Hook的index顺序改变导致训练异常
问题现象
训练报错：AttributeError:'xxxxHook' object has no attribute 'xxxx'。
原因分析
迁移工具对于Estimator脚本默认添加了NPUBroadcastHook，而出错的场景中对于hooks这个list，在添加完NPU的hook之后，改变了hooks这个list中的index顺序，所以出现了取hooks[-1]进行其他操作报错的问题。
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training_hooks.append(LogTrainRunHook(global_batch_size, hvd_rank, FLAGS.save_checkpoints_steps, num_steps_ignore_xla=25)) ... estimator.train(input_fn=train_input_fn, max_steps=num_train_steps, hooks=npu_hooks_append(hooks_list=training_hooks)) train_time_elapsed = time.time() - train_start_time train_time_wo_overhead = training_hooks[-1].total_time avg_sentences_per_second = num_train_steps * global_batch_size * 1.0 / train_time_elapsed ss_sentences_per_second = (training_hooks[-1].count - training_hooks[-1].skipped) * global_batch_size * 1.0 / train_time_wo_overhead |
解决方案
需要修改训练脚本中hook list中的index。针对以上脚本，进行如下修改即可执行成功。
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training_hooks.append(LogTrainRunHook(global_batch_size, hvd_rank, FLAGS.save_checkpoints_steps, num_steps_ignore_xla=25)) ... estimator.train(input_fn=train_input_fn, max_steps=num_train_steps, hooks=npu_hooks_append(hooks_list=training_hooks)) train_time_elapsed = time.time() - train_start_time train_time_wo_overhead = training_hooks[-2].total_time avg_sentences_per_second = num_train_steps * global_batch_size * 1.0 / train_time_elapsed ss_sentences_per_second = (training_hooks[-2].count - training_hooks[-2].skipped) * global_batch_size * 1.0 / train_time_wo_overhead |
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