Using Multi-layer Perceptron and Convolutional Neural Networks for Satellite image classification - 2023

Antonio Fonseca

Packages to be installed:

conda install -c conda-forge umap-learn
pip install phate
conda install -c conda-forge imageio
pip install wandb

[ ]:

import numpy as np
import codecs
import copy
import json
import scipy.io
from scipy.spatial.distance import cdist, pdist, squareform
from scipy.linalg import eigh
import matplotlib.pyplot as plt
from sklearn.cluster import KMeans
import random
from sklearn import manifold
import os
# import phate
# import umap
import pandas as pd
# import scprep
from torch.nn import functional as F


import pandas as pd
from sklearn.metrics import r2_score
from sklearn.preprocessing import MinMaxScaler
# import seaborn as sns

import torch
from torch.utils.data import Dataset, DataLoader
from torch.utils.data.sampler import SubsetRandomSampler,RandomSampler
from torchvision import datasets, transforms
from torch.nn.functional import softmax
from torch import optim, nn
import torchvision
import torchvision.transforms as transforms
import torchvision.datasets as datasets
import time

device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
print(device)

/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
  from .autonotebook import tqdm as notebook_tqdm
/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/torchvision/image.so: undefined symbol: _ZN5torch3jit17parseSchemaOrNameERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE
  warn(f"Failed to load image Python extension: {e}")

cuda

Now that we have an autoencoder working on MNIST, let’s use this model to visualize some geodata. For the next section we will use the SAT-6 (https://csc.lsu.edu/~saikat/deepsat/)

SAT-6 consists of a total of 405,000 image patches each of size 28x28 and covering 6 landcover classes - barren land, trees, grassland, roads, buildings and water bodies. 324,000 images (comprising of four-fifths of the total dataset) were chosen as the training dataset and 81,000 (one fifths) were chosen as the testing dataset. Similar to SAT-4, the training and test sets were selected from disjoint NAIP tiles. Once generated, the images in the dataset were randomized in the same way as that for SAT-4. The specifications for the various landcover classes of SAT-4 and SAT-6 were adopted from those used in the National Land Cover Data (NLCD) algorithm.

The datasets are encoded as MATLAB .mat files that can be read using the standard load command in MATLAB. Each sample image is 28x28 pixels and consists of 4 bands - red, green, blue and near infrared. The training and test labels are 1x4 and 1x6 vectors for SAT-4 and SAT-6 respectively having a single 1 indexing a particular class from 0 through 4 or 6 and 0 values at all other indices.

The MAT file for the SAT-6 dataset contains the following variables:

  • train_x 28x28x4x324000 uint8 (containing 324000 training samples of 28x28 images each with 4 channels)

  • train_y 324000x6 uint8 (containing 6x1 vectors having labels for the 324000 training samples)

  • test_x 28x28x4x81000 uint8 (containing 81000 test samples of 28x28 images each with 4 channels)

  • test_y 81000x6 uint8 (containing 6x1 vectors having labels for the 81000 test samples)

Labels: - Building = 0 - Barren_land = 1 - Tree=2 - Grassland=3 - Road = 4 - Water = 5

[ ]:

import numpy as np
import scipy.io
import matplotlib.pyplot as plt
import torch
from torch import optim, nn
import wandb
import datetime

device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
print(device)

cuda

[ ]:

# Using the satelite images dataset
###############################################################################
#load the data
data = scipy.io.loadmat("./SAT-4_and_SAT-6_datasets/sat-6-full.mat")
train_images = data['train_x']
train_labels = data['train_y']

test_images = data['test_x']
test_labels = data['test_y']

[ ]:



[ ]:

####################################################################
#Checkout the data
print('Training data shape : ', train_images.shape, train_labels.shape)
print('Testing data shape : ', test_images.shape, test_labels.shape)

Training data shape :  (28, 28, 4, 324000) (6, 324000)
Testing data shape :  (28, 28, 4, 81000) (6, 81000)

[ ]:

#Change the dimension to fit into the model
x_train = train_images.transpose(3,0,1,2)
t_train = train_labels.transpose()

# x_test = test_images.transpose(3,0,1,2)
# t_test = test_labels.transpose()
print('Training data shape : ', x_train.shape, t_train.shape)
# print('Testing data shape : ', x_test.shape, t_test.shape)

Training data shape :  (324000, 28, 28, 4) (324000, 6)

[ ]:

#Check what is in each channel
fig,ax = plt.subplots(4,4, figsize=(10,10))
ax = ax.ravel()
list_idx = np.linspace(0,100,num=16,dtype=np.int64)
for count, idx in enumerate(list_idx):
#     print(idx)
    print('count, t_train[count,:]: {}, {}'.format(count, t_train[count,:]))
#     print(x_train[idx,:,:,0:3])
    ax[count].imshow(x_train[count,:,:,0:3])
    ax[count].set_title(str(np.argmax(t_train[count,:])))

count, t_train[count,:]: 0, [0 0 1 0 0 0]
count, t_train[count,:]: 1, [0 1 0 0 0 0]
count, t_train[count,:]: 2, [0 0 0 0 0 1]
count, t_train[count,:]: 3, [0 0 0 0 0 1]
count, t_train[count,:]: 4, [0 0 0 0 0 1]
count, t_train[count,:]: 5, [1 0 0 0 0 0]
count, t_train[count,:]: 6, [1 0 0 0 0 0]
count, t_train[count,:]: 7, [0 0 0 0 0 1]
count, t_train[count,:]: 8, [0 1 0 0 0 0]
count, t_train[count,:]: 9, [0 0 1 0 0 0]
count, t_train[count,:]: 10, [0 0 0 0 0 1]
count, t_train[count,:]: 11, [0 1 0 0 0 0]
count, t_train[count,:]: 12, [0 1 0 0 0 0]
count, t_train[count,:]: 13, [0 0 0 0 1 0]
count, t_train[count,:]: 14, [0 0 0 0 0 1]
count, t_train[count,:]: 15, [0 0 1 0 0 0]
../_images/CASESTUDY_CNN_satelite_2023_10_1.png 
[ ]:

# split in training and testing
from torch.utils.data import Dataset, DataLoader
from torch.utils.data.sampler import SubsetRandomSampler
import torchvision.transforms as transforms
from scipy.ndimage import zoom


class MyDataset(Dataset):
    def __init__(self, data, target):
        print('data.dtype: {}'.format(data.dtype))
        print('target.dtype: {}'.format(target.dtype))
        self.data = torch.from_numpy(data).float()
        self.target = torch.from_numpy(target).float()


    def __getitem__(self, index):
        x = self.data[index]
        y = self.target[index]
        return x, y

    def __len__(self):
        return len(self.data)

print('x_train.shape: {}'.format(x_train.shape))
n_samples = 50000
dataset = MyDataset(x_train[:n_samples,:,:,:], np.argmax(t_train[:n_samples],axis=1))
del x_train, t_train
dataset_size  = len(dataset)
print('dataset_size: {}'.format(dataset_size))
test_split=0.2

batch_size=1024

# -- split dataset
indices       = list(range(dataset_size))
split         = int(np.floor(test_split*dataset_size))
print('split: {}'.format(split))
# np.random.shuffle(indices) # Randomizing the indices is not a good idea if you want to model the sequence
train_indices, val_indices = indices[split:], indices[:split]

# -- create dataloaders
# #Original
train_sampler = SubsetRandomSampler(train_indices)
valid_sampler = SubsetRandomSampler(val_indices)

dataloaders   = {
    'train': torch.utils.data.DataLoader(dataset, batch_size=batch_size, sampler=train_sampler),
    'test': torch.utils.data.DataLoader(dataset, batch_size=batch_size, sampler=valid_sampler),
    'all': torch.utils.data.DataLoader(dataset,  batch_size=5000, shuffle=False),
    }

x_train.shape: (324000, 28, 28, 4)
data.dtype: uint8
target.dtype: int64
dataset_size: 50000
split: 10000

[ ]:

class FFnet(nn.Module):
    '''
    Linear activation in the middle (instead of an activation function)
    '''
    def __init__(self):
        super(FFnet, self).__init__()
        self.enc_lin1 = nn.Linear(3136, 1000) # 28 x 28 x 4
        self.enc_lin2 = nn.Linear(1000, 500)
        self.enc_lin3 = nn.Linear(500, 250)
        self.enc_lin4 = nn.Linear(250, 6)

        self.relu = nn.ReLU()
        self.tanh = nn.Tanh()

    def encode(self, x):
        x = self.enc_lin1(x)
        x = self.relu(x)
        x = self.enc_lin2(x)
        x = self.relu(x)
        x = self.enc_lin3(x)
        x = self.relu(x)
        output = self.enc_lin4(x)
        return output

    def forward(self, x):
        z = self.encode(x)
        return z

[ ]:



[ ]:

## Second routine for training and evaluation (using the )
# Training and Evaluation routines
import time
def train(model,loss_fn, optimizer, train_loader, test_loader, num_epochs=None, verbose=False):
    """
    This is a standard training loop, which leaves some parts to be filled in.
    INPUT:
    :param model: an untrained pytorch model
    :param loss_fn: e.g. Cross Entropy loss or Mean Squared Error.
    :param optimizer: the model optimizer, initialized with a learning rate.
    :param training_set: The training data, in a dataloader for easy iteration.
    :param test_loader: The testing data, in a dataloader for easy iteration.
    """
    print('optimizer: {}'.format(optimizer))
    if num_epochs is None:
        num_epochs = 100
    print('n. of epochs: {}'.format(num_epochs))
    for epoch in range(num_epochs+1):
        start = time.time()
        # loop through each data point in the training set
        for data, targets in train_loader:
            # run the model on the data
            model_input = data.view(data.size(0),-1).to(device)# TODO: Turn the 28 by 28 image tensors into a 784 dimensional tensor.
            if verbose: print('model_input.shape: {}'.format(model_input.shape))

            # Clear gradients w.r.t. parameters
            optimizer.zero_grad()

            out = model(model_input) # The second output is the latent representation
            if verbose:
                print('targets.shape: {}'.format(targets.shape))
                print('targets: {}'.format(targets))
                print('out.shape: {}'.format(out.shape))
                print('out: {}'.format(out))

            # Calculate the loss
            targets = targets.type(torch.LongTensor).to(device) # add an extra dimension to keep CrossEntropy happy.
            if verbose: print('targets.shape: {}'.format(targets.shape))
            loss = loss_fn(out,targets)
            if verbose: print('loss: {}'.format(loss))

            # Find the gradients of our loss via backpropogation
            loss.backward()

            # Adjust accordingly with the optimizer
            optimizer.step()

        # Give status reports every 100 epochs
        loss_train, acc_train = evaluate(model,train_loader,verbose)
        loss_test, acc_test = evaluate(model,test_loader,verbose)
        if epoch % 10==0:
            print(f" EPOCH {epoch}. Progress: {epoch/num_epochs*100}%. ")
            print(" Train loss: {:.4f}. Train Acc: {:.4f}, Test loss: {:.4f}. Test Acc: {:.4f}. Time/epoch: {:.4f}".format(loss_train, acc_train, loss_test, acc_test, (time.time() - start))) #TODO: implement the evaluate function to provide performance statistics during training.

        wandb.log({
            "Loss/train": loss_train,
            "Loss/val": loss_test,
            "Accuracy/train": acc_train,
            "Accuracy/val": acc_test,
            "epoch": epoch
        }, step=epoch)

def evaluate(model, evaluation_set, verbose=False):
    """
    Evaluates the given model on the given dataset.
    Returns the percentage of correct classifications out of total classifications.
    """
    with torch.no_grad(): # this disables backpropogation, which makes the model run much more quickly.
        correct = 0
        total = 0
        loss_all=0

        for data, targets in evaluation_set:
            targets= targets.to(device)
            # run the model on the data
            model_input = data.view(data.size(0),-1).to(device)# TODO: Turn the 28 by 28 image tensors into a 784 dimensional tensor.
            if verbose:
                print('model_input.shape: {}'.format(model_input.shape))
                print('targets.shape: {}'.format(targets.shape))
            out = model(model_input)
            targets = targets.type(torch.LongTensor).to(device)
            loss = loss_fn(out,targets)

            if verbose: print('out[:5]: {}'.format(out[:5]))
            loss_all+=loss.item()

            # the class with the highest energy is what we choose as prediction
            _, predicted = torch.max(out.data, 1)
            total += targets.size(0)
            correct += (predicted == targets).sum().item()
        acc = 100 * correct / total
        loss = loss_all/total
    return loss, acc


[ ]:

lr_range = [0.01,0.005,0.001, 0.0001]

for lr in lr_range:
    if 'model' in globals():
        print('Deleting previous model')
        del model, loss_fn, optimizer
    model = FFnet().to(device)
    DATETIME = datetime.datetime.now().strftime('%Y-%m-%d-%H_%M_%S')
    wandb.init(project="GeoComp_Matera2023", entity="ahof1704", name="CNN_sat_FFnet_{}".format(DATETIME))
    wandb.watch(model, log="all", log_freq=1)
    optimizer = torch.optim.Adam(model.parameters(), lr = lr)

    loss_fn = nn.CrossEntropyLoss().to(device)
    train(model,loss_fn, optimizer, dataloaders['train'], dataloaders['test'],verbose=False)

Deleting previous model
Finishing last run (ID:tk5smslm) before initializing another...
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▄▆▆▇▇████▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▄▆▆▇▇████▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▂▂▂▁▁▁▁▁▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇
Loss/val█▂▂▁▁▁▁▁▁▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.00154
Loss/val0.00153
epoch58

View run CNN_sat_FFnet_2023-05-18-14_10_05 at: https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/tk5smslm
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_141005-tk5smslm/logs
Successfully finished last run (ID:tk5smslm). Initializing new run:
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_141211-bdbijsdw
Syncing run CNN_sat_FFnet_2023-05-18-14_12_11 to Weights & Biases (docs)
View project at https://wandb.ai/ahof1704/GeoComp_Matera2023
View run at https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/bdbijsdw
optimizer: Adam (
Parameter Group 0
    amsgrad: False
    betas: (0.9, 0.999)
    capturable: False
    eps: 1e-08
    foreach: None
    lr: 0.01
    maximize: False
    weight_decay: 0
)
n. of epochs: 100
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0008. Train Acc: 66.3475, Test loss: 0.0008. Test Acc: 66.8600. Time/epoch: 4.3759
 EPOCH 10. Progress: 10.0%.
 Train loss: 0.0004. Train Acc: 81.9250, Test loss: 0.0004. Test Acc: 81.8900. Time/epoch: 3.9911
 EPOCH 20. Progress: 20.0%.
 Train loss: 0.0002. Train Acc: 89.1425, Test loss: 0.0003. Test Acc: 88.6500. Time/epoch: 3.9714
 EPOCH 30. Progress: 30.0%.
 Train loss: 0.0002. Train Acc: 93.1425, Test loss: 0.0002. Test Acc: 92.5700. Time/epoch: 3.7580
 EPOCH 40. Progress: 40.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 3.8162
 EPOCH 50. Progress: 50.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 3.9956
 EPOCH 60. Progress: 60.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 3.7411
 EPOCH 70. Progress: 70.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 4.1185
 EPOCH 80. Progress: 80.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 3.8451
 EPOCH 90. Progress: 90.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 4.0117
 EPOCH 100. Progress: 100.0%.
 Train loss: 0.0015. Train Acc: 36.8250, Test loss: 0.0015. Test Acc: 37.5400. Time/epoch: 3.9103
Deleting previous model
Finishing last run (ID:bdbijsdw) before initializing another...
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▅▇▇█▇▇▅████▇██▄▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
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Loss/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
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epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.00154
Loss/val0.00153
epoch100

View run CNN_sat_FFnet_2023-05-18-14_12_11 at: https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/bdbijsdw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_141211-bdbijsdw/logs
Successfully finished last run (ID:bdbijsdw). Initializing new run:
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_141901-0dxs47tg
Syncing run CNN_sat_FFnet_2023-05-18-14_19_01 to Weights & Biases (docs)
View project at https://wandb.ai/ahof1704/GeoComp_Matera2023
View run at https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/0dxs47tg
optimizer: Adam (
Parameter Group 0
    amsgrad: False
    betas: (0.9, 0.999)
    capturable: False
    eps: 1e-08
    foreach: None
    lr: 0.005
    maximize: False
    weight_decay: 0
)
n. of epochs: 100
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0005. Train Acc: 75.6150, Test loss: 0.0005. Test Acc: 75.5200. Time/epoch: 4.0944
 EPOCH 10. Progress: 10.0%.
 Train loss: 0.0003. Train Acc: 84.7850, Test loss: 0.0003. Test Acc: 84.7500. Time/epoch: 3.9586
 EPOCH 20. Progress: 20.0%.
 Train loss: 0.0002. Train Acc: 92.3075, Test loss: 0.0002. Test Acc: 91.8300. Time/epoch: 3.8414
 EPOCH 30. Progress: 30.0%.
 Train loss: 0.0002. Train Acc: 93.0650, Test loss: 0.0002. Test Acc: 92.7300. Time/epoch: 4.0199
 EPOCH 40. Progress: 40.0%.
 Train loss: 0.0002. Train Acc: 89.9625, Test loss: 0.0002. Test Acc: 89.8600. Time/epoch: 4.3224
 EPOCH 50. Progress: 50.0%.
 Train loss: 0.0002. Train Acc: 90.8100, Test loss: 0.0002. Test Acc: 90.1700. Time/epoch: 4.3020
 EPOCH 60. Progress: 60.0%.
 Train loss: 0.0005. Train Acc: 77.6900, Test loss: 0.0005. Test Acc: 77.7400. Time/epoch: 3.9768
 EPOCH 70. Progress: 70.0%.
 Train loss: 0.0003. Train Acc: 87.5625, Test loss: 0.0003. Test Acc: 87.5900. Time/epoch: 3.8873
 EPOCH 80. Progress: 80.0%.
 Train loss: 0.0003. Train Acc: 87.9400, Test loss: 0.0003. Test Acc: 87.7400. Time/epoch: 4.0226
 EPOCH 90. Progress: 90.0%.
 Train loss: 0.0002. Train Acc: 93.2150, Test loss: 0.0002. Test Acc: 92.6300. Time/epoch: 4.4531
 EPOCH 100. Progress: 100.0%.
 Train loss: 0.0002. Train Acc: 92.7275, Test loss: 0.0002. Test Acc: 92.2400. Time/epoch: 3.9699
Deleting previous model
Finishing last run (ID:0dxs47tg) before initializing another...
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▄▇▄▇▇▅▇▇▇▇█▇▇▆▇███▇▃▄▂▆▆▅▆▇▅▇▇▆▇▇▇▇▇██
Accuracy/val▁▁▄▇▅▇▇▅▇▇▇▇█▇▇▆▇███▇▃▄▂▆▆▅▆▇▅▇▇▆▇▇▇▇▇▇▇
Loss/train▇█▄▂▄▂▂▄▂▂▂▂▁▂▃▃▂▁▁▁▁█▄▆▃▃▄▃▂▃▂▂▂▂▂▁▂▂▁▁
Loss/val▇█▄▂▄▂▂▄▂▂▂▂▁▂▃▃▂▁▁▁▁█▄▆▃▃▄▃▂▃▂▂▂▂▂▂▂▂▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███

Run summary:


Accuracy/train92.7275
Accuracy/val92.24
Loss/train0.00016
Loss/val0.00017
epoch100

View run CNN_sat_FFnet_2023-05-18-14_19_01 at: https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/0dxs47tg
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_141901-0dxs47tg/logs
Successfully finished last run (ID:0dxs47tg). Initializing new run:
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_142559-stjo6gi9
Syncing run CNN_sat_FFnet_2023-05-18-14_25_59 to Weights & Biases (docs)
View project at https://wandb.ai/ahof1704/GeoComp_Matera2023
View run at https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/stjo6gi9
optimizer: Adam (
Parameter Group 0
    amsgrad: False
    betas: (0.9, 0.999)
    capturable: False
    eps: 1e-08
    foreach: None
    lr: 0.001
    maximize: False
    weight_decay: 0
)
n. of epochs: 100
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0005. Train Acc: 78.5275, Test loss: 0.0005. Test Acc: 78.4300. Time/epoch: 4.0875
 EPOCH 10. Progress: 10.0%.
 Train loss: 0.0003. Train Acc: 88.7000, Test loss: 0.0003. Test Acc: 88.5600. Time/epoch: 3.8260
 EPOCH 20. Progress: 20.0%.
 Train loss: 0.0002. Train Acc: 92.8550, Test loss: 0.0002. Test Acc: 92.3100. Time/epoch: 3.9107
 EPOCH 30. Progress: 30.0%.
 Train loss: 0.0003. Train Acc: 85.9700, Test loss: 0.0003. Test Acc: 85.9500. Time/epoch: 3.7582
 EPOCH 40. Progress: 40.0%.
 Train loss: 0.0002. Train Acc: 92.8800, Test loss: 0.0002. Test Acc: 92.4900. Time/epoch: 3.9415
 EPOCH 50. Progress: 50.0%.
 Train loss: 0.0001. Train Acc: 94.0175, Test loss: 0.0002. Test Acc: 93.3500. Time/epoch: 3.8053
 EPOCH 60. Progress: 60.0%.
 Train loss: 0.0002. Train Acc: 92.9325, Test loss: 0.0002. Test Acc: 92.3500. Time/epoch: 4.0517
 EPOCH 70. Progress: 70.0%.
 Train loss: 0.0002. Train Acc: 92.4325, Test loss: 0.0002. Test Acc: 91.9600. Time/epoch: 4.0073
 EPOCH 80. Progress: 80.0%.
 Train loss: 0.0002. Train Acc: 92.7200, Test loss: 0.0002. Test Acc: 92.0100. Time/epoch: 3.7292
 EPOCH 90. Progress: 90.0%.
 Train loss: 0.0001. Train Acc: 96.1825, Test loss: 0.0001. Test Acc: 95.4600. Time/epoch: 4.0354
 EPOCH 100. Progress: 100.0%.
 Train loss: 0.0001. Train Acc: 93.8075, Test loss: 0.0002. Test Acc: 92.5900. Time/epoch: 4.2393
Deleting previous model
Finishing last run (ID:stjo6gi9) before initializing another...
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▅▃▇▇▇▇▆▇▄▆▇▆▇█▅▇▇▇▇▄▇▅▇▇▆▆▇▇▇▇▇▇▇██▇
Accuracy/val▁▂▂▂▅▃▇▇▇▇▆▇▄▆▇▆▇█▅▇▇█▇▄█▆▇▇▆▆▇▇▇▇▇▇███▇
Loss/train▇█▅█▄▅▃▃▂▃▂▂▄▃▂▃▂▁▃▂▂▂▂▄▁▃▂▂▃▃▂▂▁▂▁▂▁▁▁▂
Loss/val▇█▅█▄▅▃▂▂▂▂▂▄▂▂▂▂▁▃▁▂▂▂▄▁▃▂▂▃▃▂▂▁▂▁▂▁▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███

Run summary:


Accuracy/train93.8075
Accuracy/val92.59
Loss/train0.00015
Loss/val0.00018
epoch100

View run CNN_sat_FFnet_2023-05-18-14_25_59 at: https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/stjo6gi9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_142559-stjo6gi9/logs
Successfully finished last run (ID:stjo6gi9). Initializing new run:
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_143250-rhx17fj2
Syncing run CNN_sat_FFnet_2023-05-18-14_32_50 to Weights & Biases (docs)
View project at https://wandb.ai/ahof1704/GeoComp_Matera2023
View run at https://wandb.ai/ahof1704/GeoComp_Matera2023/runs/rhx17fj2
optimizer: Adam (
Parameter Group 0
    amsgrad: False
    betas: (0.9, 0.999)
    capturable: False
    eps: 1e-08
    foreach: None
    lr: 0.0001
    maximize: False
    weight_decay: 0
)
n. of epochs: 100
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0004. Train Acc: 81.5800, Test loss: 0.0004. Test Acc: 81.4000. Time/epoch: 4.6343
 EPOCH 10. Progress: 10.0%.
 Train loss: 0.0002. Train Acc: 91.4275, Test loss: 0.0002. Test Acc: 91.2600. Time/epoch: 3.9659
 EPOCH 20. Progress: 20.0%.
 Train loss: 0.0003. Train Acc: 86.6925, Test loss: 0.0003. Test Acc: 86.5700. Time/epoch: 4.0900
 EPOCH 30. Progress: 30.0%.
 Train loss: 0.0002. Train Acc: 93.3275, Test loss: 0.0002. Test Acc: 93.0000. Time/epoch: 3.7836
 EPOCH 40. Progress: 40.0%.
 Train loss: 0.0003. Train Acc: 86.7875, Test loss: 0.0003. Test Acc: 86.6300. Time/epoch: 3.9666
 EPOCH 50. Progress: 50.0%.
 Train loss: 0.0003. Train Acc: 86.1525, Test loss: 0.0003. Test Acc: 86.0300. Time/epoch: 4.4136
 EPOCH 60. Progress: 60.0%.
 Train loss: 0.0003. Train Acc: 89.4050, Test loss: 0.0003. Test Acc: 88.9200. Time/epoch: 4.2230
 EPOCH 70. Progress: 70.0%.
 Train loss: 0.0001. Train Acc: 95.5700, Test loss: 0.0001. Test Acc: 94.6200. Time/epoch: 4.1061
 EPOCH 80. Progress: 80.0%.
 Train loss: 0.0001. Train Acc: 96.5025, Test loss: 0.0001. Test Acc: 95.6900. Time/epoch: 4.3656
 EPOCH 90. Progress: 90.0%.
 Train loss: 0.0002. Train Acc: 92.6275, Test loss: 0.0002. Test Acc: 91.9200. Time/epoch: 4.0278
 EPOCH 100. Progress: 100.0%.
 Train loss: 0.0001. Train Acc: 97.1175, Test loss: 0.0001. Test Acc: 96.3000. Time/epoch: 3.7401

Using CNNs for a image dataset

[ ]:

class CNNet(nn.Module):
    def __init__(self):
        super().__init__()
        self.conv1 = nn.Conv2d(4, 6, 5)
        self.pool = nn.MaxPool2d(2, 2)
        self.conv2 = nn.Conv2d(6, 16, 5)
        self.fc1 = nn.Linear(16 * 4 * 4, 120)
        self.fc2 = nn.Linear(120, 84)
        self.fc3 = nn.Linear(84, 6)

    def forward(self, x):
        x = self.pool(F.relu(self.conv1(x)))
        x = self.pool(F.relu(self.conv2(x)))
        x = torch.flatten(x, 1) # flatten all dimensions except batch
        x = F.relu(self.fc1(x))
        x = F.relu(self.fc2(x))
        x = self.fc3(x)
        return x


model = CNNet()

[ ]:

# Training and Evaluation routines
import time
def train(model,loss_fn, optimizer, train_loader, test_loader, num_epochs=None, verbose=False):
    """
    This is a standard training loop, which leaves some parts to be filled in.
    INPUT:
    :param model: an untrained pytorch model
    :param loss_fn: e.g. Cross Entropy loss of Mean Squared Error.
    :param optimizer: the model optimizer, initialized with a learning rate.
    :param training_set: The training data, in a dataloader for easy iteration.
    :param test_loader: The testing data, in a dataloader for easy iteration.
    """

    print('optimizer: {}'.format(optimizer))
    if num_epochs is None:
        num_epochs = 100
    print('n. of epochs: {}'.format(num_epochs))
    for epoch in range(num_epochs+1):
        start = time.time()
        # loop through each data point in the training set
        for data, targets in train_loader:

            # run the model on the data
            model_input = data.permute(0, 3, 2, 1).to(device)
            if verbose: print('model_input.shape: {}'.format(model_input.shape))

            # Clear gradients w.r.t. parameters
            optimizer.zero_grad()

            out = model(model_input) # The second output is the latent representation
            if verbose:
                print('targets.shape: {}'.format(targets.shape))
                print('targets: {}'.format(targets))
                print('out.shape: {}'.format(out.shape))
                print('out: {}'.format(out))

            # Calculate the loss
            targets = targets.type(torch.LongTensor).to(device) # add an extra dimension to keep CrossEntropy happy.
            if verbose: print('targets.shape: {}'.format(targets.shape))
            loss = loss_fn(out,targets)
            if verbose: print('loss: {}'.format(loss))

            # Find the gradients of our loss via backpropogation
            loss.backward()

            # Adjust accordingly with the optimizer
            optimizer.step()

        # Give status reports every 100 epochs
        if epoch % 10==0:
            print(f" EPOCH {epoch}. Progress: {epoch/num_epochs*100}%. ")
            loss_train, acc_train = evaluate(model,train_loader,verbose)
            loss_test, acc_test = evaluate(model,test_loader,verbose)
            print(" Train loss: {:.4f}. Train Acc: {:.4f}, Test loss: {:.4f}. Test Acc: {:.4f}. Time/epoch: {:.4f}".format(loss_train, acc_train, loss_test, acc_test, (time.time() - start))) #TODO: implement the evaluate function to provide performance statistics during training.


def evaluate(model, evaluation_set, verbose=False):
    """
    Evaluates the given model on the given dataset.
    Returns the percentage of correct classifications out of total classifications.
    """
    with torch.no_grad(): # this disables backpropogation, which makes the model run much more quickly.
        correct = 0
        total = 0
        loss_all=0

        for data, targets in evaluation_set:

            # run the model on the data
            model_input = data.permute(0, 3, 2, 1).to(device)
            if verbose:
                print('model_input.shape: {}'.format(model_input.shape))
                print('targets.shape: {}'.format(targets.shape))
            out = model(model_input)
            targets = targets.type(torch.LongTensor)
            loss = loss_fn(out,targets)

            if verbose: print('out[:5]: {}'.format(out[:5]))
            loss_all+=loss.item()

            # the class with the highest energy is what we choose as prediction
            _, predicted = torch.max(out.data, 1)
            total += targets.size(0)
            correct += (predicted == targets).sum().item()
        acc = 100 * correct / total
        loss = loss_all/total
    return loss, acc


[ ]:

lr_range = [0.01,0.005,0.001]

for lr in lr_range:
    if 'model' in globals():
        print('Deleting previous model')
        del model, loss_fn, optimizer
    model = CNNet().to(device)
    optimizer = torch.optim.Adam(model.parameters(), lr = lr)

    loss_fn = nn.CrossEntropyLoss().to(device)
    train(model,loss_fn, optimizer, dataloaders['train'], dataloaders['test'],verbose=False)

Deleting previous model

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Cell In[14], line 6
      4 if 'model' in globals():
      5     print('Deleting previous model')
----> 6     del model, loss_fn, optimizer
      7 model = CNNet().to(device)
      8 optimizer = torch.optim.Adam(model.parameters(), lr = lr)

NameError: name 'loss_fn' is not defined

Define Your Neural Network

Before we can run the sweep, let’s define a function that creates and trains our neural network.

In the function below, we define a simple CNN in Pytorch, and add the following lines of code to log models metrics, visualize performance and output and track our experiments easily:

  • wandb.init() – Initialize a new W&B run. Each run is single execution of the training script.

  • wandb.config – Save all your hyperparameters in a config object. This lets you use our app to sort and compare your runs by hyperparameter values.

  • callbacks=[WandbCallback()] – Fetch all layer dimensions, model parameters and log them automatically to your W&B dashboard.

  • wandb.log() – Logs custom objects – these can be images, videos, audio files, HTML, plots, point clouds etc. Here we use wandb.log to log images of Simpson characters overlaid with actual and predicted labels.

Sweeping with WandB

[ ]:

# Configure the sweep – specify the parameters to search through, the search strategy, the optimization metric et all.
sweep_config = {
    'method': 'random', #grid, random
    'metric': {
      'name': 'Accuracy/val',
      'goal': 'maximize'
    },
    'parameters': {
        'epochs': {
            'values': [10, 20, 50]
        },
        'batch_size': {
            'values': [32,64,128]
        },
        'weight_decay': {
            'values': [0.0005, 0.005, 0.05]
        },
        'learning_rate': {
            'values': [1e-2, 1e-3, 1e-4, 3e-4, 3e-5, 1e-5]
        },
        'optimizer': {
            'values': ['adam', 'sgd', 'rmsprop']
        }
    }
}


[ ]:

# Initialize a new sweep
# Arguments:
#     – sweep_config: the sweep config dictionary defined above
#     – entity: Set the username for the sweep
#     – project: Set the project name for the sweep
sweep_id = wandb.sweep(sweep_config, entity="ahof1704", project="CNN_Sat_sweep")

Create sweep with ID: 4bmop0um
Sweep URL: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um

[ ]:

class CNNet(nn.Module):
    def __init__(self):
        super().__init__()
        self.conv1 = nn.Conv2d(4, 6, 5)
        self.pool = nn.MaxPool2d(2, 2)
        self.conv2 = nn.Conv2d(6, 16, 5)
        self.fc1 = nn.Linear(16 * 4 * 4, 120)
        self.fc2 = nn.Linear(120, 84)
        self.fc3 = nn.Linear(84, 6)

    def forward(self, x):
        x = self.pool(F.relu(self.conv1(x)))
        x = self.pool(F.relu(self.conv2(x)))
        x = torch.flatten(x, 1) # flatten all dimensions except batch
        x = F.relu(self.fc1(x))
        x = F.relu(self.fc2(x))
        x = self.fc3(x)
        return x


model = CNNet()

[ ]:

# Training and Evaluation routines for Sweeping
import time

loss_fn = nn.CrossEntropyLoss().to(device)

def train(config=None):
    """
    This is a standard training loop, which leaves some parts to be filled in.
    INPUT:
    :param model: an untrained pytorch model
    :param loss_fn: e.g. Cross Entropy loss of Mean Squared Error.
    :param optimizer: the model optimizer, initialized with a learning rate.
    :param training_set: The training data, in a dataloader for easy iteration.
    :param test_loader: The testing data, in a dataloader for easy iteration.
    """

    with wandb.init(config=config):
        verbose=False
        model = CNNet().to(device)
        model.train()

        # Config is a variable that holds and saves hyperparameters and inputs
        config = wandb.config

        print('optimizer: {}'.format(config.optimizer))
        # Define the optimizer
        if config.optimizer=='sgd':
            optimizer =  torch.optim.SGD(model.parameters(), lr=config.learning_rate, weight_decay=config.weight_decay, momentum=0.9, nesterov=True)
        elif config.optimizer=='rmsprop':
            optimizer =  torch.optim.RMSprop(model.parameters(), lr=config.learning_rate, weight_decay=config.weight_decay)
        elif config.optimizer=='adam':
            optimizer =  torch.optim.Adam(model.parameters(), lr=config.learning_rate, betas=(0.9, 0.999))

        # -- create dataloaders
        train_sampler = SubsetRandomSampler(train_indices)
        valid_sampler = SubsetRandomSampler(val_indices)

        dataloaders   = {
            'train': torch.utils.data.DataLoader(dataset, batch_size=config.batch_size, sampler=train_sampler),
            'test': torch.utils.data.DataLoader(dataset, batch_size=config.batch_size, sampler=valid_sampler),
            'all': torch.utils.data.DataLoader(dataset,  batch_size=5000, shuffle=False),
            }
        train_loader = dataloaders['train']
        test_loader = dataloaders['test']

        for epoch in range(config.epochs+1):
            start = time.time()
            # loop through each data point in the training set
            for data, targets in train_loader:

                # run the model on the data
                model_input = data.permute(0, 3, 2, 1).to(device)
                if verbose: print('model_input.shape: {}'.format(model_input.shape))

                # Clear gradients w.r.t. parameters
                optimizer.zero_grad()

                out = model(model_input) # The second output is the latent representation
                if verbose:
                    print('targets.shape: {}'.format(targets.shape))
                    print('targets: {}'.format(targets))
                    print('out.shape: {}'.format(out.shape))
                    print('out: {}'.format(out))

                # Calculate the loss
                targets = targets.type(torch.LongTensor).to(device) # add an extra dimension to keep CrossEntropy happy.
                if verbose: print('targets.shape: {}'.format(targets.shape))
                loss = loss_fn(out,targets)
                if verbose: print('loss: {}'.format(loss))

                # Find the gradients of our loss via backpropogation
                loss.backward()

                # Adjust accordingly with the optimizer
                optimizer.step()

            loss_train, acc_train = evaluate(model,train_loader,verbose)
            loss_test, acc_test = evaluate(model,test_loader,verbose)

            # Give status reports every 100 epochs
            if epoch % 10==0:
                print(f" EPOCH {epoch}. Progress: {epoch/config.epochs*100}%. ")
                print(" Train loss: {:.4f}. Train Acc: {:.4f}, Test loss: {:.4f}. Test Acc: {:.4f}. Time/epoch: {:.4f}".format(loss_train, acc_train, loss_test, acc_test, (time.time() - start))) #TODO: implement the evaluate function to provide performance statistics during training.

            wandb.log({
                "Loss/train": loss_train,
                "Loss/val": loss_test,
                "Accuracy/train": acc_train,
                "Accuracy/val": acc_test,
                "epoch": epoch
            }, step=epoch)

def evaluate(model, evaluation_set, verbose=False):
    """
    Evaluates the given model on the given dataset.
    Returns the percentage of correct classifications out of total classifications.
    """
    model.eval()
    with torch.no_grad(): # this disables backpropogation, which makes the model run much more quickly.
        correct = 0
        total = 0
        loss_all=0

        for data, targets in evaluation_set:

            # run the model on the data
            model_input = data.permute(0, 3, 2, 1).to(device)
            if verbose:
                print('model_input.shape: {}'.format(model_input.shape))
                print('targets.shape: {}'.format(targets.shape))
            out = model(model_input)
            targets = targets.type(torch.LongTensor).to(device)
            loss = loss_fn(out,targets)

            if verbose: print('out[:5]: {}'.format(out[:5]))
            loss_all+=loss.item()

            # the class with the highest energy is what we choose as prediction
            _, predicted = torch.max(out.data, 1)
            total += targets.size(0)
            correct += (predicted == targets).sum().item()
        acc = 100 * correct / total
        loss = loss_all/total
    return loss, acc


[ ]:

wandb.agent(sweep_id, train)

wandb: Agent Starting Run: zzam8458 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230517_235613-zzam8458
Syncing run dutiful-sweep-1 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zzam8458
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0088. Train Acc: 83.1675, Test loss: 0.0088. Test Acc: 83.3300. Time/epoch: 3.3380
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0028. Train Acc: 92.3525, Test loss: 0.0029. Test Acc: 92.4100. Time/epoch: 3.2960
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆▆▇▇▇▇██
Accuracy/val▁▄▅▆▆▇▇▇███
Loss/train█▃▂▂▂▂▁▁▁▁▁
Loss/val█▃▂▂▂▂▁▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train92.3525
Accuracy/val92.41
Loss/train0.00284
Loss/val0.00293
epoch10

View run dutiful-sweep-1 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zzam8458
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230517_235613-zzam8458/logs
wandb: Agent Starting Run: oft3pjvq with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230517_235703-oft3pjvq
Syncing run icy-sweep-2 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oft3pjvq
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0099. Train Acc: 87.1850, Test loss: 0.0103. Test Acc: 86.9400. Time/epoch: 4.9065
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0049. Train Acc: 94.0975, Test loss: 0.0054. Test Acc: 93.6300. Time/epoch: 4.8879
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0035. Train Acc: 95.4450, Test loss: 0.0042. Test Acc: 94.4000. Time/epoch: 4.8633
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0038. Train Acc: 95.4750, Test loss: 0.0047. Test Acc: 94.5100. Time/epoch: 4.6823
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0052. Train Acc: 93.3300, Test loss: 0.0058. Test Acc: 92.8400. Time/epoch: 4.6711
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0033. Train Acc: 96.1875, Test loss: 0.0042. Test Acc: 95.2100. Time/epoch: 4.8509
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆▆▇▆▇▆▇▇▆▇▇▇▆▇▇▆█▇█▇▅▇▇▆█▇▆███▇██▇███
Accuracy/val▁▅▆▆▇▇▇▇▆█▇▇▇█▇▅▇▇▆█▇██▄▇█▆█▇▆█▇█▇██▇███
Loss/train█▅▄▄▃▂▃▂▃▂▂▃▂▂▂▃▂▂▂▁▂▂▂▅▂▁▃▁▂▃▁▁▁▂▁▁▂▁▁▁
Loss/val█▄▃▃▂▂▂▂▃▂▂▃▂▁▂▄▂▂▂▁▂▂▁▅▂▁▃▁▃▃▁▂▁▂▁▁▂▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.1875
Accuracy/val95.21
Loss/train0.00333
Loss/val0.00418
epoch50

View run icy-sweep-2 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oft3pjvq
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230517_235703-oft3pjvq/logs
wandb: Agent Starting Run: 5l40buem with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_000122-5l40buem
Syncing run gentle-sweep-3 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5l40buem
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0067. Train Acc: 91.3225, Test loss: 0.0069. Test Acc: 91.1800. Time/epoch: 4.6403
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0040. Train Acc: 94.8575, Test loss: 0.0042. Test Acc: 94.8800. Time/epoch: 4.6858
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0036. Train Acc: 95.1500, Test loss: 0.0038. Test Acc: 95.2500. Time/epoch: 4.6908
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0034. Train Acc: 95.7000, Test loss: 0.0035. Test Acc: 95.7100. Time/epoch: 4.5836
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0035. Train Acc: 95.5450, Test loss: 0.0036. Test Acc: 95.4700. Time/epoch: 4.5669
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0033. Train Acc: 95.9025, Test loss: 0.0035. Test Acc: 95.9200. Time/epoch: 4.6939
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▅▅▄▇▆▇▆▆▆▇▇▆█▄▇▇▇▇█▇██████▇▇█▇▇█▇▇████
Accuracy/val▁▃▅▅▅▇▆▇▆▇▆▇▇▆█▅▇▇▇▆▇▇▇█████▇▇█▇▇█▇█████
Loss/train█▆▄▄▅▃▃▃▂▂▃▂▂▃▂▄▂▂▂▂▂▂▂▁▁▁▁▁▁▂▁▁▂▁▁▁▁▁▁▁
Loss/val█▆▄▄▅▃▃▃▃▂▂▂▂▃▂▄▂▂▂▂▂▂▂▁▁▁▁▁▁▂▁▁▂▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.9025
Accuracy/val95.92
Loss/train0.00333
Loss/val0.00346
epoch50

View run gentle-sweep-3 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5l40buem
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_000122-5l40buem/logs
wandb: Agent Starting Run: ycw8i34p with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_000536-ycw8i34p
Syncing run eager-sweep-4 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ycw8i34p
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.6145
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 4.7618
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▆▄▃█▆▂▂▂▂▃▁
Loss/val▆▅▃█▃▃▁▂▂▃▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04804
Loss/val0.04794
epoch10

View run eager-sweep-4 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ycw8i34p
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_000536-ycw8i34p/logs
wandb: Agent Starting Run: jc5xf3r3 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_000642-jc5xf3r3
Syncing run vague-sweep-5 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jc5xf3r3
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.5855
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7293
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▄█▁▃▄▁▂▆█▂▃
Loss/val▃█▁▃▃▂▄▆█▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.0481
Loss/val0.04798
epoch10

View run vague-sweep-5 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jc5xf3r3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_000642-jc5xf3r3/logs
wandb: Agent Starting Run: i7nmk94y with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_000748-i7nmk94y
Syncing run glowing-sweep-6 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i7nmk94y
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0065. Train Acc: 73.8450, Test loss: 0.0065. Test Acc: 73.8100. Time/epoch: 2.1962
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 90.5125, Test loss: 0.0020. Test Acc: 90.4400. Time/epoch: 2.3259
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▇▇▇███
Accuracy/val▁▄▅▆▆▇▇▇███
Loss/train█▅▃▃▂▂▂▁▁▁▁
Loss/val█▅▃▃▂▂▂▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train90.5125
Accuracy/val90.44
Loss/train0.00192
Loss/val0.00196
epoch10

View run glowing-sweep-6 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i7nmk94y
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_000748-i7nmk94y/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 8e2wk0j2 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_000835-8e2wk0j2
Syncing run deep-sweep-7 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8e2wk0j2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0068. Train Acc: 85.0775, Test loss: 0.0068. Test Acc: 85.7200. Time/epoch: 3.0562
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0025. Train Acc: 93.6550, Test loss: 0.0027. Test Acc: 93.5200. Time/epoch: 3.1775
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0022. Train Acc: 94.7350, Test loss: 0.0023. Test Acc: 94.4900. Time/epoch: 3.1338
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▇▇▇▇▇▇▇█████████
Accuracy/val▁▄▅▆▆▇▇▇▇▇▇██████████
Loss/train█▄▃▃▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▃▃▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train94.735
Accuracy/val94.49
Loss/train0.00217
Loss/val0.0023
epoch20

View run deep-sweep-7 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8e2wk0j2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_000835-8e2wk0j2/logs
wandb: Agent Starting Run: 9olidkws with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_000955-9olidkws
Syncing run morning-sweep-8 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9olidkws
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0068. Train Acc: 91.0925, Test loss: 0.0069. Test Acc: 90.8100. Time/epoch: 4.7435
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0047. Train Acc: 93.6450, Test loss: 0.0048. Test Acc: 93.8200. Time/epoch: 4.8731
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0039. Train Acc: 94.9900, Test loss: 0.0040. Test Acc: 95.1200. Time/epoch: 4.8602
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0052. Train Acc: 92.5125, Test loss: 0.0053. Test Acc: 92.6600. Time/epoch: 4.6839
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0036. Train Acc: 95.6250, Test loss: 0.0037. Test Acc: 95.6400. Time/epoch: 4.8334
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0036. Train Acc: 95.3300, Test loss: 0.0037. Test Acc: 95.5700. Time/epoch: 4.8268
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▅▄▄▆▅▅▆▅▆▇▇▆▇▆▇▇▇▆▆▇█▃▇▇▇▇▆█▇█▆████▇▇
Accuracy/val▁▃▄▅▅▅▆▅▅▆▄▇▇▇▆▇▇▇▇▇▆▆▇█▃▇▇▇▇▆█▇█▇████▇▇
Loss/train█▆▅▄▄▄▃▄▄▃▄▃▂▂▃▂▂▂▂▂▃▂▁▁▅▂▂▂▂▃▁▂▁▃▁▁▁▁▂▂
Loss/val█▆▅▄▄▄▃▄▄▃▄▂▂▂▃▂▂▂▂▂▃▂▁▁▅▂▂▂▂▃▁▂▁▂▁▁▁▁▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.33
Accuracy/val95.57
Loss/train0.00357
Loss/val0.00366
epoch50

View run morning-sweep-8 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9olidkws
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_000955-9olidkws/logs
wandb: Agent Starting Run: xwgaxq12 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_001419-xwgaxq12
Syncing run royal-sweep-9 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xwgaxq12
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0018. Train Acc: 90.3100, Test loss: 0.0019. Test Acc: 90.2400. Time/epoch: 2.3505
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0012. Train Acc: 93.2350, Test loss: 0.0013. Test Acc: 93.2100. Time/epoch: 2.3292
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0009. Train Acc: 95.3875, Test loss: 0.0011. Test Acc: 94.9800. Time/epoch: 2.1884
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0006. Train Acc: 96.9850, Test loss: 0.0007. Test Acc: 96.5600. Time/epoch: 2.3183
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 97.2925, Test loss: 0.0007. Test Acc: 96.8100. Time/epoch: 2.3052
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.6450, Test loss: 0.0006. Test Acc: 97.1600. Time/epoch: 2.1686
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▆▆▆▄▆▆▇▅▆▆▇▆▇▇▇▅▇▆▇▇▇▇▇███▇███▇▇███
Accuracy/val▁▃▄▅▅▆▆▆▄▆▆▇▅▆▆▇▆▇▇▇▅▇▆▇▇▇▇▇▇██▇█▇█▇▇█▇█
Loss/train█▆▅▄▄▃▃▃▅▃▃▂▄▃▃▂▃▂▂▂▃▂▃▂▂▂▂▂▁▁▁▂▁▁▁▁▂▁▁▁
Loss/val█▆▅▄▄▃▃▃▅▃▃▂▄▃▃▂▃▂▂▂▃▂▂▂▁▂▂▂▁▁▁▂▁▁▁▂▃▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.645
Accuracy/val97.16
Loss/train0.00049
Loss/val0.00063
epoch50

View run royal-sweep-9 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xwgaxq12
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_001419-xwgaxq12/logs
wandb: Agent Starting Run: 3qr8irec with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_001627-3qr8irec
Syncing run lucky-sweep-10 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3qr8irec
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0119. Train Acc: 88.0000, Test loss: 0.0122. Test Acc: 87.8200. Time/epoch: 4.7784
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0055. Train Acc: 92.7175, Test loss: 0.0056. Test Acc: 92.7200. Time/epoch: 4.6236
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0050. Train Acc: 93.7725, Test loss: 0.0052. Test Acc: 93.5600. Time/epoch: 4.5725
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0047. Train Acc: 93.7725, Test loss: 0.0049. Test Acc: 93.9700. Time/epoch: 4.7329
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0040. Train Acc: 95.1700, Test loss: 0.0042. Test Acc: 95.1100. Time/epoch: 4.7364
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0041. Train Acc: 95.0375, Test loss: 0.0043. Test Acc: 94.8900. Time/epoch: 4.7085
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▅▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇██▇████▇█▇█▇████▆█
Accuracy/val▁▄▄▅▅▆▆▆▆▇▆▇▇▇▇▇▆▇▇▇▇▇█▇▇████▇█▇█▇████▆█
Loss/train█▄▄▃▃▂▂▂▂▂▂▂▂▂▂▁▂▂▂▂▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁
Loss/val█▄▄▃▃▃▂▂▂▂▂▂▂▂▂▁▂▂▂▂▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.0375
Accuracy/val94.89
Loss/train0.0041
Loss/val0.00427
epoch50

View run lucky-sweep-10 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3qr8irec
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_001627-3qr8irec/logs
wandb: Agent Starting Run: t4osxxhb with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002039-t4osxxhb
Syncing run scarlet-sweep-11 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t4osxxhb
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0016. Train Acc: 91.7150, Test loss: 0.0016. Test Acc: 91.6600. Time/epoch: 2.3046
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0007. Train Acc: 96.3875, Test loss: 0.0008. Test Acc: 95.9900. Time/epoch: 2.4241
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0004. Train Acc: 97.8550, Test loss: 0.0006. Test Acc: 97.0100. Time/epoch: 2.4088
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▆▆▆▇▆▆▆▇▆▇▇███▇█
Accuracy/val▁▄▄▆▅▇▆▇▇▇▇▆▇▆█▇███▇█
Loss/train█▅▅▄▄▃▃▃▂▃▃▃▂▃▂▂▁▁▁▂▁
Loss/val█▅▄▃▃▂▃▂▂▂▂▃▁▃▁▂▁▁▁▃▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.855
Accuracy/val97.01
Loss/train0.00044
Loss/val0.00063
epoch20

View run scarlet-sweep-11 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t4osxxhb
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002039-t4osxxhb/logs
wandb: Agent Starting Run: 3d41qa4k with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002141-3d41qa4k
Syncing run proud-sweep-12 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3d41qa4k
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.1893
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.1383
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 5.1727
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▆▅▄▄▄▆▅▅▂▆▂▂▁▇▄█▅▄▅▇▂
Loss/val▅█▂▁▃▇▆▇▄▆▅▅▂█▅▆▅▆▅▄▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04805
Loss/val0.04793
epoch20

View run proud-sweep-12 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3d41qa4k
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002141-3d41qa4k/logs
wandb: Agent Starting Run: xvc9j71t with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002342-xvc9j71t
Syncing run atomic-sweep-13 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xvc9j71t
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0060. Train Acc: 91.9650, Test loss: 0.0062. Test Acc: 91.7200. Time/epoch: 4.8781
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0121. Train Acc: 84.9550, Test loss: 0.0121. Test Acc: 85.3500. Time/epoch: 4.8153
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0035. Train Acc: 95.7625, Test loss: 0.0036. Test Acc: 95.7500. Time/epoch: 4.8847
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▆▆▆▆▇▇▇▇▇█▁▇███▇█▇███
Accuracy/val▅▅▆▆▇▇▇▇▇█▁▇▇████▇███
Loss/train▃▃▂▂▂▂▂▁▂▂█▂▁▁▁▁▁▂▁▁▁
Loss/val▃▃▂▂▂▂▂▁▂▂█▂▁▁▁▁▁▂▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.7625
Accuracy/val95.75
Loss/train0.00353
Loss/val0.0036
epoch20

View run atomic-sweep-13 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xvc9j71t
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002342-xvc9j71t/logs
wandb: Agent Starting Run: w3ttjtb4 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002539-w3ttjtb4
Syncing run lilac-sweep-14 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w3ttjtb4
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0018. Train Acc: 90.5200, Test loss: 0.0019. Test Acc: 90.5500. Time/epoch: 2.3806
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0010. Train Acc: 95.0050, Test loss: 0.0011. Test Acc: 94.8300. Time/epoch: 2.3062
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0009. Train Acc: 95.5125, Test loss: 0.0009. Test Acc: 95.4000. Time/epoch: 2.1862
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0008. Train Acc: 96.2875, Test loss: 0.0008. Test Acc: 96.1700. Time/epoch: 2.3307
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 95.3725, Test loss: 0.0010. Test Acc: 95.1500. Time/epoch: 2.3377
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 95.3175, Test loss: 0.0009. Test Acc: 95.4600. Time/epoch: 2.3253
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▁▅▆▃▆▅▆▇▆▅▆▇▇▆▇▇▇▅▇▇█▇█▆▆▆▇█▇█▇█▇██▇▅▇
Accuracy/val▁▅▂▅▆▃▆▆▆▆▆▅▆▇▇▆▇▇▇▅▇▇█▇█▆▇▆▇███▇█▇██▇▅▇
Loss/train█▅▇▄▃▅▃▄▃▂▃▄▃▂▂▂▂▂▂▃▂▂▁▂▁▃▂▃▂▁▁▁▂▁▂▁▁▂▃▂
Loss/val█▅▇▄▃▅▃▃▃▃▂▄▃▂▂▂▂▂▂▃▂▂▁▂▁▃▂▃▁▁▁▁▂▁▂▁▁▂▃▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.3175
Accuracy/val95.46
Loss/train0.0009
Loss/val0.00093
epoch50

View run lilac-sweep-14 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w3ttjtb4
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002539-w3ttjtb4/logs
wandb: Agent Starting Run: 6kgluzmq with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002749-6kgluzmq
Syncing run pleasant-sweep-15 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6kgluzmq
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0046. Train Acc: 93.9450, Test loss: 0.0048. Test Acc: 93.8200. Time/epoch: 4.6201
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0035. Train Acc: 95.2925, Test loss: 0.0039. Test Acc: 95.0600. Time/epoch: 4.7475
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▄▁▄▆▇▄▇▇██▆
Accuracy/val▄▁▄▆▇▃▇▇██▆
Loss/train▅█▅▃▂▅▂▃▁▁▃
Loss/val▅█▆▃▂▅▂▃▁▁▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.2925
Accuracy/val95.06
Loss/train0.0035
Loss/val0.00385
epoch10

View run pleasant-sweep-15 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6kgluzmq
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002749-6kgluzmq/logs
wandb: Agent Starting Run: vn8tnx3k with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002855-vn8tnx3k
Syncing run kind-sweep-16 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/vn8tnx3k
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0042. Train Acc: 76.6925, Test loss: 0.0043. Test Acc: 76.9400. Time/epoch: 2.2380
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0169. Train Acc: 58.1875, Test loss: 0.0170. Test Acc: 58.5100. Time/epoch: 2.3528
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▆▇▇█▅▆██▅█▁
Accuracy/val▆▇██▅▆██▅█▁
Loss/train▂▂▁▂▂▂▁▁▂▁█
Loss/val▂▂▁▂▂▂▁▁▂▁█
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train58.1875
Accuracy/val58.51
Loss/train0.0169
Loss/val0.01697
epoch10

View run kind-sweep-16 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/vn8tnx3k
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002855-vn8tnx3k/logs
wandb: Agent Starting Run: 7m5xr9i9 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_002936-7m5xr9i9
Syncing run astral-sweep-17 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7m5xr9i9
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.0138
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9350
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0977
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.1260
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.1197
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.0731
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▃▂▂▁▅▂▁▃▅▁█▅▁▄▃▃▇▂▃▅▂▂▂▁▁▃▁▂▃▁▂▁▁▄▃▂▁▁▃▂
Loss/val▃▃▂▂▆▄▂▆▅▂█▅▂▅▄▄▄▂▃▅▅▆▃▄▂▆▁▃▃▄▃▂▄▄▂▃▃▄▃▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02403
epoch50

View run astral-sweep-17 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7m5xr9i9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_002936-7m5xr9i9/logs
wandb: Agent Starting Run: do2ct7u1 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_003223-do2ct7u1
Syncing run robust-sweep-18 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/do2ct7u1
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0021. Train Acc: 90.2725, Test loss: 0.0022. Test Acc: 90.5000. Time/epoch: 2.4773
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0009. Train Acc: 95.6300, Test loss: 0.0009. Test Acc: 95.6800. Time/epoch: 2.4208
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0007. Train Acc: 96.4575, Test loss: 0.0008. Test Acc: 96.4900. Time/epoch: 2.4178
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0006. Train Acc: 96.9950, Test loss: 0.0007. Test Acc: 96.5600. Time/epoch: 2.2943
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 97.2800, Test loss: 0.0006. Test Acc: 96.9200. Time/epoch: 2.4210
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.6825, Test loss: 0.0006. Test Acc: 97.2500. Time/epoch: 2.4330
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▅▅▅▆▆▆▆▆▇▇▆▇▇▇▇▇▇▆▇▇▇▇▇▇▇▇█▇████████
Accuracy/val▁▃▄▄▅▅▅▆▆▆▆▇▇▇▆▇▇▇▇▇▇▆▇▇▇▇██▇▇██████████
Loss/train█▅▅▄▄▃▃▃▃▃▃▂▂▂▃▂▂▂▂▂▂▃▂▂▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▅▄▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.6825
Accuracy/val97.25
Loss/train0.00051
Loss/val0.00062
epoch50

View run robust-sweep-18 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/do2ct7u1
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_003223-do2ct7u1/logs
wandb: Agent Starting Run: uchsrn45 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_003440-uchsrn45
Syncing run clear-sweep-19 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/uchsrn45
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0176. Train Acc: 55.3525, Test loss: 0.0178. Test Acc: 55.5500. Time/epoch: 3.2013
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1492
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1419
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0273
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1642
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1493
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▁███████████████████████████████████████
Loss/val▁███████████████████████████████████████
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02405
Loss/val0.02409
epoch50

View run clear-sweep-19 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/uchsrn45
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_003440-uchsrn45/logs
wandb: Agent Starting Run: oc0l1pdk with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_003732-oc0l1pdk
Syncing run unique-sweep-20 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oc0l1pdk
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0018. Train Acc: 88.6375, Test loss: 0.0018. Test Acc: 88.6900. Time/epoch: 2.2337
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0008. Train Acc: 96.1925, Test loss: 0.0008. Test Acc: 96.0400. Time/epoch: 2.3739
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0005. Train Acc: 97.7425, Test loss: 0.0006. Test Acc: 97.5600. Time/epoch: 2.3606
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0004. Train Acc: 98.0750, Test loss: 0.0006. Test Acc: 97.5400. Time/epoch: 2.3336
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0003. Train Acc: 98.4550, Test loss: 0.0005. Test Acc: 97.6800. Time/epoch: 2.2281
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0003. Train Acc: 98.6000, Test loss: 0.0006. Test Acc: 97.7000. Time/epoch: 2.3394
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▂▅▆▆▆▆▆▆▇▆▅▆▆▇▇▇▇▇▇▇▅▇███▇█▇████████▇█
Accuracy/val▁▂▂▅▆▆▆▆▇▆▇▆▅▆▇▇███▇▇▇▅▇███▇█▇███▇▇███▇█
Loss/train███▅▄▄▃▃▃▃▃▄▄▃▃▂▂▂▂▂▂▂▅▂▂▁▁▂▂▂▁▁▁▁▁▁▁▁▂▁
Loss/val███▅▃▃▃▃▃▃▂▃▄▃▂▂▂▁▁▂▂▂▅▂▁▁▁▂▂▂▁▁▁▁▁▁▁▁▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.6
Accuracy/val97.7
Loss/train0.0003
Loss/val0.00055
epoch50

View run unique-sweep-20 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oc0l1pdk
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_003732-oc0l1pdk/logs
wandb: Agent Starting Run: xdwakrae with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_003945-xdwakrae
Syncing run deep-sweep-21 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xdwakrae
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0104. Train Acc: 70.3125, Test loss: 0.0103. Test Acc: 70.9600. Time/epoch: 3.0324
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0019. Train Acc: 95.6000, Test loss: 0.0021. Test Acc: 95.4500. Time/epoch: 3.1860
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0016. Train Acc: 95.8350, Test loss: 0.0021. Test Acc: 95.1400. Time/epoch: 3.1535
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▇▇▇▆▆▇██▇███████▇█
Accuracy/val▁▃▅▇▇▇▆▆▇██▇███████▇█
Loss/train█▆▄▂▂▂█▃▂▂▁▂▁▁▁▁▁▁▁▂▁
Loss/val▇▅▄▂▂▂█▃▂▁▁▁▁▁▁▁▁▁▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.835
Accuracy/val95.14
Loss/train0.00164
Loss/val0.00205
epoch20

View run deep-sweep-21 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xdwakrae
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_003945-xdwakrae/logs
wandb: Agent Starting Run: cr02yzq9 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004106-cr02yzq9
Syncing run wandering-sweep-22 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cr02yzq9
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0045. Train Acc: 94.1700, Test loss: 0.0047. Test Acc: 94.2100. Time/epoch: 5.1689
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0025. Train Acc: 97.0225, Test loss: 0.0027. Test Acc: 96.5200. Time/epoch: 5.1706
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▅▇▆▅▅▇▇█
Accuracy/val▁▄▃▅▇▇▅▅▇▇█
Loss/train█▅▆▃▂▃▃▄▂▂▁
Loss/val█▆▆▄▂▃▃▅▂▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train97.0225
Accuracy/val96.52
Loss/train0.00246
Loss/val0.00275
epoch10

View run wandering-sweep-22 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cr02yzq9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004106-cr02yzq9/logs
wandb: Agent Starting Run: cmkt7j2h with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004217-cmkt7j2h
Syncing run devout-sweep-23 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cmkt7j2h
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0034. Train Acc: 90.8500, Test loss: 0.0035. Test Acc: 91.1100. Time/epoch: 3.2042
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0014. Train Acc: 96.5125, Test loss: 0.0016. Test Acc: 96.3200. Time/epoch: 3.1972
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0009. Train Acc: 97.7800, Test loss: 0.0011. Test Acc: 97.3000. Time/epoch: 3.1353
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 97.5925, Test loss: 0.0012. Test Acc: 97.0900. Time/epoch: 3.0095
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0005. Train Acc: 98.8900, Test loss: 0.0009. Test Acc: 98.0400. Time/epoch: 2.9984
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 98.8875, Test loss: 0.0010. Test Acc: 97.9200. Time/epoch: 3.1653
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▅▄▃▅▆▆▆▆▆▆▇▄▇▇▇▇▇▇▇▇▇▇▆▇▇██▇████████
Accuracy/val▁▄▄▄▅▄▃▆▆▆▇▇▆▆▇▄▇▇▇▇▇▇██▇▇▆▇▆██▇█████▇▇█
Loss/train█▆▅▅▄▅▆▄▃▃▃▃▃▄▂▅▂▂▂▂▂▂▂▂▂▂▃▂▂▁▁▂▁▁▁▁▁▁▁▁
Loss/val█▅▅▅▄▄▆▃▃▃▂▂▃▃▂▅▂▂▂▂▂▂▁▁▂▂▃▂▂▁▁▂▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.8875
Accuracy/val97.92
Loss/train0.00047
Loss/val0.001
epoch50

View run devout-sweep-23 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cmkt7j2h
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004217-cmkt7j2h/logs
wandb: Agent Starting Run: mq1zs0j2 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004510-mq1zs0j2
Syncing run olive-sweep-24 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mq1zs0j2
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0015. Train Acc: 91.7725, Test loss: 0.0015. Test Acc: 92.0400. Time/epoch: 2.2943
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 96.0750, Test loss: 0.0009. Test Acc: 95.9700. Time/epoch: 2.3073
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▃▁▅▄▆▆▇▆██▇
Accuracy/val▄▁▆▄▆▆▇▇██▇
Loss/train▆█▄▆▄▃▂▃▁▁▂
Loss/val▆█▃▆▄▃▂▃▁▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.075
Accuracy/val95.97
Loss/train0.00077
Loss/val0.00085
epoch10

View run olive-sweep-24 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mq1zs0j2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004510-mq1zs0j2/logs
wandb: Agent Starting Run: t25nlhl0 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004550-t25nlhl0
Syncing run restful-sweep-25 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t25nlhl0
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0017. Train Acc: 90.7050, Test loss: 0.0018. Test Acc: 90.5800. Time/epoch: 2.3931
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0029. Train Acc: 85.2775, Test loss: 0.0030. Test Acc: 85.6400. Time/epoch: 2.2056
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0011. Train Acc: 93.8225, Test loss: 0.0011. Test Acc: 94.1100. Time/epoch: 2.3408
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0015. Train Acc: 91.7100, Test loss: 0.0016. Test Acc: 91.5500. Time/epoch: 2.3471
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0010. Train Acc: 94.9125, Test loss: 0.0010. Test Acc: 95.0100. Time/epoch: 2.3499
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 94.4100, Test loss: 0.0011. Test Acc: 94.7400. Time/epoch: 2.2061
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▆▆▅▅▇▃▇▇▃█▅▇▅▆▆▁▇█▇▆▇█▅▆▆▆█▇█▇██████████
Accuracy/val▅▆▅▅▇▃▇▇▃█▅▇▅▆▆▁▇█▇▆▇█▅▆▆▆█▇█▇██████████
Loss/train▃▃▃▃▂▆▂▂▆▁▄▂▄▂▃█▁▁▂▂▂▁▃▃▃▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁
Loss/val▃▃▃▃▃▆▂▂▆▁▄▂▄▃▃█▁▁▂▂▂▁▃▃▃▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train94.41
Accuracy/val94.74
Loss/train0.00108
Loss/val0.0011
epoch50

View run restful-sweep-25 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t25nlhl0
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004550-t25nlhl0/logs
wandb: Agent Starting Run: xiqj6i11 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004759-xiqj6i11
Syncing run visionary-sweep-26 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xiqj6i11
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0075. Train Acc: 77.7025, Test loss: 0.0074. Test Acc: 78.1000. Time/epoch: 3.1311
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0031. Train Acc: 92.9450, Test loss: 0.0034. Test Acc: 92.3900. Time/epoch: 3.0820
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▅▄▇▆██
Accuracy/val▁▂▄▅▅▅▄▆▆██
Loss/train█▅▅▆▄▄▄▃▄▂▁
Loss/val█▅▅▆▄▄▄▃▄▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train92.945
Accuracy/val92.39
Loss/train0.00312
Loss/val0.00339
epoch10

View run visionary-sweep-26 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xiqj6i11
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004759-xiqj6i11/logs
wandb: Agent Starting Run: famk9f31 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004848-famk9f31
Syncing run dark-sweep-27 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/famk9f31
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0062. Train Acc: 90.5375, Test loss: 0.0063. Test Acc: 90.7300. Time/epoch: 4.9297
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0032. Train Acc: 96.3000, Test loss: 0.0034. Test Acc: 96.2200. Time/epoch: 4.8901
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▃▂▁▇▆█▅██▇█
Accuracy/val▃▂▁▇▆█▅██▇█
Loss/train▆█▇▂▃▁▄▁▁▂▂
Loss/val▆█▇▂▃▁▄▁▁▂▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.3
Accuracy/val96.22
Loss/train0.0032
Loss/val0.00339
epoch10

View run dark-sweep-27 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/famk9f31
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004848-famk9f31/logs
wandb: Agent Starting Run: ytk8g35l with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_004953-ytk8g35l
Syncing run deft-sweep-28 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ytk8g35l
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0082. Train Acc: 89.1525, Test loss: 0.0083. Test Acc: 89.5100. Time/epoch: 5.2215
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0031. Train Acc: 96.1425, Test loss: 0.0042. Test Acc: 94.8700. Time/epoch: 5.1365
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▆▅▆▅▇████
Accuracy/val▁▃▆▅▆▅▇█▇█▇
Loss/train█▆▄▄▃▄▂▁▁▁▁
Loss/val█▆▃▃▃▄▂▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.1425
Accuracy/val94.87
Loss/train0.00307
Loss/val0.00423
epoch10

View run deft-sweep-28 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ytk8g35l
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_004953-ytk8g35l/logs
wandb: Agent Starting Run: aec4ug5t with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_005103-aec4ug5t
Syncing run brisk-sweep-29 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/aec4ug5t
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 90.2800, Test loss: 0.0020. Test Acc: 90.5100. Time/epoch: 2.3997
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0012. Train Acc: 94.1325, Test loss: 0.0012. Test Acc: 94.1300. Time/epoch: 2.3393
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 94.0325, Test loss: 0.0012. Test Acc: 94.1000. Time/epoch: 2.3384
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▁▆▆▇▆▆▆▆▇▇███▇▇▆█▆
Accuracy/val▁▂▃▁▆▆▇▆▆▇▆▇▇███▇▇▇█▆
Loss/train█▆▅▇▃▂▂▃▃▂▃▂▂▂▁▁▂▂▂▁▂
Loss/val█▆▅▇▃▂▂▃▃▂▃▂▂▂▁▁▂▂▂▁▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train94.0325
Accuracy/val94.1
Loss/train0.00116
Loss/val0.00121
epoch20

View run brisk-sweep-29 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/aec4ug5t
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_005103-aec4ug5t/logs
wandb: Agent Starting Run: pjh7m7v6 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_005204-pjh7m7v6
Syncing run bumbling-sweep-30 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/pjh7m7v6
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0039. Train Acc: 89.7025, Test loss: 0.0041. Test Acc: 89.3400. Time/epoch: 3.3796
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0016. Train Acc: 96.1050, Test loss: 0.0018. Test Acc: 96.0800. Time/epoch: 3.3007
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 96.8500, Test loss: 0.0015. Test Acc: 96.6600. Time/epoch: 3.3318
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▆▆▆▇▇▇▇▇▇▇▇█▇▇▇▇▇█
Accuracy/val▁▄▄▆▆▆▇▇▇▇▇▇▇██▇▇▇▇██
Loss/train█▅▅▃▃▃▃▂▂▂▂▂▂▂▂▃▂▂▂▂▁
Loss/val█▅▄▃▃▃▂▂▂▂▂▂▂▂▁▂▂▂▂▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.85
Accuracy/val96.66
Loss/train0.00132
Loss/val0.00147
epoch20

View run bumbling-sweep-30 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/pjh7m7v6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_005204-pjh7m7v6/logs
wandb: Agent Starting Run: k19vq8g3 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_005326-k19vq8g3
Syncing run winter-sweep-31 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/k19vq8g3
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0031. Train Acc: 87.0525, Test loss: 0.0031. Test Acc: 86.9800. Time/epoch: 2.3651
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0012. Train Acc: 93.9275, Test loss: 0.0013. Test Acc: 94.1100. Time/epoch: 2.3194
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0011. Train Acc: 94.6950, Test loss: 0.0011. Test Acc: 94.6200. Time/epoch: 2.3236
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0011. Train Acc: 93.9350, Test loss: 0.0012. Test Acc: 94.1100. Time/epoch: 2.1896
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 95.4750, Test loss: 0.0010. Test Acc: 95.4700. Time/epoch: 2.3240
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 95.7675, Test loss: 0.0010. Test Acc: 95.7500. Time/epoch: 2.3105
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇███▇█▇███████████████
Accuracy/val▁▃▄▅▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇███████████████
Loss/train█▅▄▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.7675
Accuracy/val95.75
Loss/train0.00091
Loss/val0.00097
epoch50

View run winter-sweep-31 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/k19vq8g3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_005326-k19vq8g3/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 41ow5vvs with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_005543-41ow5vvs
Syncing run mild-sweep-32 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/41ow5vvs
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0013. Train Acc: 92.6025, Test loss: 0.0014. Test Acc: 92.5400. Time/epoch: 2.4629
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0008. Train Acc: 96.0200, Test loss: 0.0010. Test Acc: 95.3400. Time/epoch: 2.4240
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0005. Train Acc: 97.5950, Test loss: 0.0009. Test Acc: 96.1700. Time/epoch: 2.3089
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0004. Train Acc: 97.9350, Test loss: 0.0010. Test Acc: 96.0000. Time/epoch: 2.2992
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0004. Train Acc: 98.0250, Test loss: 0.0011. Test Acc: 95.8700. Time/epoch: 2.4359
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.9100, Test loss: 0.0016. Test Acc: 94.9100. Time/epoch: 2.4494
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▂▃▄▅▆▄▅▆▆▆▆▃▆▆▇▆▅▇▇▇▇▇▇▇▇▇▆▇█▇▇██▆▇█▇▆
Accuracy/val▁▄▂▄▅▇▇▅▆▇▇█▇▃▇▇▇▆▅▇█▇▇▇▇▇▇█▆▇█▆▆██▅▇▇▆▅
Loss/train█▇▇▇▆▄▄▅▄▃▃▃▃▆▃▃▂▃▄▂▂▂▂▂▂▂▂▂▄▂▁▃▂▁▁▄▂▁▂▄
Loss/val▆▄▅▄▄▂▁▃▂▁▁▁▁▅▁▂▁▃▄▂▂▂▂▂▂▃▄▂▅▄▂▅▅▄▃▆▄▅▆█
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.91
Accuracy/val94.91
Loss/train0.0007
Loss/val0.00165
epoch50

View run mild-sweep-32 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/41ow5vvs
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_005543-41ow5vvs/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: rma15prl with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_005805-rma15prl
Syncing run eager-sweep-33 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rma15prl
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0021. Train Acc: 88.6875, Test loss: 0.0021. Test Acc: 88.5300. Time/epoch: 2.2395
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0010. Train Acc: 94.8100, Test loss: 0.0011. Test Acc: 94.8900. Time/epoch: 2.3652
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 97.1975, Test loss: 0.0007. Test Acc: 96.8800. Time/epoch: 2.3607
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0005. Train Acc: 97.9025, Test loss: 0.0006. Test Acc: 97.4800. Time/epoch: 2.3467
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0004. Train Acc: 97.8625, Test loss: 0.0006. Test Acc: 97.2900. Time/epoch: 2.2306
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0015. Train Acc: 92.9100, Test loss: 0.0017. Test Acc: 92.7400. Time/epoch: 2.2342
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▄▄▆▄▆▅▇▄▇▆▇▇▇▇▇▆▇▇▇█▇█▇▇█▇███▇▇██▆▇▇▄
Accuracy/val▁▃▅▄▅▇▄▆▆▇▄▇▆▇▇▇▇▇▆▇▇▇█▇█▇██▇▇██▇▇██▆▇▇▄
Loss/train█▆▄▅▅▃▅▃▄▃▅▂▃▂▂▂▂▂▃▂▂▂▁▂▁▂▂▁▂▂▁▁▂▂▁▁▄▂▁▅
Loss/val█▆▄▄▅▃▅▃▃▂▅▂▃▂▂▂▂▂▃▂▂▂▁▂▁▂▂▁▂▂▁▁▂▂▁▁▄▂▂▆
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train92.91
Accuracy/val92.74
Loss/train0.00147
Loss/val0.00167
epoch50

View run eager-sweep-33 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rma15prl
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_005805-rma15prl/logs
wandb: Agent Starting Run: 9g0xstpx with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_010017-9g0xstpx
Syncing run cosmic-sweep-34 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9g0xstpx
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0024. Train Acc: 93.3225, Test loss: 0.0025. Test Acc: 93.3200. Time/epoch: 3.3641
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0016. Train Acc: 95.8700, Test loss: 0.0019. Test Acc: 95.5100. Time/epoch: 3.1685
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0013. Train Acc: 96.5725, Test loss: 0.0018. Test Acc: 96.1900. Time/epoch: 3.1581
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0014. Train Acc: 96.4300, Test loss: 0.0021. Test Acc: 95.7500. Time/epoch: 3.3234
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0011. Train Acc: 96.9625, Test loss: 0.0018. Test Acc: 96.0000. Time/epoch: 3.3414
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 98.0200, Test loss: 0.0022. Test Acc: 96.9100. Time/epoch: 3.3105
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▂▄▂▃▄▄▅▅▅▆▄▅▅▆▅▆▆▆▇▆▇▇▇▆▇█▇▇▇▇▇▇▁▇▅▆█▆█
Accuracy/val▃▃▅▃▄▄▅▅▆▆▆▅▅▅▆▆▇▇▇▇▆█▇▇▆▇██▇█▇▇▇▁█▆▆█▆█
Loss/train██▆█▇▆▆▅▄▅▄▆▅▄▄▅▃▃▃▂▃▂▃▂▃▂▁▂▂▂▂▂▂█▂▅▃▁▆▁
Loss/val▆▆▄▆▅▅▅▃▃▃▂▅▄▃▃▃▂▂▃▂▃▁▁▂▄▂▁▂▂▂▂▁▂█▂▅▅▂▇▅
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.02
Accuracy/val96.91
Loss/train0.00087
Loss/val0.00223
epoch50

View run cosmic-sweep-34 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9g0xstpx
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_010017-9g0xstpx/logs
wandb: Agent Starting Run: hljjsi11 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_010315-hljjsi11
Syncing run whole-sweep-35 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/hljjsi11
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0017. Train Acc: 90.4575, Test loss: 0.0017. Test Acc: 90.5300. Time/epoch: 2.2875
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0008. Train Acc: 95.6600, Test loss: 0.0009. Test Acc: 95.4700. Time/epoch: 2.4250
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 96.7150, Test loss: 0.0008. Test Acc: 95.9700. Time/epoch: 2.4188
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0003. Train Acc: 98.7750, Test loss: 0.0005. Test Acc: 97.8700. Time/epoch: 2.2719
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0003. Train Acc: 98.6125, Test loss: 0.0006. Test Acc: 97.6300. Time/epoch: 2.2986
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0002. Train Acc: 98.8025, Test loss: 0.0007. Test Acc: 97.2700. Time/epoch: 2.4233
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▅▆▆▆▆▅▇▆▇▇▆▇▇▆▇▇▇▇█▇▇█▆▇█▇██▇█▇██▇███
Accuracy/val▁▄▅▅▆▆▇▇▆▇▇▇▇▆▇▇▆█▇▇▇█▇▇█▆▇█▇██▇█▇██▇▇█▇
Loss/train█▆▅▅▄▄▃▃▄▂▃▂▂▃▃▃▃▂▂▂▂▂▂▂▁▃▂▁▂▁▁▂▁▂▁▁▂▁▁▁
Loss/val█▅▄▄▃▃▂▂▃▂▂▁▁▂▂▂▂▁▁▂▂▁▂▃▁▄▁▁▂▁▁▂▁▂▁▁▂▂▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.8025
Accuracy/val97.27
Loss/train0.00024
Loss/val0.00066
epoch50

View run whole-sweep-35 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/hljjsi11
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_010315-hljjsi11/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: nt3b11pr with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_010539-nt3b11pr
Syncing run apricot-sweep-36 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/nt3b11pr
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0111. Train Acc: 86.6875, Test loss: 0.0114. Test Acc: 86.5300. Time/epoch: 4.6194
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0052. Train Acc: 93.3725, Test loss: 0.0054. Test Acc: 93.3400. Time/epoch: 4.7821
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▇▇▄▇▇█
Accuracy/val▁▃▄▅▆▇▇▄█▇█
Loss/train█▅▄▃▂▂▂▄▁▂▁
Loss/val█▅▄▃▂▂▂▄▁▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.3725
Accuracy/val93.34
Loss/train0.00515
Loss/val0.00545
epoch10

View run apricot-sweep-36 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/nt3b11pr
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_010539-nt3b11pr/logs
wandb: Agent Starting Run: zvbsrho9 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_010644-zvbsrho9
Syncing run soft-sweep-37 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zvbsrho9
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0242. Train Acc: 36.8250, Test loss: 0.0243. Test Acc: 37.5400. Time/epoch: 3.0688
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0244. Train Acc: 36.8250, Test loss: 0.0244. Test Acc: 37.5400. Time/epoch: 3.0125
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▂█▂▁▆▄▇▁▇▆▇
Loss/val▂█▂▁▅▄▇▁▆▆▇
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02439
Loss/val0.02443
epoch10

View run soft-sweep-37 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zvbsrho9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_010644-zvbsrho9/logs
wandb: Agent Starting Run: js3qtjb0 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_010733-js3qtjb0
Syncing run silvery-sweep-38 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/js3qtjb0
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0067. Train Acc: 85.3000, Test loss: 0.0068. Test Acc: 85.8900. Time/epoch: 2.9926
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 95.5425, Test loss: 0.0018. Test Acc: 95.5200. Time/epoch: 2.9669
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0018. Train Acc: 95.4600, Test loss: 0.0020. Test Acc: 95.2000. Time/epoch: 3.1107
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0016. Train Acc: 96.0800, Test loss: 0.0017. Test Acc: 95.7800. Time/epoch: 3.0781
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0013. Train Acc: 96.7250, Test loss: 0.0015. Test Acc: 96.4200. Time/epoch: 3.1107
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 97.1975, Test loss: 0.0014. Test Acc: 96.9500. Time/epoch: 3.0805
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▅▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇▇█▇██████████▇████
Accuracy/val▁▄▅▅▆▆▇▇▇▇▇▇▇▇▇▇▇█▇▇█▇▇█▇▇█████████▇████
Loss/train█▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁
Loss/val█▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.1975
Accuracy/val96.95
Loss/train0.00116
Loss/val0.00137
epoch50

View run silvery-sweep-38 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/js3qtjb0
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_010733-js3qtjb0/logs
wandb: Agent Starting Run: 2svh3oa2 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_011021-2svh3oa2
Syncing run different-sweep-39 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/2svh3oa2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0060. Train Acc: 92.1275, Test loss: 0.0061. Test Acc: 91.9300. Time/epoch: 4.8761
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0027. Train Acc: 96.5675, Test loss: 0.0030. Test Acc: 96.0500. Time/epoch: 4.8464
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▃▁▅▇▇█▇▇▇██
Accuracy/val▃▁▅▇▇█▇█▇█▇
Loss/train▇█▄▂▂▁▂▁▂▁▁
Loss/val▇█▄▂▂▁▂▁▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.5675
Accuracy/val96.05
Loss/train0.00269
Loss/val0.00296
epoch10

View run different-sweep-39 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/2svh3oa2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_011021-2svh3oa2/logs
wandb: Agent Starting Run: pcr7q62f with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_011127-pcr7q62f
Syncing run golden-sweep-40 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/pcr7q62f
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0039. Train Acc: 88.8100, Test loss: 0.0039. Test Acc: 89.1000. Time/epoch: 3.0240
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 95.9075, Test loss: 0.0018. Test Acc: 95.7000. Time/epoch: 3.1668
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 96.3800, Test loss: 0.0016. Test Acc: 96.1700. Time/epoch: 3.0218
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0011. Train Acc: 97.4375, Test loss: 0.0013. Test Acc: 97.1200. Time/epoch: 2.9951
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0010. Train Acc: 97.6875, Test loss: 0.0012. Test Acc: 97.4000. Time/epoch: 3.1581
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 97.8525, Test loss: 0.0011. Test Acc: 97.5400. Time/epoch: 3.1793
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▂▅▆▆▆▆▆▇▆▇▇▇▇▇▇█▇▇█▆▇█▇▆█▇██████████
Accuracy/val▁▄▅▅▁▅▆▆▆▆▆▇▆▇▇▇▇▇▇█▇▇█▆███▆█▇██████████
Loss/train█▅▄▄▇▄▄▃▃▃▃▂▃▂▂▂▂▂▂▁▂▂▁▃▂▁▂▃▁▃▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▇▄▄▃▃▃▃▂▃▂▂▂▂▂▂▁▂▂▁▃▂▁▁▃▁▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.8525
Accuracy/val97.54
Loss/train0.00087
Loss/val0.0011
epoch50

View run golden-sweep-40 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/pcr7q62f
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_011127-pcr7q62f/logs
wandb: Agent Starting Run: tq2yb5rq with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_011419-tq2yb5rq
Syncing run vibrant-sweep-41 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tq2yb5rq
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0269. Train Acc: 62.7025, Test loss: 0.0267. Test Acc: 63.3500. Time/epoch: 4.7851
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0141. Train Acc: 79.1350, Test loss: 0.0141. Test Acc: 79.7000. Time/epoch: 4.7103
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▂▄▇█▇████
Accuracy/val▂▁▂▄▇█▇█▇██
Loss/train██▇▇▃▁▂▁▂▁▁
Loss/val██▇▇▃▁▂▁▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train79.135
Accuracy/val79.7
Loss/train0.01414
Loss/val0.01411
epoch10

View run vibrant-sweep-41 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tq2yb5rq
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_011419-tq2yb5rq/logs
wandb: Agent Starting Run: xm0g4eyc with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_011526-xm0g4eyc
Syncing run robust-sweep-42 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xm0g4eyc
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0983
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1080
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9523
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▂▂▃▃▄▂▃▃▂█▇▇▂▂▁▁▃▅▃▁▃
Loss/val▅▇▃▄▅▅▃▅▅▇▅█▅▅▁▄▅▆▅▃█
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02403
Loss/val0.02408
epoch20

View run robust-sweep-42 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xm0g4eyc
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_011526-xm0g4eyc/logs
wandb: Agent Starting Run: oibs8tj5 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_011642-oibs8tj5
Syncing run olive-sweep-43 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oibs8tj5
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.1351
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1293
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9743
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9681
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0801
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1191
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁█▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁█▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train██████████████████████████▁█████████████
Loss/val██████████████████████████▁█████████████
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02406
epoch50

View run olive-sweep-43 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oibs8tj5
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_011642-oibs8tj5/logs
wandb: Agent Starting Run: td3idvxx with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_011929-td3idvxx
Syncing run dauntless-sweep-44 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/td3idvxx
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0060. Train Acc: 80.2150, Test loss: 0.0060. Test Acc: 80.0600. Time/epoch: 2.3139
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0013. Train Acc: 93.2350, Test loss: 0.0014. Test Acc: 93.0400. Time/epoch: 2.4386
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 93.9750, Test loss: 0.0012. Test Acc: 94.0900. Time/epoch: 2.4276
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▇▇▇▇▇▇███████████
Accuracy/val▁▅▆▆▇▇▇▇▇█▇██████████
Loss/train█▄▃▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▃▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.975
Accuracy/val94.09
Loss/train0.00114
Loss/val0.0012
epoch20

View run dauntless-sweep-44 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/td3idvxx
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_011929-td3idvxx/logs
wandb: Agent Starting Run: cet2jps7 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_012032-cet2jps7
Syncing run charmed-sweep-45 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cet2jps7
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0066. Train Acc: 91.0700, Test loss: 0.0067. Test Acc: 91.1100. Time/epoch: 5.0446
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0029. Train Acc: 96.4875, Test loss: 0.0034. Test Acc: 96.0800. Time/epoch: 5.1598
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0022. Train Acc: 97.2775, Test loss: 0.0034. Test Acc: 96.4800. Time/epoch: 5.1723
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 99.0950, Test loss: 0.0022. Test Acc: 97.9000. Time/epoch: 5.1286
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0011. Train Acc: 98.7550, Test loss: 0.0031. Test Acc: 97.5600. Time/epoch: 5.1539
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 99.1825, Test loss: 0.0029. Test Acc: 97.8000. Time/epoch: 5.0007
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▄▄▄▅▆▆▆▆▇▆▄▇▅▆▇▅▇▇▆▇▇█▇█▇▇▇█▇▇█▇▆▇███
Accuracy/val▁▄▄▄▅▄▆▇▆▆▇▇▇▄▇▅▆▇▅▇▇▆▇▇█▇█▇▇▇█▇▇█▇▆▇███
Loss/train█▅▅▅▅▅▄▃▄▃▃▃▃▅▃▄▃▂▄▂▂▃▃▃▁▂▁▂▂▂▁▂▃▁▃▃▂▁▁▁
Loss/val█▄▅▅▄▅▃▁▃▂▂▂▂▅▂▅▃▂▅▁▂▃▃▃▁▂▁▂▂▂▁▂▃▁▄▅▂▁▂▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train99.1825
Accuracy/val97.8
Loss/train0.00071
Loss/val0.00285
epoch50

View run charmed-sweep-45 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cet2jps7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_012032-cet2jps7/logs
wandb: Agent Starting Run: wgxc0r89 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_012506-wgxc0r89
Syncing run stilted-sweep-46 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/wgxc0r89
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0057. Train Acc: 88.1100, Test loss: 0.0058. Test Acc: 87.8200. Time/epoch: 3.1096
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0025. Train Acc: 93.7300, Test loss: 0.0026. Test Acc: 93.8200. Time/epoch: 2.9596
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0022. Train Acc: 94.6750, Test loss: 0.0023. Test Acc: 94.5100. Time/epoch: 2.9497
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0020. Train Acc: 95.2350, Test loss: 0.0021. Test Acc: 95.1200. Time/epoch: 3.0862
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0019. Train Acc: 95.4075, Test loss: 0.0020. Test Acc: 95.2700. Time/epoch: 3.0906
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0018. Train Acc: 95.4550, Test loss: 0.0019. Test Acc: 95.4600. Time/epoch: 2.9645
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇████▇██████▇▇█████
Accuracy/val▁▃▄▅▆▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇██▇▇██████▇▇█████
Loss/train█▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.455
Accuracy/val95.46
Loss/train0.0018
Loss/val0.00191
epoch50

View run stilted-sweep-46 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/wgxc0r89
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_012506-wgxc0r89/logs
wandb: Agent Starting Run: wpego9ua with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_012754-wpego9ua
Syncing run visionary-sweep-47 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/wpego9ua
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0150. Train Acc: 58.0100, Test loss: 0.0149. Test Acc: 58.5900. Time/epoch: 3.1601
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0320
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train█▁▁▁▁▁▁▁▁▁▁
Accuracy/val█▁▁▁▁▁▁▁▁▁▁
Loss/train▁██████████
Loss/val▁██████████
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02403
Loss/val0.02405
epoch10

View run visionary-sweep-47 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/wpego9ua
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_012754-wpego9ua/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: ntymp54i with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_012850-ntymp54i
Syncing run bright-sweep-48 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ntymp54i
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0062. Train Acc: 75.4750, Test loss: 0.0063. Test Acc: 75.7900. Time/epoch: 2.4605
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0018. Train Acc: 89.3325, Test loss: 0.0019. Test Acc: 89.1500. Time/epoch: 2.4217
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 92.4650, Test loss: 0.0015. Test Acc: 92.3500. Time/epoch: 2.2873
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0011. Train Acc: 94.1775, Test loss: 0.0012. Test Acc: 94.1200. Time/epoch: 2.2804
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0010. Train Acc: 95.0900, Test loss: 0.0010. Test Acc: 95.1300. Time/epoch: 2.4266
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 95.5025, Test loss: 0.0010. Test Acc: 95.5600. Time/epoch: 2.4387
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▅▅▅▆▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇█████████████████
Accuracy/val▁▃▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇███████████████
Loss/train█▅▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.5025
Accuracy/val95.56
Loss/train0.0009
Loss/val0.00096
epoch50

View run bright-sweep-48 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ntymp54i
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_012850-ntymp54i/logs
wandb: Agent Starting Run: 8e8t06bq with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_013103-8e8t06bq
Syncing run confused-sweep-49 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8e8t06bq
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0130. Train Acc: 72.5800, Test loss: 0.0128. Test Acc: 72.8100. Time/epoch: 3.1799
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0030. Train Acc: 92.1975, Test loss: 0.0032. Test Acc: 91.9100. Time/epoch: 3.1378
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0027. Train Acc: 93.4900, Test loss: 0.0028. Test Acc: 93.1500. Time/epoch: 3.1438
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0021. Train Acc: 95.3625, Test loss: 0.0023. Test Acc: 95.0000. Time/epoch: 3.0164
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0020. Train Acc: 95.2875, Test loss: 0.0022. Test Acc: 94.8700. Time/epoch: 3.1641
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0020. Train Acc: 95.5525, Test loss: 0.0022. Test Acc: 95.2500. Time/epoch: 3.1630
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▆▇▂▄▅▆▇▇▇▇▇▇█▇▇▇██▇████████████▇██████
Accuracy/val▁▃▇▇▂▄▅▆▇▇▇▇▇▇█▇▇▇██▇████████████▇██████
Loss/train█▄▃▂▅▃▃▂▂▂▁▁▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▃▂▅▄▃▂▂▂▁▁▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.5525
Accuracy/val95.25
Loss/train0.00197
Loss/val0.00217
epoch50

View run confused-sweep-49 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8e8t06bq
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_013103-8e8t06bq/logs
wandb: Agent Starting Run: rvcbs4dg with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_013355-rvcbs4dg
Syncing run peach-sweep-50 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rvcbs4dg
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0038. Train Acc: 82.9650, Test loss: 0.0038. Test Acc: 82.7400. Time/epoch: 2.1988
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0013. Train Acc: 93.0050, Test loss: 0.0013. Test Acc: 93.0800. Time/epoch: 2.3553
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 95.3475, Test loss: 0.0010. Test Acc: 95.1500. Time/epoch: 2.3193
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0010. Train Acc: 94.9400, Test loss: 0.0010. Test Acc: 94.9600. Time/epoch: 2.3394
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 95.6050, Test loss: 0.0009. Test Acc: 95.5400. Time/epoch: 2.1788
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 95.0950, Test loss: 0.0010. Test Acc: 95.0300. Time/epoch: 2.1963
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▇▇▇▇▇▇▆▇██▅███▇██▇▇███████▇▇█▇▇██▇█████
Accuracy/val▁▇▇▇█▇▇▆▇██▅▇█████▇▇█████▇█▇▇█▇▇████████
Loss/train█▂▂▂▁▁▁▂▂▁▁▃▁▁▁▁▁▁▂▂▁▁▁▁▁▁▁▁▂▁▁▂▁▁▁▁▁▁▁▁
Loss/val█▂▂▂▁▁▁▃▂▁▁▃▁▁▁▁▁▁▂▂▁▁▁▁▁▁▁▁▂▁▁▂▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.095
Accuracy/val95.03
Loss/train0.00097
Loss/val0.001
epoch50

View run peach-sweep-50 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rvcbs4dg
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_013355-rvcbs4dg/logs
wandb: Agent Starting Run: ykrhvl2b with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_013602-ykrhvl2b
Syncing run different-sweep-51 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ykrhvl2b
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 92.3400, Test loss: 0.0014. Test Acc: 92.4800. Time/epoch: 2.4528
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0008. Train Acc: 95.9200, Test loss: 0.0010. Test Acc: 95.4400. Time/epoch: 2.4371
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.6450, Test loss: 0.0008. Test Acc: 96.5700. Time/epoch: 2.2827
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▃▂▄▅▁▆▆▆▅▆▆▆▅▆▇▇▅▇██
Accuracy/val▂▃▂▄▆▁▇▆▆▅▆▆▆▆▆▇▇▅▇██
Loss/train▇▇▇▅▅█▃▃▃▅▄▃▄▄▄▂▂▄▃▁▁
Loss/val▇▆▇▄▄█▂▂▂▄▃▄▃▄▄▂▂▄▃▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.645
Accuracy/val96.57
Loss/train0.00049
Loss/val0.00079
epoch20

View run different-sweep-51 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ykrhvl2b
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_013602-ykrhvl2b/logs
wandb: Agent Starting Run: ru1sh0ei with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_013704-ru1sh0ei
Syncing run polished-sweep-52 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ru1sh0ei
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0076. Train Acc: 77.3225, Test loss: 0.0075. Test Acc: 78.0900. Time/epoch: 3.1420
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0026. Train Acc: 93.9200, Test loss: 0.0029. Test Acc: 93.4000. Time/epoch: 3.1229
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0020. Train Acc: 95.1150, Test loss: 0.0024. Test Acc: 94.2000. Time/epoch: 2.9649
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0017. Train Acc: 96.0825, Test loss: 0.0023. Test Acc: 95.0600. Time/epoch: 2.9383
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0017. Train Acc: 96.3525, Test loss: 0.0022. Test Acc: 95.1500. Time/epoch: 3.1102
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0016. Train Acc: 95.8775, Test loss: 0.0022. Test Acc: 94.9000. Time/epoch: 3.0799
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆▇▇▇▇▇▇▇▇▇▇█▇▇█▇████▇████▇██████▇████
Accuracy/val▁▅▅▆▇▇▇▇▇▇▇▇▇██▇▇█▇████▇████▇██████▇████
Loss/train█▄▄▃▃▂▂▂▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▂▁▂▁▂▁▁▁▁▁▁▂▁▁▁▁
Loss/val█▄▄▃▂▂▂▂▂▂▂▂▂▂▁▂▂▁▂▁▁▂▁▂▂▁▁▁▂▁▁▁▁▁▁▃▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.8775
Accuracy/val94.9
Loss/train0.00158
Loss/val0.00222
epoch50

View run polished-sweep-52 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ru1sh0ei
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_013704-ru1sh0ei/logs
wandb: Agent Starting Run: pxhxw92y with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_013951-pxhxw92y
Syncing run pretty-sweep-53 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/pxhxw92y
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0042. Train Acc: 87.8425, Test loss: 0.0043. Test Acc: 87.7200. Time/epoch: 3.0504
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0023. Train Acc: 94.3600, Test loss: 0.0024. Test Acc: 94.1600. Time/epoch: 3.1346
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▆▆▆▅▆▆█▇█
Accuracy/val▁▄▆▅▆▆▆▆█▇█
Loss/train█▅▄▄▃▄▃▃▂▂▁
Loss/val█▅▄▄▃▄▃▃▁▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.36
Accuracy/val94.16
Loss/train0.00226
Loss/val0.00243
epoch10

View run pretty-sweep-53 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/pxhxw92y
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_013951-pxhxw92y/logs
wandb: Agent Starting Run: um2tdmbb with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_014042-um2tdmbb
Syncing run robust-sweep-54 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/um2tdmbb
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0174. Train Acc: 60.3375, Test loss: 0.0172. Test Acc: 60.8500. Time/epoch: 3.0297
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0046. Train Acc: 87.9275, Test loss: 0.0048. Test Acc: 87.9800. Time/epoch: 3.1036
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0024. Train Acc: 93.5025, Test loss: 0.0025. Test Acc: 93.5100. Time/epoch: 3.1106
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▂▂▂▂▂▂▂▅▇▇█████████
Accuracy/val▁▂▂▂▂▂▂▂▂▅▇▇█████████
Loss/train█▇▇▇▇▆▆▆▆▃▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▇▇▇▇▆▆▆▆▃▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.5025
Accuracy/val93.51
Loss/train0.00244
Loss/val0.00249
epoch20

View run robust-sweep-54 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/um2tdmbb
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_014042-um2tdmbb/logs
wandb: Agent Starting Run: hcn68694 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_014159-hcn68694
Syncing run lunar-sweep-55 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/hcn68694
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0060. Train Acc: 91.3650, Test loss: 0.0064. Test Acc: 91.2400. Time/epoch: 4.5928
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0039. Train Acc: 95.1425, Test loss: 0.0040. Test Acc: 95.1500. Time/epoch: 4.7674
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0026. Train Acc: 96.7850, Test loss: 0.0028. Test Acc: 96.5700. Time/epoch: 4.7427
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0034. Train Acc: 95.6125, Test loss: 0.0036. Test Acc: 95.4800. Time/epoch: 4.5831
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0026. Train Acc: 96.7900, Test loss: 0.0031. Test Acc: 96.3800. Time/epoch: 4.5847
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 97.6125, Test loss: 0.0024. Test Acc: 97.1300. Time/epoch: 4.5635
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▅▅▆▅▅▅▆▇▇▆▆▆▇▇▇▇▇▇▇▆▇▆█▇█▇▆▇██▇▇█▇█▇█
Accuracy/val▁▁▃▅▆▆▅▅▆▆▇▇▇▇▇▇▇▇▇▇█▇▆▇▆███▇▇▇███▇█▇█▇█
Loss/train▇█▆▄▄▃▄▄▄▃▃▃▃▃▃▂▂▂▂▂▂▂▃▂▃▂▂▁▂▃▂▁▁▁▂▁▂▁▂▁
Loss/val██▆▄▄▃▄▄▄▃▂▂▃▃▂▂▂▂▂▂▂▁▃▂▃▁▁▁▂▃▂▁▁▁▂▁▂▁▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.6125
Accuracy/val97.13
Loss/train0.00193
Loss/val0.00244
epoch50

View run lunar-sweep-55 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/hcn68694
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_014159-hcn68694/logs
wandb: Agent Starting Run: 1j8th984 with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_014612-1j8th984
Syncing run driven-sweep-56 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1j8th984
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 92.4975, Test loss: 0.0014. Test Acc: 92.5700. Time/epoch: 2.4395
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0006. Train Acc: 97.0575, Test loss: 0.0007. Test Acc: 96.7800. Time/epoch: 2.2884
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.5575, Test loss: 0.0006. Test Acc: 97.2100. Time/epoch: 2.4340
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▅▅▆▆▅▇▆▇▇█▇█▇▇█▇▇█
Accuracy/val▁▄▅▅▄▆▆▅▇▆▇▇████▇█▇▇█
Loss/train█▆▅▄▅▃▃▄▂▃▂▂▁▁▁▂▂▁▂▂▁
Loss/val█▆▅▄▅▃▃▄▂▂▂▂▁▁▁▂▂▁▂▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.5575
Accuracy/val97.21
Loss/train0.00052
Loss/val0.0006
epoch20

View run driven-sweep-56 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1j8th984
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_014612-1j8th984/logs
wandb: Agent Starting Run: qhzg268e with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_014718-qhzg268e
Syncing run young-sweep-57 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qhzg268e
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0026. Train Acc: 93.4925, Test loss: 0.0026. Test Acc: 93.5700. Time/epoch: 3.1672
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0016. Train Acc: 96.0975, Test loss: 0.0018. Test Acc: 95.4600. Time/epoch: 3.1687
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 97.6525, Test loss: 0.0014. Test Acc: 97.0900. Time/epoch: 3.3189
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 98.3975, Test loss: 0.0013. Test Acc: 97.3400. Time/epoch: 3.3105
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 98.4825, Test loss: 0.0015. Test Acc: 97.0300. Time/epoch: 3.3044
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0004. Train Acc: 99.1600, Test loss: 0.0013. Test Acc: 97.5900. Time/epoch: 3.3094
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▄▄▅▅▅▄▆▆▅▆▆▆▆▆▄▆▆▇▇▇▆▇█▇▇▇██▇▇████▇██
Accuracy/val▁▂▄▄▄▆▆▆▄▇▇▅▇▇▇▇▇▅▅▆▇██▇▇█▇█▆██▆▇█▇██▇██
Loss/train█▇▅▅▅▄▄▄▅▃▃▄▃▃▃▃▃▄▃▃▂▂▂▂▂▂▂▂▂▁▁▂▂▁▁▁▁▁▁▁
Loss/val█▆▄▄▅▃▃▂▄▂▂▄▂▂▂▂▂▄▄▂▁▁▁▂▂▁▂▂▃▂▂▄▄▂▂▂▂▃▃▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train99.16
Accuracy/val97.59
Loss/train0.00038
Loss/val0.00129
epoch50

View run young-sweep-57 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qhzg268e
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_014718-qhzg268e/logs
wandb: Agent Starting Run: a1co11pt with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015021-a1co11pt
Syncing run dutiful-sweep-58 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/a1co11pt
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0025. Train Acc: 87.2775, Test loss: 0.0025. Test Acc: 87.2400. Time/epoch: 2.4782
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0011. Train Acc: 94.2025, Test loss: 0.0012. Test Acc: 93.7700. Time/epoch: 2.4222
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 94.8650, Test loss: 0.0011. Test Acc: 94.3300. Time/epoch: 2.4377
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0008. Train Acc: 96.0625, Test loss: 0.0009. Test Acc: 95.4800. Time/epoch: 2.3026
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0007. Train Acc: 96.4650, Test loss: 0.0008. Test Acc: 95.9900. Time/epoch: 2.4351
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 97.0775, Test loss: 0.0008. Test Acc: 96.6400. Time/epoch: 2.4276
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▄▅▅▅▅▆▆▆▇▆▇▇▇▆▇▇▇▇▇▇▇▇▇██████▇███████
Accuracy/val▁▃▄▄▅▅▅▅▆▆▆▇▆▇▇▇▆▇▇▇▇▇▇▇▇▇▇████▇▇███████
Loss/train█▆▅▅▄▃▃▃▃▃▃▂▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▂▁▁▁▁▁▁▁
Loss/val█▆▅▅▃▃▃▃▃▃▃▂▃▂▂▂▃▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.0775
Accuracy/val96.64
Loss/train0.00062
Loss/val0.00075
epoch50

View run dutiful-sweep-58 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/a1co11pt
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015021-a1co11pt/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 8lbqnae6 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015243-8lbqnae6
Syncing run toasty-sweep-59 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8lbqnae6
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0481. Test Acc: 37.5400. Time/epoch: 4.9159
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.9081
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▇█▄▂▁▅▄▄█▂▂
Loss/val▇█▃▁▁▂▃▄▅▃▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04806
Loss/val0.04796
epoch10

View run toasty-sweep-59 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8lbqnae6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015243-8lbqnae6/logs
wandb: Agent Starting Run: 8lxesosr with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015350-8lxesosr
Syncing run bright-sweep-60 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8lxesosr
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.1360. Train Acc: 45.6450, Test loss: 0.1391. Test Acc: 45.3500. Time/epoch: 4.7017
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0040. Train Acc: 95.3500, Test loss: 0.0046. Test Acc: 94.9800. Time/epoch: 4.6806
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0043. Train Acc: 95.4000, Test loss: 0.0054. Test Acc: 94.7700. Time/epoch: 4.8745
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▇▆██▇▇█████████▇████
Accuracy/val▁▇▆██▇██████████▇████
Loss/train█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.4
Accuracy/val94.77
Loss/train0.00427
Loss/val0.00538
epoch20

View run bright-sweep-60 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8lxesosr
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015350-8lxesosr/logs
wandb: Agent Starting Run: 24buqjcp with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015551-24buqjcp
Syncing run smart-sweep-61 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/24buqjcp
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0036. Train Acc: 89.9200, Test loss: 0.0037. Test Acc: 89.8600. Time/epoch: 3.1996
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0018. Train Acc: 95.2600, Test loss: 0.0019. Test Acc: 95.3200. Time/epoch: 3.3460
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0016. Train Acc: 96.1525, Test loss: 0.0017. Test Acc: 95.7300. Time/epoch: 3.3045
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▆▆▇▇▆▇▇██▇▇█████
Accuracy/val▁▄▄▅▆▆▇▇▇▇▇███▇▇█████
Loss/train█▆▅▄▃▃▃▂▂▂▂▂▁▁▂▂▁▁▁▁▁
Loss/val█▆▅▄▃▃▂▂▂▂▂▂▁▁▂▂▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.1525
Accuracy/val95.73
Loss/train0.00157
Loss/val0.00169
epoch20

View run smart-sweep-61 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/24buqjcp
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015551-24buqjcp/logs
wandb: Agent Starting Run: t7ub61uh with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015712-t7ub61uh
Syncing run dandy-sweep-62 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t7ub61uh
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0074. Train Acc: 89.7000, Test loss: 0.0076. Test Acc: 89.8600. Time/epoch: 4.9325
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0042. Train Acc: 94.5575, Test loss: 0.0043. Test Acc: 94.6700. Time/epoch: 4.8575
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0039. Train Acc: 94.9975, Test loss: 0.0040. Test Acc: 95.0800. Time/epoch: 4.8236
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▆▆▆▆▇▆▆▇▇▆▆█▇█▇██▇
Accuracy/val▁▄▄▆▆▆▆▇▆▆▇▇▆▆█▇█▇█▇█
Loss/train█▅▅▃▃▃▃▂▃▃▂▂▃▃▁▂▁▁▁▂▁
Loss/val█▅▅▃▃▃▃▂▃▃▂▂▃▃▁▂▁▁▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train94.9975
Accuracy/val95.08
Loss/train0.00388
Loss/val0.00399
epoch20

View run dandy-sweep-62 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t7ub61uh
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015712-t7ub61uh/logs
wandb: Agent Starting Run: dlyi88g3 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015909-dlyi88g3
Syncing run genial-sweep-63 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/dlyi88g3
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0025. Train Acc: 87.0400, Test loss: 0.0025. Test Acc: 86.9100. Time/epoch: 2.3753
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 93.8025, Test loss: 0.0011. Test Acc: 93.9700. Time/epoch: 2.3173
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▁▄▇▅▆█▇█▇
Accuracy/val▁▃▁▅▇▆▆█▇█▇
Loss/train█▅▆▄▂▃▃▁▂▁▁
Loss/val█▅▆▄▂▃▃▁▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.8025
Accuracy/val93.97
Loss/train0.00112
Loss/val0.00113
epoch10

View run genial-sweep-63 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/dlyi88g3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015909-dlyi88g3/logs
wandb: Agent Starting Run: ak4nng79 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_015949-ak4nng79
Syncing run super-sweep-64 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ak4nng79
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0119. Train Acc: 82.9050, Test loss: 0.0118. Test Acc: 83.2500. Time/epoch: 5.0588
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0042. Train Acc: 94.6050, Test loss: 0.0044. Test Acc: 94.5800. Time/epoch: 5.1459
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0034. Train Acc: 95.9725, Test loss: 0.0035. Test Acc: 95.8900. Time/epoch: 5.1579
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0031. Train Acc: 96.1425, Test loss: 0.0034. Test Acc: 95.9500. Time/epoch: 5.0730
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0027. Train Acc: 96.7825, Test loss: 0.0030. Test Acc: 96.4700. Time/epoch: 4.9959
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0025. Train Acc: 97.0150, Test loss: 0.0028. Test Acc: 96.8200. Time/epoch: 5.0264
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇█████▇█▇█████████████
Accuracy/val▁▄▅▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█████▇███████████████
Loss/train█▅▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.015
Accuracy/val96.82
Loss/train0.00253
Loss/val0.0028
epoch50

View run super-sweep-64 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ak4nng79
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_015949-ak4nng79/logs
wandb: Agent Starting Run: 9605oqnw with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_020424-9605oqnw
Syncing run glorious-sweep-65 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9605oqnw
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0122. Train Acc: 36.8250, Test loss: 0.0123. Test Acc: 37.5400. Time/epoch: 2.2035
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0122. Train Acc: 36.8250, Test loss: 0.0122. Test Acc: 37.5400. Time/epoch: 2.1998
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▄▂▁▁▁▅▃▃▃▃
Loss/val█▄▁▁▃▂▇▂▂▃▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01216
Loss/val0.01224
epoch10

View run glorious-sweep-65 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9605oqnw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_020424-9605oqnw/logs
wandb: Agent Starting Run: 32wrwz33 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_020501-32wrwz33
Syncing run solar-sweep-66 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/32wrwz33
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.2372
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.1972
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1618
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.3073
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.3188
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.3351
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▂▂▅▃▁▂▂▁▂▃▂▂▂▂▁▂▂▃▁▂▃▂▁▂▂▂▃▁▁▁▂▁▃▂▂▂▁▁▂
Loss/val█▂▂▅▄▃▂▃▂▃▃▃▅▃▃▂▃▃▂▃▃▆▃▂▂▃▃▃▂▂▁▃▃▃▃▅▁▃▁▃
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02403
Loss/val0.02406
epoch50

View run solar-sweep-66 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/32wrwz33
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_020501-32wrwz33/logs
wandb: Agent Starting Run: ould8q90 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_020804-ould8q90
Syncing run fresh-sweep-67 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ould8q90
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0051. Train Acc: 77.3275, Test loss: 0.0052. Test Acc: 77.4300. Time/epoch: 2.4906
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0012. Train Acc: 94.1025, Test loss: 0.0012. Test Acc: 94.1800. Time/epoch: 2.4152
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 94.8325, Test loss: 0.0010. Test Acc: 95.0300. Time/epoch: 2.2949
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 95.5700, Test loss: 0.0009. Test Acc: 95.6500. Time/epoch: 2.2816
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0008. Train Acc: 95.9950, Test loss: 0.0008. Test Acc: 95.9600. Time/epoch: 2.4423
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.2450, Test loss: 0.0008. Test Acc: 96.1800. Time/epoch: 2.4232
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▇▇▇▇▇▇▇▇▇▇▇▇▇███████████████████████
Accuracy/val▁▄▄▆▇▇▇▇▇▇▇▇▇▇▇▇████████████████████████
Loss/train█▄▄▃▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▄▃▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.245
Accuracy/val96.18
Loss/train0.00073
Loss/val0.00079
epoch50

View run fresh-sweep-67 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ould8q90
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_020804-ould8q90/logs
wandb: Agent Starting Run: 7fx470wl with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_021021-7fx470wl
Syncing run fine-sweep-68 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7fx470wl
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7811
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7463
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7215
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▄▄▃▁▁▁▅▃▁▄▄▁▂▆▆▆█▁▅▄▃
Loss/val▆▃▃▂▂▂▆▄▁▆▃▂▄▅██▇▁▄▆▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04808
Loss/val0.04795
epoch20

View run fine-sweep-68 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7fx470wl
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_021021-7fx470wl/logs
wandb: Agent Starting Run: 5wjouk0d with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_021213-5wjouk0d
Syncing run robust-sweep-69 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5wjouk0d
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0013. Train Acc: 92.9325, Test loss: 0.0013. Test Acc: 92.8700. Time/epoch: 2.4512
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0006. Train Acc: 96.8700, Test loss: 0.0007. Test Acc: 96.4300. Time/epoch: 2.4318
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.5075, Test loss: 0.0008. Test Acc: 96.0000. Time/epoch: 2.4348
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▄▁▆▅▆▆▇▇▇█▇█▇▇█▇▆▇▇
Accuracy/val▁▂▄▁▅▅▇▇▇▇▇██▇▇▇█▇▅▇▆
Loss/train█▇▅█▄▄▂▂▂▂▂▁▂▁▁▁▁▁▃▁▂
Loss/val█▇▆█▄▄▂▂▂▂▂▁▂▁▂▂▁▂▃▂▃
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.5075
Accuracy/val96.0
Loss/train0.00069
Loss/val0.00085
epoch20

View run robust-sweep-69 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5wjouk0d
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_021213-5wjouk0d/logs
wandb: Agent Starting Run: ualodyxv with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_021315-ualodyxv
Syncing run worthy-sweep-70 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ualodyxv
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4980
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4229
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4428
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3018
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.2865
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.2946
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▄▂▄▃▅▂▅▃▂▃▁▃▇▂▁▂▄▂▂▂▂▂▂▂▁▂▂▂▂▂▂▁▁▃▂▁▂▁▁
Loss/val▅▄▃▃▃▆▄▄▄█▄▃▅▄▄▂▃▅▃▃▆▂▂▅▄▄▄▃▃▄▃▃▄▃▃▂▆▂▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01203
Loss/val0.01208
epoch50

View run worthy-sweep-70 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ualodyxv
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_021315-ualodyxv/logs
wandb: Agent Starting Run: aica9whg with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_021530-aica9whg
Syncing run stoic-sweep-71 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/aica9whg
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0047. Train Acc: 78.7500, Test loss: 0.0047. Test Acc: 78.8200. Time/epoch: 2.3694
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 89.8825, Test loss: 0.0018. Test Acc: 89.6000. Time/epoch: 2.2194
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 92.1825, Test loss: 0.0015. Test Acc: 91.9300. Time/epoch: 2.3605
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0013. Train Acc: 93.3900, Test loss: 0.0013. Test Acc: 93.2300. Time/epoch: 2.3704
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0012. Train Acc: 93.8375, Test loss: 0.0012. Test Acc: 93.8600. Time/epoch: 2.2167
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 94.0700, Test loss: 0.0012. Test Acc: 94.1000. Time/epoch: 2.2159
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇████████████████
Accuracy/val▁▄▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇███████████████
Loss/train█▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train94.07
Accuracy/val94.1
Loss/train0.00113
Loss/val0.00118
epoch50

View run stoic-sweep-71 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/aica9whg
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_021530-aica9whg/logs
wandb: Agent Starting Run: ye109ifx with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_021743-ye109ifx
Syncing run kind-sweep-72 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ye109ifx
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0037. Train Acc: 89.5775, Test loss: 0.0039. Test Acc: 89.3200. Time/epoch: 3.1174
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 95.9275, Test loss: 0.0018. Test Acc: 95.7400. Time/epoch: 3.0752
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 96.5225, Test loss: 0.0016. Test Acc: 96.3300. Time/epoch: 2.9782
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0013. Train Acc: 96.7325, Test loss: 0.0015. Test Acc: 96.3300. Time/epoch: 3.1177
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0012. Train Acc: 96.8750, Test loss: 0.0014. Test Acc: 96.6700. Time/epoch: 3.0941
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 97.8125, Test loss: 0.0011. Test Acc: 97.4300. Time/epoch: 3.0942
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▆▆▆▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇██▇█████
Accuracy/val▁▄▅▆▆▆▆▆▇▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇██▇██▇█████
Loss/train█▆▅▄▄▄▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▂▁▁▁▁▁
Loss/val█▆▅▄▄▄▃▃▃▃▃▃▂▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▂▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.8125
Accuracy/val97.43
Loss/train0.00092
Loss/val0.00108
epoch50

View run kind-sweep-72 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ye109ifx
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_021743-ye109ifx/logs
wandb: Agent Starting Run: k6x3u2n4 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_022031-k6x3u2n4
Syncing run bumbling-sweep-73 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/k6x3u2n4
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0143. Train Acc: 80.5825, Test loss: 0.0144. Test Acc: 80.4000. Time/epoch: 4.7606
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0045. Train Acc: 94.2575, Test loss: 0.0047. Test Acc: 94.1900. Time/epoch: 4.7643
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0041. Train Acc: 94.9200, Test loss: 0.0043. Test Acc: 94.8200. Time/epoch: 4.7542
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0038. Train Acc: 95.3125, Test loss: 0.0039. Test Acc: 95.0100. Time/epoch: 4.6119
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0038. Train Acc: 95.4925, Test loss: 0.0039. Test Acc: 95.3200. Time/epoch: 4.6420
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0035. Train Acc: 95.5825, Test loss: 0.0037. Test Acc: 95.3700. Time/epoch: 4.6310
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▇▇▇▇▇▇▇█▇█▇▇█████▇█▇████████████████
Accuracy/val▁▅▆▆▇▇▇▇▇▇▇███▇▇█████▇█▇██████▇█████████
Loss/train█▅▄▃▂▂▂▂▂▂▂▁▁▁▁▂▁▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.5825
Accuracy/val95.37
Loss/train0.00352
Loss/val0.00369
epoch50

View run bumbling-sweep-73 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/k6x3u2n4
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_022031-k6x3u2n4/logs
wandb: Agent Starting Run: mty627wj with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_022444-mty627wj
Syncing run wobbly-sweep-74 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mty627wj
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0068. Train Acc: 91.9800, Test loss: 0.0069. Test Acc: 91.9300. Time/epoch: 5.1930
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0018. Train Acc: 97.8925, Test loss: 0.0023. Test Acc: 97.3300. Time/epoch: 5.0212
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0024. Train Acc: 97.1275, Test loss: 0.0032. Test Acc: 96.6400. Time/epoch: 5.1637
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0014. Train Acc: 98.3925, Test loss: 0.0028. Test Acc: 97.4600. Time/epoch: 5.1462
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 98.9500, Test loss: 0.0025. Test Acc: 97.5800. Time/epoch: 5.1569
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 98.6050, Test loss: 0.0037. Test Acc: 97.0200. Time/epoch: 5.0122
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▂▄▅▅▄▇▆▆▆▆▇▆▄▆▆▇▆▆▇▇█▇█▇▇██▇██▇██▆▇██
Accuracy/val▁▅▅▂▄▅▅▄▇▆▆▇▆▇▇▄▆▆▇▆▆█▇█▇█▇▇▇█▇█▇▇█▇▆▇▇▇
Loss/train█▄▄▆▅▄▄▄▂▃▃▃▃▂▂▅▃▂▂▃▃▂▂▁▂▁▂▂▁▁▃▁▁▂▁▁▃▁▁▁
Loss/val█▄▃▆▅▃▃▄▁▂▃▂▂▁▂▅▃▂▂▃▃▁▂▁▂▁▂▃▂▂▅▂▃▃▂▃▅▄▃▃
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.605
Accuracy/val97.02
Loss/train0.00118
Loss/val0.00372
epoch50

View run wobbly-sweep-74 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mty627wj
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_022444-mty627wj/logs
wandb: Agent Starting Run: yjbe5i0g with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_022918-yjbe5i0g
Syncing run curious-sweep-75 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/yjbe5i0g
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0078. Train Acc: 84.5950, Test loss: 0.0078. Test Acc: 84.4300. Time/epoch: 3.3518
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0025. Train Acc: 93.1525, Test loss: 0.0026. Test Acc: 93.2400. Time/epoch: 3.1908
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▇▇▇▇███
Accuracy/val▁▅▆▆▇▇▇▇███
Loss/train█▄▃▂▂▂▁▁▁▁▁
Loss/val█▄▃▂▂▂▁▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.1525
Accuracy/val93.24
Loss/train0.00253
Loss/val0.00261
epoch10

View run curious-sweep-75 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/yjbe5i0g
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_022918-yjbe5i0g/logs
wandb: Agent Starting Run: 6048t5bg with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023008-6048t5bg
Syncing run clean-sweep-76 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6048t5bg
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 90.9550, Test loss: 0.0020. Test Acc: 91.2400. Time/epoch: 2.4864
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 95.1750, Test loss: 0.0010. Test Acc: 95.1600. Time/epoch: 2.4245
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▇▇▇▇▇█
Accuracy/val▁▄▅▆▆▇▇▇▇▇█
Loss/train█▅▄▃▂▂▂▂▁▂▁
Loss/val█▄▃▃▂▂▂▂▁▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.175
Accuracy/val95.16
Loss/train0.00097
Loss/val0.00101
epoch10

View run clean-sweep-76 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6048t5bg
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023008-6048t5bg/logs
wandb: Agent Starting Run: mgan5bka with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023051-mgan5bka
Syncing run dashing-sweep-77 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mgan5bka
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0055. Train Acc: 85.7550, Test loss: 0.0055. Test Acc: 86.4100. Time/epoch: 3.1400
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0028. Train Acc: 93.4300, Test loss: 0.0029. Test Acc: 93.2700. Time/epoch: 3.1073
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0024. Train Acc: 94.1525, Test loss: 0.0025. Test Acc: 94.1400. Time/epoch: 3.0903
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0022. Train Acc: 94.7525, Test loss: 0.0023. Test Acc: 94.7300. Time/epoch: 2.9781
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0020. Train Acc: 95.3200, Test loss: 0.0021. Test Acc: 95.2500. Time/epoch: 2.9601
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 95.0275, Test loss: 0.0020. Test Acc: 95.1000. Time/epoch: 2.9362
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇█▇████████▇████████
Accuracy/val▁▃▅▅▅▆▆▆▆▆▆▇▇▆▇▇▇▇▇▇▇█▇█▇█▇█████████████
Loss/train█▅▄▄▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▅▄▄▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.0275
Accuracy/val95.1
Loss/train0.00194
Loss/val0.00204
epoch50

View run dashing-sweep-77 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mgan5bka
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023051-mgan5bka/logs
wandb: Agent Starting Run: 8yc0qcsu with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023338-8yc0qcsu
Syncing run olive-sweep-78 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8yc0qcsu
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0021. Train Acc: 88.7475, Test loss: 0.0022. Test Acc: 88.9100. Time/epoch: 2.3702
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 93.6400, Test loss: 0.0012. Test Acc: 94.0300. Time/epoch: 2.2140
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▆▇▄▃█▇▁█
Accuracy/val▁▃▄▆▇▄▃▇▆▁█
Loss/train█▅▄▃▂▃▅▂▃▇▁
Loss/val█▅▄▃▂▃▅▂▃▇▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.64
Accuracy/val94.03
Loss/train0.00121
Loss/val0.00124
epoch10

View run olive-sweep-78 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8yc0qcsu
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023338-8yc0qcsu/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: w3rprb9t with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023425-w3rprb9t
Syncing run noble-sweep-79 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w3rprb9t
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.2045
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1797
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▁█▆▃▆▄▂▄▃▄▃
Loss/val▁█▆▅▆▃▆▇▂▂▅
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02407
epoch10

View run noble-sweep-79 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w3rprb9t
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023425-w3rprb9t/logs
wandb: Agent Starting Run: efloip58 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023511-efloip58
Syncing run dainty-sweep-80 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/efloip58
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0044. Train Acc: 90.6625, Test loss: 0.0044. Test Acc: 90.9400. Time/epoch: 3.1424
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0024. Train Acc: 94.0600, Test loss: 0.0024. Test Acc: 94.2700. Time/epoch: 3.1304
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0018. Train Acc: 95.4925, Test loss: 0.0019. Test Acc: 95.5100. Time/epoch: 2.9462
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0016. Train Acc: 96.1650, Test loss: 0.0017. Test Acc: 96.1700. Time/epoch: 3.0749
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0016. Train Acc: 95.9875, Test loss: 0.0017. Test Acc: 95.9400. Time/epoch: 3.0883
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0016. Train Acc: 95.9375, Test loss: 0.0017. Test Acc: 95.6600. Time/epoch: 3.1140
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▅▅▆▆▆▅▅▆▅▆▆▆▇▇▆▆▇▆▇▇▇▇▇▇█▇▇▇▇█▇█████▇
Accuracy/val▁▄▄▅▅▆▅▆▅▅▆▅▆▆▆▇▇▆▆▇▆▇▇▇█▇▇█▇▇█▇█▇█████▇
Loss/train█▅▄▄▃▃▃▃▃▃▂▃▂▂▂▂▂▂▃▂▂▂▂▂▁▂▂▁▁▂▁▁▁▂▁▁▁▁▁▁
Loss/val█▅▄▄▃▃▃▃▃▃▂▃▂▂▃▂▂▂▃▂▂▂▂▂▁▂▂▁▁▂▁▁▁▂▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.9375
Accuracy/val95.66
Loss/train0.00159
Loss/val0.00169
epoch50

View run dainty-sweep-80 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/efloip58
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023511-efloip58/logs
wandb: Agent Starting Run: 58g5zuda with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023759-58g5zuda
Syncing run polar-sweep-81 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/58g5zuda
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.2325
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 5.1512
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▃▆▅▇▃█▄▁▃▁
Loss/val█▂▆▄█▃▄▃▁▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04805
Loss/val0.04794
epoch10

View run polar-sweep-81 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/58g5zuda
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023759-58g5zuda/logs
wandb: Agent Starting Run: 69htsr9g with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023909-69htsr9g
Syncing run stellar-sweep-82 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/69htsr9g
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0041. Train Acc: 76.7550, Test loss: 0.0041. Test Acc: 77.0200. Time/epoch: 2.2282
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 92.8875, Test loss: 0.0014. Test Acc: 92.7800. Time/epoch: 2.3363
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▆▇▅▇▇███▇
Accuracy/val▁▆▆▇▅▇▇███▇
Loss/train█▃▃▂▄▂▂▁▁▁▁
Loss/val█▃▃▂▅▂▂▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train92.8875
Accuracy/val92.78
Loss/train0.00131
Loss/val0.00139
epoch10

View run stellar-sweep-82 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/69htsr9g
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023909-69htsr9g/logs
wandb: Agent Starting Run: zykk0qgn with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_023949-zykk0qgn
Syncing run cerulean-sweep-83 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zykk0qgn
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0110. Train Acc: 86.2175, Test loss: 0.0112. Test Acc: 86.1000. Time/epoch: 5.0716
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0043. Train Acc: 94.6700, Test loss: 0.0045. Test Acc: 94.7200. Time/epoch: 5.0484
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0035. Train Acc: 95.6950, Test loss: 0.0037. Test Acc: 95.6200. Time/epoch: 5.1391
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▇▇▇▇▇▇▇███▇█▇█
Accuracy/val▁▃▄▅▆▆▆▇▇▇▇▇▇▇███▇█▇█
Loss/train█▅▄▄▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.695
Accuracy/val95.62
Loss/train0.00349
Loss/val0.00367
epoch20

View run cerulean-sweep-83 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zykk0qgn
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_023949-zykk0qgn/logs
wandb: Agent Starting Run: lpnx987r with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_024151-lpnx987r
Syncing run magic-sweep-84 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/lpnx987r
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0029. Train Acc: 92.3125, Test loss: 0.0029. Test Acc: 92.3300. Time/epoch: 3.0446
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0023. Train Acc: 93.5900, Test loss: 0.0024. Test Acc: 93.7000. Time/epoch: 3.0265
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▇▇▅▆▄█▄▄▆
Accuracy/val▁▇▇▇▅▆▅█▃▄▆
Loss/train█▅▄▅▃▃▄▁▄▄▃
Loss/val█▄▄▄▃▃▄▁▄▄▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.59
Accuracy/val93.7
Loss/train0.00235
Loss/val0.00236
epoch10

View run magic-sweep-84 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/lpnx987r
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_024151-lpnx987r/logs
wandb: Agent Starting Run: 1sytqfqj with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_024239-1sytqfqj
Syncing run eager-sweep-85 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1sytqfqj
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0019. Train Acc: 91.2225, Test loss: 0.0019. Test Acc: 91.1300. Time/epoch: 2.3752
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0010. Train Acc: 95.2700, Test loss: 0.0010. Test Acc: 95.0900. Time/epoch: 2.1876
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0008. Train Acc: 95.9575, Test loss: 0.0008. Test Acc: 95.9300. Time/epoch: 2.3217
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0008. Train Acc: 95.8325, Test loss: 0.0009. Test Acc: 95.5600. Time/epoch: 2.3351
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0007. Train Acc: 96.5900, Test loss: 0.0007. Test Acc: 96.3200. Time/epoch: 2.3392
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.2000, Test loss: 0.0008. Test Acc: 95.9700. Time/epoch: 2.1825
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▅▂▆▆▅▅▆▆▆▇▇▇▇▇▇▇▇▇▇▇█▇▇▇▆█▇██████▇█▇█▇
Accuracy/val▂▁▅▂▆▆▆▆▆▅▆▇▆▇▇▇▇▇▇▇▇▇██▇▇▆█▇██████▇█▇█▇
Loss/train█▇▄▆▃▃▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▂▂▂▁▂▁▁▁▁▁▁▁▁▂▁▂
Loss/val█▇▄▆▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▁▂▂▂▁▂▁▁▁▁▁▁▁▁▂▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.2
Accuracy/val95.97
Loss/train0.00074
Loss/val0.0008
epoch50

View run eager-sweep-85 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1sytqfqj
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_024239-1sytqfqj/logs
wandb: Agent Starting Run: b6eyrf08 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_024450-b6eyrf08
Syncing run radiant-sweep-86 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/b6eyrf08
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0047. Train Acc: 86.9175, Test loss: 0.0047. Test Acc: 86.9200. Time/epoch: 3.2241
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0015. Train Acc: 96.1675, Test loss: 0.0016. Test Acc: 96.0600. Time/epoch: 3.0156
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 97.7150, Test loss: 0.0012. Test Acc: 97.2600. Time/epoch: 3.0039
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 98.4500, Test loss: 0.0009. Test Acc: 97.9400. Time/epoch: 3.1780
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0005. Train Acc: 98.8300, Test loss: 0.0009. Test Acc: 98.2600. Time/epoch: 3.1700
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 98.6625, Test loss: 0.0009. Test Acc: 97.7700. Time/epoch: 3.1696
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▅▆▆▇▆▆▇▆▇▇▇▇▆▇▇▇▇▇▇▇██▆▇██▇███▇██████
Accuracy/val▁▅▅▅▆▆▇▆▇▇▇▇▇▇▇▇▇▇▇▇█████▆███▇██████████
Loss/train█▅▄▄▃▃▃▃▃▂▃▂▂▂▂▃▂▂▂▂▂▂▂▁▁▃▂▁▁▂▁▂▁▂▁▁▁▁▁▁
Loss/val█▄▄▄▃▃▂▃▂▂▂▂▂▂▂▃▁▁▂▂▁▁▁▁▁▃▁▁▁▂▁▁▁▂▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.6625
Accuracy/val97.77
Loss/train0.00057
Loss/val0.00095
epoch50

View run radiant-sweep-86 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/b6eyrf08
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_024450-b6eyrf08/logs
wandb: Agent Starting Run: w3vdhzz8 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_024743-w3vdhzz8
Syncing run prime-sweep-87 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w3vdhzz8
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4030
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3531
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0122. Test Acc: 37.5400. Time/epoch: 2.2054
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0122. Test Acc: 37.5400. Time/epoch: 2.2200
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0122. Test Acc: 37.5400. Time/epoch: 2.3810
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3692
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▃▆▅█▆▅▅▅▂▇▂▆▂█▄▅▄▄▅▃▅▄▂▄▃▁▂▄▂▂▆▂▁▁▂▃▂▂▄▁
Loss/val▂▆▆█▆▆▅▅▁▆▃▇▃█▄▅▄▄▅▄▅▄▂▅▅▂▂▄▁▂▆▂▂▁▃▄▃▂▃▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01205
Loss/val0.01212
epoch50

View run prime-sweep-87 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w3vdhzz8
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_024743-w3vdhzz8/logs
wandb: Agent Starting Run: eu9lai07 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_024954-eu9lai07
Syncing run gentle-sweep-88 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/eu9lai07
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0044. Train Acc: 75.5350, Test loss: 0.0044. Test Acc: 76.2800. Time/epoch: 2.2035
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 93.4050, Test loss: 0.0014. Test Acc: 93.2300. Time/epoch: 2.3293
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▇▇█▇█████
Accuracy/val▁▆▇▇█▇█████
Loss/train█▃▂▂▁▂▁▁▁▁▁
Loss/val█▃▂▂▁▂▁▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.405
Accuracy/val93.23
Loss/train0.00134
Loss/val0.00142
epoch10

View run gentle-sweep-88 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/eu9lai07
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_024954-eu9lai07/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: u7xrakak with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_025041-u7xrakak
Syncing run efficient-sweep-89 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/u7xrakak
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0033. Train Acc: 81.8575, Test loss: 0.0033. Test Acc: 81.8200. Time/epoch: 2.2008
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0013. Train Acc: 93.2875, Test loss: 0.0013. Test Acc: 93.1900. Time/epoch: 2.1925
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0013. Train Acc: 93.7175, Test loss: 0.0013. Test Acc: 93.5500. Time/epoch: 2.3314
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 95.6000, Test loss: 0.0010. Test Acc: 95.1500. Time/epoch: 2.3217
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0008. Train Acc: 96.1400, Test loss: 0.0009. Test Acc: 95.5400. Time/epoch: 2.2083
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.5650, Test loss: 0.0009. Test Acc: 95.7400. Time/epoch: 2.2010
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▆▆▆▆▅▆▆▇▆▇▇▇▇▇▇▇▆▇██▇▇██████████▇█████
Accuracy/val▁▄▆▆▇▇▆▆▇▇▇▇▇▇▇▇▇█▇███████████████▇█████
Loss/train█▆▄▃▃▃▄▃▃▂▂▂▂▂▂▂▃▂▃▂▂▁▁▂▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁▁
Loss/val█▆▃▃▂▂▄▃▂▂▂▂▂▂▂▂▂▂▃▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.565
Accuracy/val95.74
Loss/train0.0007
Loss/val0.00088
epoch50

View run efficient-sweep-89 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/u7xrakak
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_025041-u7xrakak/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: p4whnt5d with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_025259-p4whnt5d
Syncing run zesty-sweep-90 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p4whnt5d
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4557
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3005
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▃▂▁▄▇▄▆▅█▃▂
Loss/val▄▄▁▄▆▅██▅▂▇
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01203
Loss/val0.01213
epoch10

View run zesty-sweep-90 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p4whnt5d
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_025259-p4whnt5d/logs
wandb: Agent Starting Run: 9mzw55p6 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_025339-9mzw55p6
Syncing run noble-sweep-91 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9mzw55p6
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0041. Train Acc: 89.8300, Test loss: 0.0042. Test Acc: 89.6100. Time/epoch: 3.1495
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0020. Train Acc: 94.8225, Test loss: 0.0021. Test Acc: 94.7100. Time/epoch: 3.1173
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0017. Train Acc: 95.6725, Test loss: 0.0019. Test Acc: 95.5400. Time/epoch: 2.9793
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0017. Train Acc: 95.6575, Test loss: 0.0019. Test Acc: 95.4800. Time/epoch: 3.1003
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0022. Train Acc: 94.2775, Test loss: 0.0023. Test Acc: 94.3300. Time/epoch: 3.0977
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0015. Train Acc: 96.1125, Test loss: 0.0017. Test Acc: 95.9600. Time/epoch: 3.1133
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▆▆▆▆▆▆▇▆▇▇▆▇▇▆▇▇█▇██▇▇█▇██▇██████▇██
Accuracy/val▁▄▅▅▆▆▆▆▇▆▇▆▆▇▇▇▇▆▇▇████▇▇█▇█████████▇██
Loss/train█▅▄▄▃▃▃▃▂▃▂▃▂▂▂▂▂▃▂▂▁▁▁▁▂▂▁▂▁▁▁▁▁▁▁▁▁▂▁▁
Loss/val█▅▄▄▃▃▃▃▂▃▂▃▂▂▂▂▂▃▂▂▁▁▂▁▂▂▂▂▁▁▁▁▁▁▁▁▁▂▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.1125
Accuracy/val95.96
Loss/train0.00151
Loss/val0.00168
epoch50

View run noble-sweep-91 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9mzw55p6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_025339-9mzw55p6/logs
wandb: Agent Starting Run: migt86gf with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_025627-migt86gf
Syncing run pleasant-sweep-92 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/migt86gf
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9943
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.1021
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0975
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▂▄▁▃▂▂▅▂▄▁▃▆▁▁▂▂▁▂▃▁
Loss/val█▅▃▃▄▁▄▆▅▆▃▅▇▂▄▂▃▃▂▄▅
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02407
epoch20

View run pleasant-sweep-92 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/migt86gf
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_025627-migt86gf/logs
wandb: Agent Starting Run: 3zun05t5 with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_025747-3zun05t5
Syncing run vague-sweep-93 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3zun05t5
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0106. Train Acc: 87.3925, Test loss: 0.0108. Test Acc: 86.9600. Time/epoch: 4.6284
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0048. Train Acc: 93.9650, Test loss: 0.0050. Test Acc: 93.9400. Time/epoch: 4.7316
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0058. Train Acc: 92.3425, Test loss: 0.0060. Test Acc: 92.1000. Time/epoch: 4.7718
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▆▆▆▇▇▇▇▇▇▇▇▇▇████▆
Accuracy/val▁▃▅▆▆▆▇▇▇▇▇▇▇▇█▇████▆
Loss/train█▅▄▃▃▃▂▂▂▂▂▁▂▁▁▂▁▁▁▁▃
Loss/val█▅▄▃▃▃▂▂▂▂▂▁▂▁▁▂▁▁▁▁▃
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train92.3425
Accuracy/val92.1
Loss/train0.00576
Loss/val0.00596
epoch20

View run vague-sweep-93 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3zun05t5
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_025747-3zun05t5/logs
wandb: Agent Starting Run: 6742a047 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_025939-6742a047
Syncing run sleek-sweep-94 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6742a047
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3244
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4324
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▂▅▁▇▂▁▃▄▂▂
Loss/val█▃▇▁▅▆▅▄█▄▆
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01203
Loss/val0.01212
epoch10

View run sleek-sweep-94 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6742a047
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_025939-6742a047/logs
wandb: Agent Starting Run: 7xfwvxrr with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030020-7xfwvxrr
Syncing run bright-sweep-95 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7xfwvxrr
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0151. Train Acc: 63.0500, Test loss: 0.0151. Test Acc: 63.6700. Time/epoch: 3.0093
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0048. Train Acc: 88.4175, Test loss: 0.0052. Test Acc: 88.3000. Time/epoch: 3.0877
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0036. Train Acc: 92.3075, Test loss: 0.0046. Test Acc: 90.6500. Time/epoch: 3.1176
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▃▅▅▅▆▆▇▇▇▇▇▇██▇█▇██
Accuracy/val▂▁▃▅▅▅▆▆▇▇▇▇▇▇████▇██
Loss/train█▇▆▃▃▃▃▃▂▂▂▂▂▂▁▁▂▁▂▁▁
Loss/val█▇▅▃▃▃▂▃▂▂▂▂▂▂▁▁▁▁▂▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train92.3075
Accuracy/val90.65
Loss/train0.00355
Loss/val0.00455
epoch20

View run bright-sweep-95 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7xfwvxrr
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030020-7xfwvxrr/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: agga0njv with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030146-agga0njv
Syncing run young-sweep-96 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/agga0njv
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0054. Train Acc: 75.3475, Test loss: 0.0054. Test Acc: 76.1300. Time/epoch: 2.3289
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0017. Train Acc: 91.4675, Test loss: 0.0017. Test Acc: 91.8000. Time/epoch: 2.4321
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 92.9650, Test loss: 0.0014. Test Acc: 92.8700. Time/epoch: 2.4259
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▆▇▇▇▇▇▇▇█████████
Accuracy/val▁▄▆▆▆▆▇▇▇▇█▇█████████
Loss/train█▅▄▃▃▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train92.965
Accuracy/val92.87
Loss/train0.00135
Loss/val0.00138
epoch20

View run young-sweep-96 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/agga0njv
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030146-agga0njv/logs
wandb: Agent Starting Run: tjhkbl9x with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030252-tjhkbl9x
Syncing run curious-sweep-97 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tjhkbl9x
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0072. Train Acc: 89.4800, Test loss: 0.0072. Test Acc: 89.7000. Time/epoch: 5.2330
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0038. Train Acc: 95.0225, Test loss: 0.0043. Test Acc: 94.7500. Time/epoch: 5.1294
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▆▇▅█▇█▆
Accuracy/val▁▅▆▆▆▇▅█▇▇▆
Loss/train█▄▄▃▃▂▅▁▂▁▃
Loss/val█▄▄▃▃▂▅▁▂▁▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.0225
Accuracy/val94.75
Loss/train0.00385
Loss/val0.00431
epoch10

View run curious-sweep-97 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tjhkbl9x
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030252-tjhkbl9x/logs
wandb: Agent Starting Run: simxgk4b with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030403-simxgk4b
Syncing run treasured-sweep-98 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/simxgk4b
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.9203
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0482. Train Acc: 36.8250, Test loss: 0.0481. Test Acc: 37.5400. Time/epoch: 4.8459
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.8674
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▁▁▄▄▄▃▄▇▄▄▆▃▂▅▂█▃▃▃▄▂
Loss/val▂▁▄▅▅▂▃█▃▂▇▂▃▅▃█▂▅▅▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04808
Loss/val0.04796
epoch20

View run treasured-sweep-98 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/simxgk4b
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030403-simxgk4b/logs
wandb: Agent Starting Run: bv8vyks7 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030600-bv8vyks7
Syncing run prime-sweep-99 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/bv8vyks7
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0106. Train Acc: 87.1825, Test loss: 0.0107. Test Acc: 87.0900. Time/epoch: 4.7402
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0047. Train Acc: 94.4275, Test loss: 0.0049. Test Acc: 94.4800. Time/epoch: 4.7193
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▇▇▇▇█▇█
Accuracy/val▁▅▆▆▇▇▇▇█▇█
Loss/train█▄▃▂▂▂▂▁▁▂▁
Loss/val█▄▃▃▂▂▂▁▁▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.4275
Accuracy/val94.48
Loss/train0.00474
Loss/val0.00494
epoch10

View run prime-sweep-99 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/bv8vyks7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030600-bv8vyks7/logs
wandb: Agent Starting Run: uiatywb3 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030704-uiatywb3
Syncing run clear-sweep-100 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/uiatywb3
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0031. Train Acc: 82.7000, Test loss: 0.0031. Test Acc: 82.7900. Time/epoch: 2.2303
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0011. Train Acc: 93.6525, Test loss: 0.0011. Test Acc: 93.5700. Time/epoch: 2.3759
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 96.8750, Test loss: 0.0007. Test Acc: 96.6500. Time/epoch: 2.3505
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 96.8975, Test loss: 0.0007. Test Acc: 96.6100. Time/epoch: 2.3367
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0014. Train Acc: 93.4575, Test loss: 0.0015. Test Acc: 93.1800. Time/epoch: 2.2386
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 96.0250, Test loss: 0.0008. Test Acc: 95.7100. Time/epoch: 2.2163
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▄▆▅▅▆▇▆▇▇▇▇█▇▇▇▇▇█▄▇▇█▇██▅▅█▇▆█▇▆████▇
Accuracy/val▁▆▄▆▅▅▆▇▆▇▇▇▇██▇█▇▇█▄▇▇████▅▅█▇▇█▇▆████▇
Loss/train█▃▅▃▄▅▃▂▃▂▂▂▃▂▂▂▂▂▂▂▅▂▂▁▂▁▁▅▅▂▂▃▁▂▃▁▂▁▁▂
Loss/val█▃▅▃▄▄▃▂▃▂▂▂▂▁▁▂▁▂▂▁▅▂▂▁▂▁▁▅▄▁▂▃▁▂▃▁▂▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.025
Accuracy/val95.71
Loss/train0.00076
Loss/val0.00084
epoch50

View run clear-sweep-100 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/uiatywb3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030704-uiatywb3/logs
wandb: Agent Starting Run: zovc4bqy with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_030915-zovc4bqy
Syncing run proud-sweep-101 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zovc4bqy
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0035. Train Acc: 89.5725, Test loss: 0.0036. Test Acc: 89.5100. Time/epoch: 3.3588
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0017. Train Acc: 95.7350, Test loss: 0.0019. Test Acc: 95.2800. Time/epoch: 3.1717
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 97.8425, Test loss: 0.0014. Test Acc: 96.8700. Time/epoch: 3.1696
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▅▆▁▆▇▇▆▇▇▆▇▇▅▇███
Accuracy/val▁▅▅▅▆▆▁▇▇█▆▇▇▆█▇▅▇███
Loss/train█▅▄▄▄▃█▃▂▂▃▃▃▃▂▂▇▂▂▁▁
Loss/val█▄▃▃▃▂█▂▁▁▃▂▃▃▂▂█▂▂▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.8425
Accuracy/val96.87
Loss/train0.00089
Loss/val0.00137
epoch20

View run proud-sweep-101 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zovc4bqy
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_030915-zovc4bqy/logs
wandb: Agent Starting Run: z5r2tlkg with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_031041-z5r2tlkg
Syncing run sweet-sweep-102 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/z5r2tlkg
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0026. Train Acc: 89.0050, Test loss: 0.0026. Test Acc: 88.8600. Time/epoch: 2.3906
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0011. Train Acc: 94.3475, Test loss: 0.0012. Test Acc: 94.2700. Time/epoch: 2.2251
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 95.2050, Test loss: 0.0011. Test Acc: 94.9500. Time/epoch: 2.2297
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 95.3600, Test loss: 0.0010. Test Acc: 95.2900. Time/epoch: 2.3617
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 95.7775, Test loss: 0.0009. Test Acc: 95.5500. Time/epoch: 2.3671
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 95.9625, Test loss: 0.0009. Test Acc: 95.7900. Time/epoch: 2.2033
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▆▅▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇█▇██████████▇████
Accuracy/val▁▄▅▅▅▆▅▇▆▆▇▇▇▇▇▇▇▇▇▇▇▇█▇▇██▇▇█████▇█▇███
Loss/train█▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▃▂▃▂▂▂▂▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.9625
Accuracy/val95.79
Loss/train0.00088
Loss/val0.00092
epoch50

View run sweet-sweep-102 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/z5r2tlkg
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_031041-z5r2tlkg/logs
wandb: Agent Starting Run: 9ogv0d1d with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_031254-9ogv0d1d
Syncing run wobbly-sweep-103 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9ogv0d1d
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0013. Train Acc: 93.2350, Test loss: 0.0014. Test Acc: 93.1000. Time/epoch: 2.3610
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0009. Train Acc: 95.3750, Test loss: 0.0010. Test Acc: 95.3200. Time/epoch: 2.3356
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 97.2500, Test loss: 0.0006. Test Acc: 97.0500. Time/epoch: 2.1837
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0006. Train Acc: 96.9925, Test loss: 0.0007. Test Acc: 96.6600. Time/epoch: 2.3134
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 96.8000, Test loss: 0.0007. Test Acc: 96.4400. Time/epoch: 2.3188
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.5625, Test loss: 0.0006. Test Acc: 97.2300. Time/epoch: 2.3414
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▆▁▆▇▅▇▇▇▇▇▇▇▇▇▇▇█▇▇▇██▇██████▇██████████
Accuracy/val▆▁▆▇▅▇▇▇▇▇▇▇▇▇▇██▇▇▇█████████▇██████████
Loss/train▃█▂▂▃▂▂▂▂▂▂▂▂▁▁▁▁▂▂▂▁▁▁▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁
Loss/val▃█▂▂▃▂▂▂▂▂▂▂▁▁▁▁▁▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.5625
Accuracy/val97.23
Loss/train0.0005
Loss/val0.00062
epoch50

View run wobbly-sweep-103 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9ogv0d1d
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_031254-9ogv0d1d/logs
wandb: Agent Starting Run: vhvf0jcd with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_031505-vhvf0jcd
Syncing run mild-sweep-104 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/vhvf0jcd
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0047. Train Acc: 77.7925, Test loss: 0.0046. Test Acc: 78.7000. Time/epoch: 2.4174
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3413
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train█▁▁▁▁▁▁▁▁▁▁
Accuracy/val█▁▁▁▁▁▁▁▁▁▁
Loss/train▁██████████
Loss/val▁██████████
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01203
Loss/val0.01214
epoch10

View run mild-sweep-104 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/vhvf0jcd
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_031505-vhvf0jcd/logs
wandb: Agent Starting Run: 5jzm4hd6 with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_031546-5jzm4hd6
Syncing run twilight-sweep-105 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5jzm4hd6
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0195. Train Acc: 78.7525, Test loss: 0.0194. Test Acc: 79.0700. Time/epoch: 4.9323
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0050. Train Acc: 94.3575, Test loss: 0.0053. Test Acc: 93.9700. Time/epoch: 4.8345
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0047. Train Acc: 94.2750, Test loss: 0.0050. Test Acc: 93.8500. Time/epoch: 4.8189
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▄▅▆▇▇▇██████▁▇█▇█████
Accuracy/val▄▅▆▇▇▇██████▁▇█▇█████
Loss/train▄▃▂▂▁▁▁▁▁▁▁▁█▁▁▁▁▁▁▁▁
Loss/val▄▃▂▂▁▁▁▁▁▁▁▁█▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train94.275
Accuracy/val93.85
Loss/train0.0047
Loss/val0.005
epoch20

View run twilight-sweep-105 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5jzm4hd6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_031546-5jzm4hd6/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: x5wzmb9m with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_031748-x5wzmb9m
Syncing run vocal-sweep-106 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/x5wzmb9m
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0136. Train Acc: 81.9050, Test loss: 0.0138. Test Acc: 81.6700. Time/epoch: 4.7866
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0047. Train Acc: 93.9850, Test loss: 0.0049. Test Acc: 94.1600. Time/epoch: 4.7301
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0041. Train Acc: 94.7500, Test loss: 0.0042. Test Acc: 95.0900. Time/epoch: 4.7042
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▄▅▆▇▆▇▇███████▇███
Accuracy/val▁▂▃▄▅▆▇▆▇▇███████▇███
Loss/train█▆▆▄▄▃▂▂▂▂▁▁▁▁▁▁▁▂▁▁▁
Loss/val█▆▆▅▄▃▂▂▂▂▁▂▁▁▁▁▁▂▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train94.75
Accuracy/val95.09
Loss/train0.00407
Loss/val0.00423
epoch20

View run vocal-sweep-106 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/x5wzmb9m
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_031748-x5wzmb9m/logs
wandb: Agent Starting Run: jd4zr49s with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_031940-jd4zr49s
Syncing run vocal-sweep-107 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jd4zr49s
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0078. Train Acc: 89.4400, Test loss: 0.0081. Test Acc: 89.3800. Time/epoch: 5.2359
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0036. Train Acc: 95.1000, Test loss: 0.0038. Test Acc: 95.2400. Time/epoch: 5.1533
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0028. Train Acc: 96.6600, Test loss: 0.0032. Test Acc: 96.2400. Time/epoch: 5.1585
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▂▆▆▆▆▆▆▆▇▆▆▇▇█▇█▇█
Accuracy/val▁▂▄▂▆▆▆▇▇▇▇▇▆▇▇██▇█▇█
Loss/train█▆▅▇▃▃▃▂▂▂▂▂▃▂▂▁▁▂▁▂▁
Loss/val█▆▅▆▃▃▃▂▂▂▂▂▃▂▂▁▁▁▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.66
Accuracy/val96.24
Loss/train0.00278
Loss/val0.00316
epoch20

View run vocal-sweep-107 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jd4zr49s
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_031940-jd4zr49s/logs
wandb: Agent Starting Run: p9k6cxx7 with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032143-p9k6cxx7
Syncing run worthy-sweep-108 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p9k6cxx7
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0018. Train Acc: 88.2000, Test loss: 0.0018. Test Acc: 88.5900. Time/epoch: 2.3159
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0007. Train Acc: 96.4925, Test loss: 0.0008. Test Acc: 96.2200. Time/epoch: 2.4209
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.6750, Test loss: 0.0006. Test Acc: 97.1800. Time/epoch: 2.4273
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▇▆▆▇▇▇▇▇▇█▇▇██████
Accuracy/val▁▅▇▇▆▆▇▇▇▇▇▇█████████
Loss/train█▅▄▃▄▄▃▂▃▂▂▃▁▂▁▁▁▁▁▁▁
Loss/val█▄▃▃▄▄▂▂▃▂▂▂▁▂▁▁▁▁▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.675
Accuracy/val97.18
Loss/train0.00048
Loss/val0.00061
epoch20

View run worthy-sweep-108 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p9k6cxx7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032143-p9k6cxx7/logs
wandb: Agent Starting Run: 9zx8scos with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032244-9zx8scos
Syncing run winter-sweep-109 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9zx8scos
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0028. Train Acc: 92.2725, Test loss: 0.0029. Test Acc: 92.2900. Time/epoch: 3.3926
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0018. Train Acc: 95.2300, Test loss: 0.0019. Test Acc: 95.0900. Time/epoch: 3.3430
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0011. Train Acc: 97.3800, Test loss: 0.0013. Test Acc: 96.9100. Time/epoch: 3.3288
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 97.5450, Test loss: 0.0013. Test Acc: 97.0000. Time/epoch: 3.1773
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0008. Train Acc: 98.1075, Test loss: 0.0012. Test Acc: 97.3100. Time/epoch: 3.2019
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 98.7525, Test loss: 0.0012. Test Acc: 97.6100. Time/epoch: 3.3130
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▅▄▅▄▄▆▆▆▆▆▆▆▆▇▇▇▆▇▇▇▆▇▇▇▇▇▇▇▇█▆█████
Accuracy/val▁▃▄▅▆▄▅▅▄▆▇▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▆█████
Loss/train█▆▆▅▄▅▅▅▅▃▃▄▃▃▃▃▃▃▂▂▃▂▂▂▂▂▂▂▂▂▂▂▂▁▃▁▁▁▁▁
Loss/val█▆▅▅▃▅▄▄▄▃▂▃▂▂▃▂▂▂▂▂▂▂▂▁▂▂▁▁▁▂▂▂▂▁▃▁▁▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.7525
Accuracy/val97.61
Loss/train0.00054
Loss/val0.0012
epoch50

View run winter-sweep-109 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9zx8scos
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032244-9zx8scos/logs
wandb: Agent Starting Run: zyau70g3 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032547-zyau70g3
Syncing run daily-sweep-110 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zyau70g3
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0341
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.0451
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0080
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train████▁████████████████
Loss/val████▁████████████████
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02406
epoch20

View run daily-sweep-110 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zyau70g3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032547-zyau70g3/logs
wandb: Agent Starting Run: 2luvylas with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032703-2luvylas
Syncing run radiant-sweep-111 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/2luvylas
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0042. Train Acc: 89.3825, Test loss: 0.0043. Test Acc: 89.0800. Time/epoch: 3.3587
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 95.4400, Test loss: 0.0020. Test Acc: 95.3200. Time/epoch: 3.1627
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▇▇▆▆▆▇█
Accuracy/val▁▄▅▆▇▇▆▇▆▇█
Loss/train█▅▄▃▂▂▃▂▂▁▁
Loss/val█▅▄▃▂▂▃▂▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.44
Accuracy/val95.32
Loss/train0.00189
Loss/val0.00202
epoch10

View run radiant-sweep-111 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/2luvylas
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032703-2luvylas/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: tvzq27e3 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032800-tvzq27e3
Syncing run hopeful-sweep-112 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tvzq27e3
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0061. Train Acc: 86.3300, Test loss: 0.0062. Test Acc: 86.3900. Time/epoch: 3.2002
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0026. Train Acc: 93.7600, Test loss: 0.0027. Test Acc: 93.9700. Time/epoch: 3.1527
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▆▆▆▇██
Accuracy/val▁▃▄▅▅▆▆▆▇▇█
Loss/train█▅▄▃▃▂▂▂▂▁▁
Loss/val█▅▄▃▃▂▂▂▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.76
Accuracy/val93.97
Loss/train0.00261
Loss/val0.00265
epoch10

View run hopeful-sweep-112 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tvzq27e3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032800-tvzq27e3/logs
wandb: Agent Starting Run: p67cfog1 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032846-p67cfog1
Syncing run fluent-sweep-113 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p67cfog1
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0026. Train Acc: 92.8100, Test loss: 0.0027. Test Acc: 92.8000. Time/epoch: 3.3845
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 94.9050, Test loss: 0.0021. Test Acc: 94.7100. Time/epoch: 3.3136
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▅▅█▇▆▇█▄
Accuracy/val▁▅▆▆▅█▇▆▇█▄
Loss/train█▄▄▄▄▁▂▃▂▁▅
Loss/val█▃▃▄▃▁▁▃▂▁▅
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.905
Accuracy/val94.71
Loss/train0.00194
Loss/val0.00209
epoch10

View run fluent-sweep-113 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p67cfog1
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032846-p67cfog1/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: dvziqyxq with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_032944-dvziqyxq
Syncing run visionary-sweep-114 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/dvziqyxq
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0057. Train Acc: 92.3600, Test loss: 0.0058. Test Acc: 92.3700. Time/epoch: 4.8779
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0031. Train Acc: 95.9550, Test loss: 0.0034. Test Acc: 95.5800. Time/epoch: 4.8753
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0022. Train Acc: 97.1100, Test loss: 0.0026. Test Acc: 96.7300. Time/epoch: 4.8943
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0017. Train Acc: 98.1425, Test loss: 0.0021. Test Acc: 97.7400. Time/epoch: 4.7056
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0033. Train Acc: 96.1825, Test loss: 0.0037. Test Acc: 95.9100. Time/epoch: 4.6866
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 98.5625, Test loss: 0.0017. Test Acc: 98.2800. Time/epoch: 4.8479
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▄▆▆▁▇▇▇▆▇▇▇▇▇▇▇▇▇▇▇▇█▇███▇██▇██▇█▇██████
Accuracy/val▅▆▆▁▇▇▇▆▆▇▇▇▇▇▇▇▇▇▇▇█▇███▇██▇██▇█▇██████
Loss/train▄▃▃█▂▂▂▃▂▂▂▂▂▂▂▁▂▂▂▂▁▂▁▁▁▂▁▁▂▁▁▁▁▂▁▁▁▁▁▁
Loss/val▄▃▃█▂▂▂▂▂▂▂▂▁▂▂▁▂▂▂▂▁▂▁▁▁▁▁▁▂▁▁▁▁▂▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.5625
Accuracy/val98.28
Loss/train0.00128
Loss/val0.00174
epoch50

View run visionary-sweep-114 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/dvziqyxq
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_032944-dvziqyxq/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: cb4b5suj with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_033411-cb4b5suj
Syncing run trim-sweep-115 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cb4b5suj
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 89.2950, Test loss: 0.0021. Test Acc: 89.4500. Time/epoch: 2.2336
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 90.8825, Test loss: 0.0018. Test Acc: 90.8000. Time/epoch: 2.3476
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 96.9800, Test loss: 0.0007. Test Acc: 96.8900. Time/epoch: 2.3485
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0005. Train Acc: 97.8550, Test loss: 0.0005. Test Acc: 97.7900. Time/epoch: 2.3385
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0004. Train Acc: 98.0175, Test loss: 0.0005. Test Acc: 97.7300. Time/epoch: 2.2109
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 97.0625, Test loss: 0.0007. Test Acc: 96.8300. Time/epoch: 2.3406
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▄▂▄▆▇▇▇▆▇▇▇█▇▇█▇▇███▇▅█▇██▇▆██▇▇▇
Accuracy/val▁▃▄▅▆▆▆▄▂▄▇▇▇▇▆▇▇██▇▇█▇▇███▇▅█▇███▆██▇▇▇
Loss/train█▆▅▄▃▃▃▅▇▅▃▂▂▂▃▂▂▂▁▂▂▂▂▂▁▁▁▂▄▁▂▁▁▂▃▁▁▂▂▂
Loss/val█▆▅▄▃▃▃▅▇▅▂▂▂▂▂▂▂▁▁▂▂▁▁▂▁▁▁▂▄▁▂▁▁▁▃▁▁▂▂▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.0625
Accuracy/val96.83
Loss/train0.00061
Loss/val0.00069
epoch50

View run trim-sweep-115 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cb4b5suj
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_033411-cb4b5suj/logs
wandb: Agent Starting Run: 9vuy6t60 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_033622-9vuy6t60
Syncing run ruby-sweep-116 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9vuy6t60
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0019. Train Acc: 89.9600, Test loss: 0.0020. Test Acc: 89.9600. Time/epoch: 2.2468
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0006. Train Acc: 96.7925, Test loss: 0.0007. Test Acc: 96.6300. Time/epoch: 2.2197
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 96.9175, Test loss: 0.0007. Test Acc: 96.5100. Time/epoch: 2.3593
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0004. Train Acc: 98.1800, Test loss: 0.0005. Test Acc: 97.5100. Time/epoch: 2.3331
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0004. Train Acc: 97.9050, Test loss: 0.0006. Test Acc: 97.0400. Time/epoch: 2.3245
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0002. Train Acc: 98.9500, Test loss: 0.0005. Test Acc: 97.9400. Time/epoch: 2.2019
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▃▄▅▁▆▆▃▇▇▇▆▆▆▅▇▇▇▇▇▇▇▇▇▇██▇▇▇▆▇▇▇█▇█████
Accuracy/val▃▄▅▁▇▆▃▇▇▇▇▆▇▅▇▇▇▇▇▇▇▇█▇██▇▇█▆▇▇▇█▇█████
Loss/train▆▄▄█▃▃▇▂▂▂▃▃▃▄▂▂▂▂▂▂▂▂▁▂▁▁▂▂▂▄▂▂▂▁▂▁▁▁▁▁
Loss/val▅▄▃█▂▃▆▂▂▂▂▂▂▃▂▂▂▂▂▂▂▂▁▁▁▁▁▂▁▄▂▂▂▁▂▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.95
Accuracy/val97.94
Loss/train0.00024
Loss/val0.0005
epoch50

View run ruby-sweep-116 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9vuy6t60
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_033622-9vuy6t60/logs
wandb: Agent Starting Run: huppqm1m with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_033833-huppqm1m
Syncing run absurd-sweep-117 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/huppqm1m
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0040. Train Acc: 88.9275, Test loss: 0.0041. Test Acc: 88.8800. Time/epoch: 3.1435
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0019. Train Acc: 95.1400, Test loss: 0.0020. Test Acc: 95.1000. Time/epoch: 2.9824
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0016. Train Acc: 95.7625, Test loss: 0.0017. Test Acc: 95.8300. Time/epoch: 2.9552
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▄▆▇▄▇██▇▇█▇████▇█▇█
Accuracy/val▁▆▄▆▇▄███▇▇▇▇████▇█▇█
Loss/train█▃▅▃▂▆▁▁▁▂▂▁▁▁▁▁▁▂▁▂▁
Loss/val█▃▅▃▂▆▁▁▁▂▂▁▁▁▁▁▁▂▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.7625
Accuracy/val95.83
Loss/train0.00164
Loss/val0.00169
epoch20

View run absurd-sweep-117 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/huppqm1m
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_033833-huppqm1m/logs
wandb: Agent Starting Run: jpoemwhv with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_033950-jpoemwhv
Syncing run eternal-sweep-118 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jpoemwhv
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0025. Train Acc: 85.6625, Test loss: 0.0026. Test Acc: 85.9400. Time/epoch: 2.3635
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 95.6950, Test loss: 0.0009. Test Acc: 95.4900. Time/epoch: 2.1930
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▆▇▇▇█▇▇██
Accuracy/val▁▆▅▇▇▇█▇▇██
Loss/train█▃▃▂▂▂▁▂▂▁▁
Loss/val█▃▃▂▂▂▁▂▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.695
Accuracy/val95.49
Loss/train0.00085
Loss/val0.00091
epoch10

View run eternal-sweep-118 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jpoemwhv
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_033950-jpoemwhv/logs
wandb: Agent Starting Run: m2mggbud with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034030-m2mggbud
Syncing run frosty-sweep-119 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/m2mggbud
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0044. Train Acc: 87.3125, Test loss: 0.0044. Test Acc: 87.4500. Time/epoch: 3.1746
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 95.3650, Test loss: 0.0019. Test Acc: 95.1000. Time/epoch: 3.1354
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▆▇▇▇████▇
Accuracy/val▁▆▇▇▇▇▇███▇
Loss/train█▄▃▂▂▂▂▁▁▁▂
Loss/val█▃▃▂▂▂▂▁▁▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.365
Accuracy/val95.1
Loss/train0.00186
Loss/val0.00194
epoch10

View run frosty-sweep-119 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/m2mggbud
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034030-m2mggbud/logs
wandb: Agent Starting Run: 39ddzhco with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034121-39ddzhco
Syncing run restful-sweep-120 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/39ddzhco
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0085. Train Acc: 79.1825, Test loss: 0.0087. Test Acc: 78.7600. Time/epoch: 3.1127
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0029. Train Acc: 92.4450, Test loss: 0.0031. Test Acc: 92.1300. Time/epoch: 3.0869
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0025. Train Acc: 93.7350, Test loss: 0.0027. Test Acc: 93.3700. Time/epoch: 3.0732
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▆▆▆▇▇▇▇▇▇▇▇▇██████
Accuracy/val▁▃▅▆▆▆▇▇▇▇▇▇▇████████
Loss/train█▅▄▃▃▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.735
Accuracy/val93.37
Loss/train0.0025
Loss/val0.00266
epoch20

View run restful-sweep-120 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/39ddzhco
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034121-39ddzhco/logs
wandb: Agent Starting Run: s9ih4ev0 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034237-s9ih4ev0
Syncing run major-sweep-121 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/s9ih4ev0
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0038. Train Acc: 91.0400, Test loss: 0.0039. Test Acc: 90.8100. Time/epoch: 3.3814
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0024. Train Acc: 93.5725, Test loss: 0.0026. Test Acc: 93.3100. Time/epoch: 3.2949
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0009. Train Acc: 98.0000, Test loss: 0.0013. Test Acc: 97.1200. Time/epoch: 3.2832
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0010. Train Acc: 97.7750, Test loss: 0.0016. Test Acc: 96.7800. Time/epoch: 3.1826
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 98.6025, Test loss: 0.0017. Test Acc: 96.9600. Time/epoch: 3.2852
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 96.8175, Test loss: 0.0028. Test Acc: 95.3000. Time/epoch: 3.3088
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▂▆▂▆▅▆▃▅▆▆▆▇▆▇▇▇▇▆▆▇▇▇▇▇▇▇█▇▇██▇██▇██▆
Accuracy/val▁▆▃▇▂▇▆▇▄▆▇▆▆█▇▇█▇▇▆▆██▇█▇▇▇██▇█████▇██▆
Loss/train█▄▆▃█▃▄▃▅▄▃▃▃▂▃▂▂▂▂▃▃▂▂▃▂▂▂▂▁▂▂▁▁▁▁▁▂▁▁▃
Loss/val▇▂▅▂█▂▃▂▄▃▂▂▂▂▃▂▁▂▂▃▂▁▁▄▂▂▂▃▂▃▂▁▂▂▃▂▃▂▂▄
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.8175
Accuracy/val95.3
Loss/train0.0013
Loss/val0.00278
epoch50

View run major-sweep-121 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/s9ih4ev0
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034237-s9ih4ev0/logs
wandb: Agent Starting Run: mfega71i with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034540-mfega71i
Syncing run autumn-sweep-122 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mfega71i
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0121. Train Acc: 37.4350, Test loss: 0.0122. Test Acc: 38.0400. Time/epoch: 2.2479
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0122. Train Acc: 36.8250, Test loss: 0.0123. Test Acc: 37.5400. Time/epoch: 2.1978
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0122. Train Acc: 36.8250, Test loss: 0.0122. Test Acc: 37.5400. Time/epoch: 2.3595
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▆▅█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▅▅█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▁▃▁▆▅▆▆▇▇██▆▆▆▆▇▇█▆█▇
Loss/val▁▃▁▆▆▇▅▆▅▇▇▆▅▅▆▇▆█▅█▇
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01216
Loss/val0.01224
epoch20

View run autumn-sweep-122 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mfega71i
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034540-mfega71i/logs
wandb: Agent Starting Run: sagxbth3 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034642-sagxbth3
Syncing run eager-sweep-123 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/sagxbth3
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.2179
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.3562
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▄▁▄█▄▂▃▄▂▃▂
Loss/val▄▃▅█▆▃▃▆▄▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01203
Loss/val0.01209
epoch10

View run eager-sweep-123 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/sagxbth3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034642-sagxbth3/logs
wandb: Agent Starting Run: eko31h9c with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034723-eko31h9c
Syncing run stellar-sweep-124 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/eko31h9c
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.0831
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.9927
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.1511
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▂▂▄▄▄▁▅▁▁▂▃▂▂▁█▃▄▁▂▂▂
Loss/val▂▂▄▃▃▁▄▁▂▃▂▂▂▁█▃▅▂▂▃▃
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04805
Loss/val0.04797
epoch20

View run stellar-sweep-124 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/eko31h9c
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034723-eko31h9c/logs
wandb: Agent Starting Run: rc4w0al7 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_034925-rc4w0al7
Syncing run floral-sweep-125 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rc4w0al7
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0059. Train Acc: 91.7375, Test loss: 0.0061. Test Acc: 91.7000. Time/epoch: 5.0144
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0025. Train Acc: 96.8450, Test loss: 0.0028. Test Acc: 96.5600. Time/epoch: 4.9937
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0015. Train Acc: 98.2525, Test loss: 0.0022. Test Acc: 97.6300. Time/epoch: 5.1812
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0027. Train Acc: 96.6925, Test loss: 0.0039. Test Acc: 96.0000. Time/epoch: 5.1661
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0015. Train Acc: 98.0425, Test loss: 0.0034. Test Acc: 96.6400. Time/epoch: 5.1761
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 98.9125, Test loss: 0.0035. Test Acc: 97.4000. Time/epoch: 5.0519
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▅▂▄▅▅▆▆▇▅▆▆▆▆▇▇▅▅▇▆▆▇▆▇▇▇█▆▇▇███▇████
Accuracy/val▁▄▃▆▂▅▆▆▆▇▇▅▇▇▇▆█▇▆▅▇▆▆█▆████▆█▇███▇▇██▇
Loss/train█▆▆▅▇▅▄▄▃▃▃▄▃▃▃▄▂▂▄▄▂▃▄▂▄▂▂▂▂▃▁▂▁▁▁▂▁▁▁▁
Loss/val█▅▅▃▇▄▃▃▂▂▁▃▂▂▂▃▁▁▄▄▂▃▄▁▄▂▂▁▁▅▁▂▂▂▂▃▃▁▂▃
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.9125
Accuracy/val97.4
Loss/train0.00089
Loss/val0.00354
epoch50

View run floral-sweep-125 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rc4w0al7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_034925-rc4w0al7/logs
wandb: Agent Starting Run: 3hue7myw with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_035401-3hue7myw
Syncing run rare-sweep-126 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3hue7myw
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0017. Train Acc: 90.8700, Test loss: 0.0018. Test Acc: 90.8500. Time/epoch: 2.4444
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0007. Train Acc: 96.5750, Test loss: 0.0008. Test Acc: 96.2600. Time/epoch: 2.4537
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 97.2350, Test loss: 0.0007. Test Acc: 96.7600. Time/epoch: 2.3120
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆▆▇▆▆▆▇▇▇▇█▇████▇█
Accuracy/val▁▅▅▆▆▇▆▆▇▇▇▇██▇████▇█
Loss/train█▅▄▄▃▂▃▃▃▂▂▂▂▁▂▁▁▁▁▁▁
Loss/val█▅▄▄▃▂▃▃▃▂▂▂▁▁▂▁▁▁▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.235
Accuracy/val96.76
Loss/train0.00056
Loss/val0.00067
epoch20

View run rare-sweep-126 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3hue7myw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_035401-3hue7myw/logs
wandb: Agent Starting Run: g2qv1hr9 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_035508-g2qv1hr9
Syncing run drawn-sweep-127 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/g2qv1hr9
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0121. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4737
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0120. Train Acc: 36.8250, Test loss: 0.0121. Test Acc: 37.5400. Time/epoch: 2.4183
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▄▅▂▁▃▂▂▅▁▁
Loss/val█▃▆▃▃▂▆▁▃▃▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.01203
Loss/val0.0121
epoch10

View run drawn-sweep-127 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/g2qv1hr9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_035508-g2qv1hr9/logs
wandb: Agent Starting Run: 14i7qqb3 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_035549-14i7qqb3
Syncing run wild-sweep-128 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/14i7qqb3
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0076. Train Acc: 89.9925, Test loss: 0.0079. Test Acc: 89.6700. Time/epoch: 4.7964
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0032. Train Acc: 96.0875, Test loss: 0.0036. Test Acc: 95.7100. Time/epoch: 4.7119
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▇▇▇▆█▇▇▇█
Accuracy/val▁▅▇▇█▆█▇▇▇█
Loss/train█▄▂▂▂▃▁▃▂▂▁
Loss/val█▄▂▂▂▃▁▂▂▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.0875
Accuracy/val95.71
Loss/train0.00317
Loss/val0.00357
epoch10

View run wild-sweep-128 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/14i7qqb3
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_035549-14i7qqb3/logs
wandb: Agent Starting Run: ikirp9xn with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_035655-ikirp9xn
Syncing run ancient-sweep-129 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ikirp9xn
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0043. Train Acc: 94.4825, Test loss: 0.0045. Test Acc: 94.4700. Time/epoch: 4.9078
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0020. Train Acc: 97.6225, Test loss: 0.0024. Test Acc: 97.2900. Time/epoch: 4.8971
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0015. Train Acc: 98.1250, Test loss: 0.0021. Test Acc: 97.5600. Time/epoch: 4.8745
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▃▂▁▄▄▄▆▆▇▇▇▇▆██▇████
Accuracy/val▃▃▂▁▅▅▃▆▇▇▇▇▇▆██▇███▇
Loss/train▇▆▇█▅▅▆▃▃▃▂▂▂▃▁▁▁▁▁▁▁
Loss/val▆▆▆█▄▄▆▃▂▂▂▂▂▃▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train98.125
Accuracy/val97.56
Loss/train0.00153
Loss/val0.00214
epoch20

View run ancient-sweep-129 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ikirp9xn
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_035655-ikirp9xn/logs
wandb: Agent Starting Run: xbpuwg2m with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_035852-xbpuwg2m
Syncing run peach-sweep-130 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xbpuwg2m
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0029. Train Acc: 92.8025, Test loss: 0.0030. Test Acc: 92.4700. Time/epoch: 3.3691
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0013. Train Acc: 96.9200, Test loss: 0.0014. Test Acc: 96.7400. Time/epoch: 3.3041
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0011. Train Acc: 97.2725, Test loss: 0.0013. Test Acc: 96.8900. Time/epoch: 3.2984
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 98.3425, Test loss: 0.0010. Test Acc: 97.8500. Time/epoch: 3.1525
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0005. Train Acc: 98.6950, Test loss: 0.0009. Test Acc: 98.1000. Time/epoch: 3.3082
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 98.6475, Test loss: 0.0010. Test Acc: 97.9400. Time/epoch: 3.2932
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▂▃▅▄▆▅▆▆▆▆▆▆▆▇▆▆▆▆▇▆▇▅▇▇▇█▇▇█▇██▇█▇██▇
Accuracy/val▁▄▃▃▅▅▆▅▆▆▇▇▇▇▇▇▆▇▇▆▇▇▇▆▇█▇█▇▇█▇██▇█▇██▇
Loss/train█▅▆▆▄▄▄▄▃▃▃▃▃▃▃▂▃▂▃▃▂▃▂▄▂▂▂▁▂▂▁▂▁▁▂▁▂▁▁▁
Loss/val█▅▆▆▃▄▃▃▃▂▂▂▂▂▂▂▂▂▂▃▂▂▁▃▁▁▂▁▂▂▁▂▁▁▂▁▂▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.6475
Accuracy/val97.94
Loss/train0.00053
Loss/val0.00104
epoch50

View run peach-sweep-130 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xbpuwg2m
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_035852-xbpuwg2m/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: bms9a5ow with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_040201-bms9a5ow
Syncing run effortless-sweep-131 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/bms9a5ow
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0086. Train Acc: 83.8575, Test loss: 0.0087. Test Acc: 83.9500. Time/epoch: 2.9495
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0029. Train Acc: 92.1350, Test loss: 0.0031. Test Acc: 91.9500. Time/epoch: 3.0603
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0026. Train Acc: 93.2900, Test loss: 0.0027. Test Acc: 93.1500. Time/epoch: 3.0438
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▅▆▆▇▇▇▇▇▇▇████████
Accuracy/val▁▃▅▅▆▆▇▇▇▇▇▇▇████████
Loss/train█▅▃▃▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▃▃▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.29
Accuracy/val93.15
Loss/train0.00255
Loss/val0.00269
epoch20

View run effortless-sweep-131 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/bms9a5ow
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_040201-bms9a5ow/logs
wandb: Agent Starting Run: ihr6pabg with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_040317-ihr6pabg
Syncing run glowing-sweep-132 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ihr6pabg
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0016. Train Acc: 90.3525, Test loss: 0.0017. Test Acc: 90.4900. Time/epoch: 2.2637
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0007. Train Acc: 96.8375, Test loss: 0.0007. Test Acc: 96.4900. Time/epoch: 2.3961
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0007. Train Acc: 96.5400, Test loss: 0.0008. Test Acc: 95.9700. Time/epoch: 2.4040
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0004. Train Acc: 98.0225, Test loss: 0.0006. Test Acc: 97.0300. Time/epoch: 2.3816
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0004. Train Acc: 97.9450, Test loss: 0.0007. Test Acc: 96.8300. Time/epoch: 2.2781
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0003. Train Acc: 98.3350, Test loss: 0.0007. Test Acc: 97.1100. Time/epoch: 2.2493
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▅▅▄▅▆▆▆▅▇▆▇▆▆▆▆▇▄▇▇▇▇▇▇▇▇█▇██████▇▇██
Accuracy/val▁▄▃▅▅▅▆▆▇▇▅▇▇▇▇▇▆▇▇▃▇▇▇▇▇█▇██▇██████▇▇██
Loss/train█▆▆▅▄▅▄▄▃▃▄▃▃▂▃▃▃▃▂▆▂▂▃▂▂▂▂▂▁▂▁▂▁▁▁▁▂▂▁▁
Loss/val█▅▆▄▄▅▃▃▂▂▄▂▂▁▂▃▂▂▂▇▁▁▂▂▁▁▃▂▁▂▁▁▁▁▁▁▂▂▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.335
Accuracy/val97.11
Loss/train0.00035
Loss/val0.00074
epoch50

View run glowing-sweep-132 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ihr6pabg
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_040317-ihr6pabg/logs
wandb: Agent Starting Run: 4ecbpj83 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_040529-4ecbpj83
Syncing run tough-sweep-133 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/4ecbpj83
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0304. Train Acc: 83.0275, Test loss: 0.0309. Test Acc: 83.3500. Time/epoch: 4.7452
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0061. Train Acc: 92.8800, Test loss: 0.0062. Test Acc: 93.0900. Time/epoch: 4.5664
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0056. Train Acc: 93.4800, Test loss: 0.0057. Test Acc: 93.3600. Time/epoch: 4.5281
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0054. Train Acc: 93.1425, Test loss: 0.0054. Test Acc: 93.2300. Time/epoch: 4.7129
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0052. Train Acc: 93.7025, Test loss: 0.0053. Test Acc: 93.6900. Time/epoch: 4.6930
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0052. Train Acc: 93.7325, Test loss: 0.0052. Test Acc: 93.8400. Time/epoch: 4.7197
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▅▆▆▆▇▇▇▇▆▇▇▇▇██████▇▇▇▇█▇▇██████▇████
Accuracy/val▁▄▅▅▆▆▆▇▇▇▇▇▇▇▇▇███████▇▇▇██▇███████████
Loss/train█▇▆▆▅▅▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▇▆▆▅▅▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train93.7325
Accuracy/val93.84
Loss/train0.00516
Loss/val0.00522
epoch50

View run tough-sweep-133 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/4ecbpj83
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_040529-4ecbpj83/logs
wandb: Agent Starting Run: ddvk082j with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_040938-ddvk082j
Syncing run dulcet-sweep-134 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ddvk082j
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0033. Train Acc: 84.9600, Test loss: 0.0034. Test Acc: 85.0000. Time/epoch: 2.1726
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0012. Train Acc: 93.7450, Test loss: 0.0012. Test Acc: 93.8900. Time/epoch: 2.2998
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 94.7875, Test loss: 0.0011. Test Acc: 95.0600. Time/epoch: 2.2911
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0010. Train Acc: 95.1850, Test loss: 0.0010. Test Acc: 95.1300. Time/epoch: 2.1656
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 95.5050, Test loss: 0.0010. Test Acc: 95.6000. Time/epoch: 2.1626
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 95.7200, Test loss: 0.0009. Test Acc: 95.7500. Time/epoch: 2.1521
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▅▆▆▆▆▇▇▇▇▇▆▇▇▇▇▇█▇█▇██▇▇▇██▇█▆███████
Accuracy/val▁▃▃▅▆▆▇▆▇▇▇▇▇▆▇▇█▇▇▇▇▇▇██▇▇▇█▇██▆███████
Loss/train█▆▅▄▃▃▂▃▂▂▂▂▂▂▂▂▁▁▁▁▂▁▁▁▁▂▁▂▁▁▁▁▂▁▁▁▁▁▁▁
Loss/val█▆▅▄▃▃▂▂▂▂▂▂▂▂▂▂▁▁▁▁▂▁▁▁▁▁▁▂▁▁▁▁▂▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.72
Accuracy/val95.75
Loss/train0.00085
Loss/val0.00092
epoch50

View run dulcet-sweep-134 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ddvk082j
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_040938-ddvk082j/logs
wandb: Agent Starting Run: ccaoqtld with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_041146-ccaoqtld
Syncing run good-sweep-135 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ccaoqtld
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0053. Train Acc: 63.4450, Test loss: 0.0053. Test Acc: 64.0900. Time/epoch: 2.3517
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0026. Train Acc: 86.4825, Test loss: 0.0026. Test Acc: 86.9600. Time/epoch: 2.1717
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▄▃▅▅▇▄▁█▇
Accuracy/val▁▁▄▃▅▅▇▄▁█▇
Loss/train▄▅▃▄▂▂▂▂█▁▁
Loss/val▄▅▃▄▂▂▂▂█▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train86.4825
Accuracy/val86.96
Loss/train0.00261
Loss/val0.00265
epoch10

View run good-sweep-135 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ccaoqtld
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_041146-ccaoqtld/logs
wandb: Agent Starting Run: tv6lmibh with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_041227-tv6lmibh
Syncing run radiant-sweep-136 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tv6lmibh
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0482. Train Acc: 36.8250, Test loss: 0.0481. Test Acc: 37.5400. Time/epoch: 4.8126
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.8172
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7995
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▃▃▂▁▁▁▃▁▂▁▂▁▃▂▃▁▃▃▂▁
Loss/val█▄▂▂▁▂▁▂▁▁▂▂▂▃▁▂▁▄▃▁▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04804
Loss/val0.04795
epoch20

View run radiant-sweep-136 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/tv6lmibh
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_041227-tv6lmibh/logs
wandb: Agent Starting Run: w39caajm with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_041419-w39caajm
Syncing run clear-sweep-137 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w39caajm
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0036. Train Acc: 91.1700, Test loss: 0.0037. Test Acc: 91.2600. Time/epoch: 3.3021
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 95.7500, Test loss: 0.0018. Test Acc: 95.4500. Time/epoch: 3.2997
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 96.6900, Test loss: 0.0015. Test Acc: 96.2900. Time/epoch: 3.1159
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0013. Train Acc: 96.6850, Test loss: 0.0015. Test Acc: 96.2900. Time/epoch: 3.3020
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0010. Train Acc: 97.5825, Test loss: 0.0012. Test Acc: 97.1500. Time/epoch: 3.2864
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 97.5925, Test loss: 0.0012. Test Acc: 97.1400. Time/epoch: 3.2681
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▄▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇█▇▇▇███████
Accuracy/val▁▃▃▄▅▅▅▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇▇▇█▇██▇██
Loss/train█▆▅▅▄▄▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▂▂▁▁▁▁▁▁▁
Loss/val█▆▅▅▄▄▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▁▂▂▂▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.5925
Accuracy/val97.14
Loss/train0.00099
Loss/val0.0012
epoch50

View run clear-sweep-137 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w39caajm
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_041419-w39caajm/logs
wandb: Agent Starting Run: iprutlfn with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_041716-iprutlfn
Syncing run icy-sweep-138 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/iprutlfn
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 90.0725, Test loss: 0.0021. Test Acc: 90.0000. Time/epoch: 2.4462
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 94.9400, Test loss: 0.0010. Test Acc: 94.8700. Time/epoch: 2.3934
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▄▅▇███▇█▇
Accuracy/val▁▂▄▆▇▇██▇█▇
Loss/train█▆▅▃▂▂▂▁▂▁▂
Loss/val█▆▅▃▂▂▂▁▂▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.94
Accuracy/val94.87
Loss/train0.00096
Loss/val0.00104
epoch10

View run icy-sweep-138 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/iprutlfn
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_041716-iprutlfn/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: rmk7xwg2 with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_041803-rmk7xwg2
Syncing run mild-sweep-139 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rmk7xwg2
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0036. Train Acc: 77.4625, Test loss: 0.0036. Test Acc: 77.7900. Time/epoch: 2.3357
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0038. Train Acc: 78.8350, Test loss: 0.0038. Test Acc: 79.0700. Time/epoch: 2.3126
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0032. Train Acc: 81.2675, Test loss: 0.0032. Test Acc: 81.9000. Time/epoch: 2.3034
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▅▁▆▇▇██▅▅▅▅▆▆▆▆▆▆▆▆▅▆
Accuracy/val▅▁▆▇███▅▅▅▅▅▆▆▆▅▆▆▆▅▆
Loss/train▂█▄▃▂▂▁▃▃▃▂▂▂▂▂▂▂▂▂▂▂
Loss/val▂█▄▃▂▂▁▄▃▃▂▂▂▂▂▂▂▂▂▂▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train81.2675
Accuracy/val81.9
Loss/train0.00318
Loss/val0.00321
epoch20

View run mild-sweep-139 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rmk7xwg2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_041803-rmk7xwg2/logs
wandb: Agent Starting Run: 1wevhc82 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_041904-1wevhc82
Syncing run misunderstood-sweep-140 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1wevhc82
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0024. Train Acc: 93.7875, Test loss: 0.0025. Test Acc: 93.8200. Time/epoch: 3.3504
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0012. Train Acc: 96.7600, Test loss: 0.0015. Test Acc: 96.1400. Time/epoch: 3.2640
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0007. Train Acc: 98.2800, Test loss: 0.0011. Test Acc: 97.5600. Time/epoch: 3.3123
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 98.5250, Test loss: 0.0013. Test Acc: 97.4900. Time/epoch: 3.3069
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0005. Train Acc: 98.8725, Test loss: 0.0014. Test Acc: 97.7500. Time/epoch: 3.1509
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 98.5400, Test loss: 0.0014. Test Acc: 97.1700. Time/epoch: 3.1518
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▄▃▅▅▅▅▅▅▆▄▆▄▅▇▆▇▆▇▇▇▇▇▇▇▆█▅█▇▇██▇▇██▇
Accuracy/val▁▁▄▄▄▅▅▅▅▅▆▆▄▇▄▅▇▇▇▆█▇▇▇▇▇█▇█▅█▇▆▇█▇▇██▇
Loss/train██▆▅▆▄▄▄▄▄▄▃▅▃▅▅▂▃▂▃▂▂▂▂▂▂▂▃▁▅▁▂▂▁▁▂▂▁▁▂
Loss/val██▅▄▅▃▃▃▃▃▃▂▅▁▄▄▁▂▁▃▁▂▂▂▂▂▁▃▁▇▂▂▃▂▂▃▃▂▁▃
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.54
Accuracy/val97.17
Loss/train0.00055
Loss/val0.00143
epoch50

View run misunderstood-sweep-140 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1wevhc82
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_041904-1wevhc82/logs
wandb: Agent Starting Run: xhucx4ro with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_042204-xhucx4ro
Syncing run sweet-sweep-141 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xhucx4ro
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0141. Train Acc: 68.0175, Test loss: 0.0140. Test Acc: 68.3800. Time/epoch: 3.1224
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0032. Train Acc: 91.7075, Test loss: 0.0033. Test Acc: 92.0200. Time/epoch: 2.9470
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0027. Train Acc: 93.5925, Test loss: 0.0029. Test Acc: 93.3000. Time/epoch: 2.9227
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0024. Train Acc: 94.1850, Test loss: 0.0025. Test Acc: 93.8900. Time/epoch: 2.9237
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0022. Train Acc: 94.2875, Test loss: 0.0023. Test Acc: 94.2000. Time/epoch: 3.0559
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 95.2075, Test loss: 0.0020. Test Acc: 95.2100. Time/epoch: 3.0550
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▇▇▇▇▇▇▇▇▇▇█▇████████████████████████
Accuracy/val▁▅▆▆▇▇▇▇▇▇▇▇▇▇███▇██████████████████████
Loss/train█▄▃▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▃▂▂▂▂▂▂▂▂▂▂▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.2075
Accuracy/val95.21
Loss/train0.00193
Loss/val0.00204
epoch50

View run sweet-sweep-141 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xhucx4ro
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_042204-xhucx4ro/logs
wandb: Agent Starting Run: iv54em4c with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_042453-iv54em4c
Syncing run trim-sweep-142 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/iv54em4c
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 4.5864
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 4.5563
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.6828
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7069
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7404
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0482. Train Acc: 36.8250, Test loss: 0.0481. Test Acc: 37.5400. Time/epoch: 4.6482
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▁▃▂▂▃▃▂▂▂▂▂▂▄▃▅▃▅▇▁▁█▅█▂▃▃▅▁▄▂▄▃▂▂▁▄▅▁▃▇
Loss/val▁▃▂▄▃▃▃▃▁▂▁▂▅▂▅▂▄▄▁▂█▄█▂▃▃▅▂▄▂▄▅▁▂▂▃▃▁▃▇
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04817
Loss/val0.04809
epoch50

View run trim-sweep-142 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/iv54em4c
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_042453-iv54em4c/logs
wandb: Agent Starting Run: ma6pe9c9 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_042901-ma6pe9c9
Syncing run flowing-sweep-143 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ma6pe9c9
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0153. Train Acc: 80.8250, Test loss: 0.0152. Test Acc: 80.6200. Time/epoch: 4.7573
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0045. Train Acc: 94.4025, Test loss: 0.0046. Test Acc: 94.7300. Time/epoch: 4.7037
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0041. Train Acc: 94.7325, Test loss: 0.0043. Test Acc: 94.8600. Time/epoch: 4.6952
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0035. Train Acc: 95.7775, Test loss: 0.0037. Test Acc: 95.6700. Time/epoch: 4.6677
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0035. Train Acc: 95.6200, Test loss: 0.0036. Test Acc: 95.5900. Time/epoch: 4.5579
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0030. Train Acc: 96.2000, Test loss: 0.0033. Test Acc: 96.2100. Time/epoch: 4.5332
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▇▇▇▇▇▇▇▇▇▇▇█▇█▇███████████████████
Accuracy/val▁▃▄▅▆▆▇▇▇▇▇▇▇▇▇▇▇█▇█████████████████████
Loss/train█▆▅▄▃▃▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▆▅▄▃▃▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.2
Accuracy/val96.21
Loss/train0.00305
Loss/val0.00328
epoch50

View run flowing-sweep-143 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ma6pe9c9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_042901-ma6pe9c9/logs
wandb: Agent Starting Run: 23nqvcc2 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043309-23nqvcc2
Syncing run resilient-sweep-144 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/23nqvcc2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0048. Train Acc: 73.7925, Test loss: 0.0049. Test Acc: 74.1700. Time/epoch: 2.3877
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0081. Train Acc: 57.1475, Test loss: 0.0081. Test Acc: 57.7900. Time/epoch: 2.2014
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▅▅▆▆▆▆▇███▁
Accuracy/val▅▅▆▆▆▆▇███▁
Loss/train▄▄▃▂▂▂▂▁▁▁█
Loss/val▄▄▃▂▂▃▂▁▁▁█
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train57.1475
Accuracy/val57.79
Loss/train0.00814
Loss/val0.00813
epoch10

View run resilient-sweep-144 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/23nqvcc2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043309-23nqvcc2/logs
wandb: Agent Starting Run: 8xl53zs7 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043349-8xl53zs7
Syncing run breezy-sweep-145 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8xl53zs7
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0059. Train Acc: 84.4050, Test loss: 0.0059. Test Acc: 84.3900. Time/epoch: 3.1628
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0026. Train Acc: 93.5075, Test loss: 0.0027. Test Acc: 93.4200. Time/epoch: 3.1191
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0023. Train Acc: 94.1400, Test loss: 0.0023. Test Acc: 94.0900. Time/epoch: 3.1040
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▇▇▇▇▇██▇█▇██████
Accuracy/val▁▃▄▅▆▆▇▇▇▇▇▇▇█▇██████
Loss/train█▅▄▄▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▃▂▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train94.14
Accuracy/val94.09
Loss/train0.00227
Loss/val0.00234
epoch20

View run breezy-sweep-145 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8xl53zs7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043349-8xl53zs7/logs
wandb: Agent Starting Run: fzw96h8a with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043506-fzw96h8a
Syncing run wandering-sweep-146 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/fzw96h8a
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0053. Train Acc: 85.2075, Test loss: 0.0055. Test Acc: 84.7800. Time/epoch: 3.1110
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0026. Train Acc: 93.2875, Test loss: 0.0027. Test Acc: 93.2000. Time/epoch: 3.0699
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▇▇▇████
Accuracy/val▁▄▆▆▇▇▇████
Loss/train█▅▃▃▂▂▂▁▁▁▁
Loss/val█▅▃▃▂▂▂▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.2875
Accuracy/val93.2
Loss/train0.00258
Loss/val0.00269
epoch10

View run wandering-sweep-146 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/fzw96h8a
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043506-fzw96h8a/logs
wandb: Agent Starting Run: zyqvr0bs with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043552-zyqvr0bs
Syncing run revived-sweep-147 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zyqvr0bs
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0035. Train Acc: 89.7875, Test loss: 0.0036. Test Acc: 89.6900. Time/epoch: 3.1379
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0024. Train Acc: 93.0025, Test loss: 0.0025. Test Acc: 92.8200. Time/epoch: 3.1572
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0018. Train Acc: 95.6375, Test loss: 0.0019. Test Acc: 95.6900. Time/epoch: 3.1587
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▅▄▆▅▇▅▆▅▆▅▆█▇▅▇▇▆█
Accuracy/val▁▄▃▅▄▆▅▆▅▅▅▆▅▆▇▇▅▇▇▆█
Loss/train█▅▆▄▄▃▃▂▄▃▃▂▄▃▁▁▄▁▁▃▁
Loss/val█▅▆▄▄▃▃▂▄▃▄▂▄▃▁▁▅▁▁▃▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.6375
Accuracy/val95.69
Loss/train0.00184
Loss/val0.00193
epoch20

View run revived-sweep-147 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zyqvr0bs
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043552-zyqvr0bs/logs
wandb: Agent Starting Run: dkbivil6 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043717-dkbivil6
Syncing run stilted-sweep-148 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/dkbivil6
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0016. Train Acc: 92.0450, Test loss: 0.0016. Test Acc: 92.0200. Time/epoch: 2.3793
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 93.6850, Test loss: 0.0012. Test Acc: 93.6100. Time/epoch: 2.3126
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▄▁▅▆▇▇▆▆██▇
Accuracy/val▄▁▆▆▇▇▆▆█▇▇
Loss/train▇█▄▄▃▃▄▃▁▁▁
Loss/val▇█▄▅▃▂▄▃▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.685
Accuracy/val93.61
Loss/train0.00114
Loss/val0.00117
epoch10

View run stilted-sweep-148 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/dkbivil6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043717-dkbivil6/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 6x9y411z with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043803-6x9y411z
Syncing run zany-sweep-149 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6x9y411z
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0049. Train Acc: 87.2225, Test loss: 0.0049. Test Acc: 87.0700. Time/epoch: 3.0262
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0023. Train Acc: 94.0150, Test loss: 0.0024. Test Acc: 93.9400. Time/epoch: 3.1293
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▆▆▇▇▇▇▇█
Accuracy/val▁▄▃▆▆▇█████
Loss/train█▅▅▃▃▂▂▂▂▁▁
Loss/val█▅▅▃▃▂▂▁▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.015
Accuracy/val93.94
Loss/train0.0023
Loss/val0.00237
epoch10

View run zany-sweep-149 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/6x9y411z
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043803-6x9y411z/logs
wandb: Agent Starting Run: 7fv4ximh with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043856-7fv4ximh
Syncing run zesty-sweep-150 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7fv4ximh
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0063. Train Acc: 63.7975, Test loss: 0.0063. Test Acc: 64.4500. Time/epoch: 2.2445
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0029. Train Acc: 83.5575, Test loss: 0.0029. Test Acc: 83.8900. Time/epoch: 2.3428
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▇▇██▅▆▆▇▆▇
Accuracy/val▁▆▇██▅▆▆▆▆▇
Loss/train█▂▂▂▁▃▁▂▂▄▁
Loss/val█▂▂▂▁▃▁▂▂▄▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train83.5575
Accuracy/val83.89
Loss/train0.00291
Loss/val0.00293
epoch10

View run zesty-sweep-150 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7fv4ximh
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043856-7fv4ximh/logs
wandb: Agent Starting Run: jv089cio with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_043937-jv089cio
Syncing run sweepy-sweep-151 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jv089cio
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 92.1825, Test loss: 0.0015. Test Acc: 91.9300. Time/epoch: 2.3079
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0008. Train Acc: 96.1775, Test loss: 0.0009. Test Acc: 95.7400. Time/epoch: 2.2664
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.4850, Test loss: 0.0009. Test Acc: 95.9300. Time/epoch: 2.4115
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▅▆▆▆▆▆▇▇▇▇▇▇▇████▇
Accuracy/val▁▃▄▅▇▇▇▇▆▇▇█▇▇█▇▇███▇
Loss/train█▇▆▅▃▃▃▃▃▂▃▂▂▂▂▂▂▂▁▁▂
Loss/val█▇▆▄▃▃▃▃▃▂▂▂▂▂▂▂▁▂▁▁▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.485
Accuracy/val95.93
Loss/train0.00074
Loss/val0.00085
epoch20

View run sweepy-sweep-151 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jv089cio
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_043937-jv089cio/logs
wandb: Agent Starting Run: ie0howoj with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044039-ie0howoj
Syncing run hearty-sweep-152 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ie0howoj
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0114. Train Acc: 85.0550, Test loss: 0.0114. Test Acc: 85.0300. Time/epoch: 4.6808
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0038. Train Acc: 95.1400, Test loss: 0.0038. Test Acc: 95.3300. Time/epoch: 4.7925
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0036. Train Acc: 95.3850, Test loss: 0.0036. Test Acc: 95.4900. Time/epoch: 4.8198
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▇▆▇▆█▇▇█▇██▇█▆█▇█▇██
Accuracy/val▁▇▆▇▆█▇▇█▇██▇█▆█▇█▇██
Loss/train█▂▃▂▃▁▂▂▁▂▁▁▂▁▂▁▁▁▂▁▁
Loss/val█▂▃▂▃▁▂▂▁▂▁▁▂▁▂▁▁▁▂▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.385
Accuracy/val95.49
Loss/train0.00356
Loss/val0.00364
epoch20

View run hearty-sweep-152 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ie0howoj
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044039-ie0howoj/logs
wandb: Agent Starting Run: y8m14jm2 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044230-y8m14jm2
Syncing run worthy-sweep-153 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y8m14jm2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0079. Train Acc: 89.1475, Test loss: 0.0078. Test Acc: 89.2300. Time/epoch: 4.7174
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0047. Train Acc: 93.5375, Test loss: 0.0047. Test Acc: 93.7300. Time/epoch: 4.8036
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▅▁▇█▇▇▇█▇█▇
Accuracy/val▅▁▇█▇▇▇█▇█▇
Loss/train▄█▂▁▂▂▂▁▁▁▁
Loss/val▄█▃▁▂▂▂▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.5375
Accuracy/val93.73
Loss/train0.00468
Loss/val0.00474
epoch10

View run worthy-sweep-153 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y8m14jm2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044230-y8m14jm2/logs
wandb: Agent Starting Run: p3mnzq2j with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044336-p3mnzq2j
Syncing run gentle-sweep-154 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p3mnzq2j
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0016. Train Acc: 91.4575, Test loss: 0.0017. Test Acc: 91.7700. Time/epoch: 2.2012
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0010. Train Acc: 95.2800, Test loss: 0.0010. Test Acc: 94.8800. Time/epoch: 2.1679
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 96.7925, Test loss: 0.0007. Test Acc: 96.6300. Time/epoch: 2.2994
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▅▅▆▆▆▆▆▇▆▅▇▇▇▇██▆██
Accuracy/val▂▁▅▅▆▆▆▆▆▆▆▅▇▇▇▇██▆██
Loss/train▇█▄▄▄▃▃▃▃▃▃▅▂▂▂▂▁▁▄▁▁
Loss/val██▄▄▄▃▃▃▃▂▃▅▂▂▂▂▁▁▄▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.7925
Accuracy/val96.63
Loss/train0.00065
Loss/val0.0007
epoch20

View run gentle-sweep-154 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/p3mnzq2j
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044336-p3mnzq2j/logs
wandb: Agent Starting Run: f6w6u2cx with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044437-f6w6u2cx
Syncing run treasured-sweep-155 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/f6w6u2cx
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0077. Train Acc: 88.8800, Test loss: 0.0078. Test Acc: 89.0600. Time/epoch: 4.7254
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0041. Train Acc: 94.6425, Test loss: 0.0042. Test Acc: 94.8000. Time/epoch: 4.6793
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▆▄▇██▄▇█
Accuracy/val▁▅▆▆▅▇██▄▇█
Loss/train█▄▂▃▅▂▁▂▅▂▁
Loss/val█▄▃▃▅▂▁▂▅▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.6425
Accuracy/val94.8
Loss/train0.0041
Loss/val0.0042
epoch10

View run treasured-sweep-155 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/f6w6u2cx
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044437-f6w6u2cx/logs
wandb: Agent Starting Run: qpvp5b2e with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044543-qpvp5b2e
Syncing run curious-sweep-156 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qpvp5b2e
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0116. Train Acc: 87.1425, Test loss: 0.0117. Test Acc: 87.2200. Time/epoch: 4.8218
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0041. Train Acc: 94.7775, Test loss: 0.0043. Test Acc: 94.7900. Time/epoch: 4.6649
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0033. Train Acc: 95.9400, Test loss: 0.0035. Test Acc: 95.8000. Time/epoch: 4.6596
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▆▇▇▇▇▇▇▇██████
Accuracy/val▁▃▄▅▅▆▆▆▇▇▇▇▇█▇██████
Loss/train█▅▄▃▃▃▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁
Loss/val█▅▄▃▃▃▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.94
Accuracy/val95.8
Loss/train0.00332
Loss/val0.00352
epoch20

View run curious-sweep-156 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qpvp5b2e
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044543-qpvp5b2e/logs
wandb: Agent Starting Run: q48xmpg1 with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044739-q48xmpg1
Syncing run breezy-sweep-157 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/q48xmpg1
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0022. Train Acc: 87.7325, Test loss: 0.0022. Test Acc: 87.8600. Time/epoch: 2.3428
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0013. Train Acc: 93.1575, Test loss: 0.0013. Test Acc: 92.9800. Time/epoch: 2.1956
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 93.6150, Test loss: 0.0012. Test Acc: 93.5400. Time/epoch: 2.2199
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▄▄▅▆▅▆▄▅▁▇▆▇▇▅█▇▆▄█▇
Accuracy/val▂▄▄▅▆▅▆▅▅▁▆▆▇▇▅██▆▄█▇
Loss/train▆▄▄▃▂▃▂▄▃█▂▂▁▂▃▁▁▂▄▁▂
Loss/val▆▄▄▃▂▃▂▄▃█▂▂▂▂▃▁▁▂▄▁▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.615
Accuracy/val93.54
Loss/train0.00121
Loss/val0.00125
epoch20

View run breezy-sweep-157 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/q48xmpg1
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044739-q48xmpg1/logs
wandb: Agent Starting Run: d67tqps8 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044842-d67tqps8
Syncing run polar-sweep-158 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/d67tqps8
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0030. Train Acc: 91.3375, Test loss: 0.0031. Test Acc: 91.4300. Time/epoch: 3.3121
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0027. Train Acc: 92.4125, Test loss: 0.0029. Test Acc: 92.1500. Time/epoch: 3.1438
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆█▇▆▆▇█▂
Accuracy/val▁▅▅▆█▇▆▆▇█▂
Loss/train█▄▄▄▂▂▄▃▁▁▇
Loss/val█▃▃▃▁▁▄▃▁▁▇
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train92.4125
Accuracy/val92.15
Loss/train0.00272
Loss/val0.00291
epoch10

View run polar-sweep-158 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/d67tqps8
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044842-d67tqps8/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: qrx1ovtv with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_044938-qrx1ovtv
Syncing run smooth-sweep-159 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qrx1ovtv
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0076. Train Acc: 89.5575, Test loss: 0.0079. Test Acc: 89.4100. Time/epoch: 4.7665
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0033. Train Acc: 95.7075, Test loss: 0.0035. Test Acc: 95.4600. Time/epoch: 4.5480
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0032. Train Acc: 95.9850, Test loss: 0.0034. Test Acc: 95.7300. Time/epoch: 4.5604
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0022. Train Acc: 97.3125, Test loss: 0.0025. Test Acc: 96.7700. Time/epoch: 4.6915
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0025. Train Acc: 96.8350, Test loss: 0.0029. Test Acc: 96.3100. Time/epoch: 4.6664
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0020. Train Acc: 97.3450, Test loss: 0.0026. Test Acc: 96.6500. Time/epoch: 4.7361
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▄▆▆▆▆▇▆▆▇▇▇▆▆▇▇▇▇▇▇▅█▇██▇████▇████████
Accuracy/val▁▅▄▆▇▇▇▇▇▆▇█▇▇▇▇▇█▇▇█▅█▇██▇█████████████
Loss/train█▄▅▃▃▃▃▂▃▃▂▂▂▃▂▂▂▂▂▂▂▅▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▅▃▃▂▂▂▂▃▂▂▂▃▂▂▂▁▁▂▁▅▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.345
Accuracy/val96.65
Loss/train0.00202
Loss/val0.00257
epoch50

View run smooth-sweep-159 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qrx1ovtv
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_044938-qrx1ovtv/logs
wandb: Agent Starting Run: r0tcydda with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_045347-r0tcydda
Syncing run expert-sweep-160 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/r0tcydda
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0065. Train Acc: 91.3400, Test loss: 0.0066. Test Acc: 91.3500. Time/epoch: 4.7255
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0027. Train Acc: 96.7075, Test loss: 0.0029. Test Acc: 96.6900. Time/epoch: 4.7231
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0021. Train Acc: 97.3500, Test loss: 0.0025. Test Acc: 97.1000. Time/epoch: 4.6715
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0023. Train Acc: 97.2850, Test loss: 0.0029. Test Acc: 96.6300. Time/epoch: 4.5619
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0011. Train Acc: 98.8325, Test loss: 0.0019. Test Acc: 97.8100. Time/epoch: 4.6892
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 98.7925, Test loss: 0.0021. Test Acc: 97.6700. Time/epoch: 4.7450
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▄▅▆▆▆▆▅▆▆▇▆▆▇▇▇▇▇▇▆▇▇▆▇▅▇▇▇▇█▇█▇█████
Accuracy/val▁▄▄▄▅▆▆▆▇▅▆▇█▇▇▇▇▇▇▇▇▇▇▇▆▇▅█▇▇▇█▇█▇█████
Loss/train█▅▅▅▄▄▃▃▃▄▃▃▂▃▃▂▂▂▂▂▂▃▂▂▃▂▄▁▂▂▁▁▁▁▂▁▁▁▁▁
Loss/val█▅▅▄▄▃▃▂▂▄▂▂▁▂▂▂▂▂▂▂▂▂▂▂▃▂▄▁▂▂▁▂▁▁▂▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.7925
Accuracy/val97.67
Loss/train0.00099
Loss/val0.00214
epoch50

View run expert-sweep-160 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/r0tcydda
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_045347-r0tcydda/logs
wandb: Agent Starting Run: c8zovo8a with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_045800-c8zovo8a
Syncing run frosty-sweep-161 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/c8zovo8a
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 4.6026
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.5430
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▄▄▄▅▂▄▁▂█▆▆
Loss/val▂▁▃▃▃▃▁▂█▃▆
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04807
Loss/val0.04799
epoch10

View run frosty-sweep-161 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/c8zovo8a
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_045800-c8zovo8a/logs
wandb: Agent Starting Run: v3panwv7 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_045906-v3panwv7
Syncing run solar-sweep-162 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/v3panwv7
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0075. Train Acc: 90.4825, Test loss: 0.0077. Test Acc: 90.5300. Time/epoch: 5.1299
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0039. Train Acc: 94.7775, Test loss: 0.0041. Test Acc: 94.7800. Time/epoch: 4.9728
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0028. Train Acc: 96.6000, Test loss: 0.0030. Test Acc: 96.3700. Time/epoch: 4.9783
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0024. Train Acc: 97.0150, Test loss: 0.0027. Test Acc: 96.6700. Time/epoch: 5.1013
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0023. Train Acc: 97.0275, Test loss: 0.0027. Test Acc: 96.8100. Time/epoch: 5.1476
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 97.7550, Test loss: 0.0024. Test Acc: 97.1600. Time/epoch: 5.1112
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▄▅▅▅▅▅▆▆▅▆▆▆▇▇▆▇▇▇▆▇▆▇▇▇▇▇█▆▇▇█████▇█
Accuracy/val▁▁▃▄▅▅▅▆▆▆▆▅▆▆▇▇▇▆▇▇▇▇▇▆▇██▇▇█▆▇▇█████▇█
Loss/train█▇▆▅▄▄▄▄▃▃▃▄▃▃▃▂▂▃▂▂▂▃▂▃▂▂▂▂▂▁▃▂▂▁▁▂▁▁▂▁
Loss/val█▇▆▅▄▄▃▃▃▃▃▃▂▃▂▂▂▃▂▂▂▂▂▃▁▂▁▂▂▁▃▂▂▁▁▁▁▁▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.755
Accuracy/val97.16
Loss/train0.00187
Loss/val0.0024
epoch50

View run solar-sweep-162 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/v3panwv7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_045906-v3panwv7/logs
wandb: Agent Starting Run: un4qy5px with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_050340-un4qy5px
Syncing run rural-sweep-163 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/un4qy5px
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 89.7425, Test loss: 0.0021. Test Acc: 89.4600. Time/epoch: 2.3800
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0010. Train Acc: 94.5250, Test loss: 0.0011. Test Acc: 94.5200. Time/epoch: 2.3447
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0009. Train Acc: 95.1150, Test loss: 0.0010. Test Acc: 94.9200. Time/epoch: 2.3370
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 96.2550, Test loss: 0.0008. Test Acc: 95.8100. Time/epoch: 2.1747
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0008. Train Acc: 96.0600, Test loss: 0.0009. Test Acc: 95.6000. Time/epoch: 2.1792
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 97.1825, Test loss: 0.0007. Test Acc: 96.7400. Time/epoch: 2.3394
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▃▄▅▃▅▅▅▆▅▆▁▆▆▆▆▇▅▇▇▇▇▇▆▇▇▇█▆▇▇▇█▇▇▇██
Accuracy/val▁▂▃▄▅▅▄▅▆▅▆▅▆▁▆▆▆▇▇▅▇▇▇▇▇▆█▇▇█▆▇▇▇█▇▇▇██
Loss/train█▇▅▅▄▄▅▄▃▄▃▄▃▇▃▃▃▂▂▃▂▂▂▂▂▃▂▂▂▁▃▂▂▂▁▂▂▂▁▁
Loss/val█▇▅▅▄▄▅▄▃▄▃▄▃█▃▃▃▂▂▃▂▂▂▂▂▃▁▂▂▁▃▂▂▂▁▂▂▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.1825
Accuracy/val96.74
Loss/train0.00059
Loss/val0.00069
epoch50

View run rural-sweep-163 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/un4qy5px
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_050340-un4qy5px/logs
wandb: Agent Starting Run: 5bv13r7r with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_050553-5bv13r7r
Syncing run light-sweep-164 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5bv13r7r
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0027. Train Acc: 92.7775, Test loss: 0.0027. Test Acc: 92.5800. Time/epoch: 3.1591
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0017. Train Acc: 95.4900, Test loss: 0.0019. Test Acc: 95.2800. Time/epoch: 3.1443
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▂▇▆▇▇██▆
Accuracy/val▁▅▃▃▇▆█▇██▆
Loss/train█▄▆▇▂▃▂▂▁▁▃
Loss/val█▄▆▇▁▃▁▂▁▁▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.49
Accuracy/val95.28
Loss/train0.00172
Loss/val0.00192
epoch10

View run light-sweep-164 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5bv13r7r
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_050553-5bv13r7r/logs
wandb: Agent Starting Run: 1awg7lyq with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_050643-1awg7lyq
Syncing run driven-sweep-165 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1awg7lyq
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0026. Train Acc: 92.7900, Test loss: 0.0028. Test Acc: 92.6800. Time/epoch: 3.1191
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0014. Train Acc: 96.4925, Test loss: 0.0016. Test Acc: 96.2300. Time/epoch: 2.9118
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▄▆▇▇▇▆██
Accuracy/val▁▄▆▄▆▆▇█▆▇█
Loss/train█▅▄▅▃▃▂▂▃▂▁
Loss/val█▅▃▄▂▂▂▁▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.4925
Accuracy/val96.23
Loss/train0.0014
Loss/val0.00158
epoch10

View run driven-sweep-165 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1awg7lyq
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_050643-1awg7lyq/logs
wandb: Agent Starting Run: kpzaqqgd with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_050730-kpzaqqgd
Syncing run still-sweep-166 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/kpzaqqgd
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0022. Train Acc: 87.7200, Test loss: 0.0023. Test Acc: 87.8400. Time/epoch: 2.3700
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 93.9700, Test loss: 0.0012. Test Acc: 93.9100. Time/epoch: 2.3287
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▆▆▆███▆█
Accuracy/val▁▃▄▆▆▆███▅█
Loss/train█▅▅▃▃▃▁▁▂▃▁
Loss/val█▅▄▃▂▃▁▁▁▃▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train93.97
Accuracy/val93.91
Loss/train0.00113
Loss/val0.0012
epoch10

View run still-sweep-166 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/kpzaqqgd
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_050730-kpzaqqgd/logs
wandb: Agent Starting Run: od3d8ngm with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_050818-od3d8ngm
Syncing run cerulean-sweep-167 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/od3d8ngm
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0019. Train Acc: 90.1950, Test loss: 0.0019. Test Acc: 90.2800. Time/epoch: 2.3884
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0016. Train Acc: 91.3125, Test loss: 0.0016. Test Acc: 91.1800. Time/epoch: 2.3164
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▇▇▇███▁▇█▇▇
Accuracy/val▇▇▇███▁▇█▇▇
Loss/train▂▂▂▁▁▁█▂▁▁▂
Loss/val▂▂▂▁▁▁█▂▁▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train91.3125
Accuracy/val91.18
Loss/train0.00159
Loss/val0.00164
epoch10

View run cerulean-sweep-167 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/od3d8ngm
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_050818-od3d8ngm/logs
wandb: Agent Starting Run: 5u6w994s with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_050854-5u6w994s
Syncing run dashing-sweep-168 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5u6w994s
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0099. Train Acc: 74.6150, Test loss: 0.0100. Test Acc: 74.7000. Time/epoch: 3.1162
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0033. Train Acc: 92.4725, Test loss: 0.0039. Test Acc: 91.4400. Time/epoch: 3.0775
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0025. Train Acc: 95.0675, Test loss: 0.0037. Test Acc: 93.0400. Time/epoch: 3.0610
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0023. Train Acc: 95.3075, Test loss: 0.0042. Test Acc: 92.5200. Time/epoch: 2.9474
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 98.0850, Test loss: 0.0029. Test Acc: 94.6600. Time/epoch: 2.9260
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 98.2650, Test loss: 0.0031. Test Acc: 94.7600. Time/epoch: 2.9314
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▅▆▆▆▆▆▆▆▇▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇█▇█████████
Accuracy/val▁▄▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█████████
Loss/train█▅▅▄▄▃▃▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁
Loss/val█▄▅▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.265
Accuracy/val94.76
Loss/train0.00077
Loss/val0.00307
epoch50

View run dashing-sweep-168 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/5u6w994s
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_050854-5u6w994s/logs
wandb: Agent Starting Run: 85n9g74f with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_051144-85n9g74f
Syncing run leafy-sweep-169 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/85n9g74f
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0024. Train Acc: 93.3700, Test loss: 0.0025. Test Acc: 93.2400. Time/epoch: 3.3243
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0017. Train Acc: 96.1225, Test loss: 0.0018. Test Acc: 95.9500. Time/epoch: 3.1756
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0012. Train Acc: 97.3975, Test loss: 0.0015. Test Acc: 96.5800. Time/epoch: 3.1586
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0010. Train Acc: 97.4225, Test loss: 0.0014. Test Acc: 96.7000. Time/epoch: 3.1708
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0012. Train Acc: 97.2975, Test loss: 0.0017. Test Acc: 96.5400. Time/epoch: 3.2793
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 98.0125, Test loss: 0.0013. Test Acc: 97.2000. Time/epoch: 3.3170
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▃▂▃▁▅▅▄▅▆▆▆▅▆▆▅▅▇▆▇▆▇▇▆▇▇▆█▇▅▇▇▆█▇▆▇▇███
Accuracy/val▃▂▃▁▆▅▅▅▆▇▆▅▆▇▅▅▇▆▇▇█▇▆▇▇▆█▇▅█▇▇██▆█▇███
Loss/train▆▇▆█▄▅▅▅▄▃▄▄▄▃▄▄▂▄▂▃▂▂▄▂▂▃▂▂▅▂▂▃▁▁▃▂▃▁▁▁
Loss/val▆▇▅█▃▄▄▄▃▁▃▄▃▃▄▄▂▃▂▃▁▂▄▁▂▃▁▂▆▁▂▂▂▁▃▁▃▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.0125
Accuracy/val97.2
Loss/train0.00083
Loss/val0.00129
epoch50

View run leafy-sweep-169 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/85n9g74f
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_051144-85n9g74f/logs
wandb: Agent Starting Run: ujqcuip6 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_051442-ujqcuip6
Syncing run super-sweep-170 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ujqcuip6
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0067. Train Acc: 91.5300, Test loss: 0.0069. Test Acc: 91.5500. Time/epoch: 5.0092
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0035. Train Acc: 95.7025, Test loss: 0.0039. Test Acc: 95.3100. Time/epoch: 5.0090
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0030. Train Acc: 96.2850, Test loss: 0.0035. Test Acc: 95.8500. Time/epoch: 5.1127
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0023. Train Acc: 97.2225, Test loss: 0.0028. Test Acc: 96.6000. Time/epoch: 5.1614
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0022. Train Acc: 97.3725, Test loss: 0.0028. Test Acc: 96.6000. Time/epoch: 5.1437
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0020. Train Acc: 97.5775, Test loss: 0.0027. Test Acc: 96.8700. Time/epoch: 5.1046
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▄▅▄▅▆▆▆▆▅▇▆▅▆▇▇▇▇▇▇▇▇▇▇▇█▇█▆▇███▇███
Accuracy/val▁▄▄▅▅▅▄▅▆▆▇▆▆▇▆▅▆▇▇▇▇▇▇▇▇▇▇▇█▇█▆▇███▇███
Loss/train█▆▅▅▅▄▅▄▃▃▃▃▃▂▃▄▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▃▁▁▁▁▂▁▁▁
Loss/val█▆▅▄▄▄▅▄▃▃▃▃▃▂▃▄▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▃▂▁▁▁▂▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.5775
Accuracy/val96.87
Loss/train0.00201
Loss/val0.00273
epoch50

View run super-sweep-170 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ujqcuip6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_051442-ujqcuip6/logs
wandb: Agent Starting Run: u69utldz with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_051917-u69utldz
Syncing run divine-sweep-171 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/u69utldz
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0482. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.1869
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.1436
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▄▇▅▃▃▁▂▁▃▂
Loss/val█▄█▇▆▃▂▁▂▂▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04806
Loss/val0.04797
epoch10

View run divine-sweep-171 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/u69utldz
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_051917-u69utldz/logs
wandb: Agent Starting Run: xcl9in94 with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_052026-xcl9in94
Syncing run toasty-sweep-172 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xcl9in94
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0084. Train Acc: 88.6625, Test loss: 0.0084. Test Acc: 88.4500. Time/epoch: 4.7097
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0040. Train Acc: 94.9450, Test loss: 0.0042. Test Acc: 95.1500. Time/epoch: 4.6628
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0033. Train Acc: 95.9900, Test loss: 0.0036. Test Acc: 96.0000. Time/epoch: 4.8030
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▅▆▆▆▆▇▇▇▇▇▇▇▇████
Accuracy/val▁▄▅▆▅▆▆▆▇▇▇▇▇▇▇█▇█▇██
Loss/train█▅▄▃▄▃▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁
Loss/val█▅▄▃▄▃▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.99
Accuracy/val96.0
Loss/train0.00332
Loss/val0.00358
epoch20

View run toasty-sweep-172 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xcl9in94
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_052026-xcl9in94/logs
wandb: Agent Starting Run: 7cxdc1z4 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_052224-7cxdc1z4
Syncing run colorful-sweep-173 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7cxdc1z4
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0056. Train Acc: 92.7550, Test loss: 0.0057. Test Acc: 92.7800. Time/epoch: 4.7130
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0043. Train Acc: 94.2050, Test loss: 0.0045. Test Acc: 94.2900. Time/epoch: 4.6583
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0035. Train Acc: 95.8050, Test loss: 0.0036. Test Acc: 95.5500. Time/epoch: 4.6534
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0035. Train Acc: 95.9175, Test loss: 0.0037. Test Acc: 95.7400. Time/epoch: 4.8396
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0033. Train Acc: 95.9150, Test loss: 0.0034. Test Acc: 95.9900. Time/epoch: 4.8309
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0033. Train Acc: 96.0400, Test loss: 0.0034. Test Acc: 95.9800. Time/epoch: 4.8290
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▁▄▅▅▃▅▄▆▆▅▇▄▅▇▇▇▇▇▇▇▇▇▇▇▇▅▇█▇▇█▇██▅██▇
Accuracy/val▁▂▁▄▅▅▃▅▄▆▇▅▆▄▅▇▆▆▇▆▇▇▇▇▇▇▇▅▇▇▆▇█▇██▅██▇
Loss/train█▇▇▄▄▄▆▄▄▃▃▄▃▅▃▂▂▃▂▂▂▂▁▂▂▂▂▃▂▁▂▂▁▂▁▁▄▁▁▂
Loss/val█▇▇▄▄▄▆▄▅▃▃▃▃▅▄▂▂▃▂▂▂▂▁▂▂▂▂▄▂▁▂▂▁▂▁▁▄▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.04
Accuracy/val95.98
Loss/train0.00333
Loss/val0.00345
epoch50

View run colorful-sweep-173 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7cxdc1z4
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_052224-7cxdc1z4/logs
wandb: Agent Starting Run: ne93obuu with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_052640-ne93obuu
Syncing run super-sweep-174 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ne93obuu
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0489. Train Acc: 36.8250, Test loss: 0.0488. Test Acc: 37.5400. Time/epoch: 4.6089
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0485. Train Acc: 36.8250, Test loss: 0.0484. Test Acc: 37.5400. Time/epoch: 4.6947
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▃▁▂▂▂▁▁▂▁▁
Loss/val█▃▁▂▂▂▁▂▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04855
Loss/val0.04845
epoch10

View run super-sweep-174 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ne93obuu
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_052640-ne93obuu/logs
wandb: Agent Starting Run: y5v8up57 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_052746-y5v8up57
Syncing run robust-sweep-175 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y5v8up57
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0089. Train Acc: 88.8375, Test loss: 0.0090. Test Acc: 88.7100. Time/epoch: 4.7166
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0046. Train Acc: 94.0175, Test loss: 0.0049. Test Acc: 93.9500. Time/epoch: 4.6910
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0039. Train Acc: 95.2975, Test loss: 0.0042. Test Acc: 95.0700. Time/epoch: 4.6789
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0033. Train Acc: 96.0875, Test loss: 0.0037. Test Acc: 95.6800. Time/epoch: 4.8283
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0031. Train Acc: 96.1325, Test loss: 0.0036. Test Acc: 95.7300. Time/epoch: 4.8624
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0030. Train Acc: 96.2850, Test loss: 0.0034. Test Acc: 95.9300. Time/epoch: 4.7943
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▅▅▆▅▆▆▆▇▇▆▇▇▇▇▇▇▇▇▇██▇▇▇▇█████▇█████
Accuracy/val▁▃▄▅▅▆▆▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇████▇▇▇█████▇█████
Loss/train█▆▅▄▄▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▂▁▂▁▁▁▁▁▂▁▁▁▁▁
Loss/val█▆▅▄▄▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▂▁▂▁▁▁▁▁▂▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.285
Accuracy/val95.93
Loss/train0.00299
Loss/val0.00341
epoch50

View run robust-sweep-175 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y5v8up57
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_052746-y5v8up57/logs
wandb: Agent Starting Run: vg8m4yn1 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_053205-vg8m4yn1
Syncing run dauntless-sweep-176 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/vg8m4yn1
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 92.4675, Test loss: 0.0015. Test Acc: 92.3100. Time/epoch: 2.2125
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0008. Train Acc: 95.9925, Test loss: 0.0008. Test Acc: 95.8100. Time/epoch: 2.3310
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0005. Train Acc: 97.6750, Test loss: 0.0006. Test Acc: 97.1600. Time/epoch: 2.3246
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 94.9925, Test loss: 0.0011. Test Acc: 94.3800. Time/epoch: 2.3237
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0003. Train Acc: 98.5775, Test loss: 0.0005. Test Acc: 97.5500. Time/epoch: 2.3323
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0003. Train Acc: 98.4100, Test loss: 0.0006. Test Acc: 97.1000. Time/epoch: 2.1881
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▃▄▃▆▂▅▄▆▁▄▂▆▆▇▆▄▆▇▇▃▇▄▆▇█▅▅▆▇█▇█▇▇▇██
Accuracy/val▂▂▄▄▅▃▇▂▆▅▇▁▄▁▇▇█▇▅▇▇▇▂▇▄▇██▆▆▆▇█▇██████
Loss/train▇▇▆▅▅▆▃▇▄▅▃█▅▆▃▃▂▃▅▃▂▂▆▂▄▃▂▁▃▄▃▂▁▂▂▂▂▁▁▁
Loss/val▇▆▅▅▄▆▂▇▃▄▂█▄▇▂▂▁▂▄▂▂▁▆▂▄▂▁▁▄▄▃▂▁▂▂▂▂▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.41
Accuracy/val97.1
Loss/train0.00035
Loss/val0.00064
epoch50

View run dauntless-sweep-176 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/vg8m4yn1
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_053205-vg8m4yn1/logs
wandb: Agent Starting Run: de5trgo5 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_053413-de5trgo5
Syncing run lunar-sweep-177 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/de5trgo5
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0029. Train Acc: 92.6575, Test loss: 0.0031. Test Acc: 92.4200. Time/epoch: 3.1186
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0019. Train Acc: 95.2225, Test loss: 0.0020. Test Acc: 95.1000. Time/epoch: 3.0661
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0021. Train Acc: 95.0450, Test loss: 0.0021. Test Acc: 94.9100. Time/epoch: 2.9048
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▄▄▄▆▆▅▇▆▇▅▅▆▇▆█▇█▅▆
Accuracy/val▁▂▄▅▄▆▆▅▇▆▇▅▅▆▇▇█▇█▆▆
Loss/train█▇▄▃▄▂▃▄▂▂▂▃▃▃▂▂▁▁▁▃▃
Loss/val█▇▄▃▄▂▃▄▂▂▂▃▃▃▂▂▁▁▁▂▃
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.045
Accuracy/val94.91
Loss/train0.00205
Loss/val0.00214
epoch20

View run lunar-sweep-177 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/de5trgo5
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_053413-de5trgo5/logs
wandb: Agent Starting Run: g3gifqn2 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_053528-g3gifqn2
Syncing run dulcet-sweep-178 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/g3gifqn2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0030. Train Acc: 92.4275, Test loss: 0.0031. Test Acc: 92.4600. Time/epoch: 3.1681
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0024. Train Acc: 93.8675, Test loss: 0.0024. Test Acc: 93.7700. Time/epoch: 3.1402
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0025. Train Acc: 93.5575, Test loss: 0.0025. Test Acc: 93.3100. Time/epoch: 3.1162
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▂▄▁▄▄▆▆▆▆▅▅▅▆▇▄██▆▇▄
Accuracy/val▂▃▄▁▅▅▇▆▇▅▅▅▅▆▇▄▇█▇▇▄
Loss/train█▆▅█▄▄▃▃▃▄▄▃▄▄▂▄▂▁▂▁▅
Loss/val█▆▅█▄▄▃▃▂▄▄▃▄▃▂▄▂▁▂▁▄
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.5575
Accuracy/val93.31
Loss/train0.00248
Loss/val0.00254
epoch20

View run dulcet-sweep-178 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/g3gifqn2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_053528-g3gifqn2/logs
wandb: Agent Starting Run: gmswq9kf with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_053648-gmswq9kf
Syncing run young-sweep-179 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/gmswq9kf
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0051. Train Acc: 76.9100, Test loss: 0.0051. Test Acc: 77.2800. Time/epoch: 2.3900
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0013. Train Acc: 93.1200, Test loss: 0.0014. Test Acc: 93.0600. Time/epoch: 2.3309
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 93.5450, Test loss: 0.0013. Test Acc: 93.5600. Time/epoch: 2.3350
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▇▇▇▇███████████████
Accuracy/val▁▆▇▇▇▇▇██████████████
Loss/train█▃▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▃▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.545
Accuracy/val93.56
Loss/train0.00124
Loss/val0.00127
epoch20

View run young-sweep-179 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/gmswq9kf
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_053648-gmswq9kf/logs
wandb: Agent Starting Run: jb2q9yd4 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_053750-jb2q9yd4
Syncing run icy-sweep-180 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jb2q9yd4
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0052. Train Acc: 73.2100, Test loss: 0.0053. Test Acc: 73.5900. Time/epoch: 2.4537
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0072. Train Acc: 70.5600, Test loss: 0.0073. Test Acc: 71.1400. Time/epoch: 2.3998
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▇▆█▇█▇█▁▇▄▇
Accuracy/val▇▆███▇█▁▇▄▇
Loss/train▂▂▁▃▂▃▂█▂▇▅
Loss/val▂▂▁▃▂▃▂█▂▆▅
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train70.56
Accuracy/val71.14
Loss/train0.00724
Loss/val0.00728
epoch10

View run icy-sweep-180 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jb2q9yd4
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_053750-jb2q9yd4/logs
wandb: Agent Starting Run: 3jylhr2x with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_053830-3jylhr2x
Syncing run tough-sweep-181 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3jylhr2x
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.6760
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 4.6448
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.8188
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▄█▃▅▂▁▃▃▃▂▁▁▂▁▃▁▃▁▅▄▂
Loss/val▄█▄▅▂▁▆▄▂▂▂▂▃▂▃▁▂▂▆▂▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04805
Loss/val0.04795
epoch20

View run tough-sweep-181 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/3jylhr2x
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_053830-3jylhr2x/logs
wandb: Agent Starting Run: i6x2c5j4 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_054022-i6x2c5j4
Syncing run skilled-sweep-182 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i6x2c5j4
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0265. Train Acc: 74.0550, Test loss: 0.0264. Test Acc: 74.5100. Time/epoch: 4.5972
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0039. Train Acc: 95.0675, Test loss: 0.0041. Test Acc: 94.7700. Time/epoch: 4.5556
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▇▇▇▇████
Accuracy/val▁▄▇▆▇▇▇████
Loss/train█▃▂▂▂▁▁▁▁▁▁
Loss/val█▃▂▂▂▁▁▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.0675
Accuracy/val94.77
Loss/train0.00392
Loss/val0.00405
epoch10

View run skilled-sweep-182 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i6x2c5j4
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_054022-i6x2c5j4/logs
wandb: Agent Starting Run: zdfc2kwu with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_054128-zdfc2kwu
Syncing run whole-sweep-183 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zdfc2kwu
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0032. Train Acc: 91.2025, Test loss: 0.0034. Test Acc: 90.8300. Time/epoch: 3.1622
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 97.3625, Test loss: 0.0013. Test Acc: 97.1700. Time/epoch: 3.0038
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▅▆▆▆▆▅▆█
Accuracy/val▁▄▅▅▆▆▆▆▅▆█
Loss/train█▆▄▄▃▃▃▃▄▃▁
Loss/val█▆▄▄▃▂▃▃▄▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train97.3625
Accuracy/val97.17
Loss/train0.00117
Loss/val0.00129
epoch10

View run whole-sweep-183 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zdfc2kwu
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_054128-zdfc2kwu/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: isecmdyz with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_054225-isecmdyz
Syncing run sandy-sweep-184 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/isecmdyz
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 92.6600, Test loss: 0.0015. Test Acc: 92.6600. Time/epoch: 2.4375
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0007. Train Acc: 96.9500, Test loss: 0.0007. Test Acc: 96.7800. Time/epoch: 2.4299
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0005. Train Acc: 97.4725, Test loss: 0.0006. Test Acc: 96.8700. Time/epoch: 2.2712
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0004. Train Acc: 98.1950, Test loss: 0.0006. Test Acc: 97.3600. Time/epoch: 2.2906
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0004. Train Acc: 97.8750, Test loss: 0.0007. Test Acc: 96.9300. Time/epoch: 2.4031
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0003. Train Acc: 98.4775, Test loss: 0.0007. Test Acc: 97.1900. Time/epoch: 2.4000
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▄▄▅▅▄▆▅▆▆▅▆▅▆▆▇▇▇▇▇▇▇▇█▆▆▇▇█▆▇▇▇▇███▇
Accuracy/val▁▂▃▄▄▅▅▄▆▆▆▆▆▇▅▇▇▇▇▇▇▇▇█▇█▆▆▇▇█▆▇▇▇▇███▇
Loss/train█▇▆▅▅▄▅▅▄▄▃▃▄▃▄▃▃▂▂▂▃▂▂▂▂▁▃▃▂▂▂▃▂▂▂▁▁▁▁▂
Loss/val█▇▆▅▅▃▄▄▃▃▂▃▃▂▄▂▂▂▂▂▂▂▂▁▂▁▃▃▂▁▁▃▂▃▂▂▁▁▁▃
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.4775
Accuracy/val97.19
Loss/train0.00033
Loss/val0.00071
epoch50

View run sandy-sweep-184 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/isecmdyz
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_054225-isecmdyz/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: z8gmtpb5 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_054447-z8gmtpb5
Syncing run drawn-sweep-185 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/z8gmtpb5
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0047. Train Acc: 75.2350, Test loss: 0.0047. Test Acc: 75.3900. Time/epoch: 2.1857
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 89.2050, Test loss: 0.0020. Test Acc: 89.4500. Time/epoch: 2.2985
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▇▇█▇██
Accuracy/val▁▄▅▆▆▇▇█▇██
Loss/train█▅▄▄▃▂▂▂▂▁▁
Loss/val█▅▄▄▃▂▂▂▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train89.205
Accuracy/val89.45
Loss/train0.00194
Loss/val0.002
epoch10

View run drawn-sweep-185 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/z8gmtpb5
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_054447-z8gmtpb5/logs
wandb: Agent Starting Run: rrka9xc6 with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_054528-rrka9xc6
Syncing run absurd-sweep-186 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rrka9xc6
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0016. Train Acc: 90.9850, Test loss: 0.0017. Test Acc: 90.8500. Time/epoch: 2.2980
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0008. Train Acc: 95.9450, Test loss: 0.0009. Test Acc: 95.8100. Time/epoch: 2.4216
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0005. Train Acc: 97.3225, Test loss: 0.0007. Test Acc: 96.8300. Time/epoch: 2.4150
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 95.5575, Test loss: 0.0012. Test Acc: 95.2200. Time/epoch: 2.3986
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0005. Train Acc: 97.7025, Test loss: 0.0007. Test Acc: 96.8500. Time/epoch: 2.2496
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 94.8900, Test loss: 0.0014. Test Acc: 94.0500. Time/epoch: 2.2725
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▁▄▃▄▆▅▆▄▆▇▆▇▂▇▇▇▆▇▇▇▆▇▅▇▅▇▆██▇▇▇█▇██▇▅
Accuracy/val▁▄▁▄▄▅▇▅▆▄▆▇▇▇▂▇▇▇▇▇█▇▇▇▆▇▅▇▆██▇▇▇█▇██▇▄
Loss/train█▅█▅▆▅▃▄▄▇▃▂▃▂█▂▂▃▃▃▂▂▃▂▄▂▄▂▃▁▁▂▂▂▁▂▁▁▁▄
Loss/val▇▅▇▅▆▄▂▄▃▆▃▂▂▂█▂▁▂▂▂▁▂▃▁▄▃▄▂▄▁▁▂▂▂▁▃▁▂▂▆
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train94.89
Accuracy/val94.05
Loss/train0.00099
Loss/val0.00142
epoch50

View run absurd-sweep-186 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rrka9xc6
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_054528-rrka9xc6/logs
wandb: Agent Starting Run: c90l9ve2 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_054741-c90l9ve2
Syncing run ethereal-sweep-187 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/c90l9ve2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0055. Train Acc: 86.3700, Test loss: 0.0055. Test Acc: 86.4100. Time/epoch: 3.1368
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0025. Train Acc: 93.6250, Test loss: 0.0026. Test Acc: 93.4500. Time/epoch: 3.0174
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0023. Train Acc: 94.3850, Test loss: 0.0024. Test Acc: 94.2100. Time/epoch: 2.9791
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0021. Train Acc: 94.6550, Test loss: 0.0022. Test Acc: 94.7100. Time/epoch: 3.1562
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0019. Train Acc: 95.2050, Test loss: 0.0021. Test Acc: 95.1700. Time/epoch: 3.1645
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 95.3175, Test loss: 0.0020. Test Acc: 95.1600. Time/epoch: 3.1532
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇██▇▇█████████
Accuracy/val▁▃▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇█▇▇█▇██▇▇█████████
Loss/train█▅▄▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.3175
Accuracy/val95.16
Loss/train0.00193
Loss/val0.00204
epoch50

View run ethereal-sweep-187 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/c90l9ve2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_054741-c90l9ve2/logs
wandb: Agent Starting Run: zad7mg7r with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_055034-zad7mg7r
Syncing run effortless-sweep-188 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zad7mg7r
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0031. Train Acc: 91.4550, Test loss: 0.0032. Test Acc: 91.5800. Time/epoch: 3.1675
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0014. Train Acc: 96.3650, Test loss: 0.0016. Test Acc: 95.9700. Time/epoch: 3.1474
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 97.5000, Test loss: 0.0012. Test Acc: 97.0200. Time/epoch: 3.1174
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▁▅▄▄▅▆▆▆▇▇█▇▄█▆▆███
Accuracy/val▁▄▁▅▄▄▅▆▆▆▇▇▇▇▃█▆▆███
Loss/train█▆█▄▅▅▄▃▃▃▂▂▂▂▆▂▃▃▁▁▁
Loss/val█▆█▄▅▅▃▃▃▃▂▂▂▂▆▂▃▃▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.5
Accuracy/val97.02
Loss/train0.00104
Loss/val0.00122
epoch20

View run effortless-sweep-188 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zad7mg7r
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_055034-zad7mg7r/logs
wandb: Agent Starting Run: rg05su6p with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_055153-rg05su6p
Syncing run usual-sweep-189 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rg05su6p
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0146. Train Acc: 78.8775, Test loss: 0.0147. Test Acc: 79.2400. Time/epoch: 4.8435
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0060. Train Acc: 93.6275, Test loss: 0.0063. Test Acc: 93.2900. Time/epoch: 4.8304
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0093. Train Acc: 91.3300, Test loss: 0.0099. Test Acc: 91.2600. Time/epoch: 4.7901
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▆▇▆▇████▇███▇█▇▇██▆
Accuracy/val▁▄▆▇▆▇████▇███▇██▇██▆
Loss/train█▅▃▂▂▂▁▁▁▁▂▁▁▁▂▁▁▂▁▁▄
Loss/val█▅▃▂▂▂▁▁▁▁▂▁▁▂▂▁▁▂▁▁▅
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train91.33
Accuracy/val91.26
Loss/train0.00934
Loss/val0.00989
epoch20

View run usual-sweep-189 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/rg05su6p
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_055153-rg05su6p/logs
wandb: Agent Starting Run: shvybvl5 with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_055350-shvybvl5
Syncing run valiant-sweep-190 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/shvybvl5
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0117. Train Acc: 87.0625, Test loss: 0.0120. Test Acc: 86.7000. Time/epoch: 4.8438
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0044. Train Acc: 94.2725, Test loss: 0.0045. Test Acc: 93.9900. Time/epoch: 4.8448
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0037. Train Acc: 95.1750, Test loss: 0.0038. Test Acc: 95.1000. Time/epoch: 4.8356
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▇▇▇▆▇▇▇▇██▇█▇██
Accuracy/val▁▃▅▅▆▆▇▇▇▇▇▇▇████████
Loss/train█▅▄▄▃▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.175
Accuracy/val95.1
Loss/train0.00365
Loss/val0.00384
epoch20

View run valiant-sweep-190 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/shvybvl5
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_055350-shvybvl5/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: mdyofjir with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_055553-mdyofjir
Syncing run autumn-sweep-191 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mdyofjir
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0146. Train Acc: 79.2575, Test loss: 0.0144. Test Acc: 79.6700. Time/epoch: 4.6721
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0060. Train Acc: 91.8325, Test loss: 0.0061. Test Acc: 92.0000. Time/epoch: 4.8439
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0046. Train Acc: 93.8375, Test loss: 0.0047. Test Acc: 94.1400. Time/epoch: 4.8424
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆▅▆▆▆▇▇▇▇▇▇▇██████
Accuracy/val▁▅▅▅▅▆▆▆▇▇▇▇▇█▇██████
Loss/train█▅▄▄▃▃▃▂▂▂▂▂▂▁▂▁▁▁▁▁▁
Loss/val█▅▄▄▃▃▃▃▂▂▂▂▂▁▂▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.8375
Accuracy/val94.14
Loss/train0.00459
Loss/val0.0047
epoch20

View run autumn-sweep-191 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mdyofjir
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_055553-mdyofjir/logs
wandb: Agent Starting Run: h09ask4v with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_055749-h09ask4v
Syncing run serene-sweep-192 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/h09ask4v
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0051. Train Acc: 93.2375, Test loss: 0.0052. Test Acc: 93.3900. Time/epoch: 4.9953
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0024. Train Acc: 97.1550, Test loss: 0.0027. Test Acc: 96.7500. Time/epoch: 5.1233
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▆▅▆▇▇▆▇█
Accuracy/val▁▅▄▆▅▇▇▇▆██
Loss/train█▅▅▃▄▃▂▂▃▁▁
Loss/val█▅▅▃▄▃▂▂▃▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train97.155
Accuracy/val96.75
Loss/train0.00243
Loss/val0.00274
epoch10

View run serene-sweep-192 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/h09ask4v
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_055749-h09ask4v/logs
wandb: Agent Starting Run: nj199acm with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_055901-nj199acm
Syncing run unique-sweep-193 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/nj199acm
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0049. Train Acc: 93.6950, Test loss: 0.0051. Test Acc: 93.5200. Time/epoch: 4.6779
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0026. Train Acc: 96.6575, Test loss: 0.0031. Test Acc: 96.4600. Time/epoch: 4.6789
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0015. Train Acc: 98.2975, Test loss: 0.0025. Test Acc: 97.4100. Time/epoch: 4.7833
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0016. Train Acc: 98.0500, Test loss: 0.0030. Test Acc: 96.9400. Time/epoch: 4.8049
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0018. Train Acc: 97.8700, Test loss: 0.0036. Test Acc: 96.6100. Time/epoch: 4.7920
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 99.0750, Test loss: 0.0028. Test Acc: 97.3200. Time/epoch: 4.6852
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▂▅▄▅▆▆▅▆▆▅▆▆▆▇▇▇▆▇▇▇▆▇▇▆▆▇▇▇▇█████████
Accuracy/val▃▁▂▆▅▆▇▇▇▇▇▆▇▇▇▇██▇▇██▇█▇▇▇▇█▇▇█████████
Loss/train▆█▇▄▅▄▃▃▃▃▃▄▃▃▃▂▂▂▂▂▂▂▂▁▂▃▃▂▂▂▂▁▁▁▁▁▁▁▁▁
Loss/val▆█▇▃▄▃▂▂▂▂▂▃▂▂▂▁▁▂▂▁▁▁▂▁▂▃▃▂▂▃▂▁▁▂▂▂▂▂▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train99.075
Accuracy/val97.32
Loss/train0.0008
Loss/val0.0028
epoch50

View run unique-sweep-193 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/nj199acm
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_055901-nj199acm/logs
wandb: Agent Starting Run: yxfiee1z with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_060319-yxfiee1z
Syncing run upbeat-sweep-194 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/yxfiee1z
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0027. Train Acc: 92.7600, Test loss: 0.0027. Test Acc: 92.4900. Time/epoch: 3.3177
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0015. Train Acc: 96.2775, Test loss: 0.0016. Test Acc: 95.8700. Time/epoch: 3.3097
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 97.9275, Test loss: 0.0012. Test Acc: 97.2500. Time/epoch: 3.1353
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▄▃▄▅▅▆▆▆▆▇▇▇▇▇▇▆██
Accuracy/val▁▃▄▅▃▅▅▅▆▇▆▇▇▇▇▇▇▇▇██
Loss/train█▆▆▅▆▄▅▄▃▃▃▃▂▂▂▂▂▂▂▁▁
Loss/val█▆▅▄▅▄▄▄▂▂▃▂▂▂▂▂▂▁▂▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.9275
Accuracy/val97.25
Loss/train0.0009
Loss/val0.00121
epoch20

View run upbeat-sweep-194 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/yxfiee1z
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_060319-yxfiee1z/logs
wandb: Agent Starting Run: kyg2yqo0 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_060441-kyg2yqo0
Syncing run noble-sweep-195 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/kyg2yqo0
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0073. Train Acc: 91.1650, Test loss: 0.0074. Test Acc: 91.1900. Time/epoch: 4.7153
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0038. Train Acc: 95.3275, Test loss: 0.0040. Test Acc: 95.2200. Time/epoch: 4.5452
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▄▁▄▆▆▇████
Accuracy/val▂▃▁▄▆▆▇████
Loss/train█▅▇▅▃▃▂▁▁▁▁
Loss/val█▅▇▅▃▃▂▁▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.3275
Accuracy/val95.22
Loss/train0.00382
Loss/val0.00399
epoch10

View run noble-sweep-195 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/kyg2yqo0
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_060441-kyg2yqo0/logs
wandb: Agent Starting Run: 9ek9v3id with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_060547-9ek9v3id
Syncing run scarlet-sweep-196 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9ek9v3id
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.3223
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1278
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1250
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.2855
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.2736
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0240. Test Acc: 37.5400. Time/epoch: 3.2960
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▂▄▄▆▄▂▁█▂▂▁▂▂▂▁▃▂▂▂▂▄▄▂▁▄▄▃▂▂▂▂▂▄▃▂▂▁▃▂▂
Loss/val▃▄▄▂▆▄▁█▃▃▁▄▅▄▃▅▄▃▄▂▃▄▄▂█▄▃▄▁▂▃▁▂▄▂▄▁▅▃▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02404
epoch50

View run scarlet-sweep-196 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9ek9v3id
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_060547-9ek9v3id/logs
wandb: Agent Starting Run: 02r18sv0 with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_060845-02r18sv0
Syncing run classic-sweep-197 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/02r18sv0
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0042. Train Acc: 86.3800, Test loss: 0.0042. Test Acc: 86.6200. Time/epoch: 3.1642
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0018. Train Acc: 95.2325, Test loss: 0.0018. Test Acc: 95.3300. Time/epoch: 3.1758
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▅▆▇▇▇▇▇██
Accuracy/val▁▅▅▇▇▇▇▇▇██
Loss/train█▅▅▃▂▂▂▂▁▁▁
Loss/val█▅▅▃▂▂▂▂▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.2325
Accuracy/val95.33
Loss/train0.00178
Loss/val0.00183
epoch10

View run classic-sweep-197 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/02r18sv0
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_060845-02r18sv0/logs
wandb: Agent Starting Run: 1a72zmpf with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_060930-1a72zmpf
Syncing run lyric-sweep-198 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1a72zmpf
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0027. Train Acc: 92.8100, Test loss: 0.0028. Test Acc: 93.1900. Time/epoch: 3.1751
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 96.8000, Test loss: 0.0015. Test Acc: 96.3400. Time/epoch: 3.3046
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▅▆▇▆▇▇█
Accuracy/val▁▂▄▅▆▆▇▆▇██
Loss/train█▆▅▄▄▃▂▂▂▁▁
Loss/val█▆▅▄▄▃▂▂▂▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.8
Accuracy/val96.34
Loss/train0.00133
Loss/val0.00152
epoch10

View run lyric-sweep-198 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1a72zmpf
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_060930-1a72zmpf/logs
wandb: Agent Starting Run: z882e1y9 with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_061018-z882e1y9
Syncing run light-sweep-199 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/z882e1y9
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0485. Train Acc: 36.8250, Test loss: 0.0484. Test Acc: 37.5400. Time/epoch: 4.6977
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0487. Train Acc: 36.8250, Test loss: 0.0486. Test Acc: 37.5400. Time/epoch: 4.6564
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0487. Train Acc: 36.8250, Test loss: 0.0486. Test Acc: 37.5400. Time/epoch: 4.7864
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▂▄▁▅▅▅▅▅█▆▅▇▇▆▂▂▆▆▄▆▅
Loss/val▃▅▁▆▅▅▆▅█▇▆▇▇▆▂▂▇▆▄▆▆
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04867
Loss/val0.04863
epoch20

View run light-sweep-199 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/z882e1y9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_061018-z882e1y9/logs
wandb: Agent Starting Run: csip2xoo with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_061213-csip2xoo
Syncing run royal-sweep-200 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/csip2xoo
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0032. Train Acc: 90.6875, Test loss: 0.0033. Test Acc: 90.7100. Time/epoch: 2.9392
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0014. Train Acc: 96.7025, Test loss: 0.0015. Test Acc: 96.3700. Time/epoch: 2.9506
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▅▅▇▇▇▇███
Accuracy/val▁▆▅▅▇▇▆▆███
Loss/train█▄▅▄▂▂▃▂▁▁▁
Loss/val█▄▅▄▂▂▂▂▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.7025
Accuracy/val96.37
Loss/train0.00139
Loss/val0.0015
epoch10

View run royal-sweep-200 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/csip2xoo
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_061213-csip2xoo/logs
wandb: Agent Starting Run: 8l0v5gap with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_061300-8l0v5gap
Syncing run balmy-sweep-201 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8l0v5gap
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 89.7825, Test loss: 0.0021. Test Acc: 89.6000. Time/epoch: 2.3561
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0013. Train Acc: 93.0475, Test loss: 0.0014. Test Acc: 92.9100. Time/epoch: 2.1859
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 93.8225, Test loss: 0.0012. Test Acc: 93.7300. Time/epoch: 2.1930
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▁▄▄▅▄▆▄▂▅▇▇▇▆▆▇▆▅█▆
Accuracy/val▁▂▁▃▃▄▄▅▄▃▅▇▇▇▆▆▇▆▅█▆
Loss/train█▆▇▄▄▄▃▃▄▆▃▂▂▂▂▂▁▂▃▁▂
Loss/val█▆▇▄▅▄▄▃▄▅▃▂▂▂▂▂▁▂▃▁▂
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.8225
Accuracy/val93.73
Loss/train0.00116
Loss/val0.00121
epoch20

View run balmy-sweep-201 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/8l0v5gap
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_061300-8l0v5gap/logs
wandb: Agent Starting Run: y27npk0v with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_061400-y27npk0v
Syncing run eternal-sweep-202 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y27npk0v
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0046. Train Acc: 78.8800, Test loss: 0.0046. Test Acc: 78.6800. Time/epoch: 2.3478
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0014. Train Acc: 93.1050, Test loss: 0.0014. Test Acc: 93.1500. Time/epoch: 2.1986
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0012. Train Acc: 93.8950, Test loss: 0.0012. Test Acc: 93.8100. Time/epoch: 2.1873
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0011. Train Acc: 94.6275, Test loss: 0.0011. Test Acc: 94.8700. Time/epoch: 2.3376
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0010. Train Acc: 94.8450, Test loss: 0.0011. Test Acc: 95.0900. Time/epoch: 2.3416
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 94.4350, Test loss: 0.0011. Test Acc: 94.5800. Time/epoch: 2.2144
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▇▇▇▇▇▇▇▇█▇█▇███████████████████████
Accuracy/val▁▃▄▅▆▇▇▇▇▇▇▇▇█▇█▇███████████████████████
Loss/train█▅▄▃▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train94.435
Accuracy/val94.58
Loss/train0.00107
Loss/val0.00112
epoch50

View run eternal-sweep-202 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y27npk0v
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_061400-y27npk0v/logs
wandb: Agent Starting Run: t5gq6iyz with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_061612-t5gq6iyz
Syncing run cerulean-sweep-203 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t5gq6iyz
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0175. Train Acc: 71.7025, Test loss: 0.0174. Test Acc: 72.2000. Time/epoch: 4.8500
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0085. Train Acc: 90.8825, Test loss: 0.0086. Test Acc: 90.6900. Time/epoch: 4.8059
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▆▇▅▆▇████
Accuracy/val▁▃▆▇▅▆▇████
Loss/train█▄▂▃▂▂▁▂▂▁▁
Loss/val█▄▂▃▂▂▁▂▂▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train90.8825
Accuracy/val90.69
Loss/train0.00855
Loss/val0.00864
epoch10

View run cerulean-sweep-203 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t5gq6iyz
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_061612-t5gq6iyz/logs
wandb: Agent Starting Run: 04lbmtm5 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_061718-04lbmtm5
Syncing run decent-sweep-204 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/04lbmtm5
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0058. Train Acc: 92.4725, Test loss: 0.0062. Test Acc: 92.3100. Time/epoch: 4.7041
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0039. Train Acc: 94.6325, Test loss: 0.0043. Test Acc: 94.3700. Time/epoch: 4.6776
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0031. Train Acc: 95.7775, Test loss: 0.0034. Test Acc: 95.6400. Time/epoch: 4.7065
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0025. Train Acc: 96.8075, Test loss: 0.0029. Test Acc: 96.3600. Time/epoch: 4.5418
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0026. Train Acc: 96.7625, Test loss: 0.0030. Test Acc: 96.2800. Time/epoch: 4.6772
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0021. Train Acc: 97.2800, Test loss: 0.0026. Test Acc: 96.7600. Time/epoch: 4.6874
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▂▃▃▄▁▅▅▄▅▆▆▆▇▇▆▆▇▇▇▇▆▇▇▇▇▆▇▇█▇▇▇▇█▆▆▆▆█
Accuracy/val▂▂▃▃▅▁▅▅▄▅▆▆▆▇▇▆▆▇▇▇▇▆▇█▇▇▆▇██▇▇▇▇█▆▆▆▆▇
Loss/train▇▇▆▆▅█▃▄▄▄▃▃▃▂▂▃▃▂▂▂▂▃▂▂▂▂▃▂▂▁▂▂▂▂▁▃▃▂▃▁
Loss/val▇▇▆▆▅█▃▄▄▄▃▃▃▂▂▃▃▂▂▂▂▃▂▁▂▂▃▁▂▁▂▂▂▂▁▃▃▃▃▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.28
Accuracy/val96.76
Loss/train0.0021
Loss/val0.00255
epoch50

View run decent-sweep-204 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/04lbmtm5
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_061718-04lbmtm5/logs
wandb: Agent Starting Run: hgv4yplr with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_062128-hgv4yplr
Syncing run glamorous-sweep-205 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/hgv4yplr
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0208. Train Acc: 75.5100, Test loss: 0.0206. Test Acc: 76.1200. Time/epoch: 4.5618
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0072. Train Acc: 91.9125, Test loss: 0.0080. Test Acc: 91.0600. Time/epoch: 4.5647
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0067. Train Acc: 92.4275, Test loss: 0.0081. Test Acc: 91.1600. Time/epoch: 4.6899
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▇▇▆▇▇█▇█▇▇▇█▆█
Accuracy/val▁▃▅▅▇▇▇▇█▇█▇███▇▇▇█▇█
Loss/train█▄▄▃▃▂▂▂▂▂▁▂▁▁▁▂▂▁▁▂▁
Loss/val█▄▃▂▂▂▂▂▁▂▁▂▁▁▁▁▂▁▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train92.4275
Accuracy/val91.16
Loss/train0.00669
Loss/val0.00812
epoch20

View run glamorous-sweep-205 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/hgv4yplr
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_062128-hgv4yplr/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 1557bxks with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_062327-1557bxks
Syncing run twilight-sweep-206 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1557bxks
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0055. Train Acc: 83.4050, Test loss: 0.0056. Test Acc: 83.7600. Time/epoch: 3.0134
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0032. Train Acc: 91.2975, Test loss: 0.0035. Test Acc: 90.7600. Time/epoch: 2.9857
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▂▁▅▅▇▇█▄▆
Accuracy/val▁▂▂▁▅▅▇▇█▅▆
Loss/train▅▆▅█▃▃▂▂▁▃▂
Loss/val▅▆▅█▃▃▂▂▁▃▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train91.2975
Accuracy/val90.76
Loss/train0.00322
Loss/val0.00353
epoch10

View run twilight-sweep-206 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1557bxks
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_062327-1557bxks/logs
wandb: Agent Starting Run: itxvvi4e with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_062412-itxvvi4e
Syncing run smart-sweep-207 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/itxvvi4e
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0074. Train Acc: 90.0900, Test loss: 0.0076. Test Acc: 90.0700. Time/epoch: 4.7231
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0041. Train Acc: 94.9225, Test loss: 0.0041. Test Acc: 94.8500. Time/epoch: 4.5452
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0037. Train Acc: 95.1475, Test loss: 0.0038. Test Acc: 95.2200. Time/epoch: 4.5440
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0036. Train Acc: 95.5275, Test loss: 0.0037. Test Acc: 95.4800. Time/epoch: 4.5302
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0033. Train Acc: 96.1000, Test loss: 0.0034. Test Acc: 95.9400. Time/epoch: 4.6989
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0034. Train Acc: 95.6400, Test loss: 0.0034. Test Acc: 95.7700. Time/epoch: 4.6846
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▅▆▅▆▆▅▇▇▇▇▇▇▇▇▇▇▇▆▇▇▇▇███▇▇▇▇▆████▇▇
Accuracy/val▁▃▄▅▅▆▅▆▆▅▇▇▇▇▇▇▇▇▇▇█▇▇▇▇▇██▇█▇▇▇▆████▇▇
Loss/train█▆▅▄▄▃▄▂▂▃▂▂▂▂▂▂▂▂▂▂▁▂▂▁▂▁▁▁▁▁▂▁▂▂▁▁▁▁▂▁
Loss/val█▆▅▄▄▃▃▂▂▃▂▂▂▂▂▂▂▂▂▂▁▂▂▁▂▁▁▁▁▁▂▁▂▂▁▁▁▁▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.64
Accuracy/val95.77
Loss/train0.00336
Loss/val0.00342
epoch50

View run smart-sweep-207 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/itxvvi4e
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_062412-itxvvi4e/logs
wandb: Agent Starting Run: 42wuc4gz with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_062822-42wuc4gz
Syncing run elated-sweep-208 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/42wuc4gz
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0070. Train Acc: 81.2950, Test loss: 0.0070. Test Acc: 81.5400. Time/epoch: 2.9554
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0028. Train Acc: 92.7550, Test loss: 0.0030. Test Acc: 92.4100. Time/epoch: 3.0633
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▆▇▇▇██▇██▇
Accuracy/val▁▆▇▇▇█████▇
Loss/train█▄▂▂▂▁▁▁▁▁▂
Loss/val█▄▂▂▂▁▁▁▁▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train92.755
Accuracy/val92.41
Loss/train0.00276
Loss/val0.00297
epoch10

View run elated-sweep-208 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/42wuc4gz
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_062822-42wuc4gz/logs
wandb: Agent Starting Run: 35gvosc0 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_062908-35gvosc0
Syncing run noble-sweep-209 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/35gvosc0
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0095. Train Acc: 89.5150, Test loss: 0.0096. Test Acc: 89.3100. Time/epoch: 4.6815
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0047. Train Acc: 93.7550, Test loss: 0.0048. Test Acc: 93.8200. Time/epoch: 4.6938
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0037. Train Acc: 95.4425, Test loss: 0.0038. Test Acc: 95.3800. Time/epoch: 4.8364
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0032. Train Acc: 96.0800, Test loss: 0.0033. Test Acc: 96.0400. Time/epoch: 4.7876
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0028. Train Acc: 96.6900, Test loss: 0.0029. Test Acc: 96.5800. Time/epoch: 4.8059
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0025. Train Acc: 97.0225, Test loss: 0.0027. Test Acc: 96.8900. Time/epoch: 4.7964
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▄▄▄▅▅▅▅▅▆▆▆▆▆▇▆▇▇▆▇▇▇▇▇▇▇▇███████████
Accuracy/val▁▃▃▄▄▄▅▅▅▅▅▆▆▆▆▆▇▆▇▇▆▇▇▇▇▇▇█████████████
Loss/train█▅▅▄▄▄▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▅▄▄▄▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.0225
Accuracy/val96.89
Loss/train0.00247
Loss/val0.00266
epoch50

View run noble-sweep-209 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/35gvosc0
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_062908-35gvosc0/logs
wandb: Agent Starting Run: j4pup8og with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_063327-j4pup8og
Syncing run faithful-sweep-210 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/j4pup8og
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 93.0450, Test loss: 0.0015. Test Acc: 93.0200. Time/epoch: 2.4545
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0008. Train Acc: 95.6450, Test loss: 0.0009. Test Acc: 95.6600. Time/epoch: 2.2921
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0006. Train Acc: 97.1450, Test loss: 0.0007. Test Acc: 96.8900. Time/epoch: 2.2876
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0006. Train Acc: 97.1675, Test loss: 0.0007. Test Acc: 96.8500. Time/epoch: 2.3911
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0005. Train Acc: 97.6325, Test loss: 0.0006. Test Acc: 97.1200. Time/epoch: 2.3969
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0004. Train Acc: 98.0375, Test loss: 0.0006. Test Acc: 97.5100. Time/epoch: 2.2635
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▃▅▄▆▄▅▆▅▄▅▆▆▇▇▇▅▇▆▆▇▆▇▇▅▇█▇▇▇████▇▇▇█
Accuracy/val▁▂▄▄▅▄▆▅▅▆▅▄▅▆▆▇▇▇▄▇▆▆▇▇▇▇▅█▇▇▇▇███▇▇▇▇█
Loss/train█▇▅▅▄▅▃▄▄▃▄▅▄▃▃▂▂▂▄▂▃▂▂▂▂▂▄▁▁▂▂▁▁▁▁▁▂▂▂▁
Loss/val█▆▅▅▄▅▃▄▄▃▃▄▄▃▃▂▂▂▄▂▃▂▂▂▂▂▄▁▁▂▂▁▁▁▁▁▂▂▂▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.0375
Accuracy/val97.51
Loss/train0.00042
Loss/val0.0006
epoch50

View run faithful-sweep-210 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/j4pup8og
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_063327-j4pup8og/logs
wandb: Agent Starting Run: prgzf0iw with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_063540-prgzf0iw
Syncing run honest-sweep-211 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/prgzf0iw
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0014. Train Acc: 92.9000, Test loss: 0.0015. Test Acc: 92.5000. Time/epoch: 2.4407
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0008. Train Acc: 96.0350, Test loss: 0.0009. Test Acc: 95.4600. Time/epoch: 2.4164
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 97.7550, Test loss: 0.0007. Test Acc: 97.1800. Time/epoch: 2.2680
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▃▁▆▂▅▄▅▆▇▆▆▆▆▇▇▇▇▆▆▆█
Accuracy/val▃▁▆▂▅▄▅▆▇▆▆▆▆▇█▇▇▆▆▆█
Loss/train▅█▃▆▄█▄▃▂▃▂▃▃▂▁▂▂▄▃▃▁
Loss/val▅█▃▆▃█▄▂▂▃▂▃▂▂▁▂▂▄▃▃▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.755
Accuracy/val97.18
Loss/train0.00048
Loss/val0.00067
epoch20

View run honest-sweep-211 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/prgzf0iw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_063540-prgzf0iw/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: r82ztge9 with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_063651-r82ztge9
Syncing run visionary-sweep-212 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/r82ztge9
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 88.4900, Test loss: 0.0021. Test Acc: 88.7800. Time/epoch: 2.4492
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0009. Train Acc: 95.1850, Test loss: 0.0010. Test Acc: 94.9800. Time/epoch: 2.4040
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▇▆█▇██▇
Accuracy/val▁▄▅▆▇▆▇▆██▇
Loss/train█▅▃▃▃▃▂▃▂▁▂
Loss/val█▅▃▃▂▂▁▂▁▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.185
Accuracy/val94.98
Loss/train0.00091
Loss/val0.00095
epoch10

View run visionary-sweep-212 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/r82ztge9
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_063651-r82ztge9/logs
wandb: Agent Starting Run: annf7jys with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_063731-annf7jys
Syncing run soft-sweep-213 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/annf7jys
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0048. Train Acc: 75.6050, Test loss: 0.0048. Test Acc: 76.0700. Time/epoch: 2.3776
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0026. Train Acc: 85.0350, Test loss: 0.0026. Test Acc: 85.0000. Time/epoch: 2.3433
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▄▃▅▅▁▄▅▇██▆
Accuracy/val▅▃▅▅▁▄▅▇██▇
Loss/train▅▄▃▄█▆▃▂▁▁▂
Loss/val▅▄▃▄█▆▃▂▁▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train85.035
Accuracy/val85.0
Loss/train0.00256
Loss/val0.0026
epoch10

View run soft-sweep-213 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/annf7jys
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_063731-annf7jys/logs
wandb: Agent Starting Run: l0odnl1k with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_063812-l0odnl1k
Syncing run crisp-sweep-214 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/l0odnl1k
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0020. Train Acc: 90.2750, Test loss: 0.0020. Test Acc: 90.1600. Time/epoch: 2.2118
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 95.1850, Test loss: 0.0010. Test Acc: 95.0600. Time/epoch: 2.1960
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▄▆▆▅▆▇▆██
Accuracy/val▁▃▅▆▆▅▇▇▆██
Loss/train█▆▄▃▃▄▂▂▂▁▁
Loss/val█▆▄▃▃▄▂▂▃▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train95.185
Accuracy/val95.06
Loss/train0.00097
Loss/val0.00104
epoch10

View run crisp-sweep-214 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/l0odnl1k
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_063812-l0odnl1k/logs
wandb: Agent Starting Run: 7bnazyxw with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_063852-7bnazyxw
Syncing run fine-sweep-215 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7bnazyxw
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0028. Train Acc: 92.1675, Test loss: 0.0030. Test Acc: 91.8700. Time/epoch: 3.3159
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0013. Train Acc: 96.8300, Test loss: 0.0015. Test Acc: 96.3700. Time/epoch: 3.1416
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0011. Train Acc: 97.0825, Test loss: 0.0016. Test Acc: 96.1800. Time/epoch: 3.2810
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 98.3550, Test loss: 0.0013. Test Acc: 97.4600. Time/epoch: 3.3041
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 98.6100, Test loss: 0.0013. Test Acc: 97.5200. Time/epoch: 3.3066
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0005. Train Acc: 98.7850, Test loss: 0.0014. Test Acc: 97.2500. Time/epoch: 3.3019
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▄▅▅▅▆▆▆▅▆▇▆▆▆▆▇▆▇▇▆▇▆▇██▇▇▇▆███▇▇████
Accuracy/val▁▄▅▅▆▆▅▆▆▇▆▆▇▆▇▆▆▇▇█▇▆█▆████▇▇▆███▇████▇
Loss/train█▆▅▅▄▄▄▄▃▃▄▃▃▃▃▃▃▂▃▂▂▄▂▃▂▂▁▂▃▂▃▁▁▁▂▂▁▁▁▁
Loss/val█▅▄▄▃▃▄▃▂▂▃▃▁▃▂▃▃▁▃▁▂▄▁▃▂▁▁▂▃▃▄▂▁▂▂▂▂▂▂▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.785
Accuracy/val97.25
Loss/train0.00048
Loss/val0.00144
epoch50

View run fine-sweep-215 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/7bnazyxw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_063852-7bnazyxw/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: cqfn8ipr with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_064201-cqfn8ipr
Syncing run warm-sweep-216 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cqfn8ipr
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0963
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0808
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0637
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9467
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.0561
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0241. Train Acc: 36.8250, Test loss: 0.0242. Test Acc: 37.5400. Time/epoch: 3.0647
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▅▁▄▂▅▃▂▁▅▅▄▂▄▇▁▆▃▂▄▄▂▃▁▃▁▃▄▄▆▁▃▇▃▄▂▇▃▁█▅
Loss/val▄▃▄▂▆▄▃▁▅▄▃▂▄▇▁▆▂▃▄▄▄▅▂▃▁▄▄▄▇▂▄▇▃▄▂▆▄▁█▇
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02412
Loss/val0.02417
epoch50

View run warm-sweep-216 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/cqfn8ipr
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_064201-cqfn8ipr/logs
wandb: Agent Starting Run: x90fff0g with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: adam
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_064449-x90fff0g
Syncing run swept-sweep-217 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/x90fff0g
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.9988
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 5.1742
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train▇▄█▃▅▃▃▂▁▂▅
Loss/val█▂▇▂▂▄▂▁▂▂▃
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04807
Loss/val0.04796
epoch10

View run swept-sweep-217 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/x90fff0g
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_064449-x90fff0g/logs
wandb: Agent Starting Run: awxs0f2q with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_064600-awxs0f2q
Syncing run cool-sweep-218 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/awxs0f2q
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0058. Train Acc: 73.0175, Test loss: 0.0058. Test Acc: 73.4500. Time/epoch: 2.2151
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0021. Train Acc: 89.6050, Test loss: 0.0022. Test Acc: 89.4400. Time/epoch: 2.1574
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▇▇▇███
Accuracy/val▁▄▅▆▆▇▇▇███
Loss/train█▅▄▃▃▂▂▂▁▁▁
Loss/val█▅▄▃▃▃▂▂▁▁▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train89.605
Accuracy/val89.44
Loss/train0.00213
Loss/val0.00218
epoch10

View run cool-sweep-218 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/awxs0f2q
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_064600-awxs0f2q/logs
wandb: Agent Starting Run: i8lgbjvl with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_064641-i8lgbjvl
Syncing run summer-sweep-219 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i8lgbjvl
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0112. Train Acc: 87.1725, Test loss: 0.0114. Test Acc: 87.3900. Time/epoch: 4.7143
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0060. Train Acc: 91.7525, Test loss: 0.0062. Test Acc: 91.9000. Time/epoch: 4.5731
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0050. Train Acc: 93.5525, Test loss: 0.0052. Test Acc: 93.4300. Time/epoch: 4.5421
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0048. Train Acc: 93.5650, Test loss: 0.0050. Test Acc: 93.5300. Time/epoch: 4.7165
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0042. Train Acc: 94.9375, Test loss: 0.0045. Test Acc: 94.6100. Time/epoch: 4.6815
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0040. Train Acc: 95.0375, Test loss: 0.0043. Test Acc: 94.8200. Time/epoch: 4.6573
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▄▄▅▅▅▅▆▆▆▆▆▆▇▇▆▇▇▆▇▅▇▇▇▇▇█▇▇▇▇▇█▇▇███
Accuracy/val▁▁▃▄▄▅▅▅▅▆▆▆▆▆▆▇▇▆▇▇▆▇▅▇▇▇▇▇▇▇▇▇▇▇█▇▇███
Loss/train█▆▅▄▄▃▃▃▃▂▃▂▂▂▂▂▂▃▂▂▂▂▃▂▂▂▁▂▁▁▁▂▁▁▁▂▁▁▁▁
Loss/val█▆▅▄▄▃▃▃▃▂▂▂▂▂▂▂▂▃▂▂▂▂▃▂▂▂▁▁▁▁▁▂▁▁▁▂▂▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.0375
Accuracy/val94.82
Loss/train0.00404
Loss/val0.00426
epoch50

View run summer-sweep-219 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i8lgbjvl
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_064641-i8lgbjvl/logs
wandb: Agent Starting Run: 2x20kvei with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_065050-2x20kvei
Syncing run tough-sweep-220 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/2x20kvei
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0045. Train Acc: 94.4125, Test loss: 0.0047. Test Acc: 94.2500. Time/epoch: 5.1401
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0026. Train Acc: 96.5200, Test loss: 0.0030. Test Acc: 96.1000. Time/epoch: 5.1145
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0016. Train Acc: 98.0475, Test loss: 0.0022. Test Acc: 97.4800. Time/epoch: 5.1726
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0013. Train Acc: 98.2825, Test loss: 0.0022. Test Acc: 97.3500. Time/epoch: 5.1462
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0014. Train Acc: 98.3350, Test loss: 0.0027. Test Acc: 97.1400. Time/epoch: 4.9997
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0008. Train Acc: 98.9700, Test loss: 0.0022. Test Acc: 97.5800. Time/epoch: 4.9964
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▂▄▂▃▅▂▄▆▅▅▆▆▆▃▆▇▆▆▇▇▇▇▇██▆▆▇▇▇██▇▇████
Accuracy/val▁▁▂▅▂▄▅▃▄▆▆▆▇▇▇▃▇█▆▇██▇█▇██▆▅▇▇█▇█▇▇▇██▇
Loss/train▇▇▆▄▆▅▄▅▄▃▃▃▂▃▃█▂▂▂▂▂▂▂▂▂▁▁▃▂▂▂▂▁▁▂▁▁▁▁▁
Loss/val▆▅▅▃▅▃▃▄▃▂▂▂▂▂▂█▂▁▂▂▁▁▂▁▂▁▁▃▂▂▂▁▁▁▂▂▂▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train98.97
Accuracy/val97.58
Loss/train0.00082
Loss/val0.0022
epoch50

View run tough-sweep-220 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/2x20kvei
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_065050-2x20kvei/logs
wandb: Agent Starting Run: 59l6xn7o with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_065525-59l6xn7o
Syncing run sunny-sweep-221 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/59l6xn7o
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0042. Train Acc: 80.7750, Test loss: 0.0043. Test Acc: 80.6300. Time/epoch: 2.3286
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0011. Train Acc: 94.6550, Test loss: 0.0011. Test Acc: 94.9500. Time/epoch: 2.1682
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0010. Train Acc: 95.3900, Test loss: 0.0010. Test Acc: 95.5600. Time/epoch: 2.3293
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▆▇▇▇▇█▇▇██▇█▇████▇█
Accuracy/val▁▅▆▇▇▇▇█▇▇██▇██████▇█
Loss/train█▄▃▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▄▃▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.39
Accuracy/val95.56
Loss/train0.00095
Loss/val0.00099
epoch20

View run sunny-sweep-221 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/59l6xn7o
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_065525-59l6xn7o/logs
wandb: Agent Starting Run: w1h9wxrm with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_065627-w1h9wxrm
Syncing run glamorous-sweep-222 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w1h9wxrm
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0072. Train Acc: 89.5425, Test loss: 0.0073. Test Acc: 89.6000. Time/epoch: 4.6712
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0031. Train Acc: 96.0950, Test loss: 0.0033. Test Acc: 96.1100. Time/epoch: 4.6559
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0027. Train Acc: 96.7000, Test loss: 0.0029. Test Acc: 96.5800. Time/epoch: 4.8368
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▅▅▆▇▆▇▇▇▇▇█▇█▇▇█▇█
Accuracy/val▁▃▆▅▅▆▇▇▇▇█▇▇█▇█▇▇█▇█
Loss/train█▆▄▄▄▃▂▃▂▂▂▂▂▁▂▁▂▂▁▂▁
Loss/val█▇▄▄▄▄▂▃▂▂▂▂▂▁▂▁▂▂▁▂▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.7
Accuracy/val96.58
Loss/train0.00267
Loss/val0.0029
epoch20

View run glamorous-sweep-222 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/w1h9wxrm
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_065627-w1h9wxrm/logs
wandb: Agent Starting Run: jab9p12o with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_065818-jab9p12o
Syncing run worldly-sweep-223 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jab9p12o
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0045. Train Acc: 88.4400, Test loss: 0.0046. Test Acc: 88.3700. Time/epoch: 3.0000
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0020. Train Acc: 94.6150, Test loss: 0.0021. Test Acc: 94.6100. Time/epoch: 3.0053
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0015. Train Acc: 96.0950, Test loss: 0.0017. Test Acc: 95.8100. Time/epoch: 3.0189
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▄▅▅▂▆▆▅▆▇▇▇▇▆▇▇████
Accuracy/val▁▄▄▅▆▂▆▆▆▆▇▇▇▇▆▇▇████
Loss/train█▅▅▄▃▇▃▃▃▃▂▂▂▂▂▂▂▁▁▁▁
Loss/val█▅▅▄▃▇▃▃▃▃▂▂▂▂▂▂▂▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train96.095
Accuracy/val95.81
Loss/train0.00152
Loss/val0.00169
epoch20

View run worldly-sweep-223 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/jab9p12o
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_065818-jab9p12o/logs
wandb: Agent Starting Run: 9arbpp4s with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_065939-9arbpp4s
Syncing run pretty-sweep-224 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9arbpp4s
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0082. Train Acc: 88.3625, Test loss: 0.0084. Test Acc: 88.3400. Time/epoch: 4.8145
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0029. Train Acc: 96.4425, Test loss: 0.0031. Test Acc: 96.2300. Time/epoch: 4.7270
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0036. Train Acc: 95.4050, Test loss: 0.0038. Test Acc: 95.5000. Time/epoch: 4.7034
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0023. Train Acc: 97.1925, Test loss: 0.0025. Test Acc: 96.8300. Time/epoch: 4.6798
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0034. Train Acc: 95.7200, Test loss: 0.0037. Test Acc: 95.6300. Time/epoch: 4.7823
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0019. Train Acc: 97.6125, Test loss: 0.0024. Test Acc: 97.1800. Time/epoch: 4.8360
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▃▅▃▆▇▇▇▇▆▇▇▇▇▆▆█▇▆▆▇▇███▇▇████▇▇██▇███
Accuracy/val▁▄▃▅▃▆▇▇▇▇▆▇▇▇▇▆▇█▇▇▆▇▇███▇▇████▇▇██▇███
Loss/train█▅▅▄▆▃▂▂▂▂▄▂▂▂▂▃▃▂▂▃▃▂▂▂▂▁▂▂▁▁▁▁▂▂▁▁▂▁▁▁
Loss/val█▄▅▄▆▃▂▂▂▂▄▂▂▂▂▃▃▁▂▃▃▂▂▂▁▁▂▂▁▁▁▁▂▂▁▁▂▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.6125
Accuracy/val97.18
Loss/train0.00193
Loss/val0.00237
epoch50

View run pretty-sweep-224 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/9arbpp4s
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_065939-9arbpp4s/logs
wandb: Agent Starting Run: oefv01yj with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_070357-oefv01yj
Syncing run driven-sweep-225 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oefv01yj
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0028. Train Acc: 92.7950, Test loss: 0.0028. Test Acc: 92.9400. Time/epoch: 3.0069
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0015. Train Acc: 96.1900, Test loss: 0.0016. Test Acc: 96.1400. Time/epoch: 2.9758
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 96.6225, Test loss: 0.0016. Test Acc: 96.4300. Time/epoch: 3.1506
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0012. Train Acc: 96.9750, Test loss: 0.0014. Test Acc: 96.7400. Time/epoch: 3.1406
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0013. Train Acc: 96.8525, Test loss: 0.0014. Test Acc: 96.5500. Time/epoch: 3.1281
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 97.3725, Test loss: 0.0012. Test Acc: 97.2000. Time/epoch: 3.1423
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▃▃▄▅▅▁▆▆▆▃▆▅▇▇▃▇▇▅▆▇▇▇▇▇▇▇█▇█▇█▆██▆████
Accuracy/val▂▄▃▅▅▅▁▆▆▆▃▆▅▇▇▄▇▆▅▆▇▇▇▇▇▇▇█▇█▇█▆██▆█▇██
Loss/train█▆▆▅▄▄█▃▃▃▅▃▄▃▃▆▃▃▃▃▂▂▂▂▂▂▂▁▂▁▂▁▃▁▁▃▁▁▁▁
Loss/val▇▆▅▅▄▄█▃▃▃▅▃▃▂▃▆▃▃▃▃▂▂▂▂▂▂▂▁▂▁▂▁▃▁▁▃▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.3725
Accuracy/val97.2
Loss/train0.00107
Loss/val0.00117
epoch50

View run driven-sweep-225 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/oefv01yj
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_070357-oefv01yj/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 96qs6je8 with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_070655-96qs6je8
Syncing run logical-sweep-226 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/96qs6je8
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0028. Train Acc: 92.7200, Test loss: 0.0028. Test Acc: 92.6500. Time/epoch: 3.1800
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0013. Train Acc: 96.9675, Test loss: 0.0014. Test Acc: 96.5200. Time/epoch: 3.1467
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0010. Train Acc: 97.5800, Test loss: 0.0012. Test Acc: 97.1100. Time/epoch: 3.1478
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0012. Train Acc: 97.2175, Test loss: 0.0014. Test Acc: 96.7800. Time/epoch: 3.1445
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0009. Train Acc: 97.9575, Test loss: 0.0011. Test Acc: 97.3900. Time/epoch: 2.9880
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 97.2075, Test loss: 0.0015. Test Acc: 96.7100. Time/epoch: 2.9671
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▄▅▂▅▆▃▆▆▇▂▆▆▇▁▇▆▇▇▆▆▇▇▇▅█▇▇▇█▅▇██████▇
Accuracy/val▁▂▄▅▂▅▆▃▇▆▇▂▆▇▇▁▇▇█▇▆▆██▇▅█▇▇▇█▅▇███▇██▇
Loss/train▇▆▆▄▇▄▃▆▃▃▂▇▃▃▂█▂▂▂▂▃▃▁▂▂▄▁▂▂▂▁▄▂▁▁▁▁▁▁▂
Loss/val▇▆▆▄▆▃▃▆▂▃▂▇▃▂▂█▁▂▁▂▂▃▁▁▂▄▁▂▂▂▁▄▂▁▁▂▁▁▁▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.2075
Accuracy/val96.71
Loss/train0.00119
Loss/val0.0015
epoch50

View run logical-sweep-226 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/96qs6je8
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_070655-96qs6je8/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: if36gw6q with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_070954-if36gw6q
Syncing run jolly-sweep-227 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/if36gw6q
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0117. Train Acc: 84.8025, Test loss: 0.0116. Test Acc: 84.9500. Time/epoch: 4.8100
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0051. Train Acc: 93.5625, Test loss: 0.0052. Test Acc: 93.7500. Time/epoch: 4.8047
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0044. Train Acc: 94.6175, Test loss: 0.0045. Test Acc: 94.6100. Time/epoch: 4.6649
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0040. Train Acc: 94.8675, Test loss: 0.0041. Test Acc: 94.9600. Time/epoch: 4.6971
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0040. Train Acc: 94.8900, Test loss: 0.0041. Test Acc: 95.0300. Time/epoch: 4.6646
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0039. Train Acc: 95.4925, Test loss: 0.0040. Test Acc: 95.3700. Time/epoch: 4.8321
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▅▅▆▆▇▇▇▇▇▇▇▇▇▇▇▇▇██▇███████████▇██▇█
Accuracy/val▁▃▄▄▅▅▆▆▇▇▇▇▇▇██▇▇▇▇███▇███████████▇████
Loss/train█▅▄▄▃▃▃▃▂▂▂▂▂▂▂▁▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▃▃▃▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.4925
Accuracy/val95.37
Loss/train0.00385
Loss/val0.00399
epoch50

View run jolly-sweep-227 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/if36gw6q
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_070954-if36gw6q/logs
wandb: Agent Starting Run: lny4oi1s with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_071411-lny4oi1s
Syncing run gentle-sweep-228 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/lny4oi1s
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.5595
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.6839
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.6789
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▂▃▃▁▃▁█▁▃▃▂▁▂▃▂▁▁▃▅▄▂
Loss/val▃▃▃▂▃▁█▁▃▃▂▂▂▄▂▂▁▂▄▃▃
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04809
Loss/val0.04802
epoch20

View run gentle-sweep-228 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/lny4oi1s
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_071411-lny4oi1s/logs
wandb: Agent Starting Run: csvwyhyp with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_071602-csvwyhyp
Syncing run cosmic-sweep-229 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/csvwyhyp
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0061. Train Acc: 91.8000, Test loss: 0.0062. Test Acc: 91.6500. Time/epoch: 4.9858
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0024. Train Acc: 96.8900, Test loss: 0.0030. Test Acc: 96.6200. Time/epoch: 5.1420
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0021. Train Acc: 97.5225, Test loss: 0.0034. Test Acc: 96.3500. Time/epoch: 5.1794
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0014. Train Acc: 98.2825, Test loss: 0.0033. Test Acc: 96.9800. Time/epoch: 5.1754
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0008. Train Acc: 99.0850, Test loss: 0.0030. Test Acc: 97.6100. Time/epoch: 5.1110
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 99.3250, Test loss: 0.0037. Test Acc: 97.3500. Time/epoch: 4.9807
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▃▅▅▅▂▆▆▆▆▆▆▆▅▇▆▆▆▇█▇█▇▇▇▇▇▇▇███▇████▇█
Accuracy/val▁▃▄▆▆▆▃▇▇▆▇▇▇▇▅█▆▆▆██▇▇▇▇▇▇▇▇▇▇█▇▇█▇▇▇▆█
Loss/train█▆▅▄▄▄▆▄▃▄▃▃▃▃▄▂▃▃▃▂▂▂▁▂▂▂▃▂▂▂▁▁▁▂▁▂▁▁▂▁
Loss/val█▅▄▃▃▂▅▂▂▂▁▁▂▂▄▁▃▃▄▁▁▃▂▂▃▂▄▃▂▃▃▃▃▃▂▃▃▃▅▃
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train99.325
Accuracy/val97.35
Loss/train0.00063
Loss/val0.00372
epoch50

View run cosmic-sweep-229 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/csvwyhyp
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_071602-csvwyhyp/logs
wandb: Agent Starting Run: yge6t1ea with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 0.001
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_072034-yge6t1ea
Syncing run breezy-sweep-230 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/yge6t1ea
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0029. Train Acc: 81.7425, Test loss: 0.0030. Test Acc: 82.0300. Time/epoch: 2.3699
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0027. Train Acc: 89.3325, Test loss: 0.0029. Test Acc: 89.0700. Time/epoch: 2.3301
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0030. Train Acc: 89.0175, Test loss: 0.0032. Test Acc: 88.2100. Time/epoch: 2.3258
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0006. Train Acc: 97.4625, Test loss: 0.0011. Test Acc: 95.1700. Time/epoch: 2.1939
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0006. Train Acc: 97.5300, Test loss: 0.0012. Test Acc: 94.5700. Time/epoch: 2.2067
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.6775, Test loss: 0.0014. Test Acc: 94.0000. Time/epoch: 2.3487
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▃▃▅▆▆▅▅▇▄▇▇▇▇▇▅▅▇▇▅▇▆▇██▇▇▇██▇▇████▇▇▇
Accuracy/val▂▁▃▃▆▆▇▆▅▇▅█▇███▅▆██▅▇▇▇███▇▇██▇▇████▇▇▇
Loss/train▆█▇▆▄▃▃▄▆▂▆▂▂▂▂▂▇▄▂▂▆▂▃▂▁▁▂▂▂▁▁▂▂▁▁▁▁▂▂▂
Loss/val▆█▆▆▃▃▂▄▆▂▆▂▂▁▁▁▇▄▁▁▆▂▃▂▁▁▂▂▂▁▁▃▂▁▂▁▁▃▃▂
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.6775
Accuracy/val94.0
Loss/train0.00071
Loss/val0.00143
epoch50

View run breezy-sweep-230 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/yge6t1ea
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_072034-yge6t1ea/logs
wandb: Agent Starting Run: ec2v9ubl with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.0001
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_072245-ec2v9ubl
Syncing run hopeful-sweep-231 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ec2v9ubl
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0036. Train Acc: 89.8275, Test loss: 0.0036. Test Acc: 89.9400. Time/epoch: 3.1595
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0013. Train Acc: 96.6900, Test loss: 0.0015. Test Acc: 96.2600. Time/epoch: 3.1593
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0011. Train Acc: 97.1875, Test loss: 0.0014. Test Acc: 96.6100. Time/epoch: 3.1437
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▂▁▅▁▆▆▇▇▇▇██▇▆██▇▇███
Accuracy/val▂▁▅▁▆▇▇▇▇▇██▇▅██▇▇███
Loss/train▇▇▄█▃▃▂▃▂▂▂▁▂▃▁▂▂▂▁▁▁
Loss/val▇▇▄█▃▂▂▂▂▂▁▁▂▃▁▁▂▂▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train97.1875
Accuracy/val96.61
Loss/train0.00112
Loss/val0.00142
epoch20

View run hopeful-sweep-231 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ec2v9ubl
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_072245-ec2v9ubl/logs
wandb: Agent Starting Run: mqjrnn89 with config:
wandb:      batch_size: 64
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_072406-mqjrnn89
Syncing run blooming-sweep-232 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mqjrnn89
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 3.1553
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9821
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0240. Train Acc: 36.8250, Test loss: 0.0241. Test Acc: 37.5400. Time/epoch: 2.9804
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▃▇█▇▄▂▃▄▂▂▂▁▃▄▁▁▄▄▁▅▁
Loss/val▅▆█▆▃▃▄▄▅▃▄▁▄▅▇▃▆▆▃▇▆
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.02402
Loss/val0.02408
epoch20

View run blooming-sweep-232 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mqjrnn89
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_072406-mqjrnn89/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: ca726hgm with config:
wandb:      batch_size: 128
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_072533-ca726hgm
Syncing run astral-sweep-233 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ca726hgm
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0015. Train Acc: 91.7075, Test loss: 0.0016. Test Acc: 91.9400. Time/epoch: 2.4440
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0007. Train Acc: 96.3700, Test loss: 0.0008. Test Acc: 96.0600. Time/epoch: 2.3954
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▅▇▅▇▇██▆█▇
Accuracy/val▁▅▆▅▇▇█▇▆█▇
Loss/train█▄▃▄▂▂▁▂▃▁▂
Loss/val█▄▂▄▂▂▁▂▃▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.37
Accuracy/val96.06
Loss/train0.0007
Loss/val0.00084
epoch10

View run astral-sweep-233 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ca726hgm
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_072533-ca726hgm/logs
wandb: Agent Starting Run: qzkda9ho with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_072614-qzkda9ho
Syncing run rare-sweep-234 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qzkda9ho
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0180. Train Acc: 36.8300, Test loss: 0.0179. Test Acc: 37.5400. Time/epoch: 3.1094
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0151. Train Acc: 63.6725, Test loss: 0.0150. Test Acc: 64.2200. Time/epoch: 3.0681
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0098. Train Acc: 76.4450, Test loss: 0.0098. Test Acc: 76.3900. Time/epoch: 3.0830
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0027. Train Acc: 93.2175, Test loss: 0.0028. Test Acc: 93.1000. Time/epoch: 2.9288
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0020. Train Acc: 94.9225, Test loss: 0.0021. Test Acc: 94.9100. Time/epoch: 2.9379
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0018. Train Acc: 95.4750, Test loss: 0.0019. Test Acc: 95.5300. Time/epoch: 3.1026
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▄▄▄▄▄▄▄▄▄▄▄▄▄▅▆▆▆▇▇▇██████████████████
Accuracy/val▁▁▄▄▄▄▄▄▄▄▄▄▄▄▄▅▆▆▆▇▇▇██████████████████
Loss/train█████▇▇▇▇▇▇▆▆▆▆▅▄▄▄▃▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█████▇▇▇▇▇▇▆▆▆▆▅▄▄▄▃▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.475
Accuracy/val95.53
Loss/train0.00178
Loss/val0.0019
epoch50

View run rare-sweep-234 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/qzkda9ho
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_072614-qzkda9ho/logs
wandb: Agent Starting Run: o8kgc485 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_072901-o8kgc485
Syncing run chocolate-sweep-235 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/o8kgc485
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0107. Train Acc: 88.2925, Test loss: 0.0107. Test Acc: 88.2500. Time/epoch: 4.5831
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0049. Train Acc: 93.7575, Test loss: 0.0051. Test Acc: 93.4600. Time/epoch: 4.7178
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0039. Train Acc: 95.0025, Test loss: 0.0041. Test Acc: 94.8500. Time/epoch: 4.6745
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0035. Train Acc: 95.5725, Test loss: 0.0037. Test Acc: 95.4400. Time/epoch: 4.7075
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0032. Train Acc: 96.0400, Test loss: 0.0034. Test Acc: 95.7500. Time/epoch: 4.5206
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0031. Train Acc: 96.1600, Test loss: 0.0034. Test Acc: 95.9800. Time/epoch: 4.5911
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▅▆▆▆▆▇▇▆▆▇▆▇▇▇▇▇▇▇▇▇▇▇▇▇▇██████████
Accuracy/val▁▃▄▅▆▆▆▆▆▇▇▇▇▇▇▆▇▇▇▇▇▇▇▇█▇█▇▇▇██████████
Loss/train█▅▄▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▂▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▂▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.16
Accuracy/val95.98
Loss/train0.00308
Loss/val0.00336
epoch50

View run chocolate-sweep-235 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/o8kgc485
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_072901-o8kgc485/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 65kk9gew with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_073320-65kk9gew
Syncing run deft-sweep-236 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/65kk9gew
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0081. Train Acc: 80.4525, Test loss: 0.0081. Test Acc: 80.4400. Time/epoch: 3.1321
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0028. Train Acc: 93.0775, Test loss: 0.0030. Test Acc: 92.9500. Time/epoch: 2.9711
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0025. Train Acc: 93.5775, Test loss: 0.0026. Test Acc: 93.5400. Time/epoch: 2.9327
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0022. Train Acc: 94.4950, Test loss: 0.0023. Test Acc: 94.5300. Time/epoch: 2.9275
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0020. Train Acc: 95.2375, Test loss: 0.0021. Test Acc: 95.0200. Time/epoch: 3.0979
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0018. Train Acc: 95.4875, Test loss: 0.0019. Test Acc: 95.4800. Time/epoch: 3.0886
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇█▇█▇███▇██▇██████████
Accuracy/val▁▃▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇██▇█████▇██▇██████████
Loss/train█▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.4875
Accuracy/val95.48
Loss/train0.00184
Loss/val0.00192
epoch50

View run deft-sweep-236 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/65kk9gew
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_073320-65kk9gew/logs
wandb: Agent Starting Run: havnxul7 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.001
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_073608-havnxul7
Syncing run hardy-sweep-237 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/havnxul7
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0206. Train Acc: 76.8350, Test loss: 0.0208. Test Acc: 77.0900. Time/epoch: 4.5854
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0245. Train Acc: 60.5525, Test loss: 0.0244. Test Acc: 61.1900. Time/epoch: 4.5407
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▅▆▆▇▇█▁▁▁▁▁
Accuracy/val▅▆▆█▇█▁▁▁▁▁
Loss/train▅▃▃▁▃▁█▆▆▆▆
Loss/val▅▃▃▁▃▁█▆▆▆▆
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train60.5525
Accuracy/val61.19
Loss/train0.02449
Loss/val0.02439
epoch10

View run hardy-sweep-237 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/havnxul7
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_073608-havnxul7/logs
wandb: Agent Starting Run: 1xwptrqw with config:
wandb:      batch_size: 64
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_073714-1xwptrqw
Syncing run misunderstood-sweep-238 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1xwptrqw
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0033. Train Acc: 91.8650, Test loss: 0.0034. Test Acc: 91.6500. Time/epoch: 3.1650
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0021. Train Acc: 94.7550, Test loss: 0.0022. Test Acc: 94.7100. Time/epoch: 2.9932
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0019. Train Acc: 95.2250, Test loss: 0.0020. Test Acc: 95.3900. Time/epoch: 3.0052
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0018. Train Acc: 95.3650, Test loss: 0.0019. Test Acc: 95.5800. Time/epoch: 3.1262
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0017. Train Acc: 95.7625, Test loss: 0.0018. Test Acc: 95.9000. Time/epoch: 3.1511
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0017. Train Acc: 95.7825, Test loss: 0.0018. Test Acc: 95.8400. Time/epoch: 3.1237
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▄▄▄▅▄▆▆▆▆▅▆▆▇▇▇▆▇▆▆▇▇▇▇▇▇▆▆▇▇█▇██▆████
Accuracy/val▁▃▄▄▅▅▄▆▆▆▆▅▆▆▇▇▇▆▇▆▆▇▇▇▇▇█▆▆▇▇▇▇██▇██▇█
Loss/train█▆▅▄▄▄▄▃▃▃▃▃▃▂▂▂▂▃▂▂▃▂▂▂▂▂▁▂▃▁▂▁▂▁▁▂▁▁▁▁
Loss/val█▆▅▄▄▄▄▃▃▃▃▃▃▂▂▂▂▃▂▂▃▂▂▂▁▂▁▂▃▁▂▁▂▁▁▂▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train95.7825
Accuracy/val95.84
Loss/train0.00173
Loss/val0.00178
epoch50

View run misunderstood-sweep-238 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/1xwptrqw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_073714-1xwptrqw/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: mgnsl2hp with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_074012-mgnsl2hp
Syncing run vibrant-sweep-239 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mgnsl2hp
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0038. Train Acc: 89.9425, Test loss: 0.0038. Test Acc: 90.0700. Time/epoch: 3.1821
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0021. Train Acc: 94.4625, Test loss: 0.0021. Test Acc: 94.4500. Time/epoch: 3.1261
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▃▅▅▆▆▇▇██▇
Accuracy/val▁▃▅▅▆▆▇▇▇█▇
Loss/train█▆▅▄▃▃▂▂▁▁▂
Loss/val█▆▄▄▃▃▂▂▂▁▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train94.4625
Accuracy/val94.45
Loss/train0.00207
Loss/val0.00215
epoch10

View run vibrant-sweep-239 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/mgnsl2hp
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_074012-mgnsl2hp/logs
wandb: Agent Starting Run: c5uxcduw with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 0.01
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_074058-c5uxcduw
Syncing run worthy-sweep-240 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/c5uxcduw
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.5902
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0479. Test Acc: 37.5400. Time/epoch: 4.7131
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0480. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.7224
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/train▄▃▅▂▄▂▅▅▂▁▂▅▂▅█▃▃▇▁▁▂
Loss/val█▄▃▃▇▄▄▅▄▅▃▄▄▅▇▃▆▄▂▁▅
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04805
Loss/val0.04796
epoch20

View run worthy-sweep-240 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/c5uxcduw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_074058-c5uxcduw/logs
wandb: Agent Starting Run: xuisv8ry with config:
wandb:      batch_size: 64
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_074246-xuisv8ry
Syncing run wobbly-sweep-241 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xuisv8ry
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0030. Train Acc: 91.0575, Test loss: 0.0032. Test Acc: 91.1900. Time/epoch: 3.1646
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 96.5650, Test loss: 0.0015. Test Acc: 96.3400. Time/epoch: 3.2859
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▅▅▆▇▆▇▇█
Accuracy/val▂▁▂▆▅▇▇▆▇▇█
Loss/train▇█▇▄▄▃▂▃▂▂▁
Loss/val▇█▆▃▄▃▂▃▂▂▁
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.565
Accuracy/val96.34
Loss/train0.00134
Loss/val0.00153
epoch10

View run wobbly-sweep-241 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/xuisv8ry
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_074246-xuisv8ry/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: 46pg2e94 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_074344-46pg2e94
Syncing run clear-sweep-242 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/46pg2e94
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0089. Train Acc: 90.5625, Test loss: 0.0089. Test Acc: 90.7700. Time/epoch: 4.5626
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0043. Train Acc: 94.3400, Test loss: 0.0045. Test Acc: 94.4700. Time/epoch: 4.5405
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0038. Train Acc: 95.2925, Test loss: 0.0040. Test Acc: 95.2900. Time/epoch: 4.6378
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0035. Train Acc: 95.5525, Test loss: 0.0038. Test Acc: 95.5200. Time/epoch: 4.7263
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0033. Train Acc: 95.8100, Test loss: 0.0036. Test Acc: 95.6200. Time/epoch: 4.6638
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0031. Train Acc: 96.2025, Test loss: 0.0034. Test Acc: 96.0900. Time/epoch: 4.5067
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▄▅▅▅▆▆▆▆▆▆▆▆▆▇▇▇▇▇▆▇▇▇▇▆▇▇▇▇▇███▇▇▇██
Accuracy/val▁▂▃▄▅▅▅▆▆▆▆▇▆▆▆▆▇▇▇▇▇▆▇▇▇▇▆▇▇▇▇▇███▆▇▇▇█
Loss/train█▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▂▁▁▁▁▁▁▁▁▂▁▁▁▁
Loss/val█▆▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▂▂▂▁▁▂▁▁▁▁▁▂▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.2025
Accuracy/val96.09
Loss/train0.00306
Loss/val0.0034
epoch50

View run clear-sweep-242 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/46pg2e94
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_074344-46pg2e94/logs
wandb: Agent Starting Run: zs7y16lw with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_074752-zs7y16lw
Syncing run lively-sweep-243 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zs7y16lw
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0018. Train Acc: 91.1075, Test loss: 0.0019. Test Acc: 91.1800. Time/epoch: 2.3901
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0009. Train Acc: 95.4950, Test loss: 0.0010. Test Acc: 95.2600. Time/epoch: 2.3338
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0012. Train Acc: 93.6225, Test loss: 0.0012. Test Acc: 93.3800. Time/epoch: 2.3350
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0009. Train Acc: 95.1950, Test loss: 0.0010. Test Acc: 94.8400. Time/epoch: 2.1745
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0007. Train Acc: 96.6200, Test loss: 0.0008. Test Acc: 96.4200. Time/epoch: 2.1733
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 96.9625, Test loss: 0.0007. Test Acc: 96.6100. Time/epoch: 2.3403
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▃▅▂▅▅▆▆▆▆▄▆▅▇▅▄▇▇▇▇▇▇▇▆▇▇▅████▇▇██▇███
Accuracy/val▁▁▃▅▂▅▅▆▆▆▆▄▆▅▇▅▄▇▇▇▇▇▇▇▅▇▇▅▇▇▇█▇▇██▇▇█▇
Loss/train█▇▅▄▆▄▄▃▃▃▃▄▃▃▂▃▄▂▂▂▂▂▂▂▃▂▂▃▁▁▁▁▂▂▁▁▂▁▁▁
Loss/val█▇▆▄▆▄▄▃▃▃▃▅▃▃▂▃▄▂▂▂▂▂▂▂▃▂▂▃▁▂▂▁▂▂▁▁▂▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train96.9625
Accuracy/val96.61
Loss/train0.0006
Loss/val0.0007
epoch50

View run lively-sweep-243 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/zs7y16lw
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_074752-zs7y16lw/logs
wandb: Agent Starting Run: kwgjwpfh with config:
wandb:      batch_size: 128
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_075005-kwgjwpfh
Syncing run sunny-sweep-244 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/kwgjwpfh
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0055. Train Acc: 74.1500, Test loss: 0.0055. Test Acc: 74.1300. Time/epoch: 2.1878
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0016. Train Acc: 92.2425, Test loss: 0.0016. Test Acc: 92.3200. Time/epoch: 2.1617
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0013. Train Acc: 93.5700, Test loss: 0.0014. Test Acc: 93.5200. Time/epoch: 2.3063
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▆▆▆▇▇▇▇▇███████████
Accuracy/val▁▄▅▆▆▇▇▇▇████████████
Loss/train█▅▄▃▃▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train93.57
Accuracy/val93.52
Loss/train0.00132
Loss/val0.00137
epoch20

View run sunny-sweep-244 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/kwgjwpfh
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_075005-kwgjwpfh/logs
wandb: Agent Starting Run: iqjhniw2 with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_075106-iqjhniw2
Syncing run valiant-sweep-245 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/iqjhniw2
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0094. Train Acc: 89.3450, Test loss: 0.0094. Test Acc: 89.3800. Time/epoch: 4.7114
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0044. Train Acc: 94.7650, Test loss: 0.0045. Test Acc: 94.8600. Time/epoch: 4.6636
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0040. Train Acc: 95.4100, Test loss: 0.0041. Test Acc: 95.5200. Time/epoch: 4.6925
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▇▇▆▇▇▇▆▇▇▇██▇▇██
Accuracy/val▁▄▅▆▅▆▇▆▇▇▇▆▇█▇██▇███
Loss/train█▅▄▃▃▂▂▂▂▂▂▂▁▁▁▁▁▂▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▂▂▁▁▁▁▁▂▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.41
Accuracy/val95.52
Loss/train0.00396
Loss/val0.00408
epoch20

View run valiant-sweep-245 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/iqjhniw2
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_075106-iqjhniw2/logs
wandb: Agent Starting Run: y33bnpyd with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 3e-05
wandb:      optimizer: adam
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_075258-y33bnpyd
Syncing run fast-sweep-246 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y33bnpyd
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0024. Train Acc: 86.4350, Test loss: 0.0024. Test Acc: 86.7200. Time/epoch: 2.4388
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0009. Train Acc: 95.3050, Test loss: 0.0010. Test Acc: 95.1700. Time/epoch: 2.2733
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0008. Train Acc: 95.9575, Test loss: 0.0009. Test Acc: 95.8600. Time/epoch: 2.4097
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0007. Train Acc: 96.5525, Test loss: 0.0008. Test Acc: 96.4200. Time/epoch: 2.4182
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0007. Train Acc: 96.6775, Test loss: 0.0007. Test Acc: 96.4200. Time/epoch: 2.4077
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0006. Train Acc: 97.0450, Test loss: 0.0007. Test Acc: 96.5900. Time/epoch: 2.2643
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▆▆▆▆▆▇▇▆▇▇▇▇▇▇▇▇▇▇▇▇███▇▇▇▇██████████
Accuracy/val▁▄▅▆▆▆▇▆▇▇▆▇▇▇▇▇▇▇▇▇█▇▇███▇▇▇▇██████████
Loss/train█▅▄▄▃▃▃▃▂▂▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▂▂▂▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▄▃▃▃▃▂▂▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▂▂▂▂▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train97.045
Accuracy/val96.59
Loss/train0.00062
Loss/val0.0007
epoch50

View run fast-sweep-246 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/y33bnpyd
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_075258-y33bnpyd/logs
wandb: Agent Starting Run: i9579k9i with config:
wandb:      batch_size: 32
wandb:      epochs: 20
wandb:      learning_rate: 1e-05
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_075514-i9579k9i
Syncing run young-sweep-247 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i9579k9i
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0102. Train Acc: 85.2700, Test loss: 0.0103. Test Acc: 85.2000. Time/epoch: 4.8704
 EPOCH 10. Progress: 50.0%.
 Train loss: 0.0054. Train Acc: 93.0500, Test loss: 0.0056. Test Acc: 92.8800. Time/epoch: 4.6998
 EPOCH 20. Progress: 100.0%.
 Train loss: 0.0039. Train Acc: 95.1175, Test loss: 0.0042. Test Acc: 94.9600. Time/epoch: 4.6657
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▂▄▄▅▅▆▆▇▇▇▇▇█▇▇███
Accuracy/val▁▂▃▂▄▄▅▅▆▆▇▇▇▇▇▇▇▇███
Loss/train█▆▅▅▅▄▄▄▃▃▃▂▂▂▂▂▂▂▁▁▁
Loss/val█▆▅▅▅▄▄▄▃▃▃▂▂▂▂▂▂▂▁▁▁
epoch▁▁▂▂▂▃▃▃▄▄▅▅▅▆▆▆▇▇▇██

Run summary:


Accuracy/train95.1175
Accuracy/val94.96
Loss/train0.00387
Loss/val0.00416
epoch20

View run young-sweep-247 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/i9579k9i
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_075514-i9579k9i/logs
wandb: Sweep Agent: Waiting for job.
wandb: Job received.
wandb: Agent Starting Run: fzkj3z7r with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.01
wandb:      optimizer: rmsprop
wandb:      weight_decay: 0.0005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_075717-fzkj3z7r
Syncing run helpful-sweep-248 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/fzkj3z7r
optimizer: rmsprop
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0481. Test Acc: 37.5400. Time/epoch: 4.8334
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0481. Train Acc: 36.8250, Test loss: 0.0480. Test Acc: 37.5400. Time/epoch: 4.8037
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▁▁▁▁▁▁▁▁▁▁
Accuracy/val▁▁▁▁▁▁▁▁▁▁▁
Loss/train█▄▅▁▄▃▃▁▃▄▃
Loss/val█▅▅▁▃▅▂▂▃▄▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train36.825
Accuracy/val37.54
Loss/train0.04807
Loss/val0.04796
epoch10

View run helpful-sweep-248 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/fzkj3z7r
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_075717-fzkj3z7r/logs
wandb: Agent Starting Run: t97rlspn with config:
wandb:      batch_size: 128
wandb:      epochs: 50
wandb:      learning_rate: 1e-05
wandb:      optimizer: sgd
wandb:      weight_decay: 0.005
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_075825-t97rlspn
Syncing run radiant-sweep-249 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t97rlspn
optimizer: sgd
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0079. Train Acc: 78.0575, Test loss: 0.0079. Test Acc: 78.7000. Time/epoch: 2.3503
 EPOCH 10. Progress: 20.0%.
 Train loss: 0.0019. Train Acc: 89.7800, Test loss: 0.0020. Test Acc: 89.9900. Time/epoch: 2.2950
 EPOCH 20. Progress: 40.0%.
 Train loss: 0.0014. Train Acc: 92.7375, Test loss: 0.0015. Test Acc: 92.6600. Time/epoch: 2.1827
 EPOCH 30. Progress: 60.0%.
 Train loss: 0.0013. Train Acc: 93.2475, Test loss: 0.0014. Test Acc: 93.3500. Time/epoch: 2.1846
 EPOCH 40. Progress: 80.0%.
 Train loss: 0.0012. Train Acc: 93.8700, Test loss: 0.0013. Test Acc: 93.9200. Time/epoch: 2.1709
 EPOCH 50. Progress: 100.0%.
 Train loss: 0.0012. Train Acc: 93.9200, Test loss: 0.0013. Test Acc: 94.0400. Time/epoch: 2.3071
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▂▃▄▅▅▅▆▆▆▆▇▇▇▇▇▇▇▇▇██▇▇████████████████
Accuracy/val▁▂▃▄▅▅▆▆▆▆▆▇▇▇▇▇▇▇▇▇███▇████████████████
Loss/train█▅▄▃▃▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
Loss/val█▅▄▃▃▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
epoch▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███

Run summary:


Accuracy/train93.92
Accuracy/val94.04
Loss/train0.00119
Loss/val0.00126
epoch50

View run radiant-sweep-249 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/t97rlspn
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_075825-t97rlspn/logs
wandb: Agent Starting Run: ruzwy4t8 with config:
wandb:      batch_size: 32
wandb:      epochs: 10
wandb:      learning_rate: 0.0003
wandb:      optimizer: adam
wandb:      weight_decay: 0.05
Tracking run with wandb version 0.15.3
Run data is saved locally in /vast/palmer/home.mccleary/ahf38/Documents/geo_comp_offline/2022/wandb/run-20230518_080034-ruzwy4t8
Syncing run graceful-sweep-250 to Weights & Biases (docs)
Sweep page: https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View project at https://wandb.ai/ahof1704/CNN_Sat_sweep
View sweep at https://wandb.ai/ahof1704/CNN_Sat_sweep/sweeps/4bmop0um
View run at https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ruzwy4t8
optimizer: adam
 EPOCH 0. Progress: 0.0%.
 Train loss: 0.0057. Train Acc: 92.0350, Test loss: 0.0057. Test Acc: 91.7600. Time/epoch: 4.9613
 EPOCH 10. Progress: 100.0%.
 Train loss: 0.0026. Train Acc: 96.9525, Test loss: 0.0030. Test Acc: 96.6400. Time/epoch: 5.1348
Waiting for W&B process to finish... (success).

Run history:


Accuracy/train▁▄▅▄▆▆██▇█▇
Accuracy/val▁▄▆▄▆▆██▇█▇
Loss/train█▄▄▅▃▃▁▁▁▁▂
Loss/val█▄▄▅▃▃▁▂▂▂▂
epoch▁▂▂▃▄▅▅▆▇▇█

Run summary:


Accuracy/train96.9525
Accuracy/val96.64
Loss/train0.00257
Loss/val0.00295
epoch10

View run graceful-sweep-250 at: https://wandb.ai/ahof1704/CNN_Sat_sweep/runs/ruzwy4t8
Synced 6 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
Find logs at: ./wandb/run-20230518_080034-ruzwy4t8/logs
wandb: Agent Starting Run: aca9t601 with config:
wandb:      batch_size: 32
wandb:      epochs: 50
wandb:      learning_rate: 0.0003
wandb:      optimizer: sgd
wandb:      weight_decay: 0.0005
wandb: Ctrl + C detected. Stopping sweep.

Problem at: /tmp/ipykernel_682325/368360005.py 26 train

Traceback (most recent call last):
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/wandb/sdk/wandb_init.py", line 1150, in init
    run = wi.init()
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/wandb/sdk/wandb_init.py", line 799, in init
    run_start_result = run_start_handle.wait(timeout=30)
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/wandb/sdk/lib/mailbox.py", line 283, in wait
    found, abandoned = self._slot._get_and_clear(timeout=wait_timeout)
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/wandb/sdk/lib/mailbox.py", line 130, in _get_and_clear
    if self._wait(timeout=timeout):
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/wandb/sdk/lib/mailbox.py", line 126, in _wait
    return self._event.wait(timeout=timeout)
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/threading.py", line 558, in wait
    signaled = self._cond.wait(timeout)
  File "/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/threading.py", line 306, in wait
    gotit = waiter.acquire(True, timeout)
Exception