[Python] Where do I set "os.environ['PYTHONHASHSEED']='0'" for reproducible results in Google...

Discussão em 'Python' iniciado por Stack, Maio 22, 2025.

  1. Stack

    Stack Membro Participativo

    I want to train a CNN in Google Colab and try to get reproducible results as possible. In the following code I am not sure if the order of the instructions for reproducibility is correct.

    I wonder if os.environ['PYTHONHASHSEED']='0' is in the right place, or should it appear first in the code, before import numpy as np etc.

    import numpy as np
    import tensorflow as tf
    import random as rn

    import os
    os.environ['PYTHONHASHSEED']='0'
    np.random.seed(1)
    rn.seed(1)

    from keras import backend as K

    if 'tensorflow' == K.backend():
    import tensorflow as tf
    from keras.backend.tensorflow_backend import set_session
    config = tf.ConfigProto()
    config.gpu_options.allow_growth = true
    config.gpu_options.allow_growth = True
    config.gpu_options.visible_device_liste = "0"
    set_session(tf.Session(config=config))

    tf.set_random_seed(1)
    sess = tf.Session(graph=tf.get_default_graph(), config=session_conf)
    K.set_session(sess)


    !pip install -U -q PyDrive
    from pydrive.auth import GoogleAuth
    from pydrive.drive import GoogleDrive
    from google.colab import auth
    from oauth2client.client import GoogleCredentials

    auth.authenticate_user()
    gauth = GoogleAuth()
    gauth.credentials = GoogleCredentials.get_application_default()
    drive = GoogleDrive(gauth)

    Continue reading...

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