From feed4ac946215d55e9b116ae91d7a3fe2f78ca1a Mon Sep 17 00:00:00 2001
From: Joerg Martin <joerg.martin@ptb.de>
Date: Thu, 3 Feb 2022 12:06:53 +0000
Subject: [PATCH] Updated training parameters for simulated data
---
EIVPackage/EIVData/cubic.py | 4 ++--
EIVPackage/EIVData/linear.py | 4 ++--
EIVPackage/EIVData/quadratic.py | 4 ++--
EIVPackage/EIVData/sine.py | 2 +-
Experiments/configurations/eiv_cubic.json | 4 ++--
Experiments/configurations/eiv_linear.json | 4 ++--
Experiments/configurations/eiv_quadratic.json | 4 ++--
Experiments/configurations/eiv_sine.json | 2 +-
Experiments/configurations/noneiv_cubic.json | 2 +-
Experiments/configurations/noneiv_linear.json | 2 +-
Experiments/configurations/noneiv_quadratic.json | 2 +-
Experiments/configurations/noneiv_sine.json | 2 +-
Experiments/plot_prediction.py | 8 +++-----
13 files changed, 21 insertions(+), 23 deletions(-)
diff --git a/EIVPackage/EIVData/cubic.py b/EIVPackage/EIVData/cubic.py
index 6b11da7..710ea87 100644
--- a/EIVPackage/EIVData/cubic.py
+++ b/EIVPackage/EIVData/cubic.py
@@ -5,11 +5,11 @@ from torch.utils.data import TensorDataset
from EIVGeneral.manipulate_tensors import add_noise, normalize_tensor,\
unnormalize_tensor
-total_number_of_datapoints = 2000
+total_number_of_datapoints = 500
input_range = [-4,4]
slope = 1.0
intercept = 0.0
-x_noise_strength = 0.05 * (input_range[1] - input_range[0])/2
+x_noise_strength = 0.2
y_noise_strength = 3
func = lambda true_x: slope * true_x**3 + intercept
diff --git a/EIVPackage/EIVData/linear.py b/EIVPackage/EIVData/linear.py
index dc2959d..97d2cd9 100644
--- a/EIVPackage/EIVData/linear.py
+++ b/EIVPackage/EIVData/linear.py
@@ -5,11 +5,11 @@ from torch.utils.data import TensorDataset
from EIVGeneral.manipulate_tensors import add_noise, normalize_tensor,\
unnormalize_tensor
-total_number_of_datapoints = 2000
+total_number_of_datapoints = 500
input_range = [-1,1]
slope = 1.0
intercept = 0.0
-x_noise_strength = 0.05
+x_noise_strength = 0.1
y_noise_strength = 0.1
func = lambda true_x: slope * true_x + intercept
diff --git a/EIVPackage/EIVData/quadratic.py b/EIVPackage/EIVData/quadratic.py
index 27e83d6..655e6bf 100644
--- a/EIVPackage/EIVData/quadratic.py
+++ b/EIVPackage/EIVData/quadratic.py
@@ -5,11 +5,11 @@ from torch.utils.data import TensorDataset
from EIVGeneral.manipulate_tensors import add_noise, normalize_tensor,\
unnormalize_tensor
-total_number_of_datapoints = 2000
+total_number_of_datapoints = 500
input_range = [-1,1]
slope = 1.0
intercept = 0.0
-x_noise_strength = 0.05
+x_noise_strength = 0.1
y_noise_strength = 0.1
func = lambda true_x: slope * true_x**2 + intercept
diff --git a/EIVPackage/EIVData/sine.py b/EIVPackage/EIVData/sine.py
index 308a308..cde80d3 100644
--- a/EIVPackage/EIVData/sine.py
+++ b/EIVPackage/EIVData/sine.py
@@ -9,7 +9,7 @@ total_number_of_datapoints = 2000
input_range = [-0.2,0.8]
intercept = 0.0
x_noise_strength = 0.02
-y_noise_strength = 0.05
+y_noise_strength = 0.02
func = lambda true_x: true_x +\
torch.sin(2 * torch.pi * true_x) +\
torch.sin(4 * torch.pi * true_x)
diff --git a/Experiments/configurations/eiv_cubic.json b/Experiments/configurations/eiv_cubic.json
index 9f9f7d8..2a3ac2c 100644
--- a/Experiments/configurations/eiv_cubic.json
+++ b/Experiments/configurations/eiv_cubic.json
@@ -3,7 +3,7 @@
"short_dataname": "cubic",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
@@ -16,7 +16,7 @@
"init_std_y_list": [0.5],
"gamma": 0.5,
"hidden_layers": [128, 128, 128, 128],
- "fixed_std_x": 0.05,
+ "fixed_std_x": 0.20,
"seed_range": [0,10],
"gpu_number": 1
}
diff --git a/Experiments/configurations/eiv_linear.json b/Experiments/configurations/eiv_linear.json
index 5754733..8b7ebe0 100644
--- a/Experiments/configurations/eiv_linear.json
+++ b/Experiments/configurations/eiv_linear.json
@@ -3,7 +3,7 @@
"short_dataname": "linear",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
@@ -16,7 +16,7 @@
"init_std_y_list": [0.5],
"gamma": 0.5,
"hidden_layers": [128, 128, 128, 128],
- "fixed_std_x": 0.05,
+ "fixed_std_x": 0.10,
"seed_range": [0,10],
"gpu_number": 1
}
diff --git a/Experiments/configurations/eiv_quadratic.json b/Experiments/configurations/eiv_quadratic.json
index 7fd2bad..c774bbe 100644
--- a/Experiments/configurations/eiv_quadratic.json
+++ b/Experiments/configurations/eiv_quadratic.json
@@ -3,7 +3,7 @@
"short_dataname": "quadratic",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
@@ -16,7 +16,7 @@
"init_std_y_list": [0.5],
"gamma": 0.5,
"hidden_layers": [128, 128, 128, 128],
- "fixed_std_x": 0.05,
+ "fixed_std_x": 0.10,
"seed_range": [0,10],
"gpu_number": 1
}
diff --git a/Experiments/configurations/eiv_sine.json b/Experiments/configurations/eiv_sine.json
index b2cce34..1195ea0 100644
--- a/Experiments/configurations/eiv_sine.json
+++ b/Experiments/configurations/eiv_sine.json
@@ -3,7 +3,7 @@
"short_dataname": "sine",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
diff --git a/Experiments/configurations/noneiv_cubic.json b/Experiments/configurations/noneiv_cubic.json
index 06a1cf3..6f71af1 100644
--- a/Experiments/configurations/noneiv_cubic.json
+++ b/Experiments/configurations/noneiv_cubic.json
@@ -3,7 +3,7 @@
"short_dataname": "cubic",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
diff --git a/Experiments/configurations/noneiv_linear.json b/Experiments/configurations/noneiv_linear.json
index 7e77536..ae3040e 100644
--- a/Experiments/configurations/noneiv_linear.json
+++ b/Experiments/configurations/noneiv_linear.json
@@ -3,7 +3,7 @@
"short_dataname": "linear",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
diff --git a/Experiments/configurations/noneiv_quadratic.json b/Experiments/configurations/noneiv_quadratic.json
index 699cfa7..4052637 100644
--- a/Experiments/configurations/noneiv_quadratic.json
+++ b/Experiments/configurations/noneiv_quadratic.json
@@ -3,7 +3,7 @@
"short_dataname": "quadratic",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
diff --git a/Experiments/configurations/noneiv_sine.json b/Experiments/configurations/noneiv_sine.json
index b7f9e15..cc88919 100644
--- a/Experiments/configurations/noneiv_sine.json
+++ b/Experiments/configurations/noneiv_sine.json
@@ -3,7 +3,7 @@
"short_dataname": "sine",
"normalize": false,
"lr": 1e-3,
- "batch_size": 64,
+ "batch_size": 16,
"test_batch_size": 800,
"number_of_epochs": 100,
"unscaled_reg": 10,
diff --git a/Experiments/plot_prediction.py b/Experiments/plot_prediction.py
index 3d91d48..9ba7fd8 100644
--- a/Experiments/plot_prediction.py
+++ b/Experiments/plot_prediction.py
@@ -216,9 +216,8 @@ def compute_predictions_and_uncertainties(data, x_range, eiv, number_of_draws,
return plotting_dictionary
-data_list = ['cubic'] # short datanames
-#TODO: Check which ranges are "correct"
-list_x_range = [torch.linspace(-2.5,2.5, 50)]
+data_list = ['sine'] # short datanames
+list_x_range = [torch.linspace(-0.3,0.9, 50)]
list_color = [('red','blue')]
list_number_of_draws = [((100,5), 100)]
for i, (data, x_range, color, number_of_draws) in enumerate(zip(data_list,
@@ -258,5 +257,4 @@ for i, (data, x_range, color, number_of_draws) in enumerate(zip(data_list,
pass
-plt.show()
-
+plt.show()
--
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