model-optimization

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Not able to cluster Conv1DTranspose layer

3

Hi, **Describe the bug** A clear and concise description of what the bug is. Getting below error while trying to cluster the convolution layers. Is Conv1DTranspose clustering is possible or...

rameshkunasi

Trying to quantise MobileNetv3 small Exception encountered when calling layer "tf.__operators__.add_137"

8

There has recently been an article saying mobilenetv3 can be used for QAT [https://blog.tensorflow.org/2022/06/Adding-Quantization-aware-Training-and-Pruning-to-the-TensorFlow-Model-Garden.html](https://blog.tensorflow.org/2022/06/Adding-Quantization-aware-Training-and-Pruning-to-the-TensorFlow-Model-Garden.html) However when I run this code: ``` from tensorflow.keras.applications import MobileNetV3Small import tensorflow_model_optimization as tfmot model...

MATTYGILO

Strange behaviour pruning with small datasets

4

**Describe the bug** Prune Low Magnitude seems not to update the weights to 0 (I am using Constant Sparsity), when using a small dataset for training (1000 Images). **System information**...

niciwalter99

Pruning only works for small batch sizes

4

**Describe the bug** When using `prune_low_magnitude()`, my model is not pruned if the batch size is low. **System information** TensorFlow version (installed from source or binary): 2.8.0 installed via pip...

vvolhejn

Full Int8 QAT not working

13

Just a quick question. I want my final model to be full int8 instead of float32 for input and outputs. I want the training to be as accurate as possible....

MATTYGILO

How to apply tfmot to a non tf.keras.Model type model..

4

Hi, This is more of a question than a feature request which I don't know where else to post. So I'm trying to perform quantization aware training to a model...

felicitywang1

Support for Conv1D Quantization

31

Hello, It seems as though Conv1D layer quantization is not yet supported? I get an error while trying to quantize a model containing Conv1D layers..is this going to be supported...

madarax64

Keras TFOpLambda may conflict with quantization

12

**Describe the bug** When we try to quantize a model containing a `TFOpLambda` layer, an AttributeError `'list' object has no attribute 'dtype'` would occur. **System information** TensorFlow version (installed from...

hguandl

Is it possible to implement post-training pruning?

4

**MacOS** - TensorFlow version (you are using): 2.3 - Are you willing to contribute it (Yes/No): No **Motivation** The document just shows how to prune the model during training. Each...

PhoeniXuzoo

Unable to use strip_pruning for subclass model

7

Hi, is there any work around method to use tfmot.sparsity.keras.strip_pruning on subclass models? I tried to use prune_low_magnitude on subclass by apply it to the layers in subclasses as a...

LIU-FAYANG