Could not find variable conv1/gdn_0/reparam_gamma
Nobody has claimed this yet.
Assessment
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Newbie friendliness
- 35/100
- Issue type
- Bug
- Clarity
- Mostly clear
- Activity status
- Stale
- Tech stack
- python, tensorflow
- Domain
- machine-learning
Research direction
Start with the supplied my_model definition and reproduce the failure at model.fit using TensorFlow 2.8.0 and tensorflow-compression 2.8.0. Compare the model behavior with GDN removed or replaced, then inspect the GDN activation path and variable initialization. Done means the GDN-enabled model completes training without the missing reparam_gamma error.
Written by the indexing model from the issue text.
Description
Describe the bug
I am using tensorflow and tensorflow-compression to train a new model in keras. However, when the code runs to model.fit, the following error occurs:
Epoch 1/100
*** tensorflow.python.framework.errors_impl.FailedPreconditionError: 2 root error(s) found.
(0) FAILED_PRECONDITION: Could not find variable conv1/gdn_0/reparam_gamma. This could mean that the variable has been deleted. In TF1, it can
also mean the variable is uninitialized. Debug info: container=localhost, status error message=Resource localhost/conv1/gdn_0/reparam_gamma/N10tensorflow3VarE does not exist.
[[{{node conv1/gdn_0/gamma/lower_bound_1/ReadVariableOp}}]]
[[loss/mul/_97]]
(1) FAILED_PRECONDITION: Could not find variable conv1/gdn_0/reparam_gamma. This could mean that the variable has been deleted. In TF1, it can
also mean the variable is uninitialized. Debug info: container=localhost, status error message=Resource localhost/conv1/gdn_0/reparam_gamma/N10tensorflow3VarE does not exist.
[[{{node conv1/gdn_0/gamma/lower_bound_1/ReadVariableOp}}]]
0 successful operations.
0 derived errors ignored.
This is my model:
import tensorflow as tf
from tensorflow import keras
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Conv2D
from tensorflow.keras.layers import LeakyReLU
from tensorflow.keras.layers import Input
from tensorflow_compression import GDN
def my_model:
def __init__(self,input_shape,filter_num):
self.input_shape = input_shape
self.filter_num = filter_num
def create_model(self):
input = Input(shape=self.input_shape, name="input_1")
conv1 = Conv2D(filters=self.filter_num, kernel_size=3, padding="same", name="conv1", activation=GDN(name="gdn_0"))
x = conv1(input)
# layer_gdn = GDN(name="gdn_0")
# x = layer_gdn(x)
output = LeakyReLU(alpha=self.alpha, name="hidden_activation")(x)
model = Model(inputs=input, outputs=output)
if self.training:
opt = keras.optimizers.Adam()
model.compile(
optimizer=opt,
loss=MSELoss,
experimental_run_tf_function=False,
)
return model
Besides, if I remove the activation=GDN(name="gdn_0") or replace it with others, the training goes well, so maybe it is a bug.
What should I do to solve it?
Thanks.
System:
- OS: Ubuntu18.04
- Python version: 3.8, [anaconda install]
- TensorFlow version 2.8.0 [pip install]
- tensorflow-compression version 2.8.0
- Dominant language
- Python
- Stars
- 923
- Forks
- 258
- PR merge metrics
- No merged PRs in 30d
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
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