<commit_before>def MeanSquaredReconstructionError(object):
    def __call__(self, model, X):
        return ((model.encode(X) - X) ** 2).sum(axis=1).mean()<commit_msg>Fix the autoencoder MSE cost.<commit_after>class MeanSquaredReconstructionError(object):
    def __call__(self, model, X):
        return ((model.reconstruct(X) - X) ** 2).sum(axis=1).mean()
{'fraction_non_alphanumeric': 0.15966386554621848, 'fraction_numerical': 0.011204481792717087, 'mean_word_length': 4.966666666666667, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '1438322', 'n_tokens_mistral': 120, 'n_tokens_neox': 115, 'n_words': 23}