10d7ece1c34c5533262a54d20d974a3d04f0b7ce,src/sdk/pynni/nni/compression/tensorflow/compressor.py,,_instrument_model,#Any#Any#,289

Before Change



def _instrument_model(model, wrappers):
    // Replace layers to wrappers
    for wrapper in reversed(wrappers):
        cur = model
        for key in wrapper.layer_info.path[:-1]:
            if isinstance(key, str):
                cur = getattr(cur, key)
            else:
                name, index = key
                cur = getattr(cur, name)[index]
        key = wrapper.layer_info.path[-1]
        if isinstance(key, str):
            setattr(cur, key, wrapper)
        else:
            name, index = key
            getattr(cur, name)[index] = wrapper
            //if isinstance(cur, tf.keras.Sequential):
            //    cur._graph_initialized = False
            //    cur._layer_call_argspecs[wrapper] = cur._layer_call_argspecs[wrapper.layer]

After Change



    def _instrument_model(self, model):
        for key, value in list(model.__dict__.items()):  // avoid "dictionary keys changed during iteration"
            if isinstance(value, tf.keras.layers.Layer):
                new_layer = self._instrument(value)
                if new_layer is not value:
                    setattr(model, key, new_layer)
            elif isinstance(value, list):
                for i, item in enumerate(value):
                    if isinstance(item, tf.keras.layers.Layer):
                        value[i] = self._instrument(item)
        return model


    def _select_config(self, layer):
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 5

Instances


Project Name: Microsoft/nni
Commit Name: 10d7ece1c34c5533262a54d20d974a3d04f0b7ce
Time: 2020-09-15
Author: 40699903+liuzhe-lz@users.noreply.github.com
File Name: src/sdk/pynni/nni/compression/tensorflow/compressor.py
Class Name:
Method Name: _instrument_model


Project Name: PacktPublishing/Deep-Reinforcement-Learning-Hands-On
Commit Name: 73d7a17f58ccb2eb9b8919dbeb1b91280eb46d38
Time: 2017-10-30
Author: max.lapan@gmail.com
File Name: ch07/02_dqn_n_steps.py
Class Name:
Method Name: unpack_batch


Project Name: dpressel/mead-baseline
Commit Name: 88345b88d60bd6e77ee214b83d037310713a0533
Time: 2018-07-22
Author: blester125@users.noreply.github.com
File Name: python/baseline/dy/tagger/model.py
Class Name: RNNTaggerModel
Method Name: forward