c9435cad43edc71f12a1a25c38cc27b186bea555,rllib/execution/train_ops.py,TrainTFMultiGPU,__call__,#TrainTFMultiGPU#Any#,157

Before Change


                            self.per_device_batch_size)
                        for k, v in batch_fetches[LEARNER_STATS_KEY].items():
                            iter_extra_fetches[k].append(v)
                    logger.debug("{} {}".format(i,
                                                averaged(iter_extra_fetches)))
                fetches[policy_id] = averaged(iter_extra_fetches)

        load_timer.push_units_processed(samples.count)
        learn_timer.push_units_processed(samples.count)

After Change


                            iter_extra_fetches[k].append(v)
                    if logger.getEffectiveLevel() <= logging.DEBUG:
                        avg = averaged(iter_extra_fetches)
                        logger.debug("{} {}".format(i, avg))
                fetches[policy_id] = averaged(iter_extra_fetches, axis=0)

        load_timer.push_units_processed(samples.count)
        learn_timer.push_units_processed(samples.count)
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 5

Non-data size: 3

Instances


Project Name: ray-project/ray
Commit Name: c9435cad43edc71f12a1a25c38cc27b186bea555
Time: 2020-05-15
Author: sven@anyscale.io
File Name: rllib/execution/train_ops.py
Class Name: TrainTFMultiGPU
Method Name: __call__


Project Name: ray-project/ray
Commit Name: ef873be9e83fa8ac6b4d71c1a2e589f3db95b5c6
Time: 2021-03-02
Author: ekhliang@gmail.com
File Name: python/ray/resource_spec.py
Class Name: ResourceSpec
Method Name: resolve


Project Name: ray-project/ray
Commit Name: 1f54acd27488f089f3211c08aef5d9927183d1c6
Time: 2020-08-23
Author: rkooo567@gmail.com
File Name: python/ray/cluster_utils.py
Class Name: Cluster
Method Name: wait_for_nodes


Project Name: uber/ludwig
Commit Name: fb92c6d275f16c9d3f26ef254b63203b07a0d566
Time: 2020-07-22
Author: w4nderlust@gmail.com
File Name: ludwig/models/modules/generic_decoders.py
Class Name: Regressor
Method Name: __init__


Project Name: ray-project/ray
Commit Name: 92664249e82483598a0a22dc0d2bd6f85a143c60
Time: 2020-08-20
Author: rkooo567@gmail.com
File Name: python/ray/util/sgd/torch/torch_runner.py
Class Name: TorchRunner
Method Name: train_epoch