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type4py
Type4Py: Deep Similarity Learning-Based Type Inference for Python
Apache License 2.0
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Type4Py supports prediction for the type of variables
#3
Closed
mir-am
closed
3 years ago
mir-am
commented
3 years ago
Extend
preprocess
and
vectorize
modules for variables prediction
Extend
data_loaders
module for loading variables' tensors
Separating ubiquitous and common types when evaluating
Considering Visible Type Hints in
preprocess
module
Evaluating different tasks in the
eval
module i.e., parameters, return, and variable
Adding the Type4Py model with different configurations
Improving the performance of data loaders
In
eval
, consider MRR instead of weighted metrics
predict
now creates a JSON file for predictions
Improve the memory consumption of
predict
Improvements to
predict
: better type aliasing & reducing the depth of parametric types
Determining no. of batches when predicting different from the training phase
preprocess
andvectorize
modules for variables predictiondata_loaders
module for loading variables' tensorspreprocess
moduleeval
module i.e., parameters, return, and variableeval
, consider MRR instead of weighted metricspredict
now creates a JSON file for predictionspredict
predict
: better type aliasing & reducing the depth of parametric types