You need to convert all the individual objects returned by both the training and validation generators to Numpy arrays:
yield [np.array(imgs), np.array(cols)], np.array(targets)
Alternatively, a simpler and much more efficient solution is to not iterate over the data batch at all; instead, we can take advantage of the fact that these objects are already Numpy arrays when returned by ImageDataGenerator, so we can write:
imgs = data[0]
cols = data[1][:,:-1]
targets = data[1][:,-1:]
yield [imgs, cols], targets
Top answer 1 of 2
9
You need to convert all the individual objects returned by both the training and validation generators to Numpy arrays:
yield [np.array(imgs), np.array(cols)], np.array(targets)
Alternatively, a simpler and much more efficient solution is to not iterate over the data batch at all; instead, we can take advantage of the fact that these objects are already Numpy arrays when returned by ImageDataGenerator, so we can write:
imgs = data[0]
cols = data[1][:,:-1]
targets = data[1][:,-1:]
yield [imgs, cols], targets
2 of 2
1
A different solution worked for me, just posting it here. I ran into the problem working with two very similar dataframes in one notebook, where for one of them the error occurred. I noticed the dtypes were slightly different int64 vs Int64, where the target column coded as Int64 gave the error.
For me the following worked:
dataframe[target_col] = dataframe[target_col].astype(int)
GitHub
github.com › tensorflow › agents › issues › 363
AttributeError: 'tuple' object has no attribute 'rank' · Issue #363 · tensorflow/agents
May 3, 2020 - The code in tf agents gets the 'shape' from the action_spec, which is a tuple in my case. Then it tries to retrieve key "rank" from a tuple.
Author AndreyBulezyuk
layers.Dense - AttributeError: 'tuple' object has no attribute 'rank' " - General Discussion - Google AI Developers Forum
I am getting the error "AttributeError: ‘tuple’ object has no attribute ‘rank’ " on the line : dense = layers.Dense(4, activation=act_func)(inputs), in the following function : def gen_model(act_func = ‘relu’): inputs = keras.Input(shape=(length,)) dense = layers.Dense(4, ... More on discuss.ai.google.dev
0
June 3, 2024C5 W4 A1: Scaled_dot_product_attention AttributeError: 'tuple' object has no attribute 'rank'
C5 W4 A1: Scaled_dot_product_attention AttributeError: 'tuple' object has no attribute 'rank' · AttributeError Traceback (most recent call last) in 1 # UNIT TEST ----> 2 scaled_dot_product_attention_test(scaled_dot_product_attention) · Also, in “output = …”, you should consider using ... More on community.deeplearning.ai
0
1
September 9, 2021python - AttributeError: 'tuple' object has no attribute - Stack Overflow
I'm a beginner in python. I'm not able to understand what the problem is? def list_benefits(): s1 = "More organized code" s2 = "More readable code" s3 = "Easier code reuse... More on stackoverflow.com
tensorflow - AttributeError: 'tuple' object has no attribute 'rank' when using tensorflow_probability.layers.DenseVariational - Stack Overflow
I'm trying to use bayesian neural networks, adding a bayesian layer to a neural networks model. Here is the code I'm using and it's from the keras website. import numpy as np import tensorflow as t... More on stackoverflow.com
GitHub
github.com › tensorflow › tensorflow › issues › 44285
training keras Sequential model with python generator raise error: AttributeError: 'tuple' object has no attribute 'rank' · Issue #44285 · tensorflow/tensorflow
October 24, 2020 - Describe the current behavior When training a Sequential model by fit function with python generator as inputs, it raise AttributeError: 'tuple' object has no attribute 'rank'. The python generator yield a tuple (x, y), which follows the tf ...
Author over-shine
Google AI
discuss.ai.google.dev › tensorflow › general discussion
layers.Dense - AttributeError: 'tuple' object has no attribute 'rank' " - General Discussion - Google AI Developers Forum
June 3, 2024 - I am getting the error "AttributeError: ‘tuple’ object has no attribute ‘rank’ " on the line : dense = layers.Dense(4, activation=act_func)(inputs), in the following function : def gen_model(act_func = ‘relu’): inputs = ...
DeepLearning.AI
community.deeplearning.ai › course q&a › deep learning specialization › sequence models
C5 W4 A1: Scaled_dot_product_attention AttributeError: 'tuple' object has no attribute 'rank' - Sequence Models - DeepLearning.AI
September 9, 2021 - C5 W4 A1: Scaled_dot_product_attention AttributeError: 'tuple' object has no attribute 'rank' · AttributeError Traceback (most recent call last) in 1 # UNIT TEST ----> 2 scaled_dot_product_attention_test(scaled_dot_product_attention) · Also, in “output = …”, you should consider using ...
Top answer 1 of 7
50
You return four variables s1,s2,s3,s4 and receive them using a single variable obj. This is what is called a tuple, obj is associated with 4 values, the values of s1,s2,s3,s4. So, use index as you use in a list to get the value you want, in order.
Copyobj=list_benefits()
print obj[0] + " is a benefit of functions!"
print obj[1] + " is a benefit of functions!"
print obj[2] + " is a benefit of functions!"
print obj[3] + " is a benefit of functions!"
2 of 7
13
You're returning a tuple. Index it.
Copyobj=list_benefits()
print obj[0] + " is a benefit of functions!"
print obj[1] + " is a benefit of functions!"
print obj[2] + " is a benefit of functions!"
Stack Overflow
stackoverflow.com › questions › 78732706 › attributeerror-tuple-object-has-no-attribute-rank-when-using-tensorflow-pro
tensorflow - AttributeError: 'tuple' object has no attribute 'rank' when using tensorflow_probability.layers.DenseVariational - Stack Overflow
July 10, 2024 - File "/Users/S/Documents/B/Prediction/test1.py", line 148, in <module> bnn_model_small = create_bnn_model(train_sample_size) File "/Users/S/Documents/B/Prediction/test1.py", line 131, in create_bnn_model features = tfp.layers.DenseVariational( File "/Users/S/.local/share/virtualenvs/B-hz56sUDM/lib/python3.9/site-packages/tf_keras/src/utils/traceback_utils.py", line 70, in error_handler raise e.with_traceback(filtered_tb) from None File "/Users/S/.local/share/virtualenvs/B-hz56sUDM/lib/python3.9/site-packages/tf_keras/src/engine/input_spec.py", line 251, in assert_input_compatibility ndim = x.shape.rank AttributeError: 'tuple' object has no attribute 'rank'
Stack Exchange
datascience.stackexchange.com › questions › 131698 › tuple-has-no-attribute-rank-error-when-trying-to-build-bayesian-neural-net
python - tuple has no attribute "rank" error when trying to build bayesian neural net - Data Science Stack Exchange
April 6, 2025 - I'm trying to build a BNN but am encountering the error in the title. I tried to ensure I'm not passing a tuple to .shape.rank by : using the functional API with explicit Input (should make first
Python.org
discuss.python.org › python help
AttributeError: 'tuple' object has no attribute 'enter' - Python Help - Discussions on Python.org
March 5, 2025 - I’m coding a game program for ... ‘tuple’ object has no attribute ‘enter’ Here’s the code: class Engine(object): def __init__(self, scene_map): self.scene_map = scen......
LearnDataSci
learndatasci.com › solutions › python-attributeerror-tuple-object-has-no-attribute
Python AttributeError: 'tuple' object has no attribute – LearnDataSci
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-5-2f0480fa9e27> in <module> ----> 1 val_1 = create_tuple().val_1 AttributeError: 'tuple' object has no attribute 'val_1'
Stack Overflow
stackoverflow.com › questions › 78902144 › model-definition-in-keras-tutorial-probabilistic-bayesian-neural-networks-lead
python - Model definition in Keras tutorial "Probabilistic Bayesian Neural Networks" leads to error "AttributeError: 'tuple' object has no attribute 'rank'" - Stack Overflow
AttributeError Traceback (most recent call last) <ipython-input-11-c94aabf54886> in <cell line: 5>() 3 small_train_dataset = train_dataset.unbatch().take(train_sample_size).batch(batch_size) 4 ----> 5 bnn_model_small = create_bnn_model(train_sample_size) 6 run_experiment(bnn_model_small, mse_loss, small_train_dataset, test_dataset) 2 frames /usr/local/lib/python3.10/dist-packages/tf_keras/src/engine/input_spec.py in assert_input_compatibility(input_spec, inputs, layer_name) 249 ) 250 if spec.min_ndim is not None: --> 251 ndim = x.shape.rank 252 if ndim is not None and ndim < spec.min_ndim: 253 raise ValueError( AttributeError: 'tuple' object has no attribute 'rank'
GitHub
github.com › tensorflow › ranking › issues › 45
AttributeError: 'tuple' object has no attribute 'dtype' · Issue #45 · tensorflow/ranking
March 25, 2019 - tensorflow / ranking Public archive · Notifications · You must be signed in to change notification settings · Fork 480 · Star 2.8k · This repository was archived by the owner on May 21, 2025. It is now read-only. Copy link · Copy link · Closed · Closed · AttributeError: 'tuple' object has no attribute 'dtype'#45 ·
Author miguelwon
Reddit
reddit.com › r/learnpython › getting attributeerror: 'tuple' object has no attribute 'items'
r/learnpython on Reddit: Getting AttributeError: 'tuple' object has no attribute 'items'
February 1, 2021 -
from kubernetes import client, config
config.load_kube_config()
v1 = client.CoreV1Api()
print("Listing services with their IPs:")
ret = v1.list_service_for_all_namespaces_with_http_info(watch=False)
for i in ret.items:
print("%s\t%s\t%s" % (i.status.pod_ip, i.metadata.namespace, i.metadata.name)) This throws this error: File "filename.py", line 8, in <module> for i in ret.items: AttributeError: 'tuple' object has no attribute 'items'
But when I simply print(ret), it certainly LOOKS like a tuple, which means I should be able to iterate through with tuple.items, no?
Reddit
reddit.com › r/learnpython › attributeerror: 'tuple' object has no attribute '' error help
r/learnpython on Reddit: AttributeError: 'tuple' object has no attribute '' Error Help
January 10, 2021 -
I am trying to make a discord bot that would turn a message into lowercase. I am encountering an error, as the title suggests, "AttributeError: 'tuple' object has no attribute 'lower'. "
Here is my code if anyone can help.
https://hastebin.com/ibareyilax.py
If this is the wrong subreddit I don't mind taking down my post and posting it elsewhere.
Top answer 1 of 2
4
Remove the * in front of *arg. That is converting the argument into a tuple.
2 of 2
1
If you are really interested in learning how to program, you need to learn to read error messages and use them to figure out your problems. You aren't going to get error messages clearer than "'tuple' object has no attribute 'lower'." particularly when the string "lower" only appears in one place in your code.
Bobby Hadz
bobbyhadz.com › blog › python-attributeerror-tuple-object-has-no-attribute
AttributeError: 'tuple' object has no attribute X in Python | bobbyhadz
April 8, 2024 - The Python AttributeError: 'tuple' object has no attribute occurs when we access an attribute that doesn't exist on a tuple.
Stack Overflow
stackoverflow.com › questions › 78564659 › layers-dense-attributeerror-tuple-object-has-no-attribute-rank
tensorflow - layers.Dense - AttributeError: 'tuple' object has no attribute 'rank' " - Stack Overflow
Getting the error "AttributeError: ‘tuple’ object has no attribute ‘rank’ " on the line : dense = layers.Dense(4, activation=act_func)(inputs), in the following function : def gen_model(
Free Python Source Code
freepythonsourcecode.com › post › 117
With Examples Fix attributeerror: 'tuple' object has no attribute ...
September 29, 2024 - Posted by Ashirafu Kibalama on September 29, 2024
IT Solutions
solutionfall.com › home › questions › how can i resolve the ‘attributeerror: ‘tuple’ object has no attribute ‘rank” error related to layers.dense?
How can I resolve the 'AttributeError: 'tuple' object has no attribute 'rank'' error related to layers.Dense? - IT Solutions | Free tech support | SolutionFall.Com
June 1, 2024 - To resolve the ‘AttributeError: ‘tuple’ object has no attribute ‘rank” error related to layers.Dense, you need to ensure that you are passing a correctly formatted input to the Dense layer.
Quora
quora.com › Why-in-Python-am-I-getting-AttributeError-tuple-object-has-no-attribute-replace-when-trying-to-do-simple-exercise-that-worked-yesterday-but-doesnt-now-e-g-I-created-a-list-and-trying-to-simply-replace-one-of-the
Why, in Python, am I getting 'AttributeError: 'tuple' object has no attribute 'replace'' when trying to do simple exercise that worked yesterday but doesn't now, e.g., I created a list and trying to simply replace one of the objects with a new one? - Quora
A tuple is immutable so you CAN NOT change it. The difference is in the type of brackets used. ... The difference is subtle but it is different. You should use tuples to store things that don't change, like a group of headers. ... How do I solve this problem in Python, "AttributeError: 'Register' object has no attribute 'register_data'"?