smith-coding

Support for transformer as the decoder

1

🚀 Feature In the current implementation, RNNs are used as the decoder. I think it would be great to have Transformer as the decoder. Wondering whether this feature is already...

Does having more edges on a GNN helps learning?

1

I am using Graph2Seq model for a NMT task. I use GCN as the encoder. **Graph stats:** - I have around 400 nodes in the graph per data point. -...

How to calculate similarity between the two graphs?

1

I have to learn similarity between graphs using deep learning. I have many samples (~500k) of graphs. Graphs have ~5000 nodes and ~4000 edges in the average. How can I...

How to get embedding for javascript and python code snippet?

2

I have a couple of questions: a) How can I use CodeT5 to extract embedding for JavaScript and Python code? b) Can I feed incomplete code JavaScript and Python snippet...

how to load custom dataset for siamese Network with a contrastive loss example?

2

Thanks for the example [Image similarity estimation using a Siamese Network with a contrastive loss](https://keras.io/examples/vision/siamese_contrastive/). I am trying to adapt this example with a new dataset. I have a directory...

Can I load pre-trained embedding lets say from GraphCodeBERT? Would appreciate if you can please provide me with some pointers.

Query about evaluation script

3

Readme mentions to run plur_evaluator.py. ``` python3 plur_evaluator.py --dataset_name=manysstubs4j_dataset --target_file_pattern=/tmp/manysstubs4j_dataset/targets.txt --prediction_file_pattern=/tmp/manysstubs4j_dataset/predictions.txt ``` Here the ground truth is `targets.txt` (`-target_file_pattern=/tmp/manysstubs4j_dataset/targets.txt). I have two queries: - What's the format of this file?...

What H/W do you need to to fine tune PolyCoder?

1

I would like to fine tune the PolyCoder model. What are the H/W requirements to fine tune the PolyCoder model? What are the GPU reuirements?

How to do backward slicing with Soot?

4

Thanks for this great library. I am thinking to use Soot for *backward slicing*. - Is there any example to do this? - Can I run it from a IntelliJ...

What H/W do you need to to fine tune Codegen?

6

I would like to fine tune the Codegen model. What H/W would you need to fine tune a Codegen model? What are the GPU reuirements?