Compare commits
2 Commits
feab6c8c0e
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99622d8371
Author | SHA1 | Date |
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99622d8371 | |
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91d73c2048 |
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@ -0,0 +1,264 @@
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|||
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<configuration name="COSC-4P80-Final-Project" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Final-Project" TARGET_NAME="COSC-4P80-Final-Project" CONFIG_NAME="Debug" RUN_TARGET_PROJECT_NAME="COSC-4P80-Final-Project" RUN_TARGET_NAME="COSC-4P80-Final-Project">
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<configuration name="dlib" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Final-Project" TARGET_NAME="dlib" CONFIG_NAME="Debug">
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<configuration name="freetype" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Final-Project" TARGET_NAME="freetype" CONFIG_NAME="Debug">
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<configuration name="glfw" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Final-Project" TARGET_NAME="glfw" CONFIG_NAME="Debug">
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<configuration name="uninstall" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Final-Project" TARGET_NAME="uninstall" CONFIG_NAME="Debug">
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<configuration name="update_mappings" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Final-Project" TARGET_NAME="update_mappings" CONFIG_NAME="Debug">
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<item itemvalue="CMake Application.glfw" />
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<component name="SpellCheckerSettings" RuntimeDictionaries="0" Folders="0" CustomDictionaries="0" DefaultDictionary="application-level" UseSingleDictionary="true" transferred="true" />
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<task active="true" id="Default" summary="Default task">
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<changelist id="9c238110-7b79-4fb8-a517-1a6ad61b867f" name="Changes" comment="" />
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<created>1733702642308</created>
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<component name="XSLT-Support.FileAssociations.UIState">
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<select />
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</project>
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|
@ -1,5 +1,5 @@
|
|||
cmake_minimum_required(VERSION 3.25)
|
||||
project(COSC-4P80-Final-Project VERSION 0.0.26)
|
||||
project(COSC-4P80-Final-Project VERSION 0.0.28)
|
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|
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option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)
|
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option(ENABLE_UBSAN "Enable the ub sanitizer" OFF)
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|
|
|
@ -24,8 +24,8 @@ USER_HOME = Path.home()
|
|||
ENVIRONMENT_DATA_LOCATION = USER_HOME / ".brett_scripts.env"
|
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|
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if sys.platform.startswith("win"):
|
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CONFIG_FILE_DIRECTORY = Path(os.getenv('APPDATA') + "\BLT")
|
||||
CONFIG_FILE_LOCATION = Path(CONFIG_FILE_DIRECTORY + "\commit_config.env")
|
||||
CONFIG_FILE_DIRECTORY = Path(os.getenv('APPDATA') + "\\BLT")
|
||||
CONFIG_FILE_LOCATION = Path(CONFIG_FILE_DIRECTORY + "\\commit_config.env")
|
||||
else:
|
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XDG_CONFIG_HOME = os.environ.get('XDG_CONFIG_HOME')
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if XDG_CONFIG_HOME is None:
|
||||
|
|
|
@ -0,0 +1,50 @@
|
|||
import matplotlib.pyplot as plt
|
||||
import pandas as pd
|
||||
import sys
|
||||
|
||||
def plot_stacked_graph(title, output, csv_file1, csv_file2, name1, name2, position, position2):
|
||||
# Read CSV files
|
||||
data1 = pd.read_csv(csv_file1, header=0)
|
||||
data2 = pd.read_csv(csv_file2, header=0)
|
||||
|
||||
# Extract column titles
|
||||
x1_label, y1_label = data1.columns[0], data1.columns[1]
|
||||
x2_label, y2_label = data2.columns[0], data2.columns[1]
|
||||
|
||||
# Extract data
|
||||
x1, y1 = data1[x1_label], data1[y1_label]
|
||||
x2, y2 = data2[x2_label], data2[y2_label]
|
||||
|
||||
# Create the plot
|
||||
fig, ax = plt.subplots()
|
||||
|
||||
line1, = ax.plot(x1, y1, label=f"{name1}")
|
||||
line2, = ax.plot(x2, y2, label=f"{name2}")
|
||||
|
||||
if position < 2 ** 32:
|
||||
ax.axvline(x=position, color='red', linestyle='--')
|
||||
ax.text(position, ax.get_ylim()[1] * 0.95, f"Feed-forward average\n # of epochs ({position})", color=line2.get_color(), fontsize=10, ha='right', va='top', backgroundcolor='white')
|
||||
if position2 < 2 ** 32:
|
||||
ax.axvline(x=position2, color='red', linestyle='--')
|
||||
ax.text(position2, ax.get_ylim()[1] * 0.75, f"Deep learning average\n # of epochs ({position2})", color=line1.get_color(), fontsize=10, ha='right', va='top', backgroundcolor='white')
|
||||
|
||||
ax.set_xlabel(x1_label)
|
||||
ax.set_ylabel(y1_label)
|
||||
ax.legend()
|
||||
ax.set_title(title, fontsize=12)
|
||||
|
||||
plt.savefig(output)
|
||||
|
||||
if __name__ == "__main__":
|
||||
if len(sys.argv) != 9:
|
||||
print("Usage: python script.py <title> <output_file> <csv_file1> <csv_file2> <csv1_name> <csv2_name> <pos1> <pos2>")
|
||||
sys.exit(1)
|
||||
|
||||
csv_file1 = sys.argv[3]
|
||||
csv_file2 = sys.argv[4]
|
||||
title = sys.argv[1]
|
||||
output = sys.argv[2]
|
||||
position = sys.argv[5]
|
||||
position2 = sys.argv[6]
|
||||
|
||||
plot_stacked_graph(title, output, csv_file1, csv_file2, position, position2, int(sys.argv[7]), int(sys.argv[8]))
|
|
@ -1,7 +1,7 @@
|
|||
\chapter{Introduction}
|
||||
\paragraph{}As previously mentioned, deep learning combines feature extraction through convolution and pooling with traditional neural networks, eliminating the need for humans to manually extract features from datasets. Convolution, in essence, is a filtering process where trained filter(s) slides over the input data to extract features and other useful information. Pooling is the subsequent process of taking local samples and selecting either the minimum, maximum, or average of those samples. This step helps identify feature locations and condenses the information produced by the convolution layer.
|
||||
|
||||
\paragraph{}A typical deep learning pipeline consists of several convolution and pooling layers, followed by a few fully connected layers. In this work, we aim to demonstrate that using a deep learning configuration can reduce the size of the feed-forward section without compromising program performance, thereby highlighting the effectiveness of deep learning.
|
||||
\paragraph{}A typical deep learning pipeline consists of several convolution and pooling layers, followed by a few fully connected layers. In this work, we aim to demonstrate that using a deep learning network configuration can reduce the size of the feed-forward section without compromising program classification performance, thereby highlighting the effectiveness of deep learning.
|
||||
|
||||
\paragraph{}The MNIST database is a standard benchmark for image-processing neural networks. For our comparison, we will use a modified version of the DLIB deep learning example. This approach allows us to showcase the differences between standard feed-forward neural networks and deep learning networks without requiring expensive GPUs or AI accelerators. While the MNIST dataset is solvable using feed-forward neural networks, we intend to demonstrate that deep learning can achieve better classification performance, even on smaller networks.
|
||||
|
||||
|
|
|
@ -1 +1 @@
|
|||
Subproject commit 29286e66daa724ef08692d9a65e9c88e5467d9b2
|
||||
Subproject commit c8c54ba39c67f7417cf574fdc7735048bab10491
|
|
@ -0,0 +1 @@
|
|||
806,923
|
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|
@ -0,0 +1,958 @@
|
|||
9
|
||||
-1
|
||||
10
|
||||
100
|
||||
30059,29941,1.57589,0.01
|
||||
45315,14685,1.23853,0.01
|
||||
55238,4762,0.293608,0.01
|
||||
56434,3566,0.240129,0.01
|
||||
57540,2460,0.210085,0.01
|
||||
57892,2108,0.131962,0.01
|
||||
58073,1927,0.124189,0.01
|
||||
58317,1683,0.118087,0.01
|
||||
58433,1567,0.0980273,0.01
|
||||
58499,1501,0.0950875,0.01
|
||||
58568,1432,0.0921268,0.01
|
||||
58635,1365,0.0814816,0.01
|
||||
58674,1326,0.0795641,0.01
|
||||
58726,1274,0.0777321,0.01
|
||||
58803,1197,0.0710669,0.01
|
||||
58835,1165,0.0697605,0.01
|
||||
58883,1117,0.0684573,0.01
|
||||
58909,1091,0.063739,0.01
|
||||
58963,1037,0.0626729,0.01
|
||||
58989,1011,0.0617407,0.01
|
||||
59029,971,0.0579373,0.01
|
||||
59059,941,0.0569923,0.01
|
||||
59094,906,0.0561369,0.01
|
||||
59119,881,0.0526216,0.01
|
||||
59131,869,0.0518051,0.01
|
||||
59162,838,0.0511148,0.01
|
||||
59169,831,0.0484593,0.01
|
||||
59176,824,0.0478565,0.01
|
||||
59176,824,0.047311,0.01
|
||||
59196,804,0.0455964,0.01
|
||||
59194,806,0.0449948,0.01
|
||||
59192,808,0.0444862,0.01
|
||||
59196,804,0.0428162,0.01
|
||||
59192,808,0.0423675,0.01
|
||||
59213,787,0.041997,0.01
|
||||
59227,773,0.0406113,0.01
|
||||
59220,780,0.0402416,0.01
|
||||
59217,783,0.0399415,0.01
|
||||
59225,775,0.0387947,0.01
|
||||
59216,784,0.0385591,0.01
|
||||
59206,794,0.0383538,0.01
|
||||
59189,811,0.0377314,0.01
|
||||
59153,847,0.0376062,0.01
|
||||
59118,882,0.0374751,0.01
|
||||
59094,906,0.0371691,0.01
|
||||
59062,938,0.0369263,0.01
|
||||
59088,912,0.0368044,0.01
|
||||
59100,900,0.0359525,0.01
|
||||
59174,826,0.0356908,0.01
|
||||
59239,761,0.0353423,0.01
|
||||
59267,733,0.0338685,0.01
|
||||
59273,727,0.0336078,0.01
|
||||
59314,686,0.0332282,0.01
|
||||
59309,691,0.0316206,0.01
|
||||
59302,698,0.0313878,0.01
|
||||
59294,706,0.0311545,0.01
|
||||
59284,716,0.0302435,0.01
|
||||
59260,740,0.0300145,0.01
|
||||
59247,753,0.0297874,0.01
|
||||
59254,746,0.028924,0.01
|
||||
59244,756,0.0286333,0.01
|
||||
59249,751,0.0284106,0.01
|
||||
59244,756,0.0275305,0.01
|
||||
59241,759,0.0272401,0.01
|
||||
59242,758,0.0270748,0.01
|
||||
59266,734,0.0262384,0.01
|
||||
59276,724,0.0260279,0.01
|
||||
59280,720,0.0258067,0.01
|
||||
59311,689,0.0248647,0.01
|
||||
59344,656,0.0246148,0.01
|
||||
59357,643,0.0244268,0.01
|
||||
59386,614,0.0236778,0.01
|
||||
59427,573,0.0234071,0.01
|
||||
59429,571,0.0232066,0.01
|
||||
59454,546,0.0225201,0.01
|
||||
59467,533,0.0224098,0.01
|
||||
59484,516,0.0222453,0.01
|
||||
59488,512,0.0216861,0.01
|
||||
59496,504,0.0215678,0.01
|
||||
59492,508,0.0214052,0.01
|
||||
59508,492,0.020957,0.01
|
||||
59513,487,0.0207869,0.01
|
||||
59508,492,0.0206377,0.01
|
||||
59517,483,0.0201471,0.01
|
||||
59518,482,0.0200334,0.01
|
||||
59502,498,0.0199884,0.01
|
||||
59504,496,0.0198852,0.01
|
||||
59511,489,0.0198404,0.01
|
||||
59516,484,0.019822,0.01
|
||||
59530,470,0.0198662,0.01
|
||||
59545,455,0.0197527,0.01
|
||||
59561,439,0.0195883,0.01
|
||||
59549,451,0.0189966,0.01
|
||||
59565,435,0.0187754,0.01
|
||||
59550,450,0.0185863,0.01
|
||||
59571,429,0.0178173,0.01
|
||||
59560,440,0.0175652,0.01
|
||||
59546,454,0.0173682,0.01
|
||||
59560,440,0.0165952,0.01
|
||||
59557,443,0.0165732,0.01
|
||||
---
|
||||
100
|
||||
52161,7839,1.05282,0.01
|
||||
56587,3413,0.659524,0.01
|
||||
57566,2434,0.494128,0.01
|
||||
57877,2123,0.123149,0.01
|
||||
58143,1857,0.111665,0.01
|
||||
58256,1744,0.103253,0.01
|
||||
58395,1605,0.0777855,0.01
|
||||
58526,1474,0.0746465,0.01
|
||||
58656,1344,0.0720315,0.01
|
||||
58780,1220,0.0629014,0.01
|
||||
58879,1121,0.0612532,0.01
|
||||
58920,1080,0.0596859,0.01
|
||||
58977,1023,0.0535393,0.01
|
||||
59019,981,0.0520944,0.01
|
||||
59046,954,0.0507833,0.01
|
||||
59095,905,0.0460808,0.01
|
||||
59104,896,0.0451669,0.01
|
||||
59124,876,0.0443047,0.01
|
||||
59123,877,0.0411003,0.01
|
||||
59112,888,0.0403688,0.01
|
||||
59131,869,0.0397218,0.01
|
||||
59150,850,0.0371097,0.01
|
||||
59157,843,0.0364847,0.01
|
||||
59198,802,0.0358589,0.01
|
||||
59224,776,0.0334547,0.01
|
||||
59252,748,0.0329239,0.01
|
||||
59289,711,0.0323827,0.01
|
||||
59309,691,0.0303953,0.01
|
||||
59350,650,0.0299667,0.01
|
||||
59374,626,0.0295171,0.01
|
||||
59411,589,0.027963,0.01
|
||||
59439,561,0.0275941,0.01
|
||||
59440,560,0.0272297,0.01
|
||||
59461,539,0.0258099,0.01
|
||||
59475,525,0.0253951,0.01
|
||||
59482,518,0.0250542,0.01
|
||||
59481,519,0.0238148,0.01
|
||||
59486,514,0.0235127,0.01
|
||||
59481,519,0.0232047,0.01
|
||||
59468,532,0.0221744,0.01
|
||||
59470,530,0.0218968,0.01
|
||||
59470,530,0.0216585,0.01
|
||||
59474,526,0.0207194,0.01
|
||||
59478,522,0.0204662,0.01
|
||||
59469,531,0.0202916,0.01
|
||||
59454,546,0.019601,0.01
|
||||
59438,562,0.0194035,0.01
|
||||
59443,557,0.0192199,0.01
|
||||
59432,568,0.0184482,0.01
|
||||
59432,568,0.0183148,0.01
|
||||
59438,562,0.0181648,0.01
|
||||
59411,589,0.0175195,0.01
|
||||
59402,598,0.0173544,0.01
|
||||
59420,580,0.0172062,0.01
|
||||
59417,583,0.0167049,0.01
|
||||
59389,611,0.016587,0.01
|
||||
59405,595,0.0164512,0.01
|
||||
59378,622,0.0160576,0.01
|
||||
59430,570,0.0159882,0.01
|
||||
59446,554,0.0159222,0.01
|
||||
59500,500,0.0158059,0.01
|
||||
59567,433,0.0157114,0.01
|
||||
59598,402,0.0156338,0.01
|
||||
59616,384,0.0152518,0.01
|
||||
59632,368,0.015141,0.01
|
||||
59623,377,0.0150313,0.01
|
||||
59604,396,0.0145926,0.01
|
||||
59574,426,0.0145118,0.01
|
||||
59546,454,0.0144243,0.01
|
||||
59526,474,0.0141892,0.01
|
||||
59493,507,0.0141317,0.01
|
||||
59473,527,0.014079,0.01
|
||||
59458,542,0.0136523,0.01
|
||||
59486,514,0.0135252,0.01
|
||||
59504,496,0.0133807,0.01
|
||||
59504,496,0.0127907,0.01
|
||||
59527,473,0.0126225,0.01
|
||||
59540,460,0.0124936,0.01
|
||||
59556,444,0.0119013,0.01
|
||||
59565,435,0.0117452,0.01
|
||||
59584,416,0.01163,0.01
|
||||
59606,394,0.0112474,0.01
|
||||
59612,388,0.0111925,0.01
|
||||
59608,392,0.0111059,0.01
|
||||
59620,380,0.010829,0.01
|
||||
59605,395,0.0108167,0.01
|
||||
59600,400,0.0107468,0.01
|
||||
59587,413,0.0105487,0.01
|
||||
59584,416,0.0104955,0.01
|
||||
59579,421,0.0104497,0.01
|
||||
59556,444,0.0103229,0.01
|
||||
59565,435,0.0102908,0.01
|
||||
59563,437,0.0102791,0.01
|
||||
59556,444,0.0101938,0.01
|
||||
59553,447,0.0101375,0.01
|
||||
59576,424,0.0100892,0.01
|
||||
59571,429,0.00991352,0.01
|
||||
59596,404,0.00986865,0.01
|
||||
59590,410,0.00982558,0.01
|
||||
59588,412,0.00965828,0.01
|
||||
---
|
||||
100
|
||||
48171,11829,1.41245,0.01
|
||||
54990,5010,0.935824,0.01
|
||||
56488,3512,0.701459,0.01
|
||||
57885,2115,0.158786,0.01
|
||||
58196,1804,0.142877,0.01
|
||||
58438,1562,0.130972,0.01
|
||||
58572,1428,0.0935034,0.01
|
||||
58706,1294,0.0891803,0.01
|
||||
58807,1193,0.0855512,0.01
|
||||
58893,1107,0.0732565,0.01
|
||||
58962,1038,0.0709763,0.01
|
||||
59010,990,0.0689066,0.01
|
||||
59061,939,0.0613327,0.01
|
||||
59117,883,0.059853,0.01
|
||||
59146,854,0.0584818,0.01
|
||||
59172,828,0.0535319,0.01
|
||||
59184,816,0.0524498,0.01
|
||||
59215,785,0.0514254,0.01
|
||||
59226,774,0.0475537,0.01
|
||||
59252,748,0.0467088,0.01
|
||||
59269,731,0.0458425,0.01
|
||||
59300,700,0.042462,0.01
|
||||
59308,692,0.0416977,0.01
|
||||
59338,662,0.0408972,0.01
|
||||
59343,657,0.0378847,0.01
|
||||
59363,637,0.0372257,0.01
|
||||
59390,610,0.0365853,0.01
|
||||
59401,599,0.0340799,0.01
|
||||
59428,572,0.0335165,0.01
|
||||
59443,557,0.0329129,0.01
|
||||
59467,533,0.0306225,0.01
|
||||
59477,523,0.0301229,0.01
|
||||
59475,525,0.0296615,0.01
|
||||
59484,516,0.0279028,0.01
|
||||
59492,508,0.0274449,0.01
|
||||
59496,504,0.0270061,0.01
|
||||
59502,498,0.0254382,0.01
|
||||
59506,494,0.0250796,0.01
|
||||
59508,492,0.0247544,0.01
|
||||
59515,485,0.0235118,0.01
|
||||
59504,496,0.0232243,0.01
|
||||
59499,501,0.0229469,0.01
|
||||
59485,515,0.0218872,0.01
|
||||
59482,518,0.021718,0.01
|
||||
59455,545,0.0215118,0.01
|
||||
59451,549,0.020742,0.01
|
||||
59450,550,0.0205768,0.01
|
||||
59432,568,0.0204068,0.01
|
||||
59439,561,0.0197246,0.01
|
||||
59425,575,0.0195496,0.01
|
||||
59407,593,0.0193846,0.01
|
||||
59393,607,0.0188165,0.01
|
||||
59377,623,0.0186668,0.01
|
||||
59365,635,0.0185221,0.01
|
||||
59387,613,0.0180443,0.01
|
||||
59369,631,0.0179598,0.01
|
||||
59375,625,0.0178532,0.01
|
||||
59378,622,0.0174433,0.01
|
||||
59383,617,0.0174334,0.01
|
||||
59410,590,0.0173982,0.01
|
||||
59409,591,0.017127,0.01
|
||||
59454,546,0.017145,0.01
|
||||
59425,575,0.0171858,0.01
|
||||
59440,560,0.0170635,0.01
|
||||
59417,583,0.0169044,0.01
|
||||
59439,561,0.0168296,0.01
|
||||
59425,575,0.0164298,0.01
|
||||
59423,577,0.0164273,0.01
|
||||
59407,593,0.016342,0.01
|
||||
59408,592,0.0159747,0.01
|
||||
59414,586,0.0158771,0.01
|
||||
59448,552,0.0157857,0.01
|
||||
59442,558,0.0154683,0.01
|
||||
59402,598,0.0153645,0.01
|
||||
59433,567,0.0152472,0.01
|
||||
59431,569,0.0146641,0.01
|
||||
59400,600,0.0145412,0.01
|
||||
59373,627,0.0143995,0.01
|
||||
59371,629,0.0137618,0.01
|
||||
59430,570,0.0136404,0.01
|
||||
59482,518,0.0134989,0.01
|
||||
59576,424,0.012848,0.01
|
||||
59589,411,0.0127212,0.01
|
||||
59635,365,0.0126269,0.01
|
||||
59674,326,0.0121672,0.01
|
||||
59711,289,0.0120829,0.01
|
||||
59728,272,0.0119544,0.01
|
||||
59734,266,0.0114978,0.01
|
||||
59715,285,0.0114508,0.01
|
||||
59737,263,0.0113518,0.01
|
||||
59742,258,0.0109912,0.01
|
||||
59748,252,0.0109451,0.01
|
||||
59758,242,0.0108703,0.01
|
||||
59767,233,0.0106032,0.01
|
||||
59784,216,0.0105829,0.01
|
||||
59786,214,0.010548,0.01
|
||||
59770,230,0.0103746,0.01
|
||||
59763,237,0.0103144,0.01
|
||||
59762,238,0.0102343,0.01
|
||||
59737,263,0.00999021,0.01
|
||||
---
|
||||
100
|
||||
52639,7361,1.01746,0.01
|
||||
56156,3844,0.663728,0.01
|
||||
57056,2944,0.503405,0.01
|
||||
57486,2514,0.136738,0.01
|
||||
57908,2092,0.125,0.01
|
||||
58034,1966,0.116406,0.01
|
||||
58097,1903,0.0905913,0.01
|
||||
58217,1783,0.0877391,0.01
|
||||
58493,1507,0.085387,0.01
|
||||
58716,1284,0.0754576,0.01
|
||||
58794,1206,0.0730771,0.01
|
||||
58807,1193,0.0710161,0.01
|
||||
58845,1155,0.0637792,0.01
|
||||
58848,1152,0.0622865,0.01
|
||||
58880,1120,0.060871,0.01
|
||||
58944,1056,0.0552522,0.01
|
||||
58996,1004,0.0542021,0.01
|
||||
59057,943,0.05314,0.01
|
||||
59089,911,0.0489448,0.01
|
||||
59103,897,0.0480114,0.01
|
||||
59118,882,0.0470528,0.01
|
||||
59136,864,0.043664,0.01
|
||||
59162,838,0.0429222,0.01
|
||||
59169,831,0.0422209,0.01
|
||||
59158,842,0.0395658,0.01
|
||||
59167,833,0.0389718,0.01
|
||||
59175,825,0.038409,0.01
|
||||
59177,823,0.0363183,0.01
|
||||
59192,808,0.0358504,0.01
|
||||
59208,792,0.0353971,0.01
|
||||
59213,787,0.0336132,0.01
|
||||
59213,787,0.0331801,0.01
|
||||
59219,781,0.0327511,0.01
|
||||
59215,785,0.0310699,0.01
|
||||
59235,765,0.0307079,0.01
|
||||
59259,741,0.0303797,0.01
|
||||
59251,749,0.0289737,0.01
|
||||
59289,711,0.0286077,0.01
|
||||
59287,713,0.0283139,0.01
|
||||
59318,682,0.0271854,0.01
|
||||
59327,673,0.0269098,0.01
|
||||
59361,639,0.0266565,0.01
|
||||
59366,634,0.0256739,0.01
|
||||
59364,636,0.0253974,0.01
|
||||
59384,616,0.025152,0.01
|
||||
59387,613,0.0242185,0.01
|
||||
59392,608,0.0240023,0.01
|
||||
59418,582,0.0237893,0.01
|
||||
59404,596,0.0230315,0.01
|
||||
59400,600,0.0228343,0.01
|
||||
59422,578,0.022654,0.01
|
||||
59417,583,0.0218172,0.01
|
||||
59434,566,0.0216782,0.01
|
||||
59454,546,0.0215012,0.01
|
||||
59490,510,0.0206923,0.01
|
||||
59493,507,0.0205686,0.01
|
||||
59517,483,0.0204156,0.01
|
||||
59520,480,0.0197232,0.01
|
||||
59521,479,0.0195678,0.01
|
||||
59520,480,0.0194071,0.01
|
||||
59532,468,0.0186966,0.01
|
||||
59532,468,0.0185644,0.01
|
||||
59532,468,0.0184209,0.01
|
||||
59548,452,0.0178808,0.01
|
||||
59538,462,0.017681,0.01
|
||||
59549,451,0.0175089,0.01
|
||||
59545,455,0.01695,0.01
|
||||
59552,448,0.0167044,0.01
|
||||
59543,457,0.0165408,0.01
|
||||
59557,443,0.0157997,0.01
|
||||
59531,469,0.0156367,0.01
|
||||
59535,465,0.0155098,0.01
|
||||
59542,458,0.0148156,0.01
|
||||
59517,483,0.0146817,0.01
|
||||
59524,476,0.0145387,0.01
|
||||
59500,500,0.0139719,0.01
|
||||
59498,502,0.0138389,0.01
|
||||
59461,539,0.0137234,0.01
|
||||
59446,554,0.0132252,0.01
|
||||
59435,565,0.0131398,0.01
|
||||
59420,580,0.0130458,0.01
|
||||
59419,581,0.0126056,0.01
|
||||
59381,619,0.0125185,0.01
|
||||
59392,608,0.0124369,0.01
|
||||
59379,621,0.0120774,0.01
|
||||
59382,618,0.011975,0.01
|
||||
59383,617,0.0119048,0.01
|
||||
59388,612,0.0116214,0.01
|
||||
59432,568,0.0115381,0.01
|
||||
59427,573,0.0114722,0.01
|
||||
59458,542,0.0111401,0.01
|
||||
59499,501,0.0110348,0.01
|
||||
59488,512,0.0109776,0.01
|
||||
59492,508,0.0106993,0.01
|
||||
59510,490,0.010659,0.01
|
||||
59484,516,0.0106529,0.01
|
||||
59452,548,0.0106222,0.01
|
||||
59481,519,0.0106019,0.01
|
||||
59449,551,0.0106065,0.01
|
||||
59468,532,0.0105266,0.01
|
||||
---
|
||||
100
|
||||
51744,8256,1.06926,0.01
|
||||
56356,3644,0.660495,0.01
|
||||
57318,2682,0.496505,0.01
|
||||
57982,2018,0.135064,0.01
|
||||
58238,1762,0.125635,0.01
|
||||
58391,1609,0.118353,0.01
|
||||
58575,1425,0.0943806,0.01
|
||||
58679,1321,0.0904857,0.01
|
||||
58735,1265,0.0870961,0.01
|
||||
58771,1229,0.075381,0.01
|
||||
58852,1148,0.0732408,0.01
|
||||
58922,1078,0.0712503,0.01
|
||||
58990,1010,0.0643438,0.01
|
||||
59044,956,0.063009,0.01
|
||||
59082,918,0.0617655,0.01
|
||||
59140,860,0.0569349,0.01
|
||||
59162,838,0.0557896,0.01
|
||||
59181,819,0.0546859,0.01
|
||||
59205,795,0.0506887,0.01
|
||||
59212,788,0.0497193,0.01
|
||||
59217,783,0.0488602,0.01
|
||||
59230,770,0.0454245,0.01
|
||||
59236,764,0.0447075,0.01
|
||||
59258,742,0.0440851,0.01
|
||||
59264,736,0.0412803,0.01
|
||||
59262,738,0.040758,0.01
|
||||
59286,714,0.0401899,0.01
|
||||
59289,711,0.0379941,0.01
|
||||
59318,682,0.0374956,0.01
|
||||
59336,664,0.0369672,0.01
|
||||
59358,642,0.0348379,0.01
|
||||
59359,641,0.0344341,0.01
|
||||
59394,606,0.0339806,0.01
|
||||
59410,590,0.0322265,0.01
|
||||
59388,612,0.0318758,0.01
|
||||
59417,583,0.0315328,0.01
|
||||
59408,592,0.0301192,0.01
|
||||
59418,582,0.0297947,0.01
|
||||
59439,561,0.0295732,0.01
|
||||
59434,566,0.0285359,0.01
|
||||
59460,540,0.0281497,0.01
|
||||
59463,537,0.0278794,0.01
|
||||
59468,532,0.0268406,0.01
|
||||
59482,518,0.0265788,0.01
|
||||
59480,520,0.0263185,0.01
|
||||
59496,504,0.0253526,0.01
|
||||
59499,501,0.0251257,0.01
|
||||
59496,504,0.0248517,0.01
|
||||
59507,493,0.0239312,0.01
|
||||
59511,489,0.0237538,0.01
|
||||
59522,478,0.0235825,0.01
|
||||
59534,466,0.0228222,0.01
|
||||
59547,453,0.0226632,0.01
|
||||
59555,445,0.0224947,0.01
|
||||
59562,438,0.0220164,0.01
|
||||
59540,460,0.0219014,0.01
|
||||
59550,450,0.0217506,0.01
|
||||
59556,444,0.0210569,0.01
|
||||
59547,453,0.0208824,0.01
|
||||
59549,451,0.0207337,0.01
|
||||
59563,437,0.0202406,0.01
|
||||
59528,472,0.0201057,0.01
|
||||
59527,473,0.0199651,0.01
|
||||
59527,473,0.0192723,0.01
|
||||
59503,497,0.0191719,0.01
|
||||
59518,482,0.0190774,0.01
|
||||
59555,445,0.0186642,0.01
|
||||
59579,421,0.0184902,0.01
|
||||
59577,423,0.0183746,0.01
|
||||
59571,429,0.0179182,0.01
|
||||
59556,444,0.0178663,0.01
|
||||
59549,451,0.0177905,0.01
|
||||
59552,448,0.0174565,0.01
|
||||
59553,447,0.0174578,0.01
|
||||
59563,437,0.0174403,0.01
|
||||
59545,455,0.0171268,0.01
|
||||
59529,471,0.0170419,0.01
|
||||
59548,452,0.0169259,0.01
|
||||
59550,450,0.0166566,0.01
|
||||
59536,464,0.0165477,0.01
|
||||
59563,437,0.0164583,0.01
|
||||
59543,457,0.0160908,0.01
|
||||
59559,441,0.0160202,0.01
|
||||
59558,442,0.0159023,0.01
|
||||
59550,450,0.015577,0.01
|
||||
59547,453,0.0154068,0.01
|
||||
59538,462,0.0153042,0.01
|
||||
59550,450,0.0149855,0.01
|
||||
59537,463,0.0147787,0.01
|
||||
59538,462,0.0146806,0.01
|
||||
59551,449,0.0142206,0.01
|
||||
59542,458,0.0141361,0.01
|
||||
59546,454,0.0140355,0.01
|
||||
59536,464,0.01369,0.01
|
||||
59532,468,0.0135931,0.01
|
||||
59519,481,0.0134872,0.01
|
||||
59560,440,0.0131961,0.01
|
||||
59563,437,0.0131479,0.01
|
||||
59551,449,0.0131116,0.01
|
||||
59562,438,0.0128936,0.01
|
||||
---
|
||||
23
|
||||
6742,53258,2.30273,0.01
|
||||
6742,53258,2.30199,0.01
|
||||
6742,53258,2.30175,0.01
|
||||
6742,53258,2.30126,0.01
|
||||
6742,53258,2.30126,0.01
|
||||
6742,53258,2.30126,0.01
|
||||
6742,53258,2.30126,0.01
|
||||
6742,53258,2.30126,0.01
|
||||
6742,53258,2.30126,0.01
|
||||
6742,53258,2.30126,0.001
|
||||
6742,53258,2.30122,0.001
|
||||
6742,53258,2.30121,0.001
|
||||
6742,53258,2.30118,0.001
|
||||
6742,53258,2.30118,0.001
|
||||
6742,53258,2.30118,0.001
|
||||
6742,53258,2.30118,0.001
|
||||
6742,53258,2.30118,0.001
|
||||
6742,53258,2.30118,0.0001
|
||||
6742,53258,2.30117,0.0001
|
||||
6742,53258,2.30117,1e-05
|
||||
6742,53258,2.30117,1e-05
|
||||
6742,53258,2.30117,1e-05
|
||||
6742,53258,2.30107,1e-06
|
||||
---
|
||||
100
|
||||
29223,30777,1.7559,0.01
|
||||
53963,6037,1.29132,0.01
|
||||
56615,3385,0.956528,0.01
|
||||
56729,3271,0.190066,0.01
|
||||
57395,2605,0.171908,0.01
|
||||
57700,2300,0.157655,0.01
|
||||
57942,2058,0.114692,0.01
|
||||
58060,1940,0.109296,0.01
|
||||
58247,1753,0.104772,0.01
|
||||
58446,1554,0.089463,0.01
|
||||
58538,1462,0.0869,0.01
|
||||
58628,1372,0.0845818,0.01
|
||||
58751,1249,0.0759614,0.01
|
||||
58830,1170,0.0738347,0.01
|
||||
58894,1106,0.0719529,0.01
|
||||
58931,1069,0.0649152,0.01
|
||||
58996,1004,0.063558,0.01
|
||||
59018,982,0.0622636,0.01
|
||||
59040,960,0.0574921,0.01
|
||||
59072,928,0.0565092,0.01
|
||||
59082,918,0.0555534,0.01
|
||||
59067,933,0.0519924,0.01
|
||||
59104,896,0.0511976,0.01
|
||||
59099,901,0.0503291,0.01
|
||||
59113,887,0.0472829,0.01
|
||||
59130,870,0.0466321,0.01
|
||||
59152,848,0.0459394,0.01
|
||||
59143,857,0.0434286,0.01
|
||||
59158,842,0.0429193,0.01
|
||||
59159,841,0.0424024,0.01
|
||||
59152,848,0.0404819,0.01
|
||||
59176,824,0.0400745,0.01
|
||||
59187,813,0.0396283,0.01
|
||||
59197,803,0.0380729,0.01
|
||||
59211,789,0.0377489,0.01
|
||||
59212,788,0.0373974,0.01
|
||||
59216,784,0.0359699,0.01
|
||||
59239,761,0.0357524,0.01
|
||||
59257,743,0.0353927,0.01
|
||||
59300,700,0.0338948,0.01
|
||||
59313,687,0.033576,0.01
|
||||
59327,673,0.0332681,0.01
|
||||
59356,644,0.0319743,0.01
|
||||
59352,648,0.0316425,0.01
|
||||
59366,634,0.0313849,0.01
|
||||
59383,617,0.0302264,0.01
|
||||
59373,627,0.0299839,0.01
|
||||
59375,625,0.0296878,0.01
|
||||
59380,620,0.0286417,0.01
|
||||
59386,614,0.0284258,0.01
|
||||
59366,634,0.0281915,0.01
|
||||
59413,587,0.0274995,0.01
|
||||
59432,568,0.0271827,0.01
|
||||
59408,592,0.0269561,0.01
|
||||
59444,556,0.0262004,0.01
|
||||
59449,551,0.0259655,0.01
|
||||
59428,572,0.0257369,0.01
|
||||
59468,532,0.0250313,0.01
|
||||
59468,532,0.0247706,0.01
|
||||
59474,526,0.0246202,0.01
|
||||
59498,502,0.0239065,0.01
|
||||
59495,505,0.0237305,0.01
|
||||
59525,475,0.0235607,0.01
|
||||
59526,474,0.0230131,0.01
|
||||
59543,457,0.0228384,0.01
|
||||
59555,445,0.0226953,0.01
|
||||
59565,435,0.02205,0.01
|
||||
59573,427,0.0219768,0.01
|
||||
59585,415,0.021854,0.01
|
||||
59595,405,0.0213341,0.01
|
||||
59609,391,0.0213102,0.01
|
||||
59610,390,0.0212634,0.01
|
||||
59599,401,0.0210364,0.01
|
||||
59616,384,0.0210099,0.01
|
||||
59582,418,0.0209497,0.01
|
||||
59606,394,0.0208505,0.01
|
||||
59581,419,0.0207944,0.01
|
||||
59592,408,0.0207562,0.01
|
||||
59566,434,0.0206119,0.01
|
||||
59580,420,0.0206325,0.01
|
||||
59559,441,0.0206346,0.01
|
||||
59586,414,0.0205895,0.01
|
||||
59577,423,0.020447,0.01
|
||||
59584,416,0.0203399,0.01
|
||||
59584,416,0.019737,0.01
|
||||
59579,421,0.0196498,0.01
|
||||
59567,433,0.0194941,0.01
|
||||
59610,390,0.0189235,0.01
|
||||
59603,397,0.0186867,0.01
|
||||
59575,425,0.0184905,0.01
|
||||
59623,377,0.0179529,0.01
|
||||
59599,401,0.0178798,0.01
|
||||
59573,427,0.0177744,0.01
|
||||
59604,396,0.0174422,0.01
|
||||
59620,380,0.0173474,0.01
|
||||
59594,406,0.017272,0.01
|
||||
59627,373,0.0170505,0.01
|
||||
59620,380,0.0169473,0.01
|
||||
59594,406,0.0168863,0.01
|
||||
59589,411,0.0166219,0.01
|
||||
---
|
||||
100
|
||||
48864,11136,1.43814,0.01
|
||||
55373,4627,0.880303,0.01
|
||||
56616,3384,0.651318,0.01
|
||||
57636,2364,0.147505,0.01
|
||||
58148,1852,0.134546,0.01
|
||||
58389,1611,0.12465,0.01
|
||||
58515,1485,0.0948813,0.01
|
||||
58569,1431,0.0912591,0.01
|
||||
58669,1331,0.0878765,0.01
|
||||
58753,1247,0.07553,0.01
|
||||
58834,1166,0.073047,0.01
|
||||
58932,1068,0.0709078,0.01
|
||||
59002,998,0.0630901,0.01
|
||||
59062,938,0.0614035,0.01
|
||||
59122,878,0.0597626,0.01
|
||||
59158,842,0.0540565,0.01
|
||||
59180,820,0.0529553,0.01
|
||||
59222,778,0.0519065,0.01
|
||||
59247,753,0.0481629,0.01
|
||||
59270,730,0.0472432,0.01
|
||||
59288,712,0.0463949,0.01
|
||||
59302,698,0.0432269,0.01
|
||||
59318,682,0.0425227,0.01
|
||||
59329,671,0.041876,0.01
|
||||
59329,671,0.0393163,0.01
|
||||
59340,660,0.03883,0.01
|
||||
59335,665,0.0383359,0.01
|
||||
59332,668,0.0364461,0.01
|
||||
59343,657,0.0360551,0.01
|
||||
59340,660,0.0356545,0.01
|
||||
59332,668,0.0342118,0.01
|
||||
59342,658,0.0338502,0.01
|
||||
59330,670,0.0335453,0.01
|
||||
59325,675,0.032415,0.01
|
||||
59323,677,0.0321201,0.01
|
||||
59325,675,0.0318549,0.01
|
||||
59336,664,0.0311052,0.01
|
||||
59336,664,0.0308091,0.01
|
||||
59329,671,0.0305316,0.01
|
||||
59306,694,0.0295052,0.01
|
||||
59293,707,0.0292139,0.01
|
||||
59310,690,0.0289502,0.01
|
||||
59325,675,0.0279022,0.01
|
||||
59366,634,0.0276336,0.01
|
||||
59421,579,0.0274108,0.01
|
||||
59438,562,0.026328,0.01
|
||||
59451,549,0.0261175,0.01
|
||||
59459,541,0.0259581,0.01
|
||||
59475,525,0.0251759,0.01
|
||||
59459,541,0.0249513,0.01
|
||||
59438,562,0.0247097,0.01
|
||||
59409,591,0.0236526,0.01
|
||||
59417,583,0.0233347,0.01
|
||||
59422,578,0.0230787,0.01
|
||||
59380,620,0.0218662,0.01
|
||||
59386,614,0.0216926,0.01
|
||||
59389,611,0.021453,0.01
|
||||
59343,657,0.0205085,0.01
|
||||
59312,688,0.0202814,0.01
|
||||
59294,706,0.0201318,0.01
|
||||
59307,693,0.0194351,0.01
|
||||
59307,693,0.0192388,0.01
|
||||
59315,685,0.0190201,0.01
|
||||
59301,699,0.0181342,0.01
|
||||
59314,686,0.0180312,0.01
|
||||
59307,693,0.0178207,0.01
|
||||
59315,685,0.0170668,0.01
|
||||
59318,682,0.0168693,0.01
|
||||
59320,680,0.0167305,0.01
|
||||
59331,669,0.0160322,0.01
|
||||
59326,674,0.0158851,0.01
|
||||
59329,671,0.0157604,0.01
|
||||
59322,678,0.0152403,0.01
|
||||
59343,657,0.015102,0.01
|
||||
59353,647,0.0149642,0.01
|
||||
59338,662,0.0143076,0.01
|
||||
59351,649,0.0142281,0.01
|
||||
59366,634,0.0141056,0.01
|
||||
59357,643,0.0136623,0.01
|
||||
59366,634,0.0135873,0.01
|
||||
59352,648,0.0134723,0.01
|
||||
59374,626,0.0129343,0.01
|
||||
59381,619,0.0128482,0.01
|
||||
59392,608,0.0127773,0.01
|
||||
59435,565,0.0124526,0.01
|
||||
59392,608,0.0123725,0.01
|
||||
59403,597,0.0122793,0.01
|
||||
59429,571,0.0120295,0.01
|
||||
59460,540,0.0118754,0.01
|
||||
59466,534,0.0118246,0.01
|
||||
59443,557,0.0115189,0.01
|
||||
59465,535,0.0114702,0.01
|
||||
59487,513,0.011423,0.01
|
||||
59475,525,0.0111845,0.01
|
||||
59481,519,0.0111723,0.01
|
||||
59483,517,0.0111288,0.01
|
||||
59488,512,0.0109874,0.01
|
||||
59493,507,0.0108947,0.01
|
||||
59491,509,0.0108418,0.01
|
||||
59499,501,0.0106571,0.01
|
||||
---
|
||||
100
|
||||
33189,26811,1.71538,0.01
|
||||
43796,16204,1.38816,0.01
|
||||
52259,7741,1.11782,0.01
|
||||
55414,4586,0.360563,0.01
|
||||
56084,3916,0.322691,0.01
|
||||
56091,3909,0.296029,0.01
|
||||
55769,4231,0.217545,0.01
|
||||
55987,4013,0.208861,0.01
|
||||
56378,3622,0.202216,0.01
|
||||
56839,3161,0.177881,0.01
|
||||
56776,3224,0.171317,0.01
|
||||
56886,3114,0.165146,0.01
|
||||
57183,2817,0.141339,0.01
|
||||
57575,2425,0.13665,0.01
|
||||
57900,2100,0.131848,0.01
|
||||
58022,1978,0.111854,0.01
|
||||
58261,1739,0.107103,0.01
|
||||
58479,1521,0.103175,0.01
|
||||
58650,1350,0.0897184,0.01
|
||||
58717,1283,0.086763,0.01
|
||||
58783,1217,0.0843825,0.01
|
||||
58818,1182,0.0758532,0.01
|
||||
58853,1147,0.0742067,0.01
|
||||
58862,1138,0.0727411,0.01
|
||||
58853,1147,0.0671455,0.01
|
||||
58856,1144,0.0658293,0.01
|
||||
58885,1115,0.0644593,0.01
|
||||
58909,1091,0.0590815,0.01
|
||||
58934,1066,0.0577427,0.01
|
||||
58983,1017,0.0564451,0.01
|
||||
59029,971,0.0516313,0.01
|
||||
59070,930,0.0505999,0.01
|
||||
59085,915,0.0495271,0.01
|
||||
59139,861,0.0454758,0.01
|
||||
59191,809,0.0445172,0.01
|
||||
59230,770,0.0436417,0.01
|
||||
59227,773,0.0402446,0.01
|
||||
59299,701,0.0397087,0.01
|
||||
59336,664,0.0391686,0.01
|
||||
59344,656,0.0371192,0.01
|
||||
59358,642,0.0366771,0.01
|
||||
59358,642,0.0362366,0.01
|
||||
59350,650,0.0345523,0.01
|
||||
59354,646,0.0341161,0.01
|
||||
59382,618,0.0336523,0.01
|
||||
59385,615,0.0317185,0.01
|
||||
59366,634,0.0312145,0.01
|
||||
59356,644,0.0308243,0.01
|
||||
59374,626,0.0293723,0.01
|
||||
59346,654,0.029053,0.01
|
||||
59346,654,0.0287678,0.01
|
||||
59356,644,0.0277683,0.01
|
||||
59346,654,0.0274178,0.01
|
||||
59362,638,0.0271148,0.01
|
||||
59322,678,0.0259624,0.01
|
||||
59311,689,0.0257386,0.01
|
||||
59302,698,0.0254776,0.01
|
||||
59295,705,0.0246158,0.01
|
||||
59274,726,0.024422,0.01
|
||||
59256,744,0.0242188,0.01
|
||||
59251,749,0.0234464,0.01
|
||||
59249,751,0.0232187,0.01
|
||||
59248,752,0.0230091,0.01
|
||||
59285,715,0.0224761,0.01
|
||||
59286,714,0.0223855,0.01
|
||||
59325,675,0.0223036,0.01
|
||||
59358,642,0.0220022,0.01
|
||||
59352,648,0.0217983,0.01
|
||||
59358,642,0.0216349,0.01
|
||||
59381,619,0.0210424,0.01
|
||||
59400,600,0.0209098,0.01
|
||||
59398,602,0.0207567,0.01
|
||||
59405,595,0.0202285,0.01
|
||||
59438,562,0.0201133,0.01
|
||||
59457,543,0.0200012,0.01
|
||||
59468,532,0.0196055,0.01
|
||||
59486,514,0.0194987,0.01
|
||||
59514,486,0.0194495,0.01
|
||||
59541,459,0.0192097,0.01
|
||||
59569,431,0.0192149,0.01
|
||||
59586,414,0.0192272,0.01
|
||||
59583,417,0.0194116,0.01
|
||||
59593,407,0.0195247,0.01
|
||||
59605,395,0.0195888,0.01
|
||||
59608,392,0.0201969,0.001
|
||||
59796,204,0.0182012,0.001
|
||||
59815,185,0.0169972,0.001
|
||||
59824,176,0.0141416,0.001
|
||||
59829,171,0.0140006,0.001
|
||||
59836,164,0.0138839,0.001
|
||||
59837,163,0.0134725,0.001
|
||||
59843,157,0.0133929,0.001
|
||||
59847,153,0.013326,0.001
|
||||
59849,151,0.0130719,0.001
|
||||
59853,147,0.0130203,0.001
|
||||
59856,144,0.0129685,0.001
|
||||
59857,143,0.0127787,0.001
|
||||
59860,140,0.0127371,0.001
|
||||
59861,139,0.0126972,0.001
|
||||
59862,138,0.0125442,0.001
|
||||
---
|
||||
100
|
||||
42110,17890,1.49723,0.01
|
||||
50734,9266,1.07248,0.01
|
||||
55510,4490,0.824242,0.01
|
||||
56745,3255,0.236031,0.01
|
||||
56318,3682,0.213401,0.01
|
||||
57259,2741,0.197122,0.01
|
||||
57881,2119,0.145341,0.01
|
||||
58057,1943,0.138402,0.01
|
||||
58183,1817,0.132613,0.01
|
||||
58275,1725,0.112503,0.01
|
||||
58405,1595,0.108989,0.01
|
||||
58465,1535,0.105642,0.01
|
||||
58514,1486,0.0929536,0.01
|
||||
58580,1420,0.0903409,0.01
|
||||
58620,1380,0.0880668,0.01
|
||||
58692,1308,0.0792075,0.01
|
||||
58727,1273,0.0774654,0.01
|
||||
58797,1203,0.0756761,0.01
|
||||
58843,1157,0.0691448,0.01
|
||||
58879,1121,0.0679201,0.01
|
||||
58908,1092,0.0666418,0.01
|
||||
58905,1095,0.0615392,0.01
|
||||
58943,1057,0.0604042,0.01
|
||||
58931,1069,0.059359,0.01
|
||||
58940,1060,0.0558425,0.01
|
||||
59030,970,0.0549715,0.01
|
||||
59019,981,0.0542619,0.01
|
||||
59065,935,0.0512373,0.01
|
||||
59074,926,0.0505717,0.01
|
||||
59089,911,0.0500029,0.01
|
||||
59097,903,0.0475796,0.01
|
||||
59126,874,0.0470789,0.01
|
||||
59168,832,0.0465326,0.01
|
||||
59189,811,0.0443663,0.01
|
||||
59176,824,0.0439072,0.01
|
||||
59206,794,0.0434086,0.01
|
||||
59200,800,0.0415379,0.01
|
||||
59221,779,0.0410196,0.01
|
||||
59249,751,0.0405337,0.01
|
||||
59257,743,0.0390378,0.01
|
||||
59245,755,0.0385871,0.01
|
||||
59225,775,0.03828,0.01
|
||||
59260,740,0.0371539,0.01
|
||||
59226,774,0.0368851,0.01
|
||||
59233,767,0.036668,0.01
|
||||
59221,779,0.0358364,0.01
|
||||
59189,811,0.0357684,0.01
|
||||
59116,884,0.0355913,0.01
|
||||
59118,882,0.0346918,0.01
|
||||
59085,915,0.0345017,0.01
|
||||
59044,956,0.0344283,0.01
|
||||
59004,996,0.0340468,0.01
|
||||
59007,993,0.0339637,0.01
|
||||
59004,996,0.0339738,0.01
|
||||
58972,1028,0.0336748,0.01
|
||||
59017,983,0.0337814,0.01
|
||||
58968,1032,0.033713,0.01
|
||||
58996,1004,0.0328912,0.01
|
||||
59047,953,0.032589,0.01
|
||||
59026,974,0.0322316,0.01
|
||||
59037,963,0.0303305,0.01
|
||||
59128,872,0.0298908,0.01
|
||||
59136,864,0.0296134,0.01
|
||||
59169,831,0.0284743,0.01
|
||||
59006,994,0.0283072,0.01
|
||||
59113,887,0.0281428,0.01
|
||||
59096,904,0.027531,0.01
|
||||
59135,865,0.0273399,0.01
|
||||
59216,784,0.0271261,0.01
|
||||
59288,712,0.0263814,0.01
|
||||
59311,689,0.0261914,0.01
|
||||
59343,657,0.0259385,0.01
|
||||
59343,657,0.02467,0.01
|
||||
59347,653,0.0244279,0.01
|
||||
59398,602,0.0242312,0.01
|
||||
59424,576,0.0234213,0.01
|
||||
59402,598,0.0232028,0.01
|
||||
59448,552,0.0229498,0.01
|
||||
59479,521,0.0223926,0.01
|
||||
59524,476,0.022095,0.01
|
||||
59527,473,0.0219326,0.01
|
||||
59569,431,0.0215995,0.01
|
||||
59588,412,0.0215231,0.01
|
||||
59599,401,0.0213091,0.01
|
||||
59598,402,0.0204459,0.01
|
||||
59602,398,0.0204724,0.01
|
||||
59610,390,0.0205797,0.01
|
||||
59604,396,0.0202685,0.01
|
||||
59582,418,0.0202028,0.01
|
||||
59601,399,0.0201941,0.01
|
||||
59588,412,0.0199812,0.01
|
||||
59578,422,0.019865,0.01
|
||||
59550,450,0.0198071,0.01
|
||||
59499,501,0.0193144,0.01
|
||||
59514,486,0.019263,0.01
|
||||
59515,485,0.01904,0.01
|
||||
59572,428,0.0184864,0.01
|
||||
59512,488,0.018395,0.01
|
||||
59487,513,0.0183011,0.01
|
||||
59416,584,0.0176576,0.01
|
||||
---
|
||||
|
||||
10
|
||||
9804,196
|
||||
9823,177
|
||||
9827,173
|
||||
9820,180
|
||||
9821,179
|
||||
1135,8865
|
||||
9832,168
|
||||
9814,186
|
||||
9844,156
|
||||
9770,230
|
|
@ -0,0 +1,101 @@
|
|||
Epoch,Loss
|
||||
0,1.48373
|
||||
1,1.10924
|
||||
2,0.834077
|
||||
3,0.402929
|
||||
4,0.385907
|
||||
5,0.367766
|
||||
6,0.335417
|
||||
7,0.330922
|
||||
8,0.325683
|
||||
9,0.313872
|
||||
10,0.311215
|
||||
11,0.307983
|
||||
12,0.299708
|
||||
13,0.297838
|
||||
14,0.295578
|
||||
15,0.289277
|
||||
16,0.287833
|
||||
17,0.286149
|
||||
18,0.281665
|
||||
19,0.280615
|
||||
20,0.279356
|
||||
21,0.275943
|
||||
22,0.275135
|
||||
23,0.0439989
|
||||
24,0.0413578
|
||||
25,0.0407257
|
||||
26,0.0399023
|
||||
27,0.0376838
|
||||
28,0.0371429
|
||||
29,0.0364896
|
||||
30,0.0345936
|
||||
31,0.0341421
|
||||
32,0.0335672
|
||||
33,0.0319707
|
||||
34,0.0315714
|
||||
35,0.0310887
|
||||
36,0.0297445
|
||||
37,0.0294226
|
||||
38,0.0290267
|
||||
39,0.0279524
|
||||
40,0.0276589
|
||||
41,0.0273608
|
||||
42,0.026431
|
||||
43,0.0261913
|
||||
44,0.0259559
|
||||
45,0.025095
|
||||
46,0.0248997
|
||||
47,0.0246282
|
||||
48,0.0238708
|
||||
49,0.0236727
|
||||
50,0.0233752
|
||||
51,0.022755
|
||||
52,0.022549
|
||||
53,0.0222468
|
||||
54,0.0216549
|
||||
55,0.0215349
|
||||
56,0.0213095
|
||||
57,0.0207342
|
||||
58,0.0205722
|
||||
59,0.0203588
|
||||
60,0.0197622
|
||||
61,0.0196016
|
||||
62,0.0193939
|
||||
63,0.0188806
|
||||
64,0.0187535
|
||||
65,0.0185648
|
||||
66,0.0181315
|
||||
67,0.0179925
|
||||
68,0.0177892
|
||||
69,0.0173287
|
||||
70,0.0172235
|
||||
71,0.0170562
|
||||
72,0.0165975
|
||||
73,0.0164889
|
||||
74,0.0163273
|
||||
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|
||||
54948,5052,0.355028,1e-05
|
||||
54949,5051,0.35476,1e-06
|
||||
---
|
||||
73
|
||||
43636,16364,1.41735,0.01
|
||||
49854,10146,1.02498,0.01
|
||||
51963,8037,0.842304,0.01
|
||||
52505,7495,0.737185,0.01
|
||||
52784,7216,0.668577,0.01
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||||
53060,6940,0.619565,0.01
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53375,6625,0.582176,0.01
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53614,6386,0.552439,0.01
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53771,6229,0.528232,0.01
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53921,6079,0.508138,0.01
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54177,5823,0.476686,0.01
|
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54253,5747,0.453131,0.01
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54345,5655,0.443453,0.01
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54430,5570,0.427107,0.01
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54446,5554,0.420152,0.01
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54492,5508,0.413856,0.01
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54610,5390,0.393543,0.01
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54634,5366,0.389408,0.01
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54901,5099,0.333592,0.01
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55291,4709,0.3326,0.001
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55454,4546,0.331334,0.001
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55490,4510,0.330072,0.001
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55501,4499,0.328845,0.001
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55498,4502,0.327657,0.001
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55492,4508,0.326506,0.001
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55495,4505,0.325392,0.001
|
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55498,4502,0.324312,0.001
|
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55498,4502,0.323265,0.001
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55499,4501,0.322251,0.001
|
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55499,4501,0.321266,0.001
|
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55491,4509,0.320311,0.0001
|
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55526,4474,0.319355,0.0001
|
||||
55533,4467,0.318423,0.0001
|
||||
55531,4469,0.317519,0.0001
|
||||
55531,4469,0.31664,0.0001
|
||||
55536,4464,0.315787,0.0001
|
||||
55538,4462,0.314958,0.0001
|
||||
55534,4466,0.31415,1e-05
|
||||
55529,4471,0.313363,1e-05
|
||||
55525,4475,0.312712,1e-06
|
||||
---
|
||||
89
|
||||
48066,11934,1.36901,0.01
|
||||
51550,8450,0.975276,0.01
|
||||
52783,7217,0.798842,0.01
|
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53240,6760,0.700756,0.01
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53454,6546,0.638483,0.01
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53627,6373,0.595092,0.01
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53778,6222,0.562829,0.01
|
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53875,6125,0.53774,0.01
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53962,6038,0.517524,0.01
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54109,5891,0.500795,0.01
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54195,5805,0.486642,0.01
|
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54275,5725,0.47448,0.01
|
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54379,5621,0.463893,0.01
|
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54438,5562,0.454563,0.01
|
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54511,5489,0.446274,0.01
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54565,5435,0.438843,0.01
|
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54607,5393,0.432126,0.01
|
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54644,5356,0.426003,0.01
|
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54698,5302,0.420401,0.01
|
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54729,5271,0.415246,0.01
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54779,5221,0.410482,0.01
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54798,5202,0.406063,0.01
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54952,5048,0.387916,0.01
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54965,5035,0.384892,0.01
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55012,4988,0.382028,0.01
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55035,4965,0.379308,0.01
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55061,4939,0.376725,0.01
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55074,4926,0.374264,0.01
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55088,4912,0.371919,0.01
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55113,4887,0.369681,0.01
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55133,4867,0.367543,0.01
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55155,4845,0.365492,0.01
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55169,4831,0.363528,0.01
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55188,4812,0.361642,0.01
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55214,4786,0.359826,0.01
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55235,4765,0.351735,0.01
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55248,4752,0.348884,0.01
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55304,4696,0.343712,0.01
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55322,4678,0.342521,0.01
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55330,4670,0.341367,0.01
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55369,4631,0.337083,0.01
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55376,4624,0.335114,0.01
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55387,4613,0.33417,0.01
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55405,4595,0.333252,0.01
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55407,4593,0.332357,0.01
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55412,4588,0.331484,0.01
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55417,4583,0.330633,0.01
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55449,4551,0.327432,0.01
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55540,4460,0.323601,0.001
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55560,4440,0.322741,0.001
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55551,4449,0.3219,0.001
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55555,4445,0.32108,0.001
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55562,4438,0.32028,0.001
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55564,4436,0.319498,0.001
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55566,4434,0.318736,0.001
|
||||
55569,4431,0.317992,0.001
|
||||
55558,4442,0.317259,0.0001
|
||||
55562,4438,0.31653,0.0001
|
||||
55560,4440,0.315817,0.0001
|
||||
55568,4432,0.315121,0.0001
|
||||
55567,4433,0.314441,0.0001
|
||||
55573,4427,0.313777,0.0001
|
||||
55571,4429,0.313128,1e-05
|
||||
55568,4432,0.312492,1e-05
|
||||
55567,4433,0.31187,1e-05
|
||||
55567,4433,0.311596,1e-06
|
||||
---
|
||||
76
|
||||
36448,23552,1.7325,0.01
|
||||
47822,12178,1.2915,0.01
|
||||
50487,9513,1.05401,0.01
|
||||
51556,8444,0.912278,0.01
|
||||
52271,7729,0.819503,0.01
|
||||
52779,7221,0.754009,0.01
|
||||
53131,6869,0.704832,0.01
|
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53394,6606,0.666065,0.01
|
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53530,6470,0.634294,0.01
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||||
53643,6357,0.60759,0.01
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53742,6258,0.584744,0.01
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53870,6130,0.564961,0.01
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54029,5971,0.547665,0.01
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54126,5874,0.532435,0.01
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54213,5787,0.518938,0.01
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54306,5694,0.506895,0.01
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54328,5672,0.496073,0.01
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54368,5632,0.486311,0.01
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||||
54389,5611,0.477453,0.01
|
||||
54406,5594,0.469386,0.01
|
||||
54431,5569,0.462,0.01
|
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54440,5560,0.455214,0.01
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54463,5537,0.448948,0.01
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54488,5512,0.443154,0.01
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54510,5490,0.437773,0.01
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54503,5497,0.432753,0.01
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54527,5473,0.428064,0.01
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54553,5447,0.412005,0.01
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54565,5435,0.408549,0.01
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54573,5427,0.40528,0.01
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54570,5430,0.402179,0.01
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54566,5434,0.399237,0.01
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||||
54568,5432,0.396441,0.01
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54611,5389,0.393781,0.01
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54618,5382,0.391242,0.01
|
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54638,5362,0.388816,0.01
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54665,5335,0.386495,0.01
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54613,5387,0.384274,0.01
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54636,5364,0.38215,0.01
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54642,5358,0.380112,0.01
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54670,5330,0.37628,0.01
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54682,5318,0.374473,0.01
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54716,5284,0.371058,0.01
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||||
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|
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|
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54765,5235,0.364924,0.01
|
||||
54755,5245,0.363519,0.01
|
||||
54764,5236,0.362159,0.01
|
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|
||||
54772,5228,0.359572,0.01
|
||||
55452,4548,0.35824,0.001
|
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55474,4526,0.35673,0.001
|
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55477,4523,0.35526,0.001
|
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55479,4521,0.353834,0.001
|
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55493,4507,0.351111,0.001
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55494,4506,0.349811,0.001
|
||||
55499,4501,0.34855,0.001
|
||||
55500,4500,0.347326,0.001
|
||||
55510,4490,0.346124,0.0001
|
||||
55512,4488,0.34494,0.0001
|
||||
55512,4488,0.34379,0.0001
|
||||
55512,4488,0.342672,0.0001
|
||||
55512,4488,0.341586,0.0001
|
||||
55513,4487,0.34053,0.0001
|
||||
55513,4487,0.339504,0.0001
|
||||
55514,4486,0.338505,0.0001
|
||||
55512,4488,0.337532,1e-05
|
||||
55508,4492,0.336583,1e-05
|
||||
55510,4490,0.335847,1e-06
|
||||
---
|
||||
79
|
||||
44144,15856,1.52853,0.01
|
||||
48517,11483,1.11688,0.01
|
||||
49920,10080,0.933617,0.01
|
||||
51191,8809,0.826262,0.01
|
||||
51943,8057,0.754793,0.01
|
||||
52460,7540,0.703458,0.01
|
||||
52788,7212,0.664414,0.01
|
||||
52970,7030,0.633484,0.01
|
||||
53147,6853,0.608233,0.01
|
||||
53290,6710,0.587145,0.01
|
||||
53398,6602,0.569198,0.01
|
||||
53514,6486,0.553722,0.01
|
||||
53592,6408,0.540193,0.01
|
||||
53649,6351,0.528265,0.01
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53735,6265,0.517659,0.01
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53762,6238,0.508155,0.01
|
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53786,6214,0.499589,0.01
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53821,6179,0.491814,0.01
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53849,6151,0.484741,0.01
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53897,6103,0.478257,0.01
|
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53930,6070,0.47229,0.01
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||||
53957,6043,0.466781,0.01
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53996,6004,0.461672,0.01
|
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54039,5961,0.456924,0.01
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54057,5943,0.452496,0.01
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54064,5936,0.448359,0.01
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54072,5928,0.444479,0.01
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54083,5917,0.440835,0.01
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54125,5875,0.4374,0.01
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54207,5793,0.422821,0.01
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54249,5751,0.411465,0.01
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|
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54309,5691,0.404006,0.01
|
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54332,5668,0.402322,0.01
|
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54343,5657,0.400705,0.01
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54424,5576,0.393431,0.01
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54443,5557,0.392117,0.01
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54466,5534,0.390844,0.01
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54491,5509,0.388421,0.01
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54496,5504,0.387266,0.01
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54492,5508,0.386145,0.01
|
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54498,5502,0.38506,0.01
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54502,5498,0.384006,0.01
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54722,5278,0.383027,0.001
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54751,5249,0.381789,0.001
|
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54773,5227,0.380583,0.001
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54770,5230,0.377169,0.001
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54769,5231,0.376096,0.001
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54769,5231,0.375054,0.001
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54773,5227,0.374042,0.001
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54766,5234,0.373059,0.0001
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54776,5224,0.372078,0.0001
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54779,5221,0.371122,0.0001
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54776,5224,0.370193,0.0001
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54777,5223,0.36929,0.0001
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54780,5220,0.36841,0.0001
|
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54778,5222,0.367555,0.0001
|
||||
54781,5219,0.366722,0.0001
|
||||
54765,5235,0.36591,1e-05
|
||||
54763,5237,0.365116,1e-05
|
||||
54761,5239,0.364343,1e-05
|
||||
54764,5236,0.36411,1e-06
|
||||
---
|
||||
76
|
||||
43622,16378,1.47125,0.01
|
||||
47938,12062,1.08789,0.01
|
||||
50069,9931,0.921129,0.01
|
||||
51175,8825,0.82116,0.01
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51818,8182,0.752424,0.01
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52324,7676,0.702169,0.01
|
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52671,7329,0.66324,0.01
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53162,6838,0.631308,0.01
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53523,6477,0.603955,0.01
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53688,6312,0.580714,0.01
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53940,6060,0.544029,0.01
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54045,5955,0.529307,0.01
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54202,5798,0.468476,0.01
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54234,5766,0.454359,0.01
|
||||
54246,5754,0.448093,0.01
|
||||
54253,5747,0.44228,0.01
|
||||
54305,5695,0.436878,0.01
|
||||
54371,5629,0.43184,0.01
|
||||
54407,5593,0.427126,0.01
|
||||
54443,5557,0.422709,0.01
|
||||
54509,5491,0.418562,0.01
|
||||
54551,5449,0.41466,0.01
|
||||
54591,5409,0.410984,0.01
|
||||
54612,5388,0.40751,0.01
|
||||
54643,5357,0.404221,0.01
|
||||
54648,5352,0.401109,0.01
|
||||
54688,5312,0.398156,0.01
|
||||
54717,5283,0.395351,0.01
|
||||
54716,5284,0.392678,0.01
|
||||
54721,5279,0.390134,0.01
|
||||
54730,5270,0.387706,0.01
|
||||
54752,5248,0.385386,0.01
|
||||
54781,5219,0.383165,0.01
|
||||
54808,5192,0.381038,0.01
|
||||
54818,5182,0.378999,0.01
|
||||
54858,5142,0.37704,0.01
|
||||
54875,5125,0.37516,0.01
|
||||
54883,5117,0.37335,0.01
|
||||
54889,5111,0.37161,0.01
|
||||
54901,5099,0.369934,0.01
|
||||
54916,5084,0.368321,0.01
|
||||
54930,5070,0.366764,0.01
|
||||
54967,5033,0.365261,0.01
|
||||
54950,5050,0.36381,0.01
|
||||
54971,5029,0.362408,0.01
|
||||
54985,5015,0.361051,0.01
|
||||
54979,5021,0.359738,0.01
|
||||
54973,5027,0.358467,0.01
|
||||
54973,5027,0.357236,0.01
|
||||
54972,5028,0.356043,0.01
|
||||
54987,5013,0.354887,0.01
|
||||
55272,4728,0.35378,0.001
|
||||
55426,4574,0.352459,0.001
|
||||
55439,4561,0.351158,0.001
|
||||
55443,4557,0.349894,0.001
|
||||
55441,4559,0.348666,0.001
|
||||
55442,4558,0.347474,0.001
|
||||
55444,4556,0.346317,0.001
|
||||
55449,4551,0.345193,0.001
|
||||
55455,4545,0.344101,0.001
|
||||
55416,4584,0.343042,0.0001
|
||||
55461,4539,0.341987,0.0001
|
||||
55460,4540,0.340956,0.0001
|
||||
55463,4537,0.339953,1e-05
|
||||
55465,4535,0.338976,1e-05
|
||||
55463,4537,0.338025,1e-05
|
||||
55456,4544,0.3371,1e-05
|
||||
55454,4546,0.336199,1e-05
|
||||
55459,4541,0.335867,1e-06
|
||||
---
|
||||
92
|
||||
44768,15232,1.38167,0.01
|
||||
47791,12209,1.03583,0.01
|
||||
48814,11186,0.896527,0.01
|
||||
49301,10699,0.818814,0.01
|
||||
49564,10436,0.768421,0.01
|
||||
49822,10178,0.732671,0.01
|
||||
49980,10020,0.705724,0.01
|
||||
50263,9737,0.684424,0.01
|
||||
50471,9529,0.666656,0.01
|
||||
50644,9356,0.651346,0.01
|
||||
50874,9126,0.637816,0.01
|
||||
51016,8984,0.625693,0.01
|
||||
51217,8783,0.614798,0.01
|
||||
51392,8608,0.604988,0.01
|
||||
51534,8466,0.596132,0.01
|
||||
51629,8371,0.588118,0.01
|
||||
51768,8232,0.580819,0.01
|
||||
51896,8104,0.574162,0.01
|
||||
51975,8025,0.568059,0.01
|
||||
52078,7922,0.562433,0.01
|
||||
52138,7862,0.557247,0.01
|
||||
52208,7792,0.552426,0.01
|
||||
52246,7754,0.547938,0.01
|
||||
52272,7728,0.543742,0.01
|
||||
52310,7690,0.539808,0.01
|
||||
52335,7665,0.536116,0.01
|
||||
52380,7620,0.532647,0.01
|
||||
52406,7594,0.529374,0.01
|
||||
52432,7568,0.526276,0.01
|
||||
52436,7564,0.523344,0.01
|
||||
52463,7537,0.520562,0.01
|
||||
52485,7515,0.517921,0.01
|
||||
52502,7498,0.515407,0.01
|
||||
52514,7486,0.513016,0.01
|
||||
52519,7481,0.510737,0.01
|
||||
52552,7448,0.508558,0.01
|
||||
52543,7457,0.506477,0.01
|
||||
52564,7436,0.504486,0.01
|
||||
52575,7425,0.502575,0.01
|
||||
52612,7388,0.500739,0.01
|
||||
52621,7379,0.498972,0.01
|
||||
52645,7355,0.497268,0.01
|
||||
52674,7326,0.495623,0.01
|
||||
52686,7314,0.49403,0.01
|
||||
52718,7282,0.492479,0.01
|
||||
52730,7270,0.490951,0.01
|
||||
52771,7229,0.48943,0.01
|
||||
52839,7161,0.487896,0.01
|
||||
52967,7033,0.486321,0.01
|
||||
53103,6897,0.484694,0.01
|
||||
53223,6777,0.483026,0.01
|
||||
53291,6709,0.481334,0.01
|
||||
53332,6668,0.479625,0.01
|
||||
53366,6634,0.477922,0.01
|
||||
53405,6595,0.476235,0.01
|
||||
53422,6578,0.474571,0.01
|
||||
53451,6549,0.472938,0.01
|
||||
53462,6538,0.471336,0.01
|
||||
53501,6499,0.469768,0.01
|
||||
53513,6487,0.468233,0.01
|
||||
53509,6491,0.466733,0.01
|
||||
53525,6475,0.465271,0.01
|
||||
53511,6489,0.463841,0.01
|
||||
53520,6480,0.462444,0.01
|
||||
53521,6479,0.461077,0.01
|
||||
53523,6477,0.45974,0.01
|
||||
53522,6478,0.458438,0.01
|
||||
53543,6457,0.457165,0.01
|
||||
53535,6465,0.455923,0.01
|
||||
53552,6448,0.454709,0.01
|
||||
53555,6445,0.453524,0.01
|
||||
53565,6435,0.452365,0.01
|
||||
53567,6433,0.451232,0.01
|
||||
53964,6036,0.450031,0.001
|
||||
53996,6004,0.448683,0.001
|
||||
53978,6022,0.447362,0.001
|
||||
53979,6021,0.446071,0.001
|
||||
53992,6008,0.444809,0.001
|
||||
53985,6015,0.443577,0.001
|
||||
53989,6011,0.442374,0.001
|
||||
53990,6010,0.441198,0.001
|
||||
53992,6008,0.44005,0.001
|
||||
53982,6018,0.438929,0.0001
|
||||
53982,6018,0.437807,0.0001
|
||||
53982,6018,0.43671,0.0001
|
||||
53995,6005,0.435638,0.0001
|
||||
53998,6002,0.43459,0.0001
|
||||
54004,5996,0.433566,0.0001
|
||||
54003,5997,0.432564,0.0001
|
||||
54009,5991,0.431583,1e-05
|
||||
54001,5999,0.430622,1e-05
|
||||
54001,5999,0.429801,1e-06
|
||||
---
|
||||
|
||||
10
|
||||
9190,810
|
||||
9173,827
|
||||
9172,828
|
||||
9093,907
|
||||
9169,831
|
||||
9173,827
|
||||
9185,815
|
||||
9048,952
|
||||
9187,813
|
||||
8846,1154
|
|
@ -0,0 +1,93 @@
|
|||
Epoch,Loss
|
||||
0,1.47156
|
||||
1,1.08006
|
||||
2,0.899459
|
||||
3,0.794781
|
||||
4,0.726028
|
||||
5,0.676767
|
||||
6,0.639035
|
||||
7,0.60898
|
||||
8,0.58431
|
||||
9,0.563658
|
||||
10,0.546082
|
||||
11,0.53091
|
||||
12,0.517668
|
||||
13,0.505998
|
||||
14,0.49563
|
||||
15,0.486344
|
||||
16,0.477966
|
||||
17,0.470363
|
||||
18,0.463432
|
||||
19,0.457079
|
||||
20,0.451234
|
||||
21,0.445838
|
||||
22,0.440836
|
||||
23,0.436187
|
||||
24,0.43185
|
||||
25,0.427796
|
||||
26,0.423995
|
||||
27,0.420423
|
||||
28,0.417057
|
||||
29,0.413881
|
||||
30,0.410877
|
||||
31,0.408032
|
||||
32,0.405334
|
||||
33,0.402771
|
||||
34,0.400332
|
||||
35,0.398008
|
||||
36,0.395791
|
||||
37,0.39367
|
||||
38,0.391641
|
||||
39,0.389697
|
||||
40,0.387833
|
||||
41,0.386042
|
||||
42,0.384322
|
||||
43,0.382667
|
||||
44,0.381073
|
||||
45,0.379533
|
||||
46,0.378044
|
||||
47,0.3766
|
||||
48,0.375197
|
||||
49,0.373831
|
||||
50,0.372501
|
||||
51,0.371206
|
||||
52,0.369948
|
||||
53,0.368695
|
||||
54,0.367473
|
||||
55,0.366284
|
||||
56,0.365111
|
||||
57,0.363905
|
||||
58,0.362737
|
||||
59,0.361548
|
||||
60,0.360391
|
||||
61,0.359266
|
||||
62,0.358171
|
||||
63,0.357081
|
||||
64,0.356019
|
||||
65,0.354983
|
||||
66,0.353972
|
||||
67,0.352988
|
||||
68,0.352019
|
||||
69,0.351056
|
||||
70,0.350112
|
||||
71,0.349178
|
||||
72,0.348287
|
||||
73,0.284092
|
||||
74,0.283347
|
||||
75,0.282694
|
||||
76,0.214989
|
||||
77,0.214468
|
||||
78,0.214028
|
||||
79,0.144601
|
||||
80,0.144266
|
||||
81,0.111416
|
||||
82,0.111166
|
||||
83,0.110919
|
||||
84,0.110678
|
||||
85,0.110442
|
||||
86,0.110211
|
||||
87,0.11002
|
||||
88,0.074416
|
||||
89,0.0431583
|
||||
90,0.0430622
|
||||
91,0.0429801
|
|
Binary file not shown.
After Width: | Height: | Size: 42 KiB |
|
@ -0,0 +1,9 @@
|
|||
\begin{figure}
|
||||
\begin{tabular}{|c|c|c|c|}
|
||||
\hline
|
||||
Test & Correct & Incorrect & Accuracy (\%) \\
|
||||
\hline
|
||||
Feed-Forward & 9123 & 876 & 91\\
|
||||
Deep Learning & 8949 & 1051 & 89\\
|
||||
\end{tabular}
|
||||
\end{figure}
|
Loading…
Reference in New Issue