README.md

CodeBERT SSM

Predicting the Software Size and Effort from the Code Using Natural Language Processing

COSMIC Size Measurement Parameters

dataset = 'codesearchnet_auto.csv'
source = 'code'
target = 'cosmic_function_number'
num_labels = 4
batch_size = 64
epochs = 5
lr = 2e-5

Event-based Size Measurement Parameters

dataset = 'green_balance_functions.csv'
source = 'Code'
target = 'Interaction' or 'Communication' or 'Process' or 'Effort'
num_labels = 1
batch_size = 16
epochs = 4
lr = 1e-4 or 2e-5

Test Results

Metric	Performance
COSMIC size	ACC = 84.5%
Interaction Event	NMAE = 1.10
Communication Event	NMAE = 1.80
Process Event	NMAE = 0.09
Total Event	NMAE = 0.13
Effort	NMAE = 0.18