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gatewayd-io/DeepSQLi
Upgrade model files to Keras v3

This is the error from a failed workflow: ValueError: File format not supported: filepath=sqli_model/1. Keras 3 only supports V3 `.keras` files and legacy H5 format files (`.h5` extension). Note that ...
enhancement
  • mostafa
  • Opened 
    on Mar 24, 2024
  • #9

gatewayd-io/DeepSQLi
API Wrapper

Idea The idea is to have an API wrapper that: 1. Receives the query (and the model version?) 2. Calls the tokenizer to tokenize the query 3. Calls the serving API for inference/prediction 4. Return ...
enhancement
epic
  • mostafa
  • Opened 
    on Mar 15, 2024
  • #8

gatewayd-io/DeepSQLi
Change tokenizer to make it work with both Go and Python

The current tokenizer uses a deprecated tf.keras.preprocessing.text.Tokenizer, which is only available to Python. This means that the tokenizer should be made available to the plugin using a REST API, ...
enhancement
  • mostafa
  • Opened 
    on Dec 4, 2023
  • #7

gatewayd-io/DeepSQLi
Detect database errors

The goal is to see if the result of the query contains exceptions (errors and tracebacks) that might have been raised due to SQL injection, that was deemed benign by the deep learning model or the libinjection. ...
enhancement
epic
  • mostafa
  • Opened 
    on Jun 15, 2023
  • #6

gatewayd-io/DeepSQLi
Feature engineering

- Investigate different tokenizers
enhancement
  • mostafa
  • Opened 
    on Jun 10, 2023
  • #5

gatewayd-io/DeepSQLi
Optimize preprocessing steps

enhancement
  • mostafa
  • Opened 
    on Jun 10, 2023
  • #4

gatewayd-io/DeepSQLi
Generate a dataset for training using `sqlmap`

This is to get past the initial dataset that was used to train the model and enrich it with different queries and injection patterns and techniques. This will be version 2.
enhancement
  • mostafa
  • Opened 
    on Jun 10, 2023
  • #3

gatewayd-io/DeepSQLi
Make the model explainable

Resources: - https://github.com/slundberg/shap - https://shap.readthedocs.io/en/latest/index.html
enhancement
  • mostafa
  • Opened 
    on May 20, 2023
  • #2

gatewayd-io/DeepSQLi
Investigate model training and optimization

- Dataset optimization - Model training - Feature selection - Model deployment - Model optimization
enhancement
  • mostafa
  • Opened 
    on May 19, 2023
  • #1
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