From 7f1684d2c152bcc5b9420dab4c749bb28105fcc8 Mon Sep 17 00:00:00 2001
From: Martin Thoma <info@martin-thoma.de>
Date: Sun, 30 Apr 2017 22:54:37 +0200
Subject: [PATCH] tikz/validation-curve: Update

---
 .../baseline_cifar_test_acc.csv               | 274 ++++++++++--------
 ...r100_baseline_20170419-1617-12_history.csv | 185 ------------
 ...r100_baseline_20170419-1715-52_history.csv | 175 -----------
 ...r100_baseline_20170419-1810-44_history.csv | 130 ---------
 ...r100_baseline_20170419-1851-13_history.csv | 157 ----------
 ...r100_baseline_20170419-1940-09_history.csv | 144 ---------
 ...r100_baseline_20170419-2024-53_history.csv | 140 ---------
 ...r100_baseline_20170419-2109-32_history.csv | 157 ----------
 ...r100_baseline_20170419-2158-56_history.csv | 185 ------------
 ...r100_baseline_20170419-2256-28_history.csv | 128 --------
 ...r100_baseline_20170419-2336-21_history.csv | 156 ----------
 ...r100_baseline_20170426-2134-51_history.csv | 164 +++++++++++
 ...r100_baseline_20170426-2238-19_history.csv | 147 ++++++++++
 ...r100_baseline_20170426-2334-35_history.csv | 182 ++++++++++++
 ...r100_baseline_20170427-0044-07_history.csv | 182 ++++++++++++
 ...r100_baseline_20170427-0153-59_history.csv | 198 +++++++++++++
 ...r100_baseline_20170427-0309-44_history.csv | 233 +++++++++++++++
 ...r100_baseline_20170427-0438-56_history.csv | 147 ++++++++++
 ...r100_baseline_20170427-0535-22_history.csv | 196 +++++++++++++
 ...r100_baseline_20170427-0650-46_history.csv | 147 ++++++++++
 ...r100_baseline_20170427-0746-59_history.csv | 157 ++++++++++
 tikz/validation-curve/edit_curve.py           |  66 ++++-
 tikz/validation-curve/validation-curve.png    | Bin 31143 -> 39471 bytes
 tikz/validation-curve/validation-curve.tex    |  53 ++--
 24 files changed, 1988 insertions(+), 1715 deletions(-)
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-1617-12_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-1715-52_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-1810-44_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-1851-13_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-1940-09_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-2024-53_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-2109-32_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-2158-56_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-2256-28_history.csv
 delete mode 100644 tikz/validation-curve/cifar100_baseline_20170419-2336-21_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170426-2134-51_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170426-2238-19_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170426-2334-35_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0044-07_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0153-59_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0309-44_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0438-56_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0535-22_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0650-46_history.csv
 create mode 100644 tikz/validation-curve/cifar100_baseline_20170427-0746-59_history.csv
 mode change 100644 => 100755 tikz/validation-curve/edit_curve.py

diff --git a/tikz/validation-curve/baseline_cifar_test_acc.csv b/tikz/validation-curve/baseline_cifar_test_acc.csv
index aefb641..06cd236 100644
--- a/tikz/validation-curve/baseline_cifar_test_acc.csv
+++ b/tikz/validation-curve/baseline_cifar_test_acc.csv
@@ -1,127 +1,147 @@
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index 4eb7ef5..0000000
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index ef842c5..0000000
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deleted file mode 100644
index 77a7669..0000000
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deleted file mode 100644
index da61e38..0000000
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index ef91642..0000000
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index f1badf9..0000000
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index 15658c3..0000000
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new file mode 100644
index 0000000..1aa52d2
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diff --git a/tikz/validation-curve/cifar100_baseline_20170426-2334-35_history.csv b/tikz/validation-curve/cifar100_baseline_20170426-2334-35_history.csv
new file mode 100644
index 0000000..6d3851a
--- /dev/null
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new file mode 100644
index 0000000..4b523e6
--- /dev/null
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new file mode 100644
index 0000000..c27a89d
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new file mode 100644
index 0000000..f6a4f26
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new file mode 100644
index 0000000..97b2881
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new file mode 100644
index 0000000..59a6947
--- /dev/null
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new file mode 100644
index 0000000..c555c5b
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diff --git a/tikz/validation-curve/cifar100_baseline_20170427-0746-59_history.csv b/tikz/validation-curve/cifar100_baseline_20170427-0746-59_history.csv
new file mode 100644
index 0000000..826bc4c
--- /dev/null
+++ b/tikz/validation-curve/cifar100_baseline_20170427-0746-59_history.csv
@@ -0,0 +1,157 @@
+epoch,loss,acc,val_acc
+1,4.6114,0.0540,0.1612
+2,4.1555,0.1116,0.2024
+3,3.9698,0.1438,0.2348
+4,3.8260,0.1756,0.2608
+5,3.7045,0.2001,0.2948
+6,3.6027,0.2218,0.3154
+7,3.5216,0.2405,0.3354
+8,3.4561,0.2512,0.3414
+9,3.3905,0.2667,0.3592
+10,3.3285,0.2793,0.3706
+11,3.2698,0.2881,0.3722
+12,3.2282,0.2961,0.3954
+13,3.1753,0.3031,0.3914
+14,3.1287,0.3150,0.3994
+15,3.0907,0.3195,0.4058
+16,3.0525,0.3277,0.4142
+17,3.0162,0.3331,0.4144
+18,2.9778,0.3390,0.4230
+19,2.9452,0.3446,0.4282
+20,2.9192,0.3485,0.4386
+21,2.8801,0.3554,0.4366
+22,2.8592,0.3570,0.4464
+23,2.8209,0.3669,0.4484
+24,2.7929,0.3692,0.4584
+25,2.7667,0.3764,0.4602
+26,2.7415,0.3780,0.4634
+27,2.7216,0.3798,0.4632
+28,2.6932,0.3882,0.4782
+29,2.6713,0.3910,0.4758
+30,2.6488,0.3920,0.4770
+31,2.6298,0.3975,0.4866
+32,2.6118,0.3996,0.4842
+33,2.5849,0.4042,0.4826
+34,2.5708,0.4053,0.4866
+35,2.5567,0.4084,0.4982
+36,2.5268,0.4151,0.4984
+37,2.5168,0.4155,0.4964
+38,2.5046,0.4177,0.5006
+39,2.4700,0.4250,0.5102
+40,2.4697,0.4228,0.5096
+41,2.4428,0.4287,0.5120
+42,2.4355,0.4305,0.5136
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diff --git a/tikz/validation-curve/edit_curve.py b/tikz/validation-curve/edit_curve.py
old mode 100644
new mode 100755
index c4b3fc6..38e7cb5
--- a/tikz/validation-curve/edit_curve.py
+++ b/tikz/validation-curve/edit_curve.py
@@ -4,8 +4,10 @@ import csv
 import glob
 import numpy as np
 
-history_files = glob.glob("*.csv")
+history_files = glob.glob("cifar100_*.csv")
+print(history_files)
 data = []
+loss = []
 
 for filename in history_files:
     print(filename)
@@ -18,7 +20,7 @@ for filename in history_files:
             if i == 0:
                 continue
             data.append([float(el[2])])
-        print(data)
+            loss.append([float(el[1])])
     else:
         for i, el in enumerate(datathis):
             if i == 0:
@@ -26,20 +28,60 @@ for filename in history_files:
             if i == len(data):
                 break
             data[i - 1].append(float(el[2]))
+            loss[i - 1].append(float(el[1]))
 
-print("!" * 80)
-print(data)
-print("-" * 80)
+# crop to where all are trained
+print(len(data))
+orderings = []
+for i, el in enumerate(data):
+    if len(el) != len(history_files):
+        break
+data = data[:i]
+loss = loss[:i]
+print(len(data))
+
+
+# orderings
+def get_changes(ord1, ord2):
+    """Count how often the order changes between two elements."""
+    changes = 0
+    for i in range(10):
+        for j in range(i + 1, 10):
+            o1go2 = (ord1.index(i) > ord1.index(j) and
+                     ord2.index(i) > ord2.index(j))
+            o1lo2 = (ord1.index(i) < ord1.index(j) and
+                     ord2.index(i) < ord2.index(j))
+            if not (o1go2 or o1lo2):
+                changes += 1
+
+    return changes
+
+if len(history_files) > 1:
+    orderings = []
+    for row in data:
+        ordering = zip(range(10), row)
+        ordering = sorted(ordering, key=lambda n: n[1])
+        ordering = [el[0] for el in ordering]
+        orderings.append(ordering)
+    get_changes(orderings[0], orderings[1])
+
+    change_list = []
+    for ord1, ord2 in zip(orderings, orderings[1:]):
+        changes = get_changes(ord1, ord2)
+        change_list.append(changes)
+    change_list = np.array(change_list)
+
+    print("change_list = {}".format(change_list.mean()))
+
+# write
 max_range = 0
 with open('baseline_cifar_test_acc.csv', 'w') as fp:
     writer = csv.writer(fp, delimiter=',')
-    writer.writerow(["epoch", "min_acc", "max_acc", "mean_acc"])
+    writer.writerow(["epoch", "min_acc", "max_acc", "mean_acc", "mean_loss"])
     for epoch, row in enumerate(data):
-        if len(row) < 10:
-            print(row)
-            print(len(row))
+        if len(row) < len(history_files):
             break
         max_range = max(max_range, max(row) - min(row))
-        print("max range={}, epoch={}".format(max_range, epoch))
-        writer.writerow([epoch, min(row), max(row), np.array(row).mean()])
-print(max_range)
+        writer.writerow([epoch, min(row), max(row), np.array(row).mean(),
+                         np.array(loss[epoch]).mean()])
+print("max_range={}".format(max_range))
diff --git a/tikz/validation-curve/validation-curve.png b/tikz/validation-curve/validation-curve.png
index 7825bb689e90a14ef73c220a3d25e778259531bf..f6e4fe1914cb9febea5b6e5a10f8a53f6577a05b 100644
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diff --git a/tikz/validation-curve/validation-curve.tex b/tikz/validation-curve/validation-curve.tex
index e98e657..118da2f 100644
--- a/tikz/validation-curve/validation-curve.tex
+++ b/tikz/validation-curve/validation-curve.tex
@@ -1,4 +1,4 @@
-\documentclass[varwidth=true, border=2pt]{standalone}
+\documentclass[border=2pt]{standalone}
 \usepackage[utf8]{inputenc} % this is needed for umlauts
 \usepackage[ngerman]{babel} % this is needed for umlauts
 \usepackage[T1]{fontenc}    % this is needed for correct output of umlauts in pdf
@@ -9,33 +9,48 @@
 \pgfplotsset{compat=1.13}
 
 \begin{document}
+\definecolor{c1}{HTML}{0072B2}
+\definecolor{c2}{HTML}{009E73}
+\definecolor{c3}{HTML}{CB0000}
 \begin{tikzpicture}
+\pgfplotsset{
+    scale only axis,
+    % scaled x ticks=base 10:3,
+    xmin=0, xmax=171,
+    width=15cm, height=8cm,     % size of the image
+}
     \begin{axis}[
-            axis x line=middle,
-            axis y line=middle,
-            enlarge y limits=true,
-            xmin=0,
-            %xmax=2014,
+            axis y line*=left,
             ymin=0.15,
             % ymax=26000,
-            width=15cm, height=8cm,     % size of the image
             grid = major,
             grid style={dashed, gray!30},
-            ylabel=validation error,
-            ylabel style={at={(0,1.0)}},
+            ylabel=validation accuracy,
+            legend style={at={(0.5,0.1)},anchor=south},
+            % ylabel style={at={(0,1.0)}    },
             xlabel=epoch,
-            legend style={at={(0.8,0.71)}, anchor=north},
-            legend cell align=right,
+            % legend style={at={(0.3,0.2)}, anchor=north},
+            % legend cell align=right,
             xticklabel style=
             {/pgf/number format/1000 sep=,rotate=60,anchor=east,font=\scriptsize},
-            % yticklabel style=
-            % {scaled ticks=false,/pgf/number format/1000 sep=\,,rotate=0,anchor=east,font=\scriptsize},
-            % legend style={draw=none, legend columns=-1}
          ]
-          \addplot[thick, red, mark=., densely dashed] table [x=epoch, y=max_acc, col sep=comma] {baseline_cifar_test_acc.csv};
-          \addplot[thick, blue, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv};
-          \legend{maximum validation accuracy, minimum validation accuracy}
+          \addplot[thick, c1, mark=., densely dashed] table [x=epoch, y=max_acc, col sep=comma] {baseline_cifar_test_acc.csv};\label{plot_one}\addlegendentry{maximum validation accuracy}
+          \addplot[thick, c2, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv};\label{plot_two}\addlegendentry{minimum validation accuracy}
     \end{axis}
-\end{tikzpicture}d
-
+    \begin{axis}[
+      axis y line*=right,
+      axis x line=none,
+      % xmin=0,
+      % xmax=171,
+      % ymin=0, ymax=100,
+      ylabel=loss,
+      legend style={at={(0.5,0.1)},anchor=south},
+      y dir=reverse
+    ]
+          \addlegendimage{thick, c1, mark=., densely dashed}\addlegendentry{maximum validation accuracy}
+          \addlegendimage{thick, c2, mark=.}\addlegendentry{minimum validation accuracy}
+          \addplot[thick, c3, mark=., dotted] table [x=epoch,y=mean_loss, col sep=comma] {baseline_cifar_test_acc.csv};
+          \addlegendentry{mean loss}
+    \end{axis}
+\end{tikzpicture}
 \end{document}