Total runs:
105
Run Growth:
-51
Growth Rate:
-50.50%
Sponsored by
YouArt
keras-io / real_nvp
Model's Last Updated: July 05 2024
Introduction of real_nvp
Model Details of real_nvp
Model description
This model demonstrates real-valued non-volume preserving (real NVP) transformations, a tractable yet expressive approach to modeling high-dimensional data.
This model is used to map a simple distribution - which is easy to sample and whose density is simple to estimate - to a more complex one learned from the data. This kind of generative model is also known as "normalizing flow". The latent distribution we wish to map to in this example is Gaussian.
Training and evaluation data
This model is trained on a toy dataset, the make_moons from sklearn.datasets.
Requirements
This model requires
- Tensorflow 2.9.1
- Tensorflow probability 0.17.0
Loading this Model
Only the model weights are stored. To load this model, use
load_model
function from load_model.py.
Original Data Distribution and Latent Distribution
Training hyperparameters
The following hyperparameters were used during training:
| name | learning_rate | decay | beta_1 | beta_2 | epsilon | amsgrad | training_precision |
|---|---|---|---|---|---|---|---|
| Adam | 9.999999747378752e-05 | 0.0 | 0.8999999761581421 | 0.9990000128746033 | 1e-07 | False | float32 |
Runs of keras-io real_nvp on huggingface.co
3
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
-5
30-day runs
More Information About real_nvp huggingface.co Model
Url of real_nvp
real_nvp huggingface.co Url
Provider of real_nvp huggingface.co
Other API from keras-io
Updated:July 05 2024
Total runs:
104
Run Growth:
85
Growth Rate:
82.52%
Total runs:
71
Run Growth:
45
Growth Rate:
63.38%
Total runs:
64
Run Growth:
59
Growth Rate:
86.76%
Total runs:
44
Run Growth:
9
Growth Rate:
20.45%
Total runs:
43
Run Growth:
10
Growth Rate:
24.39%
Total runs:
43
Run Growth:
-15
Growth Rate:
-31.91%
Total runs:
42
Run Growth:
-26
Growth Rate:
-61.90%
Total runs:
40
Run Growth:
-15
Growth Rate:
-36.59%
Total runs:
39
Run Growth:
21
Growth Rate:
63.64%
Total runs:
39
Run Growth:
19
Growth Rate:
47.50%
Total runs:
38
Run Growth:
18
Growth Rate:
51.43%
Total runs:
36
Run Growth:
-7
Growth Rate:
-21.21%
Total runs:
35
Run Growth:
-7
Growth Rate:
-20.00%
Total runs:
34
Run Growth:
20
Growth Rate:
58.82%
Total runs:
33
Run Growth:
16
Growth Rate:
48.48%
Total runs:
30
Run Growth:
-10
Growth Rate:
-33.33%
Total runs:
30
Run Growth:
22
Growth Rate:
64.71%
Total runs:
29
Run Growth:
-8
Growth Rate:
-25.81%
Total runs:
27
Run Growth:
-6
Growth Rate:
-23.08%
Total runs:
27
Run Growth:
0
Growth Rate:
0.00%
Total runs:
25
Run Growth:
-8
Growth Rate:
-34.78%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
23
Run Growth:
-12
Growth Rate:
-48.00%
Total runs:
22
Run Growth:
2
Growth Rate:
8.70%
Total runs:
22
Run Growth:
2
Growth Rate:
8.70%
Total runs:
21
Run Growth:
-43
Growth Rate:
-226.32%
Total runs:
20
Run Growth:
-6
Growth Rate:
-30.00%
Total runs:
19
Run Growth:
4
Growth Rate:
21.05%
Total runs:
18
Run Growth:
1
Growth Rate:
5.88%
Total runs:
18
Run Growth:
12
Growth Rate:
66.67%
Total runs:
16
Run Growth:
-4
Growth Rate:
-22.22%
Total runs:
16
Run Growth:
2
Growth Rate:
10.53%
Total runs:
16
Run Growth:
14
Growth Rate:
93.33%
Total runs:
15
Run Growth:
8
Growth Rate:
53.33%
Total runs:
14
Run Growth:
-2
Growth Rate:
-16.67%
Total runs:
14
Run Growth:
2
Growth Rate:
16.67%
Total runs:
13
Run Growth:
5
Growth Rate:
35.71%
Total runs:
12
Run Growth:
-1
Growth Rate:
-9.09%
Total runs:
12
Run Growth:
-3
Growth Rate:
-20.00%
Total runs:
12
Run Growth:
7
Growth Rate:
58.33%
Total runs:
11
Run Growth:
-9
Growth Rate:
-81.82%
Total runs:
11
Run Growth:
7
Growth Rate:
58.33%
Total runs:
11
Run Growth:
9
Growth Rate:
50.00%
Total runs:
10
Run Growth:
10
Growth Rate:
100.00%
Total runs:
10
Run Growth:
-17
Growth Rate:
-188.89%
Total runs:
9
Run Growth:
-1
Growth Rate:
-11.11%
Total runs:
8
Run Growth:
-18
Growth Rate:
-225.00%
Total runs:
7
Run Growth:
3
Growth Rate:
42.86%
Total runs:
7
Run Growth:
-3
Growth Rate:
-42.86%
Total runs:
5
Run Growth:
-5
Growth Rate:
-100.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
-1
Growth Rate:
-25.00%
Total runs:
3
Run Growth:
-16
Growth Rate:
-533.33%
Total runs:
3
Run Growth:
1
Growth Rate:
33.33%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%