'prod' or 'dev'.
run_mode: prod
dataset:
#where to read the recordings from to produce the data set
input_dir: data/recordings
#number of slices you want to split each recording into
num_slices: 8
#training/val split between the 2 data sets
train_split: 0.8
val_split : 0.2
#used to initialize a random number generator.
seed: 25
#multiple modulations to contain in the dataset
modulation_types: [bpsk, qpsk, qam16, qam64]
#where to output the datasets
output_dir: data/dataset
training:
#number of training samples being processed together before model updates its weights
batch_size: 256
#number of passes through the data set during the training process
epochs: 5
#how much the weights update during training after every batch
#suggested range for fine-tuning: (1e-6, 1e-4)
learning_rate: 1e-4
use_gpu: true
inference:
#num classes to classify on
num_classes: 4
#output of the onnx model
onnx_model_filename: inference_recognition_model
app:
build_dir: dist