Modified early stoping to stop only after 0.50
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899e313cd9
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@ -10,9 +10,10 @@ experiment-power-draw/
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stp
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stp
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sav
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sav
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bayes_*
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bayes_*
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times_*
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freq_*
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freq_*
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*.pkl
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*.pkl
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bay
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bay
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frq
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frq
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sav
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sav
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tmp
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tmp
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@ -1,22 +1,37 @@
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def earlyStopping(early_stopping: list, train_acc: float, sensitivity: float=1e-9):
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import amd_sample_draw
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from time import sleep
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def earlyStopping(early_stopping: list, train_acc: float, epoch: int, sensitivity: float=1e-9):
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early_stopping.append(train_acc)
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early_stopping.append(train_acc)
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if epoch % 4 == 0 and epoch > 0:
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if epoch % 4 == 0 and epoch > 0:
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print("Value 1: {} >= {}, Value 2: {} >= {}, \
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print("Value 1: {} > Value 2: {} > \
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Value 2: {} >= {}".format(early_stopping[0], \
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Value 3: {}".format(early_stopping[0], \
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train_acc-sensitivity,early_stopping[1], \
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abs(early_stopping[1]-sensitivity), \
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train_acc-sensitivity, early_stopping[2], train_acc-sensitivity))
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abs(early_stopping[2]-sensitivity)))
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if abs(early_stopping[0]) >= train_acc-sensitivity and \
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if train_acc > 0.5:
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abs(early_stopping[1]) >= train_acc-sensitivity and \
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if early_stopping[0] > abs(early_stopping[1]-sensitivity) and \
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abs(early_stopping[2]) >= train_acc-sensitivity:
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early_stopping[1] > abs(early_stopping[2]-sensitivity):
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return None
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print("Stopping Early")
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early_stopping = []
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return 1
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del early_stopping[:]
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return 0
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def energyBound(threshold: float=100000.0):
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def energyBound(threshold: float=100000.0):
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if gpu_sample_draw.total_watt_consumed() > threshold:
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try:
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return None
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energy = amd_sample_draw.total_watt_consumed()
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except Exception as e:
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sleep(3)
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energy = amd_sample_draw.total_watt_consumed()
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print("Energy used: {}".format(energy))
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if energy > threshold:
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print("Energy bound achieved")
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return 1
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return 0
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def accuracyBound(train_acc: float, threshold: float=0.99):
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def accuracyBound(train_acc: float, threshold: float=0.99):
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if train_acc >= threshold:
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if train_acc >= threshold:
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return None
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print("Accuracy bound achieved")
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return 1
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return 0
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@ -1,19 +0,0 @@
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ini_1 = 12:03:15
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fin_1 = 12:13:26
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10m+11s
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ini_2 = 12:29:28
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fin_2 = 12:44:24
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15m+56s
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ini_3 = 13:00:55
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fin_3 = 13:21:06
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21m+11s
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ini_4 = 13:24:28
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fin_4 = 13:49:42
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25m+14s
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ini_5 = 14:14:27
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fin_5 = 14:44:57
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30m+30s
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@ -1,19 +0,0 @@
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ini_1 = 11:08:51
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fin_1 = 11:12:04
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4m+13s
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ini_2 = 11:31:03
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fin_2 = 11:34:17
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3m+14s
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ini_3 = 11:25:17
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fin_3 = 11:28:31
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3m+14s
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ini_4 = 11:37:09
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fin_4 = 11:40:24
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3m+15s
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ini_5 = 11:43:29
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fin_5 = 11:46:48
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3m+19s
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