WGAN

gistfile1.txt

---- WGAN -----
MAX CLASS 4293
CLASS ID 1
Traceback (most recent call last):
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/./src/runner.py", line 788, in <module>
    main(case_to_run, repeats=repeats ,rp_threshold=rp_threshold)
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/./src/runner.py", line 517, in main
    rt, X_train_new, y_train_new = WGANOversampling(X_train=X_train_GAN,
                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/src/WGAN.py", line 183, in WGANOversampling
    X_sample = gen_data(X_train=X_train, y_train=y_train,
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/src/WGAN.py", line 165, in gen_data
    synthetic_data = fake_data_generation(
                     ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/src/WGAN.py", line 113, in fake_data_generation
    wasserstein, gen_loss, critic_loss_real, critic_loss_fake = train_step(
                                                                ^^^^^^^^^^^
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/test/lib/python3.11/site-packages/tensorflow/python/util/traceback_utils.py", line 153, in error_handler
    raise e.with_traceback(filtered_tb) from None
  File "/tmp/__autograph_generated_file_p7zj937.py", line 13, in tf__train_step
    fake_data = ag__.converted_call(ag__.ld(gen), (ag__.ld(noise),), dict(training=True), fscope)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanboyang713/Documents/new/SyntheticOversampling/test/lib/python3.11/site-packages/keras/src/utils/traceback_utils.py", line 70, in error_handler
    raise e.with_traceback(filtered_tb) from None
    ^^^^^^^^^^^^^^^
  File "/tmp/__autograph_generated_files7q6zd95.py", line 10, in tf__call
    x = ag__.converted_call(ag__.ld(self).input_layer, (ag__.ld(inputs),), None, fscope)
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ValueError: in user code:

    File "/home/yanboyang713/Documents/new/SyntheticOversampling/src/WGAN.py", line 54, in train_step  *
        fake_data = gen(noise, training=True)
    File "/home/yanboyang713/Documents/new/SyntheticOversampling/test/lib/python3.11/site-packages/keras/src/utils/traceback_utils.py", line 70, in error_handler  **
        raise e.with_traceback(filtered_tb) from None
    File "/tmp/__autograph_generated_files7q6zd95.py", line 10, in tf__call
        x = ag__.converted_call(ag__.ld(self).input_layer, (ag__.ld(inputs),), None, fscope)

    ValueError: Exception encountered when calling layer 'generator_1' (type Generator).

    in user code:

        File "/home/yanboyang713/Documents/new/SyntheticOversampling/src/WGAN.py", line 26, in call  *
            x = self.input_layer(inputs)
        File "/home/yanboyang713/Documents/new/SyntheticOversampling/test/lib/python3.11/site-packages/keras/src/utils/traceback_utils.py", line 70, in error_handler  **
            raise e.with_traceback(filtered_tb) from None

        ValueError: tf.function only supports singleton tf.Variables created on the first call. Make sure the tf.Variable is only created once or created outside tf.function. See https://www.tensorflow.org/guide/function#creating_tfvariables for more information.


    Call arguments received by layer 'generator_1' (type Generator):
      • inputs=tf.Tensor(shape=(8, 10), dtype=float32)

python3 ./src/runner.py JS_Vuln 7 12  16837.64s user 912.94s system 220% cpu 2:14:16.35 total