In [1]:

    

!apt-get update


    

    




Get:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease [3,626 B]
Ign:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease
Ign:3 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease
Hit:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release
Get:5 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease [21.3 kB]
Hit:6 http://archive.ubuntu.com/ubuntu bionic InRelease
Hit:7 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release
Get:8 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]
Get:9 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]
Get:11 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease [15.4 kB]
Get:12 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]
Get:14 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 Packages [43.3 kB]
Get:15 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [1,005 kB]
Get:16 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic/main Sources [1,849 kB]
Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/restricted amd64 Packages [104 kB]
Get:18 http://security.ubuntu.com/ubuntu bionic-security/restricted amd64 Packages [89.9 kB]
Get:19 http://security.ubuntu.com/ubuntu bionic-security/universe amd64 Packages [869 kB]
Get:20 http://security.ubuntu.com/ubuntu bionic-security/multiverse amd64 Packages [9,279 B]
Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [1,405 kB]
Get:22 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [1,306 kB]
Get:23 http://archive.ubuntu.com/ubuntu bionic-updates/multiverse amd64 Packages [13.6 kB]
Get:24 http://archive.ubuntu.com/ubuntu bionic-backports/universe amd64 Packages [8,432 B]
Get:25 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic/main amd64 Packages [892 kB]
Fetched 7,888 kB in 3s (2,370 kB/s)
Reading package lists... Done

In [ ]:

    

!apt-get install fpc fpc-source lazarus git subversion


    

    




Reading package lists... Done
Building dependency tree       
Reading state information... Done
git is already the newest version (1:2.17.1-1ubuntu0.7).
The following package was automatically installed and is no longer required:
  libnvidia-common-440
Use 'apt autoremove' to remove it.
The following additional packages will be installed:
  autoconf automake autopoint autotools-dev debhelper dh-autoreconf
  dh-strip-nondeterminism file fp-compiler-3.0.4 fp-docs-3.0.4 fp-ide-3.0.4
  fp-units-base-3.0.4 fp-units-db-3.0.4 fp-units-fcl-3.0.4 fp-units-fv-3.0.4
  fp-units-gfx-3.0.4 fp-units-gtk2-3.0.4 fp-units-math-3.0.4
  fp-units-misc-3.0.4 fp-units-multimedia-3.0.4 fp-units-net-3.0.4
  fp-units-rtl-3.0.4 fp-utils-3.0.4 fpc-3.0.4 fpc-source-3.0.4 gdb gdbserver
  gettext gettext-base gir1.2-atk-1.0 gir1.2-freedesktop gir1.2-gdkpixbuf-2.0
  gir1.2-gtk-2.0 gir1.2-pango-1.0 intltool-debian lazarus-1.8 lazarus-doc-1.8
  lazarus-ide lazarus-ide-1.8 lazarus-ide-gtk2-1.8 lazarus-src-1.8 lcl-1.8
  lcl-gtk2-1.8 lcl-nogui-1.8 lcl-units-1.8 lcl-utils-1.8 liba52-0.7.4
  liba52-0.7.4-dev libapr1 libaprutil1 libarchive-cpio-perl
  libarchive-zip-perl libatk1.0-dev libbabeltrace1 libc6-dbg libcaca-dev
  libcairo-script-interpreter2 libcairo2-dev libdca-dev libdca0 libdts-dev
  libdw1 libfile-stripnondeterminism-perl libfluidsynth1 libforms-dev
  libforms2 libgd-dev libgdk-pixbuf2.0-dev libgmp-dev libgmpxx4ldbl
  libgraphviz-dev libgtk2.0-dev libgvc6-plugins-gtk libmad0 libmad0-dev
  libmagic-mgc libmagic1 libmail-sendmail-perl libmikmod-config libmikmod-dev
  libmikmod3 libmodplug-dev libmodplug1 libpango1.0-dev libpangoxft-1.0-0
  libpixman-1-dev libproxy-tools libpulse-dev libpulse-mainloop-glib0
  libsdl-mixer1.2 libsdl-mixer1.2-dev libsdl1.2-dev libsdl1.2debian
  libserf-1-1 libsigsegv2 libslang2-dev libsvn1 libsys-hostname-long-perl
  libtimedate-perl libtool libvlc-bin libvlc-dev libvlc5 libvlccore9
  libvpx-dev libxcb-shm0-dev libxcomposite-dev libxcursor-dev libxdot4
  libxinerama-dev libxml2-utils libxpm-dev libxrandr-dev libxxf86dga-dev
  libxxf86dga1 m4 po-debconf timgm6mb-soundfont x11proto-composite-dev
  x11proto-randr-dev x11proto-xf86dga-dev x11proto-xinerama-dev
Suggested packages:
  autoconf-archive gnu-standards autoconf-doc dh-make dwz firebird-dev
  freetds-dev libgdbm-dev default-libmysqlclient-dev libpq-dev libsqlite3-dev
  pxlib-dev unixodbc-dev gdb-doc gettext-doc libasprintf-dev libgettextpo-dev
  libcairo2-doc libforms-bin libforms-doc gmp-doc libgmp10-doc libmpfr-dev
  libgtk2.0-doc imagemagick libpango1.0-doc libtool-doc gcj-jdk m4-doc
  libmail-box-perl db5.3-util libapache2-mod-svn subversion-tools
  fluid-soundfont-gm fluidsynth timidity musescore
Recommended packages:
  libggi2-dev
The following NEW packages will be installed:
  autoconf automake autopoint autotools-dev debhelper dh-autoreconf
  dh-strip-nondeterminism file fp-compiler-3.0.4 fp-docs-3.0.4 fp-ide-3.0.4
  fp-units-base-3.0.4 fp-units-db-3.0.4 fp-units-fcl-3.0.4 fp-units-fv-3.0.4
  fp-units-gfx-3.0.4 fp-units-gtk2-3.0.4 fp-units-math-3.0.4
  fp-units-misc-3.0.4 fp-units-multimedia-3.0.4 fp-units-net-3.0.4
  fp-units-rtl-3.0.4 fp-utils-3.0.4 fpc fpc-3.0.4 fpc-source fpc-source-3.0.4
  gdb gdbserver gettext gettext-base gir1.2-atk-1.0 gir1.2-freedesktop
  gir1.2-gdkpixbuf-2.0 gir1.2-gtk-2.0 gir1.2-pango-1.0 intltool-debian lazarus
  lazarus-1.8 lazarus-doc-1.8 lazarus-ide lazarus-ide-1.8 lazarus-ide-gtk2-1.8
  lazarus-src-1.8 lcl-1.8 lcl-gtk2-1.8 lcl-nogui-1.8 lcl-units-1.8
  lcl-utils-1.8 liba52-0.7.4 liba52-0.7.4-dev libapr1 libaprutil1
  libarchive-cpio-perl libarchive-zip-perl libatk1.0-dev libbabeltrace1
  libc6-dbg libcaca-dev libcairo-script-interpreter2 libcairo2-dev libdca-dev
  libdca0 libdts-dev libdw1 libfile-stripnondeterminism-perl libfluidsynth1
  libforms-dev libforms2 libgd-dev libgdk-pixbuf2.0-dev libgmp-dev
  libgmpxx4ldbl libgraphviz-dev libgtk2.0-dev libgvc6-plugins-gtk libmad0
  libmad0-dev libmagic-mgc libmagic1 libmail-sendmail-perl libmikmod-config
  libmikmod-dev libmikmod3 libmodplug-dev libmodplug1 libpango1.0-dev
  libpangoxft-1.0-0 libpixman-1-dev libproxy-tools libpulse-dev
  libpulse-mainloop-glib0 libsdl-mixer1.2 libsdl-mixer1.2-dev libsdl1.2-dev
  libsdl1.2debian libserf-1-1 libsigsegv2 libslang2-dev libsvn1
  libsys-hostname-long-perl libtimedate-perl libtool libvlc-bin libvlc-dev
  libvlc5 libvlccore9 libvpx-dev libxcb-shm0-dev libxcomposite-dev
  libxcursor-dev libxdot4 libxinerama-dev libxml2-utils libxpm-dev
  libxrandr-dev libxxf86dga-dev libxxf86dga1 m4 po-debconf subversion
  timgm6mb-soundfont x11proto-composite-dev x11proto-randr-dev
  x11proto-xf86dga-dev x11proto-xinerama-dev
0 upgraded, 126 newly installed, 0 to remove and 48 not upgraded.
Need to get 164 MB of archives.
After this operation, 1,252 MB of additional disk space will be used.
Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxxf86dga1 amd64 2:1.1.4-1 [13.7 kB]
Get:2 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagic-mgc amd64 1:5.32-2ubuntu0.4 [184 kB]
Get:3 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagic1 amd64 1:5.32-2ubuntu0.4 [68.6 kB]
Get:4 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 file amd64 1:5.32-2ubuntu0.4 [22.1 kB]
Get:5 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gettext-base amd64 0.19.8.1-6ubuntu0.3 [113 kB]
Get:6 http://archive.ubuntu.com/ubuntu bionic/main amd64 libsigsegv2 amd64 2.12-1 [14.7 kB]
Get:7 http://archive.ubuntu.com/ubuntu bionic/main amd64 m4 amd64 1.4.18-1 [197 kB]
Get:8 http://archive.ubuntu.com/ubuntu bionic/main amd64 autoconf all 2.69-11 [322 kB]
Get:9 http://archive.ubuntu.com/ubuntu bionic/main amd64 autotools-dev all 20180224.1 [39.6 kB]
Get:10 http://archive.ubuntu.com/ubuntu bionic/main amd64 automake all 1:1.15.1-3ubuntu2 [509 kB]
Get:11 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 autopoint all 0.19.8.1-6ubuntu0.3 [426 kB]
Get:12 http://archive.ubuntu.com/ubuntu bionic/main amd64 libtool all 2.4.6-2 [194 kB]
Get:13 http://archive.ubuntu.com/ubuntu bionic/main amd64 dh-autoreconf all 17 [15.8 kB]
Get:14 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libarchive-zip-perl all 1.60-1ubuntu0.1 [84.6 kB]
Get:15 http://archive.ubuntu.com/ubuntu bionic/main amd64 libfile-stripnondeterminism-perl all 0.040-1.1~build1 [13.8 kB]
Get:16 http://archive.ubuntu.com/ubuntu bionic/main amd64 libtimedate-perl all 2.3000-2 [37.5 kB]
Get:17 http://archive.ubuntu.com/ubuntu bionic/main amd64 dh-strip-nondeterminism all 0.040-1.1~build1 [5,208 B]
Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gettext amd64 0.19.8.1-6ubuntu0.3 [1,293 kB]
Get:19 http://archive.ubuntu.com/ubuntu bionic/main amd64 intltool-debian all 0.35.0+20060710.4 [24.9 kB]
Get:20 http://archive.ubuntu.com/ubuntu bionic/main amd64 po-debconf all 1.0.20 [232 kB]
Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 debhelper all 11.1.6ubuntu2 [902 kB]
Get:22 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-rtl-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [2,039 kB]
Get:23 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-compiler-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [1,949 kB]
Get:24 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-docs-3.0.4 all 3.0.4+dfsg-18ubuntu2 [882 kB]
Get:25 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-ide-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [1,453 kB]
Get:26 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-base-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [1,050 kB]
Get:27 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-db-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [745 kB]
Get:28 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-fcl-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [4,798 kB]
Get:29 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-fv-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [297 kB]
Get:30 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-gfx-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [1,099 kB]
Get:31 http://archive.ubuntu.com/ubuntu bionic/main amd64 gir1.2-atk-1.0 amd64 2.28.1-1 [17.8 kB]
Get:32 http://archive.ubuntu.com/ubuntu bionic/main amd64 gir1.2-freedesktop amd64 1.56.1-1 [9,080 B]
Get:33 http://archive.ubuntu.com/ubuntu bionic/main amd64 gir1.2-gdkpixbuf-2.0 amd64 2.36.11-2 [7,748 B]
Get:34 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpangoxft-1.0-0 amd64 1.40.14-1ubuntu0.1 [15.0 kB]
Get:35 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gir1.2-pango-1.0 amd64 1.40.14-1ubuntu0.1 [21.6 kB]
Get:36 http://archive.ubuntu.com/ubuntu bionic/main amd64 gir1.2-gtk-2.0 amd64 2.24.32-1ubuntu1 [172 kB]
Get:37 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgdk-pixbuf2.0-dev amd64 2.36.11-2 [46.8 kB]
Get:38 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcairo-script-interpreter2 amd64 1.15.10-2ubuntu0.1 [53.5 kB]
Get:39 http://archive.ubuntu.com/ubuntu bionic/main amd64 libpixman-1-dev amd64 0.34.0-2 [244 kB]
Get:40 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libxcb-shm0-dev amd64 1.13-2~ubuntu18.04 [6,684 B]
Get:41 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcairo2-dev amd64 1.15.10-2ubuntu0.1 [626 kB]
Get:42 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpango1.0-dev amd64 1.40.14-1ubuntu0.1 [288 kB]
Get:43 http://archive.ubuntu.com/ubuntu bionic/main amd64 libatk1.0-dev amd64 2.28.1-1 [79.9 kB]
Get:44 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11proto-xinerama-dev all 2018.4-4 [2,628 B]
Get:45 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxinerama-dev amd64 2:1.1.3-1 [8,404 B]
Get:46 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11proto-randr-dev all 2018.4-4 [2,620 B]
Get:47 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxrandr-dev amd64 2:1.5.1-1 [24.0 kB]
Get:48 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxcursor-dev amd64 1:1.1.15-1 [26.5 kB]
Get:49 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11proto-composite-dev all 1:2018.4-4 [2,620 B]
Get:50 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxcomposite-dev amd64 1:0.4.4-2 [9,136 B]
Get:51 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libxml2-utils amd64 2.9.4+dfsg1-6.1ubuntu1.3 [35.9 kB]
Get:52 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-dev amd64 2.24.32-1ubuntu1 [2,652 kB]
Get:53 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-gtk2-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [1,013 kB]
Get:54 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-math-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [344 kB]
Get:55 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-misc-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [1,087 kB]
Get:56 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-multimedia-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [208 kB]
Get:57 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-units-net-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [5,416 kB]
Get:58 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fpc-source-3.0.4 all 3.0.4+dfsg-18ubuntu2 [17.0 MB]
Get:59 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fp-utils-3.0.4 amd64 3.0.4+dfsg-18ubuntu2 [2,758 kB]
Get:60 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fpc-3.0.4 all 3.0.4+dfsg-18ubuntu2 [24.4 kB]
Get:61 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fpc all 3.0.4+dfsg-18ubuntu2 [23.9 kB]
Get:62 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 fpc-source all 3.0.4+dfsg-18ubuntu2 [23.9 kB]
Get:63 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libdw1 amd64 0.170-0.4ubuntu0.1 [203 kB]
Get:64 http://archive.ubuntu.com/ubuntu bionic/main amd64 libbabeltrace1 amd64 1.5.5-1 [154 kB]
Get:65 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gdb amd64 8.1-0ubuntu3.2 [2,938 kB]
Get:66 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gdbserver amd64 8.1-0ubuntu3.2 [282 kB]
Get:67 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus-ide-1.8 amd64 1.8.2+dfsg-3 [8,386 kB]
Get:68 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus-ide-gtk2-1.8 amd64 1.8.2+dfsg-3 [14.1 MB]
Get:69 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus-ide all 1.8.2+dfsg-3 [28.9 kB]
Get:70 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus-src-1.8 all 1.8.2+dfsg-3 [15.6 MB]
Get:71 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lcl-nogui-1.8 amd64 1.8.2+dfsg-3 [6,637 kB]
Get:72 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lcl-gtk2-1.8 amd64 1.8.2+dfsg-3 [8,523 kB]
Get:73 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lcl-units-1.8 amd64 1.8.2+dfsg-3 [14.3 MB]
Get:74 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lcl-utils-1.8 amd64 1.8.2+dfsg-3 [6,694 kB]
Get:75 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lcl-1.8 amd64 1.8.2+dfsg-3 [28.9 kB]
Get:76 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus-1.8 all 1.8.2+dfsg-3 [29.4 kB]
Get:77 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus all 1.8.2+dfsg-3 [28.8 kB]
Get:78 http://archive.ubuntu.com/ubuntu bionic/universe amd64 lazarus-doc-1.8 all 1.8.2+dfsg-3 [15.1 MB]
Get:79 http://archive.ubuntu.com/ubuntu bionic/universe amd64 liba52-0.7.4 amd64 0.7.4-19 [35.2 kB]
Get:80 http://archive.ubuntu.com/ubuntu bionic/universe amd64 liba52-0.7.4-dev amd64 0.7.4-19 [47.5 kB]
Get:81 http://archive.ubuntu.com/ubuntu bionic/main amd64 libapr1 amd64 1.6.3-2 [90.9 kB]
Get:82 http://archive.ubuntu.com/ubuntu bionic/main amd64 libaprutil1 amd64 1.6.1-2 [84.4 kB]
Get:83 http://archive.ubuntu.com/ubuntu bionic/main amd64 libarchive-cpio-perl all 0.10-1 [9,644 B]
Get:84 http://archive.ubuntu.com/ubuntu bionic/main amd64 libslang2-dev amd64 2.3.1a-3ubuntu1 [393 kB]
Get:85 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcaca-dev amd64 0.99.beta19-2ubuntu0.18.04.1 [747 kB]
Get:86 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libfluidsynth1 amd64 1.1.9-1 [137 kB]
Get:87 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libforms2 amd64 1.2.3-1.3 [327 kB]
Get:88 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxpm-dev amd64 1:3.5.12-1 [87.4 kB]
Get:89 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libforms-dev amd64 1.2.3-1.3 [692 kB]
Get:90 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libvpx-dev amd64 1.7.0-3ubuntu0.18.04.1 [932 kB]
Get:91 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgd-dev amd64 2.2.5-4ubuntu0.4 [246 kB]
Get:92 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgmpxx4ldbl amd64 2:6.1.2+dfsg-2 [8,964 B]
Get:93 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgmp-dev amd64 2:6.1.2+dfsg-2 [316 kB]
Get:94 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libxdot4 amd64 2.40.1-2 [15.7 kB]
Get:95 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgvc6-plugins-gtk amd64 2.40.1-2 [18.2 kB]
Get:96 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgraphviz-dev amd64 2.40.1-2 [57.3 kB]
Get:97 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libmad0 amd64 0.15.1b-9ubuntu18.04.1 [64.6 kB]
Get:98 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libmad0-dev amd64 0.15.1b-9ubuntu18.04.1 [64.4 kB]
Get:99 http://archive.ubuntu.com/ubuntu bionic/main amd64 libsys-hostname-long-perl all 1.5-1 [11.7 kB]
Get:100 http://archive.ubuntu.com/ubuntu bionic/main amd64 libmail-sendmail-perl all 0.80-1 [22.6 kB]
Get:101 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libmikmod-config amd64 3.3.11.1-3 [5,184 B]
Get:102 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libmikmod3 amd64 3.3.11.1-3 [113 kB]
Get:103 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libmikmod-dev amd64 3.3.11.1-3 [196 kB]
Get:104 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libmodplug1 amd64 1:0.8.9.0-1 [150 kB]
Get:105 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libmodplug-dev amd64 1:0.8.9.0-1 [14.6 kB]
Get:106 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libproxy-tools amd64 0.4.15-1 [5,312 B]
Get:107 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpulse-mainloop-glib0 amd64 1:11.1-1ubuntu7.9 [22.1 kB]
Get:108 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpulse-dev amd64 1:11.1-1ubuntu7.9 [81.5 kB]
Get:109 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsdl1.2debian amd64 1.2.15+dfsg2-0.1ubuntu0.1 [175 kB]
Get:110 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsdl-mixer1.2 amd64 1.2.12-14 [72.0 kB]
Get:111 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsdl1.2-dev amd64 1.2.15+dfsg2-0.1ubuntu0.1 [706 kB]
Get:112 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsdl-mixer1.2-dev amd64 1.2.12-14 [90.6 kB]
Get:113 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libserf-1-1 amd64 1.3.9-6 [44.4 kB]
Get:114 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsvn1 amd64 1.9.7-4ubuntu1 [1,183 kB]
Get:115 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libvlccore9 amd64 3.0.8-0ubuntu18.04.1 [434 kB]
Get:116 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libvlc5 amd64 3.0.8-0ubuntu18.04.1 [68.0 kB]
Get:117 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libvlc-bin amd64 3.0.8-0ubuntu18.04.1 [17.1 kB]
Get:118 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 libvlc-dev amd64 3.0.8-0ubuntu18.04.1 [60.1 kB]
Get:119 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11proto-xf86dga-dev all 2018.4-4 [2,624 B]
Get:120 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxxf86dga-dev amd64 2:1.1.4-1 [17.6 kB]
Get:121 http://archive.ubuntu.com/ubuntu bionic/universe amd64 subversion amd64 1.9.7-4ubuntu1 [834 kB]
Get:122 http://archive.ubuntu.com/ubuntu bionic/universe amd64 timgm6mb-soundfont all 1.3-2 [5,423 kB]
Get:123 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc6-dbg amd64 2.27-3ubuntu1.2 [5,163 kB]
Get:124 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libdca0 amd64 0.0.5-10 [100.0 kB]
Get:125 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libdca-dev amd64 0.0.5-10 [90.2 kB]
Get:126 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libdts-dev amd64 0.0.5-10 [3,068 B]
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Setting up libapr1:amd64 (1.6.3-2) ...
Setting up libxcursor-dev:amd64 (1:1.1.15-1) ...
Setting up libforms2 (1.2.3-1.3) ...
Setting up gir1.2-atk-1.0:amd64 (2.28.1-1) ...
Setting up libxdot4 (2.40.1-2) ...
Setting up libc6-dbg:amd64 (2.27-3ubuntu1.2) ...
Setting up libpulse-mainloop-glib0:amd64 (1:11.1-1ubuntu7.9) ...
Setting up libpulse-dev:amd64 (1:11.1-1ubuntu7.9) ...
Setting up libarchive-zip-perl (1.60-1ubuntu0.1) ...
Setting up libmodplug1:amd64 (1:0.8.9.0-1) ...
Setting up libdw1:amd64 (0.170-0.4ubuntu0.1) ...
Setting up libtimedate-perl (2.3000-2) ...
Setting up libcairo-script-interpreter2:amd64 (1.15.10-2ubuntu0.1) ...
Setting up libsigsegv2:amd64 (2.12-1) ...
Setting up gir1.2-freedesktop:amd64 (1.56.1-1) ...
Setting up libproxy-tools (0.4.15-1) ...
Setting up libxpm-dev:amd64 (1:3.5.12-1) ...
Setting up libxcb-shm0-dev:amd64 (1.13-2~ubuntu18.04) ...
Setting up libpangoxft-1.0-0:amd64 (1.40.14-1ubuntu0.1) ...
Setting up libxml2-utils (2.9.4+dfsg1-6.1ubuntu1.3) ...
Setting up libarchive-cpio-perl (0.10-1) ...
Setting up gir1.2-gdkpixbuf-2.0:amd64 (2.36.11-2) ...
Setting up libatk1.0-dev:amd64 (2.28.1-1) ...
Setting up libsdl1.2debian:amd64 (1.2.15+dfsg2-0.1ubuntu0.1) ...
Setting up gettext-base (0.19.8.1-6ubuntu0.3) ...
Setting up libgvc6-plugins-gtk (2.40.1-2) ...
Setting up m4 (1.4.18-1) ...
Setting up fp-docs-3.0.4 (3.0.4+dfsg-18ubuntu2) ...
Setting up libmagic-mgc (1:5.32-2ubuntu0.4) ...
Setting up gir1.2-pango-1.0:amd64 (1.40.14-1ubuntu0.1) ...
Setting up libmagic1:amd64 (1:5.32-2ubuntu0.4) ...
Setting up libgraphviz-dev (2.40.1-2) ...
Setting up libsys-hostname-long-perl (1.5-1) ...
Setting up libmikmod3:amd64 (3.3.11.1-3) ...
Setting up liba52-0.7.4:amd64 (0.7.4-19) ...
Setting up libvpx-dev:amd64 (1.7.0-3ubuntu0.18.04.1) ...
Setting up libgdk-pixbuf2.0-dev (2.36.11-2) ...
Setting up libgd-dev:amd64 (2.2.5-4ubuntu0.4) ...
Setting up fp-units-rtl-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up libmail-sendmail-perl (0.80-1) ...
Setting up libxxf86dga1:amd64 (2:1.1.4-1) ...
Setting up lazarus-src-1.8 (1.8.2+dfsg-3) ...
Setting up libvlccore9:amd64 (3.0.8-0ubuntu18.04.1) ...
Setting up x11proto-xinerama-dev (2018.4-4) ...
Setting up fpc-source-3.0.4 (3.0.4+dfsg-18ubuntu2) ...
Setting up autotools-dev (20180224.1) ...
Setting up libpixman-1-dev:amd64 (0.34.0-2) ...
Setting up libaprutil1:amd64 (1.6.1-2) ...
Setting up x11proto-randr-dev (2018.4-4) ...
Setting up libxinerama-dev:amd64 (2:1.1.3-1) ...
Setting up liba52-0.7.4-dev (0.7.4-19) ...
Setting up x11proto-xf86dga-dev (2018.4-4) ...
Setting up libmikmod-config (3.3.11.1-3) ...
Setting up libxxf86dga-dev:amd64 (2:1.1.4-1) ...
Setting up gdbserver (8.1-0ubuntu3.2) ...
Setting up timgm6mb-soundfont (1.3-2) ...
Setting up libmad0:amd64 (0.15.1b-9ubuntu18.04.1) ...
Setting up libgmpxx4ldbl:amd64 (2:6.1.2+dfsg-2) ...
Setting up libdca0:amd64 (0.0.5-10) ...
Setting up libmodplug-dev:amd64 (1:0.8.9.0-1) ...
Setting up fp-utils-3.0.4 (3.0.4+dfsg-18ubuntu2) ...
update-alternatives: using /usr/lib/x86_64-linux-gnu/fpc/3.0.4 to provide /usr/lib/x86_64-linux-gnu/fpc/default (fp-utils) in auto mode
Setting up libslang2-dev:amd64 (2.3.1a-3ubuntu1) ...
Setting up libfluidsynth1:amd64 (1.1.9-1) ...
Setting up x11proto-composite-dev (1:2018.4-4) ...
Setting up lazarus-doc-1.8 (1.8.2+dfsg-3) ...
Setting up fp-ide-3.0.4 (3.0.4+dfsg-18ubuntu2) ...
update-alternatives: using /usr/bin/fp-3.0.4 to provide /usr/bin/fp (fp) in auto mode
Setting up libbabeltrace1:amd64 (1.5.5-1) ...
Setting up autopoint (0.19.8.1-6ubuntu0.3) ...
Setting up fpc-source (3.0.4+dfsg-18ubuntu2) ...
Setting up libfile-stripnondeterminism-perl (0.040-1.1~build1) ...
Setting up fp-units-base-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up gir1.2-gtk-2.0 (2.24.32-1ubuntu1) ...
Setting up libgmp-dev:amd64 (2:6.1.2+dfsg-2) ...
Setting up fp-units-multimedia-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up fp-units-math-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up libmad0-dev (0.15.1b-9ubuntu18.04.1) ...
Setting up libforms-dev (1.2.3-1.3) ...
Setting up libdca-dev:amd64 (0.0.5-10) ...
Setting up libvlc5:amd64 (3.0.8-0ubuntu18.04.1) ...
Setting up libxrandr-dev:amd64 (2:1.5.1-1) ...
Setting up libcairo2-dev:amd64 (1.15.10-2ubuntu0.1) ...
Setting up gettext (0.19.8.1-6ubuntu0.3) ...
Setting up libxcomposite-dev:amd64 (1:0.4.4-2) ...
Setting up fp-units-fv-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up fp-compiler-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
update-alternatives: using /usr/bin/x86_64-linux-gnu-fpc-3.0.4 to provide /usr/bin/fpc (fpc) in auto mode
update-alternatives: using /etc/fpc-3.0.4.cfg to provide /etc/fpc.cfg (fpc.cfg) in auto mode
update-alternatives: using /usr/bin/fpc to provide /usr/bin/pc (pc) in auto mode
Setting up fp-units-gfx-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up libsdl-mixer1.2:amd64 (1.2.12-14) ...
Setting up fp-units-fcl-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
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Setting up fp-units-net-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up file (1:5.32-2ubuntu0.4) ...
Setting up fp-units-db-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up intltool-debian (0.35.0+20060710.4) ...
Setting up libcaca-dev (0.99.beta19-2ubuntu0.18.04.1) ...
Setting up libserf-1-1:amd64 (1.3.9-6) ...
Setting up libvlc-bin:amd64 (3.0.8-0ubuntu18.04.1) ...
Setting up lcl-utils-1.8 (1.8.2+dfsg-3) ...
update-alternatives: using /usr/lib/lazarus/1.8.2 to provide /usr/lib/lazarus/default (lazarus) in auto mode
Setting up libsdl1.2-dev (1.2.15+dfsg2-0.1ubuntu0.1) ...
Setting up automake (1:1.15.1-3ubuntu2) ...
update-alternatives: using /usr/bin/automake-1.15 to provide /usr/bin/automake (automake) in auto mode
Setting up libvlc-dev:amd64 (3.0.8-0ubuntu18.04.1) ...
Setting up libdts-dev:amd64 (0.0.5-10) ...
Setting up libsvn1:amd64 (1.9.7-4ubuntu1) ...
Setting up libpango1.0-dev (1.40.14-1ubuntu0.1) ...
Setting up gdb (8.1-0ubuntu3.2) ...
Setting up libsdl-mixer1.2-dev:amd64 (1.2.12-14) ...
Setting up libtool (2.4.6-2) ...
Setting up lazarus-ide-1.8 (1.8.2+dfsg-3) ...
update-alternatives: using /usr/lib/lazarus/1.8.2/startlazarus to provide /usr/bin/lazarus-ide (lazarus-ide) in auto mode
Setting up po-debconf (1.0.20) ...
Setting up lcl-nogui-1.8 (1.8.2+dfsg-3) ...
Setting up libgtk2.0-dev (2.24.32-1ubuntu1) ...
Setting up lazarus-ide-gtk2-1.8 (1.8.2+dfsg-3) ...
update-alternatives: using /usr/lib/lazarus/1.8.2/lazarus-gtk2 to provide /usr/lib/lazarus/1.8.2/lazarus (lazarus-1.8.2) in auto mode
Setting up subversion (1.9.7-4ubuntu1) ...
Setting up fp-units-gtk2-3.0.4:amd64 (3.0.4+dfsg-18ubuntu2) ...
Setting up lazarus-ide (1.8.2+dfsg-3) ...
Setting up fpc-3.0.4 (3.0.4+dfsg-18ubuntu2) ...
Setting up lcl-gtk2-1.8 (1.8.2+dfsg-3) ...
Setting up lcl-units-1.8 (1.8.2+dfsg-3) ...
Setting up fpc (3.0.4+dfsg-18ubuntu2) ...
Setting up lcl-1.8 (1.8.2+dfsg-3) ...
Setting up lazarus-1.8 (1.8.2+dfsg-3) ...
Setting up lazarus (1.8.2+dfsg-3) ...
Setting up dh-autoreconf (17) ...
Setting up debhelper (11.1.6ubuntu2) ...
Setting up dh-strip-nondeterminism (0.040-1.1~build1) ...
Processing triggers for libc-bin (2.27-3ubuntu1) ...
/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link

Processing triggers for man-db (2.8.3-2ubuntu0.1) ...
Processing triggers for mime-support (3.60ubuntu1) ...
Processing triggers for libvlc-bin:amd64 (3.0.8-0ubuntu18.04.1) ...

In [2]:

    

!git clone https://github.com/joaopauloschuler/neural-api.git


    

    




Cloning into 'neural-api'...
remote: Enumerating objects: 372, done.
remote: Counting objects: 100% (372/372), done.
remote: Compressing objects: 100% (273/273), done.
remote: Total 1539 (delta 244), reused 190 (delta 99), pack-reused 1167
Receiving objects: 100% (1539/1539), 3.69 MiB | 14.92 MiB/s, done.
Resolving deltas: 100% (988/988), done.

In [3]:

    

!wget https://github.com/maxkleiner/maXbox4/releases/download/V4.2.4.80/maxbox4.zip


    

    




--2020-07-16 08:58:30--  https://github.com/maxkleiner/maXbox4/releases/download/V4.2.4.80/maxbox4.zip
Resolving github.com (github.com)... 140.82.112.4
Connecting to github.com (github.com)|140.82.112.4|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://github-production-release-asset-2e65be.s3.amazonaws.com/72579408/2af62000-aedd-11ea-9eb0-bcdcb1788ebd?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200716%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200716T085830Z&X-Amz-Expires=300&X-Amz-Signature=62644bcdc6ae5462860fba1d0d32ca77ef2d0288d0ac27c834d5fe9256b904b3&X-Amz-SignedHeaders=host&actor_id=0&repo_id=72579408&response-content-disposition=attachment%3B%20filename%3Dmaxbox4.zip&response-content-type=application%2Foctet-stream [following]
--2020-07-16 08:58:30--  https://github-production-release-asset-2e65be.s3.amazonaws.com/72579408/2af62000-aedd-11ea-9eb0-bcdcb1788ebd?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200716%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200716T085830Z&X-Amz-Expires=300&X-Amz-Signature=62644bcdc6ae5462860fba1d0d32ca77ef2d0288d0ac27c834d5fe9256b904b3&X-Amz-SignedHeaders=host&actor_id=0&repo_id=72579408&response-content-disposition=attachment%3B%20filename%3Dmaxbox4.zip&response-content-type=application%2Foctet-stream
Resolving github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)... 52.217.10.188
Connecting to github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)|52.217.10.188|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 54324076 (52M) [application/octet-stream]
Saving to: ‘maxbox4.zip’

maxbox4.zip         100%[===================>]  51.81M  69.3MB/s    in 0.7s    

2020-07-16 08:58:31 (69.3 MB/s) - ‘maxbox4.zip’ saved [54324076/54324076]

In [4]:

    

!unzip maxbox4.zip -d /public


    

    




Archive:  maxbox4.zip
  inflating: /public/maxbox4/_maxbootscript.txt  
  inflating: /public/maxbox4/bds_delphi.dci  
  inflating: /public/maxbox4/dmath.dll  
   creating: /public/maxbox4/docs/
  inflating: /public/maxbox4/docs/170_4gewinnt_main3.pdf  
  inflating: /public/maxbox4/docs/33_fourierdigit.PNG  
  inflating: /public/maxbox4/docs/A_codemodel_2016_3.pdf  
  inflating: /public/maxbox4/docs/arduino_training.pdf  
  inflating: /public/maxbox4/docs/CODEsign_2015.pdf  
  inflating: /public/maxbox4/docs/EKON_23_Code_Review_Checklist2.pdf  
  inflating: /public/maxbox4/docs/EKON19_Win10_Hybrid_Develop.pdf  
  inflating: /public/maxbox4/docs/extdos.pas  
  inflating: /public/maxbox4/docs/fann_en.pdf  
  inflating: /public/maxbox4/docs/firewallsocketCapture.PNG  
  inflating: /public/maxbox4/docs/fMain.dfm  
  inflating: /public/maxbox4/docs/fMain.pas  
  inflating: /public/maxbox4/docs/fMain.xml  
  inflating: /public/maxbox4/docs/kmemo_manual.rtf  
  inflating: /public/maxbox4/docs/machine_learning_mastery_python_min.pdf  
  inflating: /public/maxbox4/docs/maxbox_collaboration.pdf  
  inflating: /public/maxbox4/docs/maxbox_digital_signature_report.pdf  
  inflating: /public/maxbox4/docs/maxbox_functions_sortlist.txt  
  inflating: /public/maxbox4/docs/maXbox_on_Linux_maXbox4.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter10_plus.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter39.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter39_1.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter40.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter41.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter41_short.pdf  
  inflating: /public/maxbox4/docs/maxbox_starter42.pdf  
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In [15]:

    

!sudo apt-get install wine-stable


    

    




Reading package lists... Done
Building dependency tree       
Reading state information... Done
wine-stable is already the newest version (3.0-1ubuntu1).
The following package was automatically installed and is no longer required:
  libnvidia-common-440
Use 'sudo apt autoremove' to remove it.
0 upgraded, 0 newly installed, 0 to remove and 63 not upgraded.

In [24]:

    

#!execute "dpkg --add-architecture i386 && apt-get update && apt-get install wine32"
!wine -- version
#!dpkg --add-architecture i386
#!apt-get install wine-stable


    

    




it looks like wine32 is missing, you should install it.
as root, please execute "apt-get install wine32"
wine: cannot find L"C:\\windows\\system32\\--.exe"

In [ ]:

    

!svn checkout https://svn.code.sf.net/p/lazarus-ccr/svn/components/multithreadprocs mtprocs


    

    




A    mtprocs/examples
A    mtprocs/examples/parallelloop1.lpr
A    mtprocs/examples/parallelloop_nested1.lpi
A    mtprocs/examples/parallelloop_nested1.lpr
A    mtprocs/examples/recursivemtp1.lpr
A    mtprocs/examples/simplemtp1.lpr
A    mtprocs/examples/parallelloop1.lpi
A    mtprocs/examples/recursivemtp1.lpi
A    mtprocs/examples/simplemtp1.lpi
A    mtprocs/examples/testmtp1.lpi
A    mtprocs/examples/testmtp1.lpr
A    mtprocs/Readme.txt
A    mtprocs/mtprocs.pas
A    mtprocs/mtpcpu.pas
A    mtprocs/multithreadprocslaz.lpk
A    mtprocs/mtputils.pas
A    mtprocs/multithreadprocslaz.pas
Checked out revision 7540.

In [ ]:

    

!lazbuild mtprocs/multithreadprocslaz.lpk


    

    




CopySecondaryConfigFile /etc/lazarus/environmentoptions.xml -> /root/.lazarus/environmentoptions.xml
Hint: (lazarus) [RunTool] /usr/bin/fpc "-iWTOTP"
Hint: (lazarus) [RunTool] /usr/bin/fpc "-va" "compilertest.pas"
Hint: (lazarus) Missing state file of MultiThreadProcsLaz 1.2.1: /content/mtprocs/lib/x86_64-linux/MultiThreadProcsLaz.compiled
Hint: (lazarus) [RunTool] /usr/bin/fpc "-iWTOTP" "-Px86_64" "-Tlinux"
Hint: (lazarus) [RunTool] /usr/bin/fpc "-va" "-Px86_64" "-Tlinux" "compilertest.pas"
Info: (lazarus) Execute Title="Compile package MultiThreadProcsLaz 1.2.1"
Info: (lazarus) Working Directory="/content/mtprocs/"
Info: (lazarus) Executable="/usr/bin/fpc"
Info: (lazarus) Param[0]="-B"
Info: (lazarus) Param[1]="-MObjFPC"
Info: (lazarus) Param[2]="-Scghi"
Info: (lazarus) Param[3]="-Cg"
Info: (lazarus) Param[4]="-O1"
Info: (lazarus) Param[5]="-g"
Info: (lazarus) Param[6]="-gl"
Info: (lazarus) Param[7]="-l"
Info: (lazarus) Param[8]="-vewnhibq"
Info: (lazarus) Param[9]="-Fu/usr/lib/lazarus/1.8.2/packager/units/x86_64-linux"
Info: (lazarus) Param[10]="-Fu/content/mtprocs/"
Info: (lazarus) Param[11]="-FU/content/mtprocs/lib/x86_64-linux/"
Info: (lazarus) Param[12]="multithreadprocslaz.pas"
Hint: (11030) Start of reading config file /etc/fpc.cfg
Hint: (11031) End of reading config file /etc/fpc.cfg
Free Pascal Compiler version 3.0.4+dfsg-18ubuntu2 [2018/08/29] for x86_64
Copyright (c) 1993-2017 by Florian Klaempfl and others
(1002) Target OS: Linux for x86-64
(3104) Compiling multithreadprocslaz.pas
(3104) Compiling mtprocs.pas
(3104) Compiling mtpcpu.pas
(3104) Compiling mtputils.pas
/content/mtprocs/mtputils.pas(40,43) Hint: (5024) Parameter "Data" not used
/content/mtprocs/multithreadprocslaz.pas(10,10) Hint: (5023) Unit "MTPUtils" not used in MultiThreadProcsLaz
/content/mtprocs/multithreadprocslaz.pas(10,20) Hint: (5023) Unit "MTPCPU" not used in MultiThreadProcsLaz
(1008) 1215 lines compiled, 0.1 sec
(1022) 5 hint(s) issued

In [ ]:

    

!ls -l neural-api/examples/SimpleImageClassifier/SimpleImageClassifier.lpi


    

    




-rw-r--r-- 1 root root 5694 Jul 15 07:15 neural-api/examples/SimpleImageClassifier/SimpleImageClassifier.lpi

In [ ]:

    

!lazbuild neural-api/examples/SimpleImageClassifier/SimpleImageClassifier.lpi


    

    




Hint: (lazarus) [RunTool] /usr/bin/fpc "-iWTOTP"
Hint: (lazarus) [RunTool] /usr/bin/fpc "-va" "compilertest.pas"
TProject.DoLoadStateFile Statefile not found: /content/neural-api/bin/x86_64-linux/units/SimpleImageClassifier.compiled
Hint: (lazarus) [RunTool] /usr/bin/fpc "-iWTOTP" "-Px86_64" "-Tlinux"
Hint: (lazarus) [RunTool] /usr/bin/fpc "-va" "-Px86_64" "-Tlinux" "compilertest.pas"
Info: (lazarus) Execute Title="Compile Project, Mode: Default, Target: /content/neural-api/bin/x86_64-linux/bin/SimpleImageClassifier"
Info: (lazarus) Working Directory="/content/neural-api/examples/SimpleImageClassifier/"
Info: (lazarus) Executable="/usr/bin/fpc"
Info: (lazarus) Param[0]="-B"
Info: (lazarus) Param[1]="-MObjFPC"
Info: (lazarus) Param[2]="-Scghi"
Info: (lazarus) Param[3]="-Cg"
Info: (lazarus) Param[4]="-O3"
Info: (lazarus) Param[5]="-l"
Info: (lazarus) Param[6]="-vewnhibq"
Info: (lazarus) Param[7]="-Fi/content/neural-api/neural"
Info: (lazarus) Param[8]="-Fi/content/neural-api/bin/x86_64-linux/units"
Info: (lazarus) Param[9]="-Fu/content/neural-api/neural"
Info: (lazarus) Param[10]="-Fu/usr/lib/lazarus/1.8.2/lcl/units/x86_64-linux"
Info: (lazarus) Param[11]="-Fu/usr/lib/lazarus/1.8.2/components/lazutils/lib/x86_64-linux"
Info: (lazarus) Param[12]="-Fu/content/mtprocs/lib/x86_64-linux"
Info: (lazarus) Param[13]="-Fu/usr/lib/lazarus/1.8.2/packager/units/x86_64-linux"
Info: (lazarus) Param[14]="-Fu/content/neural-api/examples/SimpleImageClassifier/"
Info: (lazarus) Param[15]="-FU/content/neural-api/bin/x86_64-linux/units/"
Info: (lazarus) Param[16]="-FE/content/neural-api/bin/x86_64-linux/bin/"
Info: (lazarus) Param[17]="-dUseCThreads"
Info: (lazarus) Param[18]="-dAVX"
Info: (lazarus) Param[19]="-dRelease"
Info: (lazarus) Param[20]="SimpleImageClassifier.lpr"
Hint: (11030) Start of reading config file /etc/fpc.cfg
Compiling Release Version
Hint: (11031) End of reading config file /etc/fpc.cfg
Free Pascal Compiler version 3.0.4+dfsg-18ubuntu2 [2018/08/29] for x86_64
Copyright (c) 1993-2017 by Florian Klaempfl and others
(1002) Target OS: Linux for x86-64
(3104) Compiling SimpleImageClassifier.lpr
(3104) Compiling /content/neural-api/neural/neuralnetwork.pas
(3104) Compiling /content/neural-api/neural/neuralvolume.pas
/content/neural-api/neural/neuralnetwork.inc(32,4) Warning: (2010) Misplaced global compiler switch, ignored
/content/neural-api/neural/neuralnetwork.inc(36,4) Warning: (2010) Misplaced global compiler switch, ignored
(3104) Compiling /content/neural-api/neural/neuralbit.pas
/content/neural-api/neural/neuralbit.pas(722,19) Hint: (5058) Variable "VARS" does not seem to be initialized
/content/neural-api/neural/neuralvolume.pas(543,31) Hint: (5024) Parameter "x" not used
/content/neural-api/neural/neuralvolume.pas(1995,37) Hint: (5058) Variable "V" does not seem to be initialized
/content/neural-api/neural/neuralvolume.pas(383,43) Hint: (5024) Parameter "S" not used
/content/neural-api/neural/neuralvolume.pas(2231,19) Hint: (5058) Variable "pInput" does not seem to be initialized
/content/neural-api/neural/neuralvolume.pas(2237,21) Hint: (5058) Variable "Original" does not seem to be initialized
/content/neural-api/neural/neuralvolume.pas(2255,27) Hint: (5058) Variable "Original" does not seem to be initialized
/content/neural-api/neural/neuralvolume.pas(3051,16) Hint: (5058) Variable "Original" does not seem to be initialized
/content/neural-api/neural/neuralvolume.pas(4431,3) Note: (5027) Local variable "version" is assigned but never used
Hint: (3123) "inherited" not yet supported inside inline procedure/function
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/content/neural-api/neural/neuralnetwork.pas(3128,7) Warning: (5036) Local variable "BiasValue" does not seem to be initialized
/content/neural-api/neural/neuralnetwork.pas(5309,3) Note: (5027) Local variable "Len" is assigned but never used
/content/neural-api/neural/neuralnetwork.pas(7517,65) Warning: (5089) Local variable "aL" of a managed type does not seem to be initialized
/content/neural-api/neural/neuralnetwork.pas(7518,77) Warning: (5089) Local variable "aIdx" of a managed type does not seem to be initialized
Hint: (3123) "inherited" not yet supported inside inline procedure/function
Hint: (3124) Inlining disabled
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Hint: (3124) Inlining disabled
/content/neural-api/neural/neuralnetwork.pas(87,28) Hint: (5023) Unit "syncobjs" not used in neuralnetwork
(3104) Compiling /content/neural-api/neural/neuraldatasets.pas
(3104) Compiling /content/neural-api/neural/neuralthread.pas
Hint: (3123) "inherited" not yet supported inside inline procedure/function
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Hint: (3124) Inlining disabled
/content/neural-api/neural/neuraldatasets.pas(132,46) Hint: (5024) Parameter "FolderName" not used
(3104) Compiling /content/neural-api/neural/neuralfit.pas
/content/neural-api/neural/neuralfit.pas(237,48) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(238,46) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(239,48) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(240,44) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(193,32) Hint: (5024) Parameter "Idx" not used
/content/neural-api/neural/neuralfit.pas(193,46) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(194,48) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(195,42) Hint: (5024) Parameter "ThreadId" not used
/content/neural-api/neural/neuralfit.pas(168,36) Hint: (5024) Parameter "threadnum" not used
/content/neural-api/neural/neuralfit.pas(169,37) Hint: (5024) Parameter "threadnum" not used
/content/neural-api/neural/neuralfit.pas(225,36) Hint: (5024) Parameter "threadnum" not used
/content/neural-api/neural/neuralfit.pas(226,37) Hint: (5024) Parameter "threadnum" not used
/content/neural-api/examples/SimpleImageClassifier/SimpleImageClassifier.lpr(10,60) Hint: (5023) Unit "math" not used in SimpleImageClassifier
(9015) Linking /content/neural-api/bin/x86_64-linux/bin/SimpleImageClassifier
/usr/bin/ld.bfd: warning: /content/neural-api/bin/x86_64-linux/bin/link.res contains output sections; did you forget -T?
(1008) 26025 lines compiled, 1.5 sec
(1021) 5 warning(s) issued
(1022) 133 hint(s) issued
(1023) 2 note(s) issued

In [ ]:

    

ls -l neural-api/bin/x86_64-linux/bin/SimpleImageClassifier


    

    




-rwxr-xr-x 1 root root 1843504 Jul 15 07:15 neural-api/bin/x86_64-linux/bin/SimpleImageClassifier*

In [ ]:

    

import os
import urllib.request

if not os.path.isfile('cifar-10-batches-bin/data_batch_1.bin'):
  print("Downloading CIFAR-10 Files")
  url = 'https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz'
  urllib.request.urlretrieve(url, './file.tar')


    

    




Downloading CIFAR-10 Files

In [ ]:

    

ls -l


    

    




total 166080
-rw-r--r-- 1 root root 170052171 Jul 15 07:15 file.tar
drwxr-xr-x 5 root root      4096 Jul 15 07:15 mtprocs/
drwxr-xr-x 7 root root      4096 Jul 15 07:15 neural-api/
drwxr-xr-x 1 root root      4096 Jul 10 16:29 sample_data/

In [ ]:

    

!tar -xvf ./file.tar


    

    




cifar-10-batches-bin/
cifar-10-batches-bin/data_batch_1.bin
cifar-10-batches-bin/batches.meta.txt
cifar-10-batches-bin/data_batch_3.bin
cifar-10-batches-bin/data_batch_4.bin
cifar-10-batches-bin/test_batch.bin
cifar-10-batches-bin/readme.html
cifar-10-batches-bin/data_batch_5.bin
cifar-10-batches-bin/data_batch_2.bin

In [ ]:

    

if not os.path.isfile('./data_batch_1.bin'):
  print("Copying files to current folder")
  !cp ./cifar-10-batches-bin/* ./


    

    




Copying files to current folder

In [ ]:

    

if os.path.isfile('./data_batch_1.bin'):
  print("RUNNING!")
  !neural-api/bin/x86_64-linux/bin/SimpleImageClassifier


    

    




RUNNING!
Creating Neural Network...
 Layers: 12
 Neurons:331
 Weights:162498 Sum:  -19.536575
Layer  0 Neurons:   0 Weights:     0 TNNetInput(32,32,3,0,0) Output:32,32,3 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  0.0000 Branches:1
Layer  1 Neurons:  64 Weights:  4800 TNNetConvolutionLinear(64,5,2,1,1) Output:32,32,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  9.3083 Parent:0 Branches:1
Layer  2 Neurons:   0 Weights:     0 TNNetMaxPool(4,4,0,0,0) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  0.0000 Parent:1 Branches:1
Layer  3 Neurons:   1 Weights:     2 TNNetMovingStdNormalization(0,0,0,0,0) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  1.0000 Parent:2 Branches:1
Layer  4 Neurons:  64 Weights: 36864 TNNetConvolutionReLU(64,3,1,1,1) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:-16.7340 Parent:3 Branches:1
Layer  5 Neurons:  64 Weights: 36864 TNNetConvolutionReLU(64,3,1,1,1) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum: -2.0621 Parent:4 Branches:1
Layer  6 Neurons:  64 Weights: 36864 TNNetConvolutionReLU(64,3,1,1,1) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum: -3.9453 Parent:5 Branches:1
Layer  7 Neurons:  64 Weights: 36864 TNNetConvolutionReLU(64,3,1,1,1) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  3.3115 Parent:6 Branches:1
Layer  8 Neurons:   0 Weights:     0 TNNetDropout(2,1,0,0,0) Output:8,8,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  0.0000 Parent:7 Branches:1
Layer  9 Neurons:   0 Weights:     0 TNNetMaxPool(2,2,0,0,0) Output:4,4,64 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  0.0000 Parent:8 Branches:1
Layer 10 Neurons:  10 Weights: 10240 TNNetFullConnectLinear(10,1,1,0,0) Output:10,1,1 Learning Rate:0.0100 Inertia:0.90 Weight Sum:-10.4149 Parent:9 Branches:1
Layer 11 Neurons:   0 Weights:     0 TNNetSoftMax(0,0,0,0,0) Output:10,1,1 Learning Rate:0.0100 Inertia:0.90 Weight Sum:  0.0000 Parent:10 Branches:0
Loading 10K images from file "data_batch_1.bin" ... GLOBAL MIN MAX  -2.0000  1.9844 -2.0000  1.9844 -2.0000  1.9844 Done.
Loading 10K images from file "data_batch_2.bin" ... GLOBAL MIN MAX  -2.0000  1.9844 -2.0000  1.9844 -2.0000  1.9844 Done.
Loading 10K images from file "data_batch_3.bin" ... GLOBAL MIN MAX  -2.0000  1.9844 -2.0000  1.9844 -2.0000  1.9844 Done.
Loading 10K images from file "data_batch_4.bin" ... GLOBAL MIN MAX  -2.0000  1.9844 -2.0000  1.9844 -2.0000  1.9844 Done.
Loading 10K images from file "data_batch_5.bin" ... GLOBAL MIN MAX  -2.0000  1.9844 -2.0000  1.9844 -2.0000  1.9844 Done.
Loading 10K images from file "test_batch.bin" ... GLOBAL MIN MAX  -2.0000  1.9844 -2.0000  1.9844 -2.0000  1.9844 Done.
File name is: SimpleImageClassifier
Learning rate:0.001000 L2 decay:0.000010 Inertia:0.900000 Batch size:64 Step size:64 Staircase ephocs:10
Training images:40000
Validation images:10000
Test images:10000
Computing...
640 Examples seen. Accuracy:0.1477 Error:   1.79082 Loss:2.26873 Threads: 2 Forward time:  0.64s Backward time:  0.51s Step time:  2.39s
1280 Examples seen. Accuracy:0.1458 Error:   1.77239 Loss:2.22056 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.37s
1920 Examples seen. Accuracy:0.1459 Error:   1.77511 Loss:2.24946 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.37s
2560 Examples seen. Accuracy:0.1539 Error:   1.71511 Loss:2.02206 Threads: 2 Forward time:  0.65s Backward time:  0.54s Step time:  2.37s
3200 Examples seen. Accuracy:0.1597 Error:   1.71398 Loss:2.17417 Threads: 2 Forward time:  0.61s Backward time:  0.52s Step time:  2.40s
3840 Examples seen. Accuracy:0.1664 Error:   1.70176 Loss:2.11363 Threads: 2 Forward time:  0.62s Backward time:  0.54s Step time:  2.41s
4480 Examples seen. Accuracy:0.1734 Error:   1.68855 Loss:2.03556 Threads: 2 Forward time:  0.64s Backward time:  0.50s Step time:  2.42s
5120 Examples seen. Accuracy:0.1814 Error:   1.67980 Loss:2.04739 Threads: 2 Forward time:  0.63s Backward time:  0.50s Step time:  2.36s
5760 Examples seen. Accuracy:0.1922 Error:   1.60735 Loss:1.81855 Threads: 2 Forward time:  0.64s Backward time:  0.54s Step time:  2.42s
6400 Examples seen. Accuracy:0.2024 Error:   1.58637 Loss:1.84944 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.37s
7040 Examples seen. Accuracy:0.2118 Error:   1.63706 Loss:1.88915 Threads: 2 Forward time:  0.63s Backward time:  0.53s Step time:  2.41s
7680 Examples seen. Accuracy:0.2211 Error:   1.60211 Loss:1.85160 Threads: 2 Forward time:  0.64s Backward time:  0.53s Step time:  2.39s
8320 Examples seen. Accuracy:0.2322 Error:   1.56156 Loss:1.84869 Threads: 2 Forward time:  0.62s Backward time:  0.54s Step time:  2.41s
8960 Examples seen. Accuracy:0.2386 Error:   1.58439 Loss:1.81283 Threads: 2 Forward time:  0.63s Backward time:  0.52s Step time:  2.43s
9600 Examples seen. Accuracy:0.2477 Error:   1.48468 Loss:1.73157 Threads: 2 Forward time:  0.62s Backward time:  0.51s Step time:  2.43s
10240 Examples seen. Accuracy:0.2572 Error:   1.57960 Loss:1.76659 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.39s
10880 Examples seen. Accuracy:0.2643 Error:   1.51733 Loss:1.68057 Threads: 2 Forward time:  0.61s Backward time:  0.52s Step time:  2.39s
11520 Examples seen. Accuracy:0.2716 Error:   1.52061 Loss:1.74788 Threads: 2 Forward time:  0.64s Backward time:  0.53s Step time:  2.41s
12160 Examples seen. Accuracy:0.2820 Error:   1.50850 Loss:1.88700 Threads: 2 Forward time:  0.63s Backward time:  0.52s Step time:  2.43s
12800 Examples seen. Accuracy:0.2869 Error:   1.54713 Loss:1.88885 Threads: 2 Forward time:  0.63s Backward time:  0.51s Step time:  2.40s
13440 Examples seen. Accuracy:0.2955 Error:   1.54570 Loss:1.79166 Threads: 2 Forward time:  0.62s Backward time:  0.51s Step time:  2.39s
14080 Examples seen. Accuracy:0.3031 Error:   1.51099 Loss:1.70015 Threads: 2 Forward time:  0.62s Backward time:  0.52s Step time:  2.37s
14720 Examples seen. Accuracy:0.3127 Error:   1.50232 Loss:1.77251 Threads: 2 Forward time:  0.66s Backward time:  0.51s Step time:  2.39s
15360 Examples seen. Accuracy:0.3223 Error:   1.35132 Loss:1.41014 Threads: 2 Forward time:  0.62s Backward time:  0.53s Step time:  2.42s
16000 Examples seen. Accuracy:0.3221 Error:   1.48074 Loss:1.67684 Threads: 2 Forward time:  0.64s Backward time:  0.51s Step time:  2.38s
16640 Examples seen. Accuracy:0.3251 Error:   1.53553 Loss:1.71250 Threads: 2 Forward time:  0.63s Backward time:  0.52s Step time:  2.37s
17280 Examples seen. Accuracy:0.3284 Error:   1.42931 Loss:1.65951 Threads: 2 Forward time:  0.64s Backward time:  0.52s Step time:  2.39s
17920 Examples seen. Accuracy:0.3355 Error:   1.49400 Loss:1.71634 Threads: 2 Forward time:  0.63s Backward time:  0.52s Step time:  2.40s
18560 Examples seen. Accuracy:0.3424 Error:   1.47097 Loss:1.75546 Threads: 2 Forward time:  0.63s Backward time:  0.50s Step time:  2.37s
19200 Examples seen. Accuracy:0.3438 Error:   1.47728 Loss:1.54754 Threads: 2 Forward time:  0.62s Backward time:  0.51s Step time:  2.38s
19840 Examples seen. Accuracy:0.3451 Error:   1.52757 Loss:1.81717 Threads: 2 Forward time:  0.63s Backward time:  0.51s Step time:  2.35s
20480 Examples seen. Accuracy:0.3469 Error:   1.44476 Loss:1.52973 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.38s
21120 Examples seen. Accuracy:0.3506 Error:   1.50481 Loss:1.71411 Threads: 2 Forward time:  0.62s Backward time:  0.52s Step time:  2.34s
21760 Examples seen. Accuracy:0.3573 Error:   1.47238 Loss:1.87347 Threads: 2 Forward time:  0.62s Backward time:  0.49s Step time:  2.37s
22400 Examples seen. Accuracy:0.3603 Error:   1.45675 Loss:1.53976 Threads: 2 Forward time:  0.63s Backward time:  0.51s Step time:  2.37s
23040 Examples seen. Accuracy:0.3644 Error:   1.40097 Loss:1.57669 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.36s
23680 Examples seen. Accuracy:0.3637 Error:   1.51433 Loss:1.74754 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.37s
24320 Examples seen. Accuracy:0.3680 Error:   1.44734 Loss:1.60357 Threads: 2 Forward time:  0.64s Backward time:  0.50s Step time:  2.36s
24960 Examples seen. Accuracy:0.3716 Error:   1.48364 Loss:1.76733 Threads: 2 Forward time:  0.66s Backward time:  0.53s Step time:  2.38s
25600 Examples seen. Accuracy:0.3772 Error:   1.37799 Loss:1.50187 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.34s
26240 Examples seen. Accuracy:0.3803 Error:   1.46848 Loss:1.66346 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.39s
26880 Examples seen. Accuracy:0.3851 Error:   1.39188 Loss:1.44977 Threads: 2 Forward time:  0.63s Backward time:  0.51s Step time:  2.36s
27520 Examples seen. Accuracy:0.3892 Error:   1.33655 Loss:1.48458 Threads: 2 Forward time:  0.62s Backward time:  0.52s Step time:  2.40s
28160 Examples seen. Accuracy:0.3935 Error:   1.40797 Loss:1.50700 Threads: 2 Forward time:  0.64s Backward time:  0.51s Step time:  2.39s
28800 Examples seen. Accuracy:0.3933 Error:   1.41784 Loss:1.60472 Threads: 2 Forward time:  0.65s Backward time:  0.55s Step time:  2.42s
29440 Examples seen. Accuracy:0.3965 Error:   1.41427 Loss:1.61787 Threads: 2 Forward time:  0.65s Backward time:  0.50s Step time:  2.37s
30080 Examples seen. Accuracy:0.4017 Error:   1.38416 Loss:1.45141 Threads: 2 Forward time:  0.62s Backward time:  0.52s Step time:  2.39s
30720 Examples seen. Accuracy:0.4059 Error:   1.34836 Loss:1.48005 Threads: 2 Forward time:  0.63s Backward time:  0.50s Step time:  2.38s
31360 Examples seen. Accuracy:0.4081 Error:   1.28889 Loss:1.47713 Threads: 2 Forward time:  0.63s Backward time:  0.52s Step time:  2.38s
32000 Examples seen. Accuracy:0.4095 Error:   1.42699 Loss:1.48511 Threads: 2 Forward time:  0.62s Backward time:  0.49s Step time:  2.39s
32640 Examples seen. Accuracy:0.4135 Error:   1.42577 Loss:1.61031 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.35s
33280 Examples seen. Accuracy:0.4154 Error:   1.43142 Loss:1.59057 Threads: 2 Forward time:  0.66s Backward time:  0.49s Step time:  2.37s
33920 Examples seen. Accuracy:0.4154 Error:   1.43379 Loss:1.57862 Threads: 2 Forward time:  0.62s Backward time:  0.49s Step time:  2.37s
34560 Examples seen. Accuracy:0.4211 Error:   1.33902 Loss:1.58439 Threads: 2 Forward time:  0.65s Backward time:  0.50s Step time:  2.38s
35200 Examples seen. Accuracy:0.4226 Error:   1.41388 Loss:1.70335 Threads: 2 Forward time:  0.66s Backward time:  0.49s Step time:  2.38s
35840 Examples seen. Accuracy:0.4209 Error:   1.38515 Loss:1.52388 Threads: 2 Forward time:  0.61s Backward time:  0.52s Step time:  2.36s
36480 Examples seen. Accuracy:0.4224 Error:   1.32451 Loss:1.48644 Threads: 2 Forward time:  0.61s Backward time:  0.49s Step time:  2.36s
37120 Examples seen. Accuracy:0.4245 Error:   1.38147 Loss:1.67810 Threads: 2 Forward time:  0.69s Backward time:  0.56s Step time:  2.38s
37760 Examples seen. Accuracy:0.4290 Error:   1.30312 Loss:1.45364 Threads: 2 Forward time:  0.65s Backward time:  0.51s Step time:  2.35s
38400 Examples seen. Accuracy:0.4318 Error:   1.32626 Loss:1.54577 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.33s
39040 Examples seen. Accuracy:0.4319 Error:   1.41169 Loss:1.56862 Threads: 2 Forward time:  0.64s Backward time:  0.49s Step time:  2.36s
39680 Examples seen. Accuracy:0.4356 Error:   1.48072 Loss:1.66197 Threads: 2 Forward time:  0.62s Backward time:  0.50s Step time:  2.34s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 1 Examples seen:40000 Validation Accuracy: 0.5152 Validation Error: 1.2204 Validation Loss: 1.3530 Total time:   3.48min
Epoch time: 3 minutes. 100 epochs: 5.1 hours.
Epochs: 1. Working time: 0.06 hours.
40640 Examples seen. Accuracy:0.4390 Error:   1.45188 Loss:1.65727 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.35s
41280 Examples seen. Accuracy:0.4425 Error:   1.38981 Loss:1.50346 Threads: 2 Forward time:  0.63s Backward time:  0.52s Step time:  2.34s
41920 Examples seen. Accuracy:0.4482 Error:   1.25633 Loss:1.38687 Threads: 2 Forward time:  0.62s Backward time:  0.51s Step time:  2.37s
42560 Examples seen. Accuracy:0.4482 Error:   1.33878 Loss:1.35007 Threads: 2 Forward time:  0.61s Backward time:  0.50s Step time:  2.34s
43200 Examples seen. Accuracy:0.4513 Error:   1.34941 Loss:1.53357 Threads: 2 Forward time:  0.64s Backward time:  0.51s Step time:  2.36s
43840 Examples seen. Accuracy:0.4510 Error:   1.32623 Loss:1.51493 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.38s
44480 Examples seen. Accuracy:0.4564 Error:   1.33885 Loss:1.44877 Threads: 2 Forward time:  0.62s Backward time:  0.49s Step time:  2.34s
45120 Examples seen. Accuracy:0.4534 Error:   1.39294 Loss:1.46588 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.34s
45760 Examples seen. Accuracy:0.4596 Error:   1.26468 Loss:1.39379 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.34s
46400 Examples seen. Accuracy:0.4608 Error:   1.43216 Loss:1.70784 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.36s
47040 Examples seen. Accuracy:0.4601 Error:   1.31582 Loss:1.38773 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.32s
47680 Examples seen. Accuracy:0.4616 Error:   1.39517 Loss:1.50199 Threads: 2 Forward time:  0.65s Backward time:  0.51s Step time:  2.32s
48320 Examples seen. Accuracy:0.4600 Error:   1.19667 Loss:1.15144 Threads: 2 Forward time:  0.63s Backward time:  0.50s Step time:  2.33s
48960 Examples seen. Accuracy:0.4582 Error:   1.38968 Loss:1.55517 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.32s
49600 Examples seen. Accuracy:0.4606 Error:   1.34541 Loss:1.51365 Threads: 2 Forward time:  0.61s Backward time:  0.51s Step time:  2.40s
50240 Examples seen. Accuracy:0.4647 Error:   1.21523 Loss:1.25097 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.35s
50880 Examples seen. Accuracy:0.4648 Error:   1.32806 Loss:1.46220 Threads: 2 Forward time:  0.61s Backward time:  0.49s Step time:  2.32s
51520 Examples seen. Accuracy:0.4671 Error:   1.15651 Loss:1.21192 Threads: 2 Forward time:  0.64s Backward time:  0.47s Step time:  2.34s
52160 Examples seen. Accuracy:0.4701 Error:   1.09237 Loss:1.23719 Threads: 2 Forward time:  0.61s Backward time:  0.47s Step time:  2.36s
52800 Examples seen. Accuracy:0.4709 Error:   1.32753 Loss:1.44022 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.32s
53440 Examples seen. Accuracy:0.4712 Error:   1.25932 Loss:1.34528 Threads: 2 Forward time:  0.64s Backward time:  0.49s Step time:  2.37s
54080 Examples seen. Accuracy:0.4719 Error:   1.24668 Loss:1.36532 Threads: 2 Forward time:  0.61s Backward time:  0.49s Step time:  2.33s
54720 Examples seen. Accuracy:0.4729 Error:   1.33293 Loss:1.53324 Threads: 2 Forward time:  0.65s Backward time:  0.48s Step time:  2.33s
55360 Examples seen. Accuracy:0.4746 Error:   1.21372 Loss:1.18208 Threads: 2 Forward time:  0.61s Backward time:  0.48s Step time:  2.33s
56000 Examples seen. Accuracy:0.4762 Error:   1.28526 Loss:1.59322 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.34s
56640 Examples seen. Accuracy:0.4817 Error:   1.21842 Loss:1.30167 Threads: 2 Forward time:  0.62s Backward time:  0.49s Step time:  2.34s
57280 Examples seen. Accuracy:0.4827 Error:   1.06361 Loss:1.07727 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.32s
57920 Examples seen. Accuracy:0.4845 Error:   1.34184 Loss:1.52234 Threads: 2 Forward time:  0.65s Backward time:  0.51s Step time:  2.35s
58560 Examples seen. Accuracy:0.4864 Error:   1.21875 Loss:1.47072 Threads: 2 Forward time:  0.64s Backward time:  0.49s Step time:  2.34s
59200 Examples seen. Accuracy:0.4853 Error:   1.29083 Loss:1.37012 Threads: 2 Forward time:  0.64s Backward time:  0.48s Step time:  2.31s
59840 Examples seen. Accuracy:0.4857 Error:   1.15040 Loss:1.21432 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.30s
60480 Examples seen. Accuracy:0.4845 Error:   1.43680 Loss:1.75568 Threads: 2 Forward time:  0.61s Backward time:  0.48s Step time:  2.32s
61120 Examples seen. Accuracy:0.4896 Error:   1.27297 Loss:1.30367 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.32s
61760 Examples seen. Accuracy:0.4931 Error:   1.23477 Loss:1.35258 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.33s
62400 Examples seen. Accuracy:0.4922 Error:   1.30120 Loss:1.38968 Threads: 2 Forward time:  0.64s Backward time:  0.48s Step time:  2.30s
63040 Examples seen. Accuracy:0.4959 Error:   1.25065 Loss:1.26202 Threads: 2 Forward time:  0.61s Backward time:  0.48s Step time:  2.31s
63680 Examples seen. Accuracy:0.4973 Error:   1.29239 Loss:1.61965 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.31s
64320 Examples seen. Accuracy:0.4950 Error:   1.24732 Loss:1.31270 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.30s
64960 Examples seen. Accuracy:0.4937 Error:   1.32764 Loss:1.43940 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.31s
65600 Examples seen. Accuracy:0.4970 Error:   1.14148 Loss:1.23863 Threads: 2 Forward time:  0.60s Backward time:  0.50s Step time:  2.31s
66240 Examples seen. Accuracy:0.4973 Error:   1.25663 Loss:1.46527 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.31s
66880 Examples seen. Accuracy:0.4988 Error:   1.27213 Loss:1.39133 Threads: 2 Forward time:  0.66s Backward time:  0.49s Step time:  2.33s
67520 Examples seen. Accuracy:0.5008 Error:   1.29637 Loss:1.40999 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.30s
68160 Examples seen. Accuracy:0.5032 Error:   1.12138 Loss:1.21491 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.29s
68800 Examples seen. Accuracy:0.5021 Error:   1.13381 Loss:1.18614 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.32s
69440 Examples seen. Accuracy:0.5034 Error:   1.11322 Loss:1.07280 Threads: 2 Forward time:  0.64s Backward time:  0.48s Step time:  2.30s
70080 Examples seen. Accuracy:0.5028 Error:   1.33467 Loss:1.46875 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.29s
70720 Examples seen. Accuracy:0.5049 Error:   1.10324 Loss:1.15661 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.31s
71360 Examples seen. Accuracy:0.5065 Error:   1.28054 Loss:1.50464 Threads: 2 Forward time:  0.61s Backward time:  0.48s Step time:  2.29s
72000 Examples seen. Accuracy:0.5089 Error:   1.22622 Loss:1.34942 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.29s
72640 Examples seen. Accuracy:0.5094 Error:   1.22469 Loss:1.29652 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.30s
73280 Examples seen. Accuracy:0.5113 Error:   1.11422 Loss:1.17911 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.31s
73920 Examples seen. Accuracy:0.5071 Error:   1.25540 Loss:1.28872 Threads: 2 Forward time:  0.61s Backward time:  0.50s Step time:  2.31s
74560 Examples seen. Accuracy:0.5104 Error:   1.18970 Loss:1.30841 Threads: 2 Forward time:  0.61s Backward time:  0.47s Step time:  2.29s
75200 Examples seen. Accuracy:0.5097 Error:   1.30609 Loss:1.41039 Threads: 2 Forward time:  0.62s Backward time:  0.49s Step time:  2.30s
75840 Examples seen. Accuracy:0.5111 Error:   1.22908 Loss:1.30007 Threads: 2 Forward time:  0.60s Backward time:  0.49s Step time:  2.30s
76480 Examples seen. Accuracy:0.5095 Error:   1.29076 Loss:1.39232 Threads: 2 Forward time:  0.64s Backward time:  0.49s Step time:  2.31s
77120 Examples seen. Accuracy:0.5117 Error:   1.27619 Loss:1.50984 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.30s
77760 Examples seen. Accuracy:0.5134 Error:   1.20764 Loss:1.42692 Threads: 2 Forward time:  0.63s Backward time:  0.49s Step time:  2.30s
78400 Examples seen. Accuracy:0.5122 Error:   1.22872 Loss:1.42752 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.32s
79040 Examples seen. Accuracy:0.5110 Error:   1.35253 Loss:1.51370 Threads: 2 Forward time:  0.64s Backward time:  0.50s Step time:  2.28s
79680 Examples seen. Accuracy:0.5103 Error:   1.25467 Loss:1.39200 Threads: 2 Forward time:  0.64s Backward time:  0.46s Step time:  2.30s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 2 Examples seen:80000 Validation Accuracy: 0.5343 Validation Error: 1.1985 Validation Loss: 1.3067 Total time:   6.85min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.245 Min Weight:  -0.232 Max Output:  4.040 Min Output: -3.717 TNNetConvolutionLinear 32,32,64 Times: 28.03s 0.06s Parent:0
Layer  2                                                     Max Output:  4.040 Min Output: -1.754 TNNetMaxPool 8,8,64 Times: 7.71s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.902 Min Weight:   0.589 Max Output:  3.824 Min Output: -2.597 TNNetMovingStdNormalization 8,8,64 Times: 0.13s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.118 Min Weight:  -0.114 Max Output:  4.733 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.130 Min Weight:  -0.128 Max Output:  3.872 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.136 Min Weight:  -0.117 Max Output:  2.691 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.130 Min Weight:  -0.114 Max Output:  2.445 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 4.99s 0.02s Parent:6
Layer  8                                                     Max Output:  2.445 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  2.445 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.52s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.169 Min Weight:  -0.160 Max Output:  2.806 Min Output: -3.021 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.553 Min Output:  0.002 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 3 minutes. 100 epochs: 5 hours.
Epochs: 2. Working time: 0.11 hours.
80640 Examples seen. Accuracy:0.5147 Error:   1.15497 Loss:1.22710 Threads: 2 Forward time:  0.61s Backward time:  0.47s Step time:  2.29s
81280 Examples seen. Accuracy:0.5195 Error:   1.06291 Loss:1.14929 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.32s
81920 Examples seen. Accuracy:0.5193 Error:   1.25039 Loss:1.46848 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.29s
82560 Examples seen. Accuracy:0.5215 Error:   1.29734 Loss:1.51849 Threads: 2 Forward time:  0.65s Backward time:  0.48s Step time:  2.30s
83200 Examples seen. Accuracy:0.5263 Error:   1.14070 Loss:1.26883 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.31s
83840 Examples seen. Accuracy:0.5278 Error:   1.12700 Loss:1.33586 Threads: 2 Forward time:  0.65s Backward time:  0.53s Step time:  2.31s
84480 Examples seen. Accuracy:0.5279 Error:   1.13871 Loss:1.30835 Threads: 2 Forward time:  0.65s Backward time:  0.49s Step time:  2.31s
85120 Examples seen. Accuracy:0.5265 Error:   1.23134 Loss:1.27760 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.27s
85760 Examples seen. Accuracy:0.5280 Error:   1.20885 Loss:1.33677 Threads: 2 Forward time:  1.01s Backward time:  0.84s Step time:  2.66s
86400 Examples seen. Accuracy:0.5304 Error:   1.13276 Loss:1.13942 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  3.49s
87040 Examples seen. Accuracy:0.5305 Error:   1.25711 Loss:1.51172 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.26s
87680 Examples seen. Accuracy:0.5313 Error:   1.22676 Loss:1.33183 Threads: 2 Forward time:  0.64s Backward time:  0.45s Step time:  2.28s
88320 Examples seen. Accuracy:0.5318 Error:   1.13130 Loss:1.24290 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.27s
88960 Examples seen. Accuracy:0.5330 Error:   1.08234 Loss:1.12437 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.32s
89600 Examples seen. Accuracy:0.5372 Error:   1.04612 Loss:1.02246 Threads: 2 Forward time:  0.61s Backward time:  0.46s Step time:  2.27s
90240 Examples seen. Accuracy:0.5404 Error:   1.10306 Loss:1.15251 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.28s
90880 Examples seen. Accuracy:0.5431 Error:   1.14857 Loss:1.44548 Threads: 2 Forward time:  0.65s Backward time:  0.50s Step time:  2.31s
91520 Examples seen. Accuracy:0.5443 Error:   1.06297 Loss:1.13068 Threads: 2 Forward time:  0.61s Backward time:  0.46s Step time:  2.28s
92160 Examples seen. Accuracy:0.5429 Error:   1.12596 Loss:1.13010 Threads: 2 Forward time:  0.61s Backward time:  0.47s Step time:  2.28s
92800 Examples seen. Accuracy:0.5437 Error:   1.09621 Loss:1.32091 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.27s
93440 Examples seen. Accuracy:0.5432 Error:   1.29375 Loss:1.53879 Threads: 2 Forward time:  0.63s Backward time:  0.48s Step time:  2.29s
94080 Examples seen. Accuracy:0.5448 Error:   1.07468 Loss:1.14633 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.28s
94720 Examples seen. Accuracy:0.5471 Error:   1.07380 Loss:1.05982 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.26s
95360 Examples seen. Accuracy:0.5453 Error:   1.18421 Loss:1.33849 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.27s
96000 Examples seen. Accuracy:0.5466 Error:   1.12627 Loss:1.16859 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.29s
96640 Examples seen. Accuracy:0.5512 Error:   1.02060 Loss:1.06286 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.29s
97280 Examples seen. Accuracy:0.5515 Error:   1.04066 Loss:1.08262 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.26s
97920 Examples seen. Accuracy:0.5492 Error:   1.36569 Loss:1.58266 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.30s
98560 Examples seen. Accuracy:0.5492 Error:   1.01712 Loss:1.01894 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.28s
99200 Examples seen. Accuracy:0.5502 Error:   1.22332 Loss:1.35521 Threads: 2 Forward time:  0.64s Backward time:  0.46s Step time:  2.26s
99840 Examples seen. Accuracy:0.5518 Error:   1.06750 Loss:1.10474 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.29s
100480 Examples seen. Accuracy:0.5546 Error:   1.21292 Loss:1.36416 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.28s
101120 Examples seen. Accuracy:0.5530 Error:   1.22293 Loss:1.36833 Threads: 2 Forward time:  0.61s Backward time:  0.46s Step time:  2.27s
101760 Examples seen. Accuracy:0.5512 Error:   1.14801 Loss:1.22165 Threads: 2 Forward time:  0.66s Backward time:  0.50s Step time:  2.27s
102400 Examples seen. Accuracy:0.5494 Error:   1.29880 Loss:1.45302 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.28s
103040 Examples seen. Accuracy:0.5518 Error:   1.05202 Loss:1.05774 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.27s
103680 Examples seen. Accuracy:0.5547 Error:   1.12257 Loss:1.32552 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.26s
104320 Examples seen. Accuracy:0.5524 Error:   1.23412 Loss:1.37412 Threads: 2 Forward time:  0.65s Backward time:  0.47s Step time:  2.27s
104960 Examples seen. Accuracy:0.5552 Error:   1.02691 Loss:1.01497 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.28s
105600 Examples seen. Accuracy:0.5561 Error:   1.06780 Loss:1.14424 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.26s
106240 Examples seen. Accuracy:0.5578 Error:   1.10475 Loss:1.46481 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.26s
106880 Examples seen. Accuracy:0.5613 Error:   1.00606 Loss:0.96088 Threads: 2 Forward time:  0.64s Backward time:  0.46s Step time:  2.29s
107520 Examples seen. Accuracy:0.5623 Error:   1.15073 Loss:1.20271 Threads: 2 Forward time:  0.62s Backward time:  0.48s Step time:  2.26s
108160 Examples seen. Accuracy:0.5595 Error:   1.18794 Loss:1.24772 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.25s
108800 Examples seen. Accuracy:0.5582 Error:   1.17674 Loss:1.23127 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.25s
109440 Examples seen. Accuracy:0.5603 Error:   1.11590 Loss:1.24434 Threads: 2 Forward time:  0.65s Backward time:  0.46s Step time:  2.26s
110080 Examples seen. Accuracy:0.5602 Error:   1.08557 Loss:1.15756 Threads: 2 Forward time:  0.60s Backward time:  0.45s Step time:  2.25s
110720 Examples seen. Accuracy:0.5604 Error:   1.11222 Loss:1.20579 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.26s
111360 Examples seen. Accuracy:0.5599 Error:   1.21449 Loss:1.42159 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.24s
112000 Examples seen. Accuracy:0.5610 Error:   1.14325 Loss:1.21487 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.25s
112640 Examples seen. Accuracy:0.5643 Error:   1.03615 Loss:1.06800 Threads: 2 Forward time:  0.66s Backward time:  0.46s Step time:  2.24s
113280 Examples seen. Accuracy:0.5644 Error:   1.05148 Loss:1.10208 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.24s
113920 Examples seen. Accuracy:0.5626 Error:   1.12988 Loss:1.36192 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.24s
114560 Examples seen. Accuracy:0.5635 Error:   0.99321 Loss:0.99654 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.24s
115200 Examples seen. Accuracy:0.5658 Error:   1.08804 Loss:1.21003 Threads: 2 Forward time:  0.61s Backward time:  0.45s Step time:  2.25s
115840 Examples seen. Accuracy:0.5670 Error:   0.96096 Loss:0.91854 Threads: 2 Forward time:  0.64s Backward time:  0.45s Step time:  2.22s
116480 Examples seen. Accuracy:0.5701 Error:   0.98167 Loss:0.99882 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.25s
117120 Examples seen. Accuracy:0.5686 Error:   1.27053 Loss:1.32469 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.23s
117760 Examples seen. Accuracy:0.5671 Error:   1.06437 Loss:1.22786 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.26s
118400 Examples seen. Accuracy:0.5675 Error:   1.09629 Loss:1.23680 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.24s
119040 Examples seen. Accuracy:0.5675 Error:   1.11517 Loss:1.34782 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.26s
119680 Examples seen. Accuracy:0.5700 Error:   1.03223 Loss:1.03560 Threads: 2 Forward time:  0.61s Backward time:  0.45s Step time:  2.25s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 3 Examples seen:120000 Validation Accuracy: 0.5527 Validation Error: 1.1722 Validation Loss: 1.2530 Total time:  10.20min
Epoch time: 2.9 minutes. 100 epochs: 4.9 hours.
Epochs: 3. Working time: 0.17 hours.
120640 Examples seen. Accuracy:0.5733 Error:   0.98756 Loss:0.96792 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.25s
121280 Examples seen. Accuracy:0.5712 Error:   1.20383 Loss:1.30013 Threads: 2 Forward time:  0.64s Backward time:  0.45s Step time:  2.24s
121920 Examples seen. Accuracy:0.5719 Error:   1.18075 Loss:1.24762 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.26s
122560 Examples seen. Accuracy:0.5714 Error:   1.35747 Loss:1.74078 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.23s
123200 Examples seen. Accuracy:0.5716 Error:   1.08893 Loss:1.19952 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.24s
123840 Examples seen. Accuracy:0.5751 Error:   1.01090 Loss:1.03791 Threads: 2 Forward time:  0.61s Backward time:  0.44s Step time:  2.23s
124480 Examples seen. Accuracy:0.5771 Error:   0.98991 Loss:1.14670 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.23s
125120 Examples seen. Accuracy:0.5817 Error:   1.03349 Loss:1.17158 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.21s
125760 Examples seen. Accuracy:0.5827 Error:   1.09226 Loss:1.22856 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.25s
126400 Examples seen. Accuracy:0.5805 Error:   1.08885 Loss:1.14627 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.24s
127040 Examples seen. Accuracy:0.5791 Error:   1.10606 Loss:1.16239 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.25s
127680 Examples seen. Accuracy:0.5784 Error:   1.01615 Loss:1.09134 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.25s
128320 Examples seen. Accuracy:0.5798 Error:   1.05118 Loss:1.12868 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.23s
128960 Examples seen. Accuracy:0.5803 Error:   0.99585 Loss:1.03460 Threads: 2 Forward time:  0.62s Backward time:  0.47s Step time:  2.25s
129600 Examples seen. Accuracy:0.5796 Error:   1.16288 Loss:1.31702 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.25s
130240 Examples seen. Accuracy:0.5809 Error:   1.26761 Loss:1.62320 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.26s
130880 Examples seen. Accuracy:0.5832 Error:   1.04703 Loss:1.02370 Threads: 2 Forward time:  0.61s Backward time:  0.44s Step time:  2.22s
131520 Examples seen. Accuracy:0.5824 Error:   1.07522 Loss:1.12082 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.30s
132160 Examples seen. Accuracy:0.5824 Error:   1.14935 Loss:1.34595 Threads: 2 Forward time:  0.64s Backward time:  0.48s Step time:  2.24s
132800 Examples seen. Accuracy:0.5830 Error:   1.18421 Loss:1.26005 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.24s
133440 Examples seen. Accuracy:0.5838 Error:   1.03938 Loss:1.23863 Threads: 2 Forward time:  0.61s Backward time:  0.46s Step time:  2.22s
134080 Examples seen. Accuracy:0.5834 Error:   1.02721 Loss:1.34787 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.24s
134720 Examples seen. Accuracy:0.5871 Error:   0.91818 Loss:0.93763 Threads: 2 Forward time:  0.61s Backward time:  0.44s Step time:  2.30s
135360 Examples seen. Accuracy:0.5868 Error:   1.02280 Loss:1.06597 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.23s
136000 Examples seen. Accuracy:0.5864 Error:   0.96877 Loss:1.18061 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.22s
136640 Examples seen. Accuracy:0.5857 Error:   1.07553 Loss:1.15186 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.22s
137280 Examples seen. Accuracy:0.5831 Error:   1.19287 Loss:1.31281 Threads: 2 Forward time:  0.62s Backward time:  0.45s Step time:  2.24s
137920 Examples seen. Accuracy:0.5839 Error:   1.05403 Loss:1.03530 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.23s
138560 Examples seen. Accuracy:0.5854 Error:   1.21003 Loss:1.35770 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.21s
139200 Examples seen. Accuracy:0.5851 Error:   1.03178 Loss:1.15012 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.21s
139840 Examples seen. Accuracy:0.5845 Error:   1.01359 Loss:1.12123 Threads: 2 Forward time:  0.61s Backward time:  0.45s Step time:  2.22s
140480 Examples seen. Accuracy:0.5845 Error:   1.02529 Loss:1.04883 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.21s
141120 Examples seen. Accuracy:0.5827 Error:   1.19323 Loss:1.31478 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.28s
141760 Examples seen. Accuracy:0.5810 Error:   1.13479 Loss:1.36352 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.22s
142400 Examples seen. Accuracy:0.5804 Error:   1.00107 Loss:1.10626 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.25s
143040 Examples seen. Accuracy:0.5832 Error:   1.00309 Loss:1.04431 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.22s
143680 Examples seen. Accuracy:0.5839 Error:   0.94854 Loss:0.89582 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.24s
144320 Examples seen. Accuracy:0.5850 Error:   1.02828 Loss:1.04987 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.24s
144960 Examples seen. Accuracy:0.5833 Error:   1.06064 Loss:1.00944 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.21s
145600 Examples seen. Accuracy:0.5824 Error:   0.98539 Loss:0.98770 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.20s
146240 Examples seen. Accuracy:0.5853 Error:   0.85897 Loss:0.84394 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.20s
146880 Examples seen. Accuracy:0.5828 Error:   1.09748 Loss:1.23900 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.20s
147520 Examples seen. Accuracy:0.5866 Error:   0.97474 Loss:1.01535 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.20s
148160 Examples seen. Accuracy:0.5900 Error:   0.97851 Loss:1.00669 Threads: 2 Forward time:  0.61s Backward time:  0.44s Step time:  2.20s
148800 Examples seen. Accuracy:0.5918 Error:   1.01162 Loss:1.12216 Threads: 2 Forward time:  0.63s Backward time:  0.47s Step time:  2.24s
149440 Examples seen. Accuracy:0.5909 Error:   1.13458 Loss:1.30883 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.20s
150080 Examples seen. Accuracy:0.5925 Error:   0.99971 Loss:1.11734 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.20s
150720 Examples seen. Accuracy:0.5923 Error:   1.03287 Loss:1.32021 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.18s
151360 Examples seen. Accuracy:0.5957 Error:   0.86281 Loss:0.91507 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.18s
152000 Examples seen. Accuracy:0.5977 Error:   0.96558 Loss:1.16557 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.24s
152640 Examples seen. Accuracy:0.5975 Error:   1.06024 Loss:1.15841 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.23s
153280 Examples seen. Accuracy:0.5973 Error:   1.03222 Loss:1.08470 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.21s
153920 Examples seen. Accuracy:0.6008 Error:   1.08257 Loss:1.19986 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.22s
154560 Examples seen. Accuracy:0.5996 Error:   1.07978 Loss:1.17184 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.21s
155200 Examples seen. Accuracy:0.5989 Error:   0.92115 Loss:0.85601 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.21s
155840 Examples seen. Accuracy:0.5966 Error:   1.05883 Loss:1.05120 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.20s
156480 Examples seen. Accuracy:0.5981 Error:   0.95001 Loss:0.97638 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.20s
157120 Examples seen. Accuracy:0.5965 Error:   0.97193 Loss:0.92658 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.20s
157760 Examples seen. Accuracy:0.5988 Error:   0.89512 Loss:0.93447 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.19s
158400 Examples seen. Accuracy:0.6031 Error:   0.86293 Loss:0.89094 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.20s
159040 Examples seen. Accuracy:0.6024 Error:   0.91995 Loss:1.09250 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.20s
159680 Examples seen. Accuracy:0.6021 Error:   1.07432 Loss:1.10940 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.19s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 4 Examples seen:160000 Validation Accuracy: 0.5797 Validation Error: 1.1503 Validation Loss: 1.1934 Total time:  13.47min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.256 Min Weight:  -0.244 Max Output:  3.942 Min Output: -3.828 TNNetConvolutionLinear 32,32,64 Times: 27.95s 0.06s Parent:0
Layer  2                                                     Max Output:  3.942 Min Output: -1.489 TNNetMaxPool 8,8,64 Times: 7.71s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.860 Min Weight:   0.597 Max Output:  3.889 Min Output: -2.425 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.123 Min Weight:  -0.124 Max Output:  4.607 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.127 Min Weight:  -0.132 Max Output:  3.819 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.10s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.139 Min Weight:  -0.127 Max Output:  2.370 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.127 Min Weight:  -0.114 Max Output:  2.218 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.02s Parent:6
Layer  8                                                     Max Output:  2.218 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  2.218 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.48s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.180 Min Weight:  -0.167 Max Output:  2.799 Min Output: -2.775 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.542 Min Output:  0.002 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.9 minutes. 100 epochs: 4.8 hours.
Epochs: 4. Working time: 0.22 hours.
160640 Examples seen. Accuracy:0.5990 Error:   1.10211 Loss:1.16773 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.17s
161280 Examples seen. Accuracy:0.6026 Error:   1.05497 Loss:1.13217 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.21s
161920 Examples seen. Accuracy:0.6008 Error:   0.90410 Loss:0.87616 Threads: 2 Forward time:  0.63s Backward time:  0.46s Step time:  2.21s
162560 Examples seen. Accuracy:0.6032 Error:   0.95852 Loss:0.97580 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.22s
163200 Examples seen. Accuracy:0.6062 Error:   1.07567 Loss:1.06208 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.19s
163840 Examples seen. Accuracy:0.6070 Error:   1.15699 Loss:1.37377 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.20s
164480 Examples seen. Accuracy:0.6081 Error:   0.96723 Loss:0.98491 Threads: 2 Forward time:  0.61s Backward time:  0.45s Step time:  2.19s
165120 Examples seen. Accuracy:0.6066 Error:   0.93428 Loss:0.93845 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.18s
165760 Examples seen. Accuracy:0.6052 Error:   1.02693 Loss:0.96977 Threads: 2 Forward time:  0.62s Backward time:  0.46s Step time:  2.19s
166400 Examples seen. Accuracy:0.6101 Error:   0.98860 Loss:1.17213 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.18s
167040 Examples seen. Accuracy:0.6083 Error:   1.14808 Loss:1.32660 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.20s
167680 Examples seen. Accuracy:0.6116 Error:   1.11013 Loss:1.14876 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.18s
168320 Examples seen. Accuracy:0.6153 Error:   0.96676 Loss:0.98929 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.21s
168960 Examples seen. Accuracy:0.6134 Error:   1.02744 Loss:1.29408 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.21s
169600 Examples seen. Accuracy:0.6110 Error:   1.08191 Loss:1.23465 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.24s
170240 Examples seen. Accuracy:0.6172 Error:   0.99362 Loss:1.11497 Threads: 2 Forward time:  0.61s Backward time:  0.45s Step time:  2.22s
170880 Examples seen. Accuracy:0.6171 Error:   0.99831 Loss:1.00082 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.24s
171520 Examples seen. Accuracy:0.6178 Error:   0.91070 Loss:0.93645 Threads: 2 Forward time:  0.66s Backward time:  0.42s Step time:  2.20s
172160 Examples seen. Accuracy:0.6188 Error:   0.98513 Loss:1.05190 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.19s
172800 Examples seen. Accuracy:0.6181 Error:   1.08684 Loss:1.28621 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.18s
173440 Examples seen. Accuracy:0.6167 Error:   0.77826 Loss:0.78750 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.20s
174080 Examples seen. Accuracy:0.6138 Error:   1.01768 Loss:1.08909 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.19s
174720 Examples seen. Accuracy:0.6129 Error:   0.96148 Loss:0.94359 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.17s
175360 Examples seen. Accuracy:0.6104 Error:   1.07571 Loss:1.23943 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.18s
176000 Examples seen. Accuracy:0.6122 Error:   0.85920 Loss:0.87142 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.17s
176640 Examples seen. Accuracy:0.6145 Error:   1.01845 Loss:1.01887 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.18s
177280 Examples seen. Accuracy:0.6154 Error:   0.96397 Loss:1.08980 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.22s
177920 Examples seen. Accuracy:0.6166 Error:   0.89646 Loss:0.91242 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.18s
178560 Examples seen. Accuracy:0.6160 Error:   1.00797 Loss:1.06545 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.19s
179200 Examples seen. Accuracy:0.6169 Error:   1.03572 Loss:1.15462 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.18s
179840 Examples seen. Accuracy:0.6144 Error:   0.98717 Loss:0.95878 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.18s
180480 Examples seen. Accuracy:0.6156 Error:   0.96216 Loss:0.96458 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.18s
181120 Examples seen. Accuracy:0.6163 Error:   0.97438 Loss:0.95897 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.17s
181760 Examples seen. Accuracy:0.6162 Error:   1.00915 Loss:1.01775 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.21s
182400 Examples seen. Accuracy:0.6171 Error:   1.05814 Loss:1.19367 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.21s
183040 Examples seen. Accuracy:0.6187 Error:   0.99125 Loss:1.07843 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.19s
183680 Examples seen. Accuracy:0.6220 Error:   0.87628 Loss:0.90629 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.19s
184320 Examples seen. Accuracy:0.6277 Error:   0.95939 Loss:0.93743 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.19s
184960 Examples seen. Accuracy:0.6293 Error:   0.72180 Loss:0.69033 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.22s
185600 Examples seen. Accuracy:0.6308 Error:   0.95314 Loss:0.98398 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.18s
186240 Examples seen. Accuracy:0.6285 Error:   0.98046 Loss:0.99789 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.19s
186880 Examples seen. Accuracy:0.6287 Error:   1.04414 Loss:1.14985 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.16s
187520 Examples seen. Accuracy:0.6322 Error:   0.89528 Loss:0.99822 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.19s
188160 Examples seen. Accuracy:0.6334 Error:   0.98538 Loss:1.05911 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.17s
188800 Examples seen. Accuracy:0.6327 Error:   0.96471 Loss:1.29286 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.19s
189440 Examples seen. Accuracy:0.6318 Error:   0.96149 Loss:0.88570 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.20s
190080 Examples seen. Accuracy:0.6328 Error:   0.90210 Loss:1.00304 Threads: 2 Forward time:  0.64s Backward time:  0.46s Step time:  2.20s
190720 Examples seen. Accuracy:0.6301 Error:   1.01881 Loss:1.10035 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.18s
191360 Examples seen. Accuracy:0.6291 Error:   1.02868 Loss:1.09830 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.20s
192000 Examples seen. Accuracy:0.6279 Error:   0.93544 Loss:1.03533 Threads: 2 Forward time:  0.61s Backward time:  0.44s Step time:  2.19s
192640 Examples seen. Accuracy:0.6280 Error:   1.01840 Loss:1.05854 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.21s
193280 Examples seen. Accuracy:0.6301 Error:   0.80239 Loss:0.81260 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.17s
193920 Examples seen. Accuracy:0.6310 Error:   0.89658 Loss:0.84578 Threads: 2 Forward time:  0.65s Backward time:  0.43s Step time:  2.18s
194560 Examples seen. Accuracy:0.6318 Error:   0.94713 Loss:0.96124 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.17s
195200 Examples seen. Accuracy:0.6363 Error:   0.93428 Loss:0.94395 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.27s
195840 Examples seen. Accuracy:0.6356 Error:   1.01543 Loss:1.10130 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.17s
196480 Examples seen. Accuracy:0.6372 Error:   0.96016 Loss:1.02174 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.17s
197120 Examples seen. Accuracy:0.6380 Error:   0.96421 Loss:1.01844 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.19s
197760 Examples seen. Accuracy:0.6382 Error:   1.10627 Loss:1.26171 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.18s
198400 Examples seen. Accuracy:0.6361 Error:   1.00328 Loss:1.06211 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.18s
199040 Examples seen. Accuracy:0.6378 Error:   0.92087 Loss:1.05309 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.18s
199680 Examples seen. Accuracy:0.6350 Error:   1.07582 Loss:1.23282 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.18s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 5 Examples seen:200000 Validation Accuracy: 0.6050 Validation Error: 1.1205 Validation Loss: 1.1330 Total time:  16.71min
Epoch time: 2.8 minutes. 100 epochs: 4.7 hours.
Epochs: 5. Working time: 0.28 hours.
200640 Examples seen. Accuracy:0.6354 Error:   0.83619 Loss:0.85476 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.17s
201280 Examples seen. Accuracy:0.6333 Error:   0.94991 Loss:1.06894 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.21s
201920 Examples seen. Accuracy:0.6322 Error:   0.97842 Loss:1.11087 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.18s
202560 Examples seen. Accuracy:0.6314 Error:   1.07668 Loss:1.14576 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.16s
203200 Examples seen. Accuracy:0.6338 Error:   0.98244 Loss:1.03662 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.18s
203840 Examples seen. Accuracy:0.6337 Error:   0.95484 Loss:0.90367 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.14s
204480 Examples seen. Accuracy:0.6327 Error:   0.98711 Loss:1.05045 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.19s
205120 Examples seen. Accuracy:0.6358 Error:   0.95436 Loss:1.01074 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.15s
205760 Examples seen. Accuracy:0.6365 Error:   1.10584 Loss:1.14841 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.15s
206400 Examples seen. Accuracy:0.6366 Error:   0.90899 Loss:0.80771 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.18s
207040 Examples seen. Accuracy:0.6429 Error:   0.86838 Loss:0.87756 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.15s
207680 Examples seen. Accuracy:0.6412 Error:   0.92071 Loss:1.10582 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.21s
208320 Examples seen. Accuracy:0.6418 Error:   0.98307 Loss:1.02610 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.19s
208960 Examples seen. Accuracy:0.6419 Error:   0.91622 Loss:0.93675 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.18s
209600 Examples seen. Accuracy:0.6425 Error:   1.08790 Loss:1.05584 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.19s
210240 Examples seen. Accuracy:0.6409 Error:   0.92706 Loss:1.08471 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.20s
210880 Examples seen. Accuracy:0.6435 Error:   0.91029 Loss:1.04782 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.18s
211520 Examples seen. Accuracy:0.6472 Error:   0.76979 Loss:0.74464 Threads: 2 Forward time:  1.07s Backward time:  0.73s Step time:  2.59s
212160 Examples seen. Accuracy:0.6494 Error:   0.93105 Loss:0.90503 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  3.36s
212800 Examples seen. Accuracy:0.6476 Error:   0.87201 Loss:0.84776 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.27s
213440 Examples seen. Accuracy:0.6482 Error:   0.90903 Loss:0.97757 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.17s
214080 Examples seen. Accuracy:0.6488 Error:   0.98338 Loss:1.01230 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.18s
214720 Examples seen. Accuracy:0.6487 Error:   0.84375 Loss:0.83184 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.17s
215360 Examples seen. Accuracy:0.6490 Error:   1.10811 Loss:1.51187 Threads: 2 Forward time:  0.65s Backward time:  0.44s Step time:  2.17s
216000 Examples seen. Accuracy:0.6460 Error:   1.03133 Loss:1.06026 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.18s
216640 Examples seen. Accuracy:0.6467 Error:   0.82054 Loss:0.77889 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.17s
217280 Examples seen. Accuracy:0.6448 Error:   0.93046 Loss:1.16791 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.17s
217920 Examples seen. Accuracy:0.6466 Error:   0.81743 Loss:0.90944 Threads: 2 Forward time:  0.60s Backward time:  0.42s Step time:  2.16s
218560 Examples seen. Accuracy:0.6441 Error:   1.08175 Loss:1.10592 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.15s
219200 Examples seen. Accuracy:0.6437 Error:   0.93695 Loss:1.04044 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.19s
219840 Examples seen. Accuracy:0.6418 Error:   1.09161 Loss:1.23133 Threads: 2 Forward time:  0.66s Backward time:  0.42s Step time:  2.17s
220480 Examples seen. Accuracy:0.6423 Error:   1.20145 Loss:1.36969 Threads: 2 Forward time:  0.66s Backward time:  0.45s Step time:  2.18s
221120 Examples seen. Accuracy:0.6438 Error:   1.03147 Loss:1.16298 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.17s
221760 Examples seen. Accuracy:0.6454 Error:   0.73790 Loss:0.71048 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.18s
222400 Examples seen. Accuracy:0.6460 Error:   0.97474 Loss:1.01057 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.21s
223040 Examples seen. Accuracy:0.6443 Error:   0.80677 Loss:0.76473 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.18s
223680 Examples seen. Accuracy:0.6449 Error:   0.77854 Loss:0.72452 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.18s
224320 Examples seen. Accuracy:0.6471 Error:   0.90016 Loss:0.91207 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.17s
224960 Examples seen. Accuracy:0.6483 Error:   0.88548 Loss:0.82909 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.18s
225600 Examples seen. Accuracy:0.6481 Error:   0.87082 Loss:0.83922 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.19s
226240 Examples seen. Accuracy:0.6468 Error:   0.84691 Loss:0.80508 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.15s
226880 Examples seen. Accuracy:0.6427 Error:   1.14900 Loss:1.48253 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.19s
227520 Examples seen. Accuracy:0.6439 Error:   0.89584 Loss:0.88414 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.16s
228160 Examples seen. Accuracy:0.6438 Error:   0.86970 Loss:0.90122 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.19s
228800 Examples seen. Accuracy:0.6411 Error:   1.05398 Loss:1.13471 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.16s
229440 Examples seen. Accuracy:0.6391 Error:   0.88445 Loss:0.92626 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.17s
230080 Examples seen. Accuracy:0.6414 Error:   0.91834 Loss:0.99319 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.15s
230720 Examples seen. Accuracy:0.6453 Error:   0.94206 Loss:1.01202 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.23s
231360 Examples seen. Accuracy:0.6458 Error:   0.86606 Loss:0.97019 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.18s
232000 Examples seen. Accuracy:0.6438 Error:   0.93186 Loss:0.89374 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.15s
232640 Examples seen. Accuracy:0.6434 Error:   0.82611 Loss:0.86593 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.16s
233280 Examples seen. Accuracy:0.6438 Error:   0.89844 Loss:0.98092 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.16s
233920 Examples seen. Accuracy:0.6494 Error:   0.68811 Loss:0.69885 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.15s
234560 Examples seen. Accuracy:0.6507 Error:   0.86686 Loss:0.86318 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.20s
235200 Examples seen. Accuracy:0.6522 Error:   0.95479 Loss:0.96027 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.16s
235840 Examples seen. Accuracy:0.6512 Error:   0.76991 Loss:0.71161 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.18s
236480 Examples seen. Accuracy:0.6506 Error:   0.94657 Loss:0.91184 Threads: 2 Forward time:  0.61s Backward time:  0.43s Step time:  2.15s
237120 Examples seen. Accuracy:0.6487 Error:   0.99136 Loss:1.08806 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.17s
237760 Examples seen. Accuracy:0.6514 Error:   0.83812 Loss:0.84671 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.19s
238400 Examples seen. Accuracy:0.6513 Error:   0.84835 Loss:0.81440 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.15s
239040 Examples seen. Accuracy:0.6515 Error:   0.85350 Loss:0.81794 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
239680 Examples seen. Accuracy:0.6530 Error:   0.86792 Loss:0.93809 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.16s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 6 Examples seen:240000 Validation Accuracy: 0.6290 Validation Error: 1.0859 Validation Loss: 1.0754 Total time:  19.96min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.269 Min Weight:  -0.268 Max Output:  3.854 Min Output: -3.946 TNNetConvolutionLinear 32,32,64 Times: 28.24s 0.06s Parent:0
Layer  2                                                     Max Output:  3.854 Min Output: -1.242 TNNetMaxPool 8,8,64 Times: 7.67s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.808 Min Weight:   0.610 Max Output:  4.016 Min Output: -2.294 TNNetMovingStdNormalization 8,8,64 Times: 0.14s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.128 Min Weight:  -0.132 Max Output:  5.072 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.155 Min Weight:  -0.137 Max Output:  3.763 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.11s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.142 Min Weight:  -0.137 Max Output:  2.049 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.06s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.126 Min Weight:  -0.120 Max Output:  1.895 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.11s 0.02s Parent:6
Layer  8                                                     Max Output:  1.895 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.04s 0.00s Parent:7
Layer  9                                                     Max Output:  1.895 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.49s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.199 Min Weight:  -0.173 Max Output:  2.287 Min Output: -2.569 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.417 Min Output:  0.003 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.8 minutes. 100 epochs: 4.7 hours.
Epochs: 6. Working time: 0.33 hours.
240640 Examples seen. Accuracy:0.6525 Error:   1.01418 Loss:1.15897 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.15s
241280 Examples seen. Accuracy:0.6517 Error:   1.03593 Loss:1.18356 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.18s
241920 Examples seen. Accuracy:0.6523 Error:   0.92891 Loss:1.01965 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.17s
242560 Examples seen. Accuracy:0.6531 Error:   0.88395 Loss:0.89134 Threads: 2 Forward time:  0.66s Backward time:  0.42s Step time:  2.16s
243200 Examples seen. Accuracy:0.6522 Error:   0.87836 Loss:0.92316 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.15s
243840 Examples seen. Accuracy:0.6503 Error:   1.04376 Loss:1.18540 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.17s
244480 Examples seen. Accuracy:0.6510 Error:   0.85976 Loss:0.85696 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.13s
245120 Examples seen. Accuracy:0.6517 Error:   0.92981 Loss:0.94635 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.17s
245760 Examples seen. Accuracy:0.6518 Error:   0.86006 Loss:0.95772 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.13s
246400 Examples seen. Accuracy:0.6567 Error:   0.75966 Loss:0.70858 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.14s
247040 Examples seen. Accuracy:0.6546 Error:   0.99462 Loss:1.08084 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.16s
247680 Examples seen. Accuracy:0.6557 Error:   0.91927 Loss:1.03907 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.15s
248320 Examples seen. Accuracy:0.6525 Error:   0.91280 Loss:0.92769 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.16s
248960 Examples seen. Accuracy:0.6511 Error:   0.97668 Loss:1.05736 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
249600 Examples seen. Accuracy:0.6502 Error:   0.98444 Loss:1.11119 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.13s
250240 Examples seen. Accuracy:0.6533 Error:   0.79042 Loss:0.73706 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.15s
250880 Examples seen. Accuracy:0.6525 Error:   0.97053 Loss:1.04422 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.18s
251520 Examples seen. Accuracy:0.6549 Error:   0.82437 Loss:0.80444 Threads: 2 Forward time:  0.63s Backward time:  0.43s Step time:  2.16s
252160 Examples seen. Accuracy:0.6577 Error:   0.94611 Loss:0.95944 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.16s
252800 Examples seen. Accuracy:0.6585 Error:   0.75462 Loss:0.75355 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.19s
253440 Examples seen. Accuracy:0.6586 Error:   0.71235 Loss:0.67688 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.14s
254080 Examples seen. Accuracy:0.6591 Error:   0.87526 Loss:1.06410 Threads: 2 Forward time:  0.72s Backward time:  0.45s Step time:  2.17s
254720 Examples seen. Accuracy:0.6604 Error:   0.95644 Loss:1.04529 Threads: 2 Forward time:  0.65s Backward time:  0.44s Step time:  2.15s
255360 Examples seen. Accuracy:0.6590 Error:   0.98084 Loss:0.95578 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.14s
256000 Examples seen. Accuracy:0.6588 Error:   0.89647 Loss:1.01786 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.14s
256640 Examples seen. Accuracy:0.6595 Error:   0.98754 Loss:1.07842 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.14s
257280 Examples seen. Accuracy:0.6592 Error:   0.75899 Loss:0.82444 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.16s
257920 Examples seen. Accuracy:0.6589 Error:   1.01071 Loss:1.12776 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.15s
258560 Examples seen. Accuracy:0.6561 Error:   1.07642 Loss:1.23736 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.15s
259200 Examples seen. Accuracy:0.6570 Error:   0.90472 Loss:1.04934 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.17s
259840 Examples seen. Accuracy:0.6553 Error:   0.93247 Loss:1.03880 Threads: 2 Forward time:  0.65s Backward time:  0.43s Step time:  2.15s
260480 Examples seen. Accuracy:0.6535 Error:   0.85680 Loss:0.89258 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.15s
261120 Examples seen. Accuracy:0.6534 Error:   1.04656 Loss:1.17056 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
261760 Examples seen. Accuracy:0.6520 Error:   0.86344 Loss:0.93958 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.16s
262400 Examples seen. Accuracy:0.6554 Error:   0.82750 Loss:0.94868 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.15s
263040 Examples seen. Accuracy:0.6558 Error:   0.79522 Loss:0.84773 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.15s
263680 Examples seen. Accuracy:0.6589 Error:   1.00998 Loss:1.20821 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.17s
264320 Examples seen. Accuracy:0.6558 Error:   0.92842 Loss:0.97067 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.12s
264960 Examples seen. Accuracy:0.6566 Error:   0.75437 Loss:0.77718 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.14s
265600 Examples seen. Accuracy:0.6605 Error:   0.77582 Loss:0.76944 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.15s
266240 Examples seen. Accuracy:0.6582 Error:   0.92525 Loss:0.92747 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.14s
266880 Examples seen. Accuracy:0.6606 Error:   0.93186 Loss:1.00021 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.17s
267520 Examples seen. Accuracy:0.6625 Error:   0.76420 Loss:0.82309 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.18s
268160 Examples seen. Accuracy:0.6597 Error:   0.95239 Loss:1.11325 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.15s
268800 Examples seen. Accuracy:0.6606 Error:   0.85741 Loss:0.81947 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.14s
269440 Examples seen. Accuracy:0.6612 Error:   0.94372 Loss:0.97785 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.15s
270080 Examples seen. Accuracy:0.6616 Error:   0.90700 Loss:0.95773 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.16s
270720 Examples seen. Accuracy:0.6609 Error:   0.86877 Loss:0.98001 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.15s
271360 Examples seen. Accuracy:0.6593 Error:   1.01078 Loss:1.17813 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.15s
272000 Examples seen. Accuracy:0.6596 Error:   0.81581 Loss:0.72255 Threads: 2 Forward time:  0.62s Backward time:  0.43s Step time:  2.14s
272640 Examples seen. Accuracy:0.6628 Error:   0.98980 Loss:1.11372 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
273280 Examples seen. Accuracy:0.6642 Error:   0.91142 Loss:0.98718 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.15s
273920 Examples seen. Accuracy:0.6671 Error:   0.76930 Loss:0.82128 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.13s
274560 Examples seen. Accuracy:0.6666 Error:   0.73726 Loss:0.72874 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.16s
275200 Examples seen. Accuracy:0.6649 Error:   0.90021 Loss:0.98472 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
275840 Examples seen. Accuracy:0.6648 Error:   0.78685 Loss:0.76559 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.18s
276480 Examples seen. Accuracy:0.6666 Error:   0.95487 Loss:1.02620 Threads: 2 Forward time:  0.67s Backward time:  0.41s Step time:  2.14s
277120 Examples seen. Accuracy:0.6672 Error:   0.88074 Loss:0.93909 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.15s
277760 Examples seen. Accuracy:0.6665 Error:   0.95923 Loss:1.00551 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.14s
278400 Examples seen. Accuracy:0.6675 Error:   0.87623 Loss:0.94159 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.16s
279040 Examples seen. Accuracy:0.6668 Error:   0.95097 Loss:1.09947 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.16s
279680 Examples seen. Accuracy:0.6687 Error:   0.85646 Loss:0.86334 Threads: 2 Forward time:  0.66s Backward time:  0.40s Step time:  2.13s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 7 Examples seen:280000 Validation Accuracy: 0.6553 Validation Error: 1.0431 Validation Loss: 1.0162 Total time:  23.16min
Epoch time: 2.8 minutes. 100 epochs: 4.6 hours.
Epochs: 7. Working time: 0.39 hours.
280640 Examples seen. Accuracy:0.6613 Error:   0.65157 Loss:0.60975 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.19s
281280 Examples seen. Accuracy:0.6626 Error:   0.90547 Loss:1.02542 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.14s
281920 Examples seen. Accuracy:0.6629 Error:   0.83423 Loss:0.84965 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
282560 Examples seen. Accuracy:0.6624 Error:   0.87361 Loss:1.02016 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.15s
283200 Examples seen. Accuracy:0.6648 Error:   0.82857 Loss:0.95500 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.16s
283840 Examples seen. Accuracy:0.6656 Error:   0.78094 Loss:0.76439 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.17s
284480 Examples seen. Accuracy:0.6661 Error:   0.98925 Loss:1.08873 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.14s
285120 Examples seen. Accuracy:0.6635 Error:   1.10021 Loss:1.17625 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.14s
285760 Examples seen. Accuracy:0.6646 Error:   0.79595 Loss:0.83916 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.14s
286400 Examples seen. Accuracy:0.6664 Error:   0.85009 Loss:0.77090 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
287040 Examples seen. Accuracy:0.6698 Error:   0.76942 Loss:0.83226 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.17s
287680 Examples seen. Accuracy:0.6732 Error:   0.82217 Loss:0.73448 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.13s
288320 Examples seen. Accuracy:0.6767 Error:   0.77884 Loss:0.83533 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.12s
288960 Examples seen. Accuracy:0.6737 Error:   0.80054 Loss:0.72858 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.15s
289600 Examples seen. Accuracy:0.6718 Error:   0.98691 Loss:1.11232 Threads: 2 Forward time:  0.68s Backward time:  0.44s Step time:  2.15s
290240 Examples seen. Accuracy:0.6711 Error:   0.85081 Loss:0.91706 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.15s
290880 Examples seen. Accuracy:0.6694 Error:   0.99454 Loss:1.02176 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.14s
291520 Examples seen. Accuracy:0.6705 Error:   0.78994 Loss:0.80030 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.14s
292160 Examples seen. Accuracy:0.6721 Error:   0.84894 Loss:0.94470 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
292800 Examples seen. Accuracy:0.6726 Error:   0.74284 Loss:0.67935 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.15s
293440 Examples seen. Accuracy:0.6696 Error:   1.03555 Loss:1.07559 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.15s
294080 Examples seen. Accuracy:0.6700 Error:   0.93414 Loss:0.99836 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.14s
294720 Examples seen. Accuracy:0.6679 Error:   0.76248 Loss:0.70874 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.16s
295360 Examples seen. Accuracy:0.6678 Error:   0.76235 Loss:0.74862 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.14s
296000 Examples seen. Accuracy:0.6689 Error:   0.87718 Loss:1.09647 Threads: 2 Forward time:  0.61s Backward time:  0.42s Step time:  2.22s
296640 Examples seen. Accuracy:0.6696 Error:   0.93275 Loss:1.28279 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.15s
297280 Examples seen. Accuracy:0.6674 Error:   0.87438 Loss:1.09570 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.16s
297920 Examples seen. Accuracy:0.6652 Error:   0.94192 Loss:1.07136 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
298560 Examples seen. Accuracy:0.6651 Error:   0.69033 Loss:0.68509 Threads: 2 Forward time:  0.67s Backward time:  0.44s Step time:  2.15s
299200 Examples seen. Accuracy:0.6660 Error:   0.73536 Loss:0.68023 Threads: 2 Forward time:  0.67s Backward time:  0.43s Step time:  2.19s
299840 Examples seen. Accuracy:0.6700 Error:   0.95776 Loss:0.95255 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
300480 Examples seen. Accuracy:0.6745 Error:   0.92451 Loss:1.04587 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.14s
301120 Examples seen. Accuracy:0.6741 Error:   0.93757 Loss:0.95080 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
301760 Examples seen. Accuracy:0.6759 Error:   0.84627 Loss:0.81796 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
302400 Examples seen. Accuracy:0.6758 Error:   0.84937 Loss:1.06792 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.16s
303040 Examples seen. Accuracy:0.6762 Error:   0.81929 Loss:0.87812 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.13s
303680 Examples seen. Accuracy:0.6755 Error:   0.69421 Loss:0.73107 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.13s
304320 Examples seen. Accuracy:0.6758 Error:   0.90237 Loss:1.18628 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.12s
304960 Examples seen. Accuracy:0.6742 Error:   0.87799 Loss:0.94643 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.14s
305600 Examples seen. Accuracy:0.6747 Error:   0.78613 Loss:0.78683 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.15s
306240 Examples seen. Accuracy:0.6755 Error:   0.86965 Loss:0.86549 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.15s
306880 Examples seen. Accuracy:0.6770 Error:   0.81770 Loss:0.84539 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.14s
307520 Examples seen. Accuracy:0.6756 Error:   0.84028 Loss:0.88233 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.13s
308160 Examples seen. Accuracy:0.6711 Error:   0.99743 Loss:1.01583 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.15s
308800 Examples seen. Accuracy:0.6731 Error:   0.80352 Loss:0.84791 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.15s
309440 Examples seen. Accuracy:0.6736 Error:   0.94334 Loss:0.98280 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.14s
310080 Examples seen. Accuracy:0.6744 Error:   0.86960 Loss:0.90658 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
310720 Examples seen. Accuracy:0.6752 Error:   0.86294 Loss:0.88902 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.13s
311360 Examples seen. Accuracy:0.6734 Error:   0.88650 Loss:0.85609 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.13s
312000 Examples seen. Accuracy:0.6726 Error:   0.77564 Loss:0.75372 Threads: 2 Forward time:  0.64s Backward time:  0.44s Step time:  2.15s
312640 Examples seen. Accuracy:0.6757 Error:   0.82259 Loss:0.78240 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
313280 Examples seen. Accuracy:0.6724 Error:   0.80025 Loss:0.77359 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.14s
313920 Examples seen. Accuracy:0.6760 Error:   0.93308 Loss:1.07613 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.12s
314560 Examples seen. Accuracy:0.6794 Error:   0.74656 Loss:0.81694 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.17s
315200 Examples seen. Accuracy:0.6810 Error:   0.78460 Loss:0.84379 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
315840 Examples seen. Accuracy:0.6803 Error:   0.78906 Loss:0.69013 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.13s
316480 Examples seen. Accuracy:0.6856 Error:   0.79878 Loss:0.88453 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
317120 Examples seen. Accuracy:0.6867 Error:   0.76210 Loss:0.72823 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.15s
317760 Examples seen. Accuracy:0.6872 Error:   0.89396 Loss:0.98040 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.17s
318400 Examples seen. Accuracy:0.6867 Error:   0.88540 Loss:0.90006 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.10s
319040 Examples seen. Accuracy:0.6854 Error:   0.91483 Loss:0.93175 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
319680 Examples seen. Accuracy:0.6830 Error:   0.80526 Loss:0.87225 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 8 Examples seen:320000 Validation Accuracy: 0.6818 Validation Error: 0.9875 Validation Loss: 0.9494 Total time:  26.34min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.296 Min Weight:  -0.308 Max Output:  3.791 Min Output: -4.071 TNNetConvolutionLinear 32,32,64 Times: 28.11s 0.06s Parent:0
Layer  2                                                     Max Output:  3.791 Min Output: -1.042 TNNetMaxPool 8,8,64 Times: 7.69s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.755 Min Weight:   0.631 Max Output:  4.185 Min Output: -2.216 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.134 Min Weight:  -0.155 Max Output:  5.846 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.10s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.190 Min Weight:  -0.145 Max Output:  3.723 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.151 Min Weight:  -0.146 Max Output:  2.514 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.135 Min Weight:  -0.127 Max Output:  1.482 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.02s Parent:6
Layer  8                                                     Max Output:  1.482 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  1.482 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.46s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.223 Min Weight:  -0.187 Max Output:  1.867 Min Output: -2.874 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.330 Min Output:  0.003 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.8 minutes. 100 epochs: 4.6 hours.
Epochs: 8. Working time: 0.44 hours.
320640 Examples seen. Accuracy:0.6828 Error:   0.83210 Loss:0.85865 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.15s
321280 Examples seen. Accuracy:0.6830 Error:   0.76235 Loss:0.74128 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.15s
321920 Examples seen. Accuracy:0.6833 Error:   0.91537 Loss:1.00903 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
322560 Examples seen. Accuracy:0.6812 Error:   0.82399 Loss:0.86827 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.17s
323200 Examples seen. Accuracy:0.6820 Error:   0.80613 Loss:0.82918 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.12s
323840 Examples seen. Accuracy:0.6797 Error:   0.86955 Loss:0.83457 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
324480 Examples seen. Accuracy:0.6816 Error:   0.77702 Loss:0.74432 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.12s
325120 Examples seen. Accuracy:0.6811 Error:   0.81782 Loss:1.10472 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.14s
325760 Examples seen. Accuracy:0.6809 Error:   0.72016 Loss:0.64452 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.15s
326400 Examples seen. Accuracy:0.6801 Error:   0.97637 Loss:1.12065 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.13s
327040 Examples seen. Accuracy:0.6792 Error:   0.91452 Loss:1.08241 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.13s
327680 Examples seen. Accuracy:0.6804 Error:   0.86442 Loss:0.94891 Threads: 2 Forward time:  0.65s Backward time:  0.44s Step time:  2.13s
328320 Examples seen. Accuracy:0.6795 Error:   0.83969 Loss:0.95684 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.11s
328960 Examples seen. Accuracy:0.6819 Error:   0.78518 Loss:0.82024 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.13s
329600 Examples seen. Accuracy:0.6846 Error:   0.76289 Loss:0.76202 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
330240 Examples seen. Accuracy:0.6841 Error:   0.93952 Loss:0.90711 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.13s
330880 Examples seen. Accuracy:0.6824 Error:   0.81623 Loss:0.93111 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
331520 Examples seen. Accuracy:0.6825 Error:   0.91622 Loss:0.92615 Threads: 2 Forward time:  0.67s Backward time:  0.44s Step time:  2.15s
332160 Examples seen. Accuracy:0.6830 Error:   0.93758 Loss:1.08263 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.11s
332800 Examples seen. Accuracy:0.6850 Error:   0.81842 Loss:0.81547 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.12s
333440 Examples seen. Accuracy:0.6874 Error:   0.74825 Loss:0.88586 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.13s
334080 Examples seen. Accuracy:0.6881 Error:   0.73745 Loss:0.75194 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.10s
334720 Examples seen. Accuracy:0.6862 Error:   0.89253 Loss:0.92654 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.14s
335360 Examples seen. Accuracy:0.6846 Error:   0.81429 Loss:0.93870 Threads: 2 Forward time:  0.66s Backward time:  0.42s Step time:  2.13s
336000 Examples seen. Accuracy:0.6863 Error:   0.69623 Loss:0.89833 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.13s
336640 Examples seen. Accuracy:0.6908 Error:   0.86460 Loss:0.89729 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.12s
337280 Examples seen. Accuracy:0.6909 Error:   0.78097 Loss:0.79672 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
337920 Examples seen. Accuracy:0.6879 Error:   0.84286 Loss:0.83220 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.15s
338560 Examples seen. Accuracy:0.6884 Error:   0.79985 Loss:0.82102 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.13s
339200 Examples seen. Accuracy:0.6900 Error:   0.70678 Loss:0.63599 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.16s
339840 Examples seen. Accuracy:0.6882 Error:   0.94440 Loss:1.00047 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
340480 Examples seen. Accuracy:0.6891 Error:   0.78146 Loss:0.85155 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.14s
341120 Examples seen. Accuracy:0.6896 Error:   0.81388 Loss:0.83903 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.13s
341760 Examples seen. Accuracy:0.6878 Error:   0.91642 Loss:1.05131 Threads: 2 Forward time:  1.05s Backward time:  0.67s Step time:  3.37s
342400 Examples seen. Accuracy:0.6882 Error:   0.85055 Loss:0.97138 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.40s
343040 Examples seen. Accuracy:0.6883 Error:   0.89400 Loss:0.99945 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.15s
343680 Examples seen. Accuracy:0.6881 Error:   0.89760 Loss:0.90806 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.16s
344320 Examples seen. Accuracy:0.6883 Error:   0.72602 Loss:0.77685 Threads: 2 Forward time:  0.63s Backward time:  0.44s Step time:  2.15s
344960 Examples seen. Accuracy:0.6868 Error:   0.89672 Loss:0.98662 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.12s
345600 Examples seen. Accuracy:0.6891 Error:   0.90462 Loss:0.97443 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.14s
346240 Examples seen. Accuracy:0.6890 Error:   1.03031 Loss:1.12691 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.13s
346880 Examples seen. Accuracy:0.6861 Error:   0.93940 Loss:1.11398 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.16s
347520 Examples seen. Accuracy:0.6861 Error:   0.83886 Loss:0.81869 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.12s
348160 Examples seen. Accuracy:0.6838 Error:   0.91328 Loss:1.02709 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.14s
348800 Examples seen. Accuracy:0.6871 Error:   0.75809 Loss:0.83139 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
349440 Examples seen. Accuracy:0.6888 Error:   0.86836 Loss:0.94512 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.13s
350080 Examples seen. Accuracy:0.6889 Error:   0.70999 Loss:0.76356 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.18s
350720 Examples seen. Accuracy:0.6887 Error:   0.83105 Loss:1.02852 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.13s
351360 Examples seen. Accuracy:0.6901 Error:   0.68882 Loss:0.64376 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
352000 Examples seen. Accuracy:0.6921 Error:   0.87274 Loss:0.92782 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.14s
352640 Examples seen. Accuracy:0.6900 Error:   0.87631 Loss:0.90188 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.12s
353280 Examples seen. Accuracy:0.6921 Error:   0.73993 Loss:0.69190 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.16s
353920 Examples seen. Accuracy:0.6912 Error:   1.00501 Loss:1.16018 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.14s
354560 Examples seen. Accuracy:0.6909 Error:   0.85062 Loss:0.87619 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
355200 Examples seen. Accuracy:0.6899 Error:   0.87989 Loss:1.03159 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
355840 Examples seen. Accuracy:0.6906 Error:   0.74650 Loss:0.83408 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.12s
356480 Examples seen. Accuracy:0.6885 Error:   0.85144 Loss:0.90686 Threads: 2 Forward time:  0.64s Backward time:  0.43s Step time:  2.15s
357120 Examples seen. Accuracy:0.6881 Error:   0.76693 Loss:0.74109 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
357760 Examples seen. Accuracy:0.6875 Error:   0.72995 Loss:0.77932 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.13s
358400 Examples seen. Accuracy:0.6880 Error:   0.76434 Loss:0.72957 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.11s
359040 Examples seen. Accuracy:0.6882 Error:   0.87400 Loss:0.99024 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
359680 Examples seen. Accuracy:0.6862 Error:   0.90190 Loss:1.10476 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.12s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 9 Examples seen:360000 Validation Accuracy: 0.7030 Validation Error: 0.9186 Validation Loss: 0.8801 Total time:  29.55min
Epoch time: 2.8 minutes. 100 epochs: 4.6 hours.
Epochs: 9. Working time: 0.49 hours.
360640 Examples seen. Accuracy:0.6857 Error:   0.86691 Loss:0.87729 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
361280 Examples seen. Accuracy:0.6869 Error:   0.82502 Loss:1.01760 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.17s
361920 Examples seen. Accuracy:0.6862 Error:   0.93284 Loss:1.13742 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.13s
362560 Examples seen. Accuracy:0.6849 Error:   0.74976 Loss:0.74869 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.15s
363200 Examples seen. Accuracy:0.6871 Error:   0.77497 Loss:0.73842 Threads: 2 Forward time:  0.67s Backward time:  0.43s Step time:  2.16s
363840 Examples seen. Accuracy:0.6844 Error:   0.85140 Loss:0.93765 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.12s
364480 Examples seen. Accuracy:0.6863 Error:   0.76340 Loss:0.72247 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.15s
365120 Examples seen. Accuracy:0.6857 Error:   0.85797 Loss:0.84800 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.14s
365760 Examples seen. Accuracy:0.6861 Error:   0.75198 Loss:0.86330 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.16s
366400 Examples seen. Accuracy:0.6880 Error:   0.93376 Loss:0.95644 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.17s
367040 Examples seen. Accuracy:0.6858 Error:   1.10248 Loss:1.11889 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
367680 Examples seen. Accuracy:0.6868 Error:   0.78439 Loss:0.82975 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.16s
368320 Examples seen. Accuracy:0.6876 Error:   0.74193 Loss:0.75403 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.14s
368960 Examples seen. Accuracy:0.6876 Error:   0.76125 Loss:0.79130 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.16s
369600 Examples seen. Accuracy:0.6869 Error:   0.98320 Loss:1.10355 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.13s
370240 Examples seen. Accuracy:0.6927 Error:   0.69552 Loss:0.86028 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.13s
370880 Examples seen. Accuracy:0.6952 Error:   0.74000 Loss:0.79058 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.17s
371520 Examples seen. Accuracy:0.6966 Error:   0.71997 Loss:0.78349 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.14s
372160 Examples seen. Accuracy:0.6952 Error:   0.85958 Loss:0.89813 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.14s
372800 Examples seen. Accuracy:0.6934 Error:   0.95009 Loss:0.97699 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.12s
373440 Examples seen. Accuracy:0.6929 Error:   0.94710 Loss:1.17998 Threads: 2 Forward time:  0.67s Backward time:  0.43s Step time:  2.17s
374080 Examples seen. Accuracy:0.6904 Error:   0.94367 Loss:0.95021 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.14s
374720 Examples seen. Accuracy:0.6901 Error:   0.91603 Loss:0.96796 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.13s
375360 Examples seen. Accuracy:0.6887 Error:   0.79948 Loss:0.78425 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.13s
376000 Examples seen. Accuracy:0.6897 Error:   0.88610 Loss:0.91261 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
376640 Examples seen. Accuracy:0.6897 Error:   0.77648 Loss:0.86611 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.16s
377280 Examples seen. Accuracy:0.6923 Error:   0.85061 Loss:1.05913 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.13s
377920 Examples seen. Accuracy:0.6909 Error:   0.81094 Loss:1.04089 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
378560 Examples seen. Accuracy:0.6888 Error:   0.79089 Loss:0.99854 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.14s
379200 Examples seen. Accuracy:0.6906 Error:   0.90330 Loss:1.03680 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.14s
379840 Examples seen. Accuracy:0.6941 Error:   0.64366 Loss:0.58468 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.16s
380480 Examples seen. Accuracy:0.6910 Error:   0.92920 Loss:1.05722 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.14s
381120 Examples seen. Accuracy:0.6896 Error:   0.81586 Loss:0.86165 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.13s
381760 Examples seen. Accuracy:0.6903 Error:   0.76363 Loss:0.76325 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.12s
382400 Examples seen. Accuracy:0.6913 Error:   0.77161 Loss:0.92946 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.12s
383040 Examples seen. Accuracy:0.6952 Error:   0.87242 Loss:0.93642 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
383680 Examples seen. Accuracy:0.6958 Error:   0.83384 Loss:0.93347 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.13s
384320 Examples seen. Accuracy:0.6964 Error:   0.67091 Loss:0.65790 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
384960 Examples seen. Accuracy:0.6916 Error:   0.94267 Loss:0.92129 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.15s
385600 Examples seen. Accuracy:0.6908 Error:   0.83334 Loss:0.77649 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
386240 Examples seen. Accuracy:0.6951 Error:   0.65216 Loss:0.68782 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.17s
386880 Examples seen. Accuracy:0.6936 Error:   0.78456 Loss:0.77500 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.15s
387520 Examples seen. Accuracy:0.6927 Error:   0.83550 Loss:0.87318 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.13s
388160 Examples seen. Accuracy:0.6918 Error:   0.76941 Loss:0.73647 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.14s
388800 Examples seen. Accuracy:0.6896 Error:   0.94279 Loss:0.98662 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.12s
389440 Examples seen. Accuracy:0.6907 Error:   0.89816 Loss:0.97976 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.17s
390080 Examples seen. Accuracy:0.6900 Error:   0.94956 Loss:1.06110 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.13s
390720 Examples seen. Accuracy:0.6887 Error:   0.84525 Loss:0.91252 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.15s
391360 Examples seen. Accuracy:0.6907 Error:   0.69101 Loss:0.77653 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
392000 Examples seen. Accuracy:0.6893 Error:   0.70960 Loss:0.67295 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.10s
392640 Examples seen. Accuracy:0.6889 Error:   0.74761 Loss:0.77647 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.13s
393280 Examples seen. Accuracy:0.6937 Error:   0.70215 Loss:0.77137 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.11s
393920 Examples seen. Accuracy:0.6946 Error:   0.69188 Loss:0.76316 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.11s
394560 Examples seen. Accuracy:0.6945 Error:   0.67050 Loss:0.65600 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.11s
395200 Examples seen. Accuracy:0.6956 Error:   0.65148 Loss:0.62906 Threads: 2 Forward time:  0.68s Backward time:  0.42s Step time:  2.12s
395840 Examples seen. Accuracy:0.6978 Error:   0.63545 Loss:0.67349 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
396480 Examples seen. Accuracy:0.6946 Error:   0.80565 Loss:0.89353 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.17s
397120 Examples seen. Accuracy:0.6902 Error:   0.82738 Loss:0.86377 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
397760 Examples seen. Accuracy:0.6887 Error:   0.86604 Loss:0.94241 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
398400 Examples seen. Accuracy:0.6893 Error:   0.70613 Loss:0.78004 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.14s
399040 Examples seen. Accuracy:0.6898 Error:   0.83713 Loss:0.83279 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
399680 Examples seen. Accuracy:0.6909 Error:   0.61156 Loss:0.65212 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 10 Examples seen:400000 Validation Accuracy: 0.7280 Validation Error: 0.8400 Validation Loss: 0.8105 Total time:  32.73min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.342 Min Weight:  -0.358 Max Output:  3.696 Min Output: -4.230 TNNetConvolutionLinear 32,32,64 Times: 28.18s 0.06s Parent:0
Layer  2                                                     Max Output:  3.696 Min Output: -1.279 TNNetMaxPool 8,8,64 Times: 7.72s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.706 Min Weight:   0.656 Max Output:  4.307 Min Output: -2.741 TNNetMovingStdNormalization 8,8,64 Times: 0.17s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.166 Min Weight:  -0.185 Max Output:  6.993 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.231 Min Weight:  -0.158 Max Output:  4.462 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.11s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.169 Min Weight:  -0.157 Max Output:  3.053 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.11s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.149 Min Weight:  -0.137 Max Output:  1.574 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.02s Parent:6
Layer  8                                                     Max Output:  1.574 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  1.574 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.48s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.248 Min Weight:  -0.203 Max Output:  1.533 Min Output: -3.839 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.246 Min Output:  0.001 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Starting Testing.
Epochs: 10 Examples seen:400000 Test Accuracy: 0.7220 Test Error: 0.8492 Test Loss: 0.8266 Total time:  33.68min
Epoch time: 2.8 minutes. 100 epochs: 4.6 hours.
Epochs: 10. Working time: 0.56 hours.
Learning rate set to:0.00090
400640 Examples seen. Accuracy:0.6930 Error:   0.72474 Loss:0.89528 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.11s
401280 Examples seen. Accuracy:0.6941 Error:   0.70192 Loss:0.79702 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.14s
401920 Examples seen. Accuracy:0.6938 Error:   0.66118 Loss:0.74551 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.14s
402560 Examples seen. Accuracy:0.6954 Error:   0.81286 Loss:0.85915 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.12s
403200 Examples seen. Accuracy:0.6980 Error:   0.79832 Loss:0.83612 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
403840 Examples seen. Accuracy:0.6972 Error:   0.82254 Loss:0.83155 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
404480 Examples seen. Accuracy:0.6991 Error:   0.86569 Loss:0.84376 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
405120 Examples seen. Accuracy:0.6981 Error:   0.69215 Loss:0.76997 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.14s
405760 Examples seen. Accuracy:0.6974 Error:   0.73135 Loss:0.73664 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
406400 Examples seen. Accuracy:0.6970 Error:   0.88571 Loss:0.82374 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
407040 Examples seen. Accuracy:0.6993 Error:   0.72962 Loss:0.94307 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.10s
407680 Examples seen. Accuracy:0.6965 Error:   0.80010 Loss:0.76598 Threads: 2 Forward time:  0.64s Backward time:  0.45s Step time:  2.12s
408320 Examples seen. Accuracy:0.7016 Error:   0.82091 Loss:0.87353 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
408960 Examples seen. Accuracy:0.7011 Error:   0.81656 Loss:0.78358 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.14s
409600 Examples seen. Accuracy:0.7033 Error:   0.92105 Loss:1.08734 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.13s
410240 Examples seen. Accuracy:0.7023 Error:   0.81320 Loss:0.77520 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
410880 Examples seen. Accuracy:0.7044 Error:   0.67424 Loss:0.69972 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.12s
411520 Examples seen. Accuracy:0.7028 Error:   0.81541 Loss:0.96687 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
412160 Examples seen. Accuracy:0.7033 Error:   0.89890 Loss:0.96451 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
412800 Examples seen. Accuracy:0.7051 Error:   0.66520 Loss:0.66568 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.11s
413440 Examples seen. Accuracy:0.7060 Error:   0.65132 Loss:0.63670 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
414080 Examples seen. Accuracy:0.7075 Error:   0.70243 Loss:0.67874 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.16s
414720 Examples seen. Accuracy:0.7104 Error:   0.77548 Loss:0.92591 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.11s
415360 Examples seen. Accuracy:0.7088 Error:   0.77526 Loss:0.85573 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
416000 Examples seen. Accuracy:0.7066 Error:   0.78552 Loss:0.75301 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.14s
416640 Examples seen. Accuracy:0.7077 Error:   0.72719 Loss:0.67553 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.13s
417280 Examples seen. Accuracy:0.7090 Error:   0.80584 Loss:0.75668 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.15s
417920 Examples seen. Accuracy:0.7097 Error:   0.66598 Loss:0.79136 Threads: 2 Forward time:  0.62s Backward time:  0.44s Step time:  2.14s
418560 Examples seen. Accuracy:0.7076 Error:   0.78292 Loss:0.76862 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
419200 Examples seen. Accuracy:0.7074 Error:   0.84780 Loss:0.93463 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
419840 Examples seen. Accuracy:0.7075 Error:   0.82393 Loss:0.80743 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.12s
420480 Examples seen. Accuracy:0.7111 Error:   0.72245 Loss:0.68977 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.13s
421120 Examples seen. Accuracy:0.7089 Error:   0.84620 Loss:0.88859 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.11s
421760 Examples seen. Accuracy:0.7112 Error:   0.68148 Loss:0.74051 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
422400 Examples seen. Accuracy:0.7103 Error:   0.76779 Loss:0.79062 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
423040 Examples seen. Accuracy:0.7063 Error:   0.84091 Loss:0.83215 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.13s
423680 Examples seen. Accuracy:0.7081 Error:   0.78327 Loss:0.76861 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.13s
424320 Examples seen. Accuracy:0.7094 Error:   0.76406 Loss:1.00965 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.09s
424960 Examples seen. Accuracy:0.7102 Error:   0.79637 Loss:0.86965 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
425600 Examples seen. Accuracy:0.7119 Error:   0.74234 Loss:0.66270 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
426240 Examples seen. Accuracy:0.7117 Error:   0.78379 Loss:0.77250 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.10s
426880 Examples seen. Accuracy:0.7126 Error:   0.69548 Loss:0.64831 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
427520 Examples seen. Accuracy:0.7124 Error:   0.63208 Loss:0.65051 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
428160 Examples seen. Accuracy:0.7110 Error:   0.81137 Loss:0.79386 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.15s
428800 Examples seen. Accuracy:0.7112 Error:   0.55667 Loss:0.49654 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
429440 Examples seen. Accuracy:0.7103 Error:   0.95737 Loss:1.08056 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.09s
430080 Examples seen. Accuracy:0.7113 Error:   0.85720 Loss:0.98765 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.13s
430720 Examples seen. Accuracy:0.7150 Error:   0.68244 Loss:0.63798 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
431360 Examples seen. Accuracy:0.7116 Error:   0.82130 Loss:0.85616 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.12s
432000 Examples seen. Accuracy:0.7112 Error:   0.85680 Loss:0.93943 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.11s
432640 Examples seen. Accuracy:0.7123 Error:   0.84860 Loss:0.83619 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
433280 Examples seen. Accuracy:0.7141 Error:   0.84246 Loss:0.89683 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.13s
433920 Examples seen. Accuracy:0.7123 Error:   0.62451 Loss:0.65739 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
434560 Examples seen. Accuracy:0.7133 Error:   0.71083 Loss:0.80019 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.17s
435200 Examples seen. Accuracy:0.7132 Error:   0.64173 Loss:0.62716 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.08s
435840 Examples seen. Accuracy:0.7145 Error:   0.87660 Loss:1.00725 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.14s
436480 Examples seen. Accuracy:0.7142 Error:   0.56482 Loss:0.51459 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
437120 Examples seen. Accuracy:0.7166 Error:   0.78788 Loss:0.76217 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
437760 Examples seen. Accuracy:0.7162 Error:   0.59729 Loss:0.58101 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.12s
438400 Examples seen. Accuracy:0.7124 Error:   0.65624 Loss:0.71935 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.13s
439040 Examples seen. Accuracy:0.7119 Error:   0.77950 Loss:0.79633 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.11s
439680 Examples seen. Accuracy:0.7109 Error:   0.88236 Loss:0.98071 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 11 Examples seen:440000 Validation Accuracy: 0.7443 Validation Error: 0.7650 Validation Loss: 0.7528 Total time:  36.84min
Epoch time: 2.8 minutes. 100 epochs: 4.6 hours.
Epochs: 11. Working time: 0.61 hours.
440640 Examples seen. Accuracy:0.7093 Error:   0.68917 Loss:0.77642 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.11s
441280 Examples seen. Accuracy:0.7069 Error:   0.79918 Loss:0.91422 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.16s
441920 Examples seen. Accuracy:0.7070 Error:   0.68431 Loss:0.71939 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.11s
442560 Examples seen. Accuracy:0.7073 Error:   0.70354 Loss:0.71136 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
443200 Examples seen. Accuracy:0.7047 Error:   0.86944 Loss:0.97915 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
443840 Examples seen. Accuracy:0.7066 Error:   0.85298 Loss:0.97277 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.12s
444480 Examples seen. Accuracy:0.7058 Error:   0.83134 Loss:0.84348 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.10s
445120 Examples seen. Accuracy:0.7022 Error:   0.69591 Loss:0.64324 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
445760 Examples seen. Accuracy:0.7045 Error:   0.69796 Loss:0.73684 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
446400 Examples seen. Accuracy:0.7059 Error:   0.70641 Loss:0.82786 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
447040 Examples seen. Accuracy:0.7050 Error:   0.75220 Loss:0.77485 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
447680 Examples seen. Accuracy:0.7050 Error:   0.81915 Loss:0.94622 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
448320 Examples seen. Accuracy:0.7062 Error:   0.61504 Loss:0.53805 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
448960 Examples seen. Accuracy:0.7055 Error:   0.76553 Loss:0.96117 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.12s
449600 Examples seen. Accuracy:0.7024 Error:   0.80794 Loss:0.95461 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.11s
450240 Examples seen. Accuracy:0.7020 Error:   0.80613 Loss:0.91166 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.14s
450880 Examples seen. Accuracy:0.7035 Error:   0.63791 Loss:0.67017 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
451520 Examples seen. Accuracy:0.7053 Error:   0.77589 Loss:0.84168 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
452160 Examples seen. Accuracy:0.7059 Error:   0.84095 Loss:0.93662 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
452800 Examples seen. Accuracy:0.7064 Error:   0.82252 Loss:0.90479 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.13s
453440 Examples seen. Accuracy:0.7074 Error:   0.82227 Loss:0.72629 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.11s
454080 Examples seen. Accuracy:0.7090 Error:   0.67941 Loss:0.63827 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.13s
454720 Examples seen. Accuracy:0.7089 Error:   0.71694 Loss:0.72198 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.11s
455360 Examples seen. Accuracy:0.7100 Error:   0.63381 Loss:0.66252 Threads: 2 Forward time:  0.66s Backward time:  0.43s Step time:  2.13s
456000 Examples seen. Accuracy:0.7099 Error:   0.73899 Loss:0.68691 Threads: 2 Forward time:  0.92s Backward time:  0.60s Step time:  3.59s
456640 Examples seen. Accuracy:0.7135 Error:   0.70262 Loss:0.75486 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.12s
457280 Examples seen. Accuracy:0.7154 Error:   0.58885 Loss:0.67848 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.11s
457920 Examples seen. Accuracy:0.7131 Error:   0.75491 Loss:0.77636 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
458560 Examples seen. Accuracy:0.7127 Error:   0.69250 Loss:0.73114 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.11s
459200 Examples seen. Accuracy:0.7134 Error:   0.64271 Loss:0.64806 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
459840 Examples seen. Accuracy:0.7131 Error:   0.80679 Loss:0.83822 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
460480 Examples seen. Accuracy:0.7144 Error:   0.75458 Loss:0.87995 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
461120 Examples seen. Accuracy:0.7137 Error:   0.72152 Loss:0.76137 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.12s
461760 Examples seen. Accuracy:0.7141 Error:   0.97784 Loss:0.99919 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
462400 Examples seen. Accuracy:0.7118 Error:   0.81399 Loss:0.85411 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.13s
463040 Examples seen. Accuracy:0.7119 Error:   0.75806 Loss:0.92021 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.10s
463680 Examples seen. Accuracy:0.7143 Error:   0.63879 Loss:0.58437 Threads: 2 Forward time:  0.69s Backward time:  0.42s Step time:  2.13s
464320 Examples seen. Accuracy:0.7151 Error:   0.67711 Loss:0.74329 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.12s
464960 Examples seen. Accuracy:0.7169 Error:   0.58507 Loss:0.53742 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
465600 Examples seen. Accuracy:0.7168 Error:   0.77043 Loss:0.79730 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.11s
466240 Examples seen. Accuracy:0.7154 Error:   0.60794 Loss:0.69295 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
466880 Examples seen. Accuracy:0.7178 Error:   0.78843 Loss:0.85281 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
467520 Examples seen. Accuracy:0.7152 Error:   0.76217 Loss:0.78400 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
468160 Examples seen. Accuracy:0.7133 Error:   0.80985 Loss:0.74796 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
468800 Examples seen. Accuracy:0.7144 Error:   0.70752 Loss:0.70740 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
469440 Examples seen. Accuracy:0.7154 Error:   0.67626 Loss:0.67887 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.11s
470080 Examples seen. Accuracy:0.7155 Error:   0.76494 Loss:1.06081 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.11s
470720 Examples seen. Accuracy:0.7127 Error:   0.87394 Loss:0.97733 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.11s
471360 Examples seen. Accuracy:0.7123 Error:   0.77501 Loss:0.74667 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.14s
472000 Examples seen. Accuracy:0.7108 Error:   0.69261 Loss:0.73263 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
472640 Examples seen. Accuracy:0.7100 Error:   0.88162 Loss:0.98914 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
473280 Examples seen. Accuracy:0.7099 Error:   0.76240 Loss:0.81379 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
473920 Examples seen. Accuracy:0.7117 Error:   0.70388 Loss:0.80593 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
474560 Examples seen. Accuracy:0.7114 Error:   0.91456 Loss:0.94274 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
475200 Examples seen. Accuracy:0.7117 Error:   0.82100 Loss:0.73730 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
475840 Examples seen. Accuracy:0.7153 Error:   0.75104 Loss:0.66234 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
476480 Examples seen. Accuracy:0.7148 Error:   0.84573 Loss:0.84452 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.11s
477120 Examples seen. Accuracy:0.7154 Error:   0.92751 Loss:0.96136 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.11s
477760 Examples seen. Accuracy:0.7158 Error:   0.65573 Loss:0.62533 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
478400 Examples seen. Accuracy:0.7151 Error:   0.78682 Loss:0.87258 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
479040 Examples seen. Accuracy:0.7166 Error:   0.68292 Loss:0.81180 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
479680 Examples seen. Accuracy:0.7142 Error:   0.79140 Loss:0.83956 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.17s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 12 Examples seen:480000 Validation Accuracy: 0.7589 Validation Error: 0.7128 Validation Loss: 0.7109 Total time:  40.02min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.386 Min Weight:  -0.408 Max Output:  3.817 Min Output: -4.381 TNNetConvolutionLinear 32,32,64 Times: 28.03s 0.06s Parent:0
Layer  2                                                     Max Output:  3.817 Min Output: -1.281 TNNetMaxPool 8,8,64 Times: 7.59s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.682 Min Weight:   0.671 Max Output:  4.673 Min Output: -2.927 TNNetMovingStdNormalization 8,8,64 Times: 0.16s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.198 Min Weight:  -0.215 Max Output:  8.063 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.10s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.274 Min Weight:  -0.182 Max Output:  5.406 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.183 Min Weight:  -0.166 Max Output:  3.649 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.10s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.164 Min Weight:  -0.153 Max Output:  1.991 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.03s 0.02s Parent:6
Layer  8                                                     Max Output:  1.991 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  1.991 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.46s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.267 Min Weight:  -0.215 Max Output:  2.163 Min Output: -5.155 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.315 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.8 minutes. 100 epochs: 4.7 hours.
Epochs: 12. Working time: 0.67 hours.
480640 Examples seen. Accuracy:0.7180 Error:   0.68522 Loss:0.64138 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
481280 Examples seen. Accuracy:0.7192 Error:   0.84233 Loss:1.11957 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
481920 Examples seen. Accuracy:0.7178 Error:   0.66806 Loss:0.66893 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
482560 Examples seen. Accuracy:0.7212 Error:   0.67958 Loss:0.71975 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
483200 Examples seen. Accuracy:0.7185 Error:   0.73020 Loss:0.72568 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
483840 Examples seen. Accuracy:0.7190 Error:   0.55827 Loss:0.55894 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.10s
484480 Examples seen. Accuracy:0.7165 Error:   0.87444 Loss:1.02097 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.12s
485120 Examples seen. Accuracy:0.7166 Error:   0.89439 Loss:1.03223 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.13s
485760 Examples seen. Accuracy:0.7183 Error:   0.84012 Loss:1.06884 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
486400 Examples seen. Accuracy:0.7194 Error:   0.60100 Loss:0.59434 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
487040 Examples seen. Accuracy:0.7198 Error:   0.72716 Loss:0.73707 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
487680 Examples seen. Accuracy:0.7191 Error:   0.67813 Loss:0.78652 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.10s
488320 Examples seen. Accuracy:0.7187 Error:   0.78933 Loss:0.87615 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
488960 Examples seen. Accuracy:0.7174 Error:   0.65443 Loss:0.75147 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.13s
489600 Examples seen. Accuracy:0.7176 Error:   0.69388 Loss:0.76810 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.13s
490240 Examples seen. Accuracy:0.7189 Error:   0.79781 Loss:0.81985 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
490880 Examples seen. Accuracy:0.7199 Error:   0.69260 Loss:0.73480 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.11s
491520 Examples seen. Accuracy:0.7258 Error:   0.62072 Loss:0.68758 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
492160 Examples seen. Accuracy:0.7278 Error:   0.76843 Loss:0.79046 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.10s
492800 Examples seen. Accuracy:0.7269 Error:   0.56617 Loss:0.57576 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.08s
493440 Examples seen. Accuracy:0.7240 Error:   0.75431 Loss:0.81016 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
494080 Examples seen. Accuracy:0.7200 Error:   0.73523 Loss:0.74763 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.12s
494720 Examples seen. Accuracy:0.7200 Error:   0.83299 Loss:0.86498 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.08s
495360 Examples seen. Accuracy:0.7201 Error:   0.68625 Loss:0.72562 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
496000 Examples seen. Accuracy:0.7227 Error:   0.72262 Loss:0.71346 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
496640 Examples seen. Accuracy:0.7206 Error:   0.81516 Loss:0.91296 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
497280 Examples seen. Accuracy:0.7232 Error:   0.57146 Loss:0.48853 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
497920 Examples seen. Accuracy:0.7221 Error:   0.80561 Loss:0.90323 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
498560 Examples seen. Accuracy:0.7244 Error:   0.74004 Loss:0.82339 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
499200 Examples seen. Accuracy:0.7226 Error:   0.72147 Loss:0.82492 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
499840 Examples seen. Accuracy:0.7220 Error:   0.81973 Loss:1.05051 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.10s
500480 Examples seen. Accuracy:0.7192 Error:   0.85239 Loss:1.03932 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
501120 Examples seen. Accuracy:0.7162 Error:   0.81283 Loss:0.88534 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.08s
501760 Examples seen. Accuracy:0.7125 Error:   0.90044 Loss:0.99223 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.10s
502400 Examples seen. Accuracy:0.7145 Error:   0.78376 Loss:0.85818 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.10s
503040 Examples seen. Accuracy:0.7114 Error:   0.86100 Loss:0.86257 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.17s
503680 Examples seen. Accuracy:0.7116 Error:   0.69777 Loss:0.67969 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
504320 Examples seen. Accuracy:0.7161 Error:   0.59940 Loss:0.65403 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
504960 Examples seen. Accuracy:0.7144 Error:   0.78917 Loss:0.96954 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
505600 Examples seen. Accuracy:0.7130 Error:   0.67445 Loss:0.71284 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
506240 Examples seen. Accuracy:0.7168 Error:   0.70107 Loss:0.75737 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
506880 Examples seen. Accuracy:0.7174 Error:   0.71811 Loss:0.71529 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
507520 Examples seen. Accuracy:0.7141 Error:   0.63752 Loss:0.67930 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
508160 Examples seen. Accuracy:0.7165 Error:   0.72256 Loss:0.72391 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
508800 Examples seen. Accuracy:0.7182 Error:   0.78534 Loss:0.85359 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
509440 Examples seen. Accuracy:0.7180 Error:   0.87936 Loss:1.03909 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
510080 Examples seen. Accuracy:0.7211 Error:   0.78406 Loss:0.81564 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
510720 Examples seen. Accuracy:0.7162 Error:   0.64297 Loss:0.70114 Threads: 2 Forward time:  0.64s Backward time:  0.42s Step time:  2.12s
511360 Examples seen. Accuracy:0.7166 Error:   0.81566 Loss:0.87497 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
512000 Examples seen. Accuracy:0.7166 Error:   0.60022 Loss:0.56311 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.12s
512640 Examples seen. Accuracy:0.7170 Error:   0.77208 Loss:0.89716 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.12s
513280 Examples seen. Accuracy:0.7161 Error:   0.70967 Loss:0.69813 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
513920 Examples seen. Accuracy:0.7157 Error:   0.78385 Loss:0.85131 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
514560 Examples seen. Accuracy:0.7178 Error:   0.72394 Loss:0.74072 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
515200 Examples seen. Accuracy:0.7212 Error:   0.70440 Loss:0.71250 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
515840 Examples seen. Accuracy:0.7199 Error:   0.82021 Loss:0.80926 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
516480 Examples seen. Accuracy:0.7227 Error:   0.80430 Loss:0.84292 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
517120 Examples seen. Accuracy:0.7215 Error:   0.77910 Loss:0.90206 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
517760 Examples seen. Accuracy:0.7194 Error:   0.84718 Loss:0.82428 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
518400 Examples seen. Accuracy:0.7207 Error:   0.63441 Loss:0.63754 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.11s
519040 Examples seen. Accuracy:0.7196 Error:   0.75204 Loss:0.69213 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.12s
519680 Examples seen. Accuracy:0.7181 Error:   0.76627 Loss:0.75465 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 13 Examples seen:520000 Validation Accuracy: 0.7673 Validation Error: 0.6723 Validation Loss: 0.6762 Total time:  43.16min
Epoch time: 2.7 minutes. 100 epochs: 4.6 hours.
Epochs: 13. Working time: 0.72 hours.
520640 Examples seen. Accuracy:0.7192 Error:   0.72963 Loss:0.78630 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
521280 Examples seen. Accuracy:0.7208 Error:   0.60346 Loss:0.54514 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.15s
521920 Examples seen. Accuracy:0.7219 Error:   0.75375 Loss:0.65565 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
522560 Examples seen. Accuracy:0.7235 Error:   0.76275 Loss:0.91466 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.09s
523200 Examples seen. Accuracy:0.7218 Error:   0.85718 Loss:0.97335 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.11s
523840 Examples seen. Accuracy:0.7229 Error:   0.73105 Loss:0.70791 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
524480 Examples seen. Accuracy:0.7231 Error:   0.90350 Loss:0.88462 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.08s
525120 Examples seen. Accuracy:0.7239 Error:   0.78875 Loss:0.82715 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.08s
525760 Examples seen. Accuracy:0.7223 Error:   0.76138 Loss:0.79323 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
526400 Examples seen. Accuracy:0.7194 Error:   0.82576 Loss:0.87712 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.07s
527040 Examples seen. Accuracy:0.7205 Error:   0.73651 Loss:0.83730 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
527680 Examples seen. Accuracy:0.7205 Error:   0.79078 Loss:0.81921 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
528320 Examples seen. Accuracy:0.7230 Error:   0.64251 Loss:0.67454 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
528960 Examples seen. Accuracy:0.7226 Error:   0.81918 Loss:0.84060 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
529600 Examples seen. Accuracy:0.7228 Error:   0.74789 Loss:0.79449 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
530240 Examples seen. Accuracy:0.7227 Error:   0.63194 Loss:0.63820 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.13s
530880 Examples seen. Accuracy:0.7217 Error:   0.87615 Loss:0.97545 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
531520 Examples seen. Accuracy:0.7230 Error:   0.54515 Loss:0.47278 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.11s
532160 Examples seen. Accuracy:0.7194 Error:   0.95889 Loss:0.95108 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.11s
532800 Examples seen. Accuracy:0.7201 Error:   0.58137 Loss:0.57899 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.11s
533440 Examples seen. Accuracy:0.7219 Error:   0.60550 Loss:0.60393 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.12s
534080 Examples seen. Accuracy:0.7210 Error:   0.61053 Loss:0.59523 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
534720 Examples seen. Accuracy:0.7208 Error:   0.91632 Loss:0.98851 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
535360 Examples seen. Accuracy:0.7214 Error:   0.73219 Loss:0.70214 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.11s
536000 Examples seen. Accuracy:0.7258 Error:   0.71045 Loss:0.90588 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
536640 Examples seen. Accuracy:0.7300 Error:   0.54054 Loss:0.59930 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.11s
537280 Examples seen. Accuracy:0.7317 Error:   0.66921 Loss:0.66417 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
537920 Examples seen. Accuracy:0.7303 Error:   0.70608 Loss:0.74272 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
538560 Examples seen. Accuracy:0.7261 Error:   0.80396 Loss:0.82194 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.11s
539200 Examples seen. Accuracy:0.7235 Error:   0.79752 Loss:0.73739 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
539840 Examples seen. Accuracy:0.7190 Error:   0.84550 Loss:0.83323 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
540480 Examples seen. Accuracy:0.7221 Error:   0.64833 Loss:0.69782 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
541120 Examples seen. Accuracy:0.7211 Error:   0.72034 Loss:0.78286 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
541760 Examples seen. Accuracy:0.7231 Error:   0.72421 Loss:0.77214 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
542400 Examples seen. Accuracy:0.7218 Error:   0.91186 Loss:1.09462 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.11s
543040 Examples seen. Accuracy:0.7207 Error:   0.75876 Loss:0.71323 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
543680 Examples seen. Accuracy:0.7220 Error:   0.80209 Loss:0.94603 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
544320 Examples seen. Accuracy:0.7225 Error:   0.81890 Loss:0.91026 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.08s
544960 Examples seen. Accuracy:0.7237 Error:   0.82961 Loss:0.94034 Threads: 2 Forward time:  0.61s Backward time:  0.41s Step time:  2.11s
545600 Examples seen. Accuracy:0.7218 Error:   0.82314 Loss:0.99667 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
546240 Examples seen. Accuracy:0.7197 Error:   1.04223 Loss:1.31042 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
546880 Examples seen. Accuracy:0.7163 Error:   0.87079 Loss:0.92843 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.19s
547520 Examples seen. Accuracy:0.7171 Error:   0.66942 Loss:0.64068 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
548160 Examples seen. Accuracy:0.7188 Error:   0.84396 Loss:0.90633 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.09s
548800 Examples seen. Accuracy:0.7190 Error:   0.86939 Loss:1.02144 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
549440 Examples seen. Accuracy:0.7205 Error:   0.81934 Loss:0.80819 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.12s
550080 Examples seen. Accuracy:0.7215 Error:   0.72536 Loss:0.69008 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.10s
550720 Examples seen. Accuracy:0.7205 Error:   0.72040 Loss:0.80716 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.09s
551360 Examples seen. Accuracy:0.7190 Error:   0.87534 Loss:1.03462 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.09s
552000 Examples seen. Accuracy:0.7184 Error:   0.72763 Loss:0.67140 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
552640 Examples seen. Accuracy:0.7165 Error:   0.85721 Loss:0.87317 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.12s
553280 Examples seen. Accuracy:0.7136 Error:   0.76749 Loss:0.83548 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
553920 Examples seen. Accuracy:0.7150 Error:   0.75738 Loss:0.78907 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
554560 Examples seen. Accuracy:0.7172 Error:   0.71429 Loss:0.68147 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
555200 Examples seen. Accuracy:0.7181 Error:   0.74876 Loss:0.90310 Threads: 2 Forward time:  0.70s Backward time:  0.40s Step time:  2.10s
555840 Examples seen. Accuracy:0.7207 Error:   0.66426 Loss:0.75062 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
556480 Examples seen. Accuracy:0.7227 Error:   0.57803 Loss:0.66032 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
557120 Examples seen. Accuracy:0.7221 Error:   0.67911 Loss:0.77620 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.11s
557760 Examples seen. Accuracy:0.7223 Error:   0.78902 Loss:0.83487 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
558400 Examples seen. Accuracy:0.7223 Error:   0.69867 Loss:0.73758 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.10s
559040 Examples seen. Accuracy:0.7230 Error:   0.74665 Loss:0.80790 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.13s
559680 Examples seen. Accuracy:0.7236 Error:   0.74786 Loss:1.03753 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.10s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 14 Examples seen:560000 Validation Accuracy: 0.7762 Validation Error: 0.6432 Validation Loss: 0.6530 Total time:  46.31min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.418 Min Weight:  -0.449 Max Output:  3.957 Min Output: -4.465 TNNetConvolutionLinear 32,32,64 Times: 28.19s 0.06s Parent:0
Layer  2                                                     Max Output:  3.957 Min Output: -1.222 TNNetMaxPool 8,8,64 Times: 7.66s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.707 Min Weight:   0.671 Max Output:  4.845 Min Output: -2.876 TNNetMovingStdNormalization 8,8,64 Times: 0.14s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.224 Min Weight:  -0.235 Max Output:  8.855 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.19s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.301 Min Weight:  -0.205 Max Output:  6.153 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.198 Min Weight:  -0.183 Max Output:  4.217 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.173 Min Weight:  -0.165 Max Output:  2.202 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.02s Parent:6
Layer  8                                                     Max Output:  2.202 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  2.202 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.44s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.279 Min Weight:  -0.228 Max Output:  2.437 Min Output: -6.100 TNNetFullConnectLinear 10,1,1 Times: 0.04s 0.00s Parent:9
Layer 11                                                     Max Output:  0.314 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.6 hours.
Epochs: 14. Working time: 0.77 hours.
560640 Examples seen. Accuracy:0.7225 Error:   0.69536 Loss:0.67426 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.12s
561280 Examples seen. Accuracy:0.7255 Error:   0.52332 Loss:0.51940 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
561920 Examples seen. Accuracy:0.7244 Error:   0.58211 Loss:0.52320 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.10s
562560 Examples seen. Accuracy:0.7230 Error:   0.60093 Loss:0.72383 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.12s
563200 Examples seen. Accuracy:0.7262 Error:   0.77114 Loss:0.93546 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.13s
563840 Examples seen. Accuracy:0.7286 Error:   0.81519 Loss:0.87423 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
564480 Examples seen. Accuracy:0.7265 Error:   0.71386 Loss:0.67392 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
565120 Examples seen. Accuracy:0.7258 Error:   0.61551 Loss:0.54808 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
565760 Examples seen. Accuracy:0.7243 Error:   0.76772 Loss:0.68458 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
566400 Examples seen. Accuracy:0.7260 Error:   0.84366 Loss:1.03474 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
567040 Examples seen. Accuracy:0.7248 Error:   0.77922 Loss:0.76832 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
567680 Examples seen. Accuracy:0.7258 Error:   0.69907 Loss:0.71308 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
568320 Examples seen. Accuracy:0.7243 Error:   0.74579 Loss:0.64654 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
568960 Examples seen. Accuracy:0.7227 Error:   0.93191 Loss:1.01011 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
569600 Examples seen. Accuracy:0.7251 Error:   0.64488 Loss:0.64008 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.12s
570240 Examples seen. Accuracy:0.7247 Error:   0.57990 Loss:0.59988 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
570880 Examples seen. Accuracy:0.7261 Error:   0.56354 Loss:0.58683 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
571520 Examples seen. Accuracy:0.7254 Error:   0.85286 Loss:0.98216 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.11s
572160 Examples seen. Accuracy:0.7240 Error:   0.83919 Loss:0.86094 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.10s
572800 Examples seen. Accuracy:0.7249 Error:   0.84479 Loss:0.99189 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.11s
573440 Examples seen. Accuracy:0.7248 Error:   0.69542 Loss:0.71330 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
574080 Examples seen. Accuracy:0.7281 Error:   0.62936 Loss:0.74589 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
574720 Examples seen. Accuracy:0.7304 Error:   0.79824 Loss:0.80540 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
575360 Examples seen. Accuracy:0.7271 Error:   0.76739 Loss:0.82651 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
576000 Examples seen. Accuracy:0.7289 Error:   0.70771 Loss:0.73447 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.13s
576640 Examples seen. Accuracy:0.7265 Error:   0.60291 Loss:0.57872 Threads: 2 Forward time:  0.66s Backward time:  0.40s Step time:  2.10s
577280 Examples seen. Accuracy:0.7265 Error:   0.69040 Loss:0.67194 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
577920 Examples seen. Accuracy:0.7277 Error:   0.66307 Loss:0.71505 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
578560 Examples seen. Accuracy:0.7284 Error:   0.69911 Loss:0.70805 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.10s
579200 Examples seen. Accuracy:0.7311 Error:   0.84730 Loss:0.82616 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.13s
579840 Examples seen. Accuracy:0.7321 Error:   0.65650 Loss:0.57095 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.11s
580480 Examples seen. Accuracy:0.7326 Error:   0.73667 Loss:0.81304 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
581120 Examples seen. Accuracy:0.7320 Error:   0.73414 Loss:0.79861 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.10s
581760 Examples seen. Accuracy:0.7323 Error:   0.82646 Loss:0.82443 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.10s
582400 Examples seen. Accuracy:0.7337 Error:   0.64606 Loss:0.64536 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
583040 Examples seen. Accuracy:0.7332 Error:   0.79204 Loss:1.03474 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.11s
583680 Examples seen. Accuracy:0.7312 Error:   0.69702 Loss:0.67932 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
584320 Examples seen. Accuracy:0.7327 Error:   0.68080 Loss:0.71854 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
584960 Examples seen. Accuracy:0.7310 Error:   0.74392 Loss:0.72362 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.09s
585600 Examples seen. Accuracy:0.7296 Error:   0.63851 Loss:0.56774 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.12s
586240 Examples seen. Accuracy:0.7286 Error:   0.65141 Loss:0.64512 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.08s
586880 Examples seen. Accuracy:0.7287 Error:   0.78546 Loss:0.93412 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.11s
587520 Examples seen. Accuracy:0.7302 Error:   0.54498 Loss:0.53017 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
588160 Examples seen. Accuracy:0.7316 Error:   0.69847 Loss:0.77715 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
588800 Examples seen. Accuracy:0.7330 Error:   0.68436 Loss:0.80657 Threads: 2 Forward time:  1.10s Backward time:  0.72s Step time:  3.62s
589440 Examples seen. Accuracy:0.7323 Error:   0.89546 Loss:1.15716 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.14s
590080 Examples seen. Accuracy:0.7315 Error:   0.71153 Loss:0.72209 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
590720 Examples seen. Accuracy:0.7305 Error:   0.80727 Loss:0.88332 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
591360 Examples seen. Accuracy:0.7274 Error:   0.80038 Loss:0.97991 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.13s
592000 Examples seen. Accuracy:0.7328 Error:   0.68048 Loss:0.64788 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.10s
592640 Examples seen. Accuracy:0.7329 Error:   0.59433 Loss:0.57729 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
593280 Examples seen. Accuracy:0.7336 Error:   0.76147 Loss:0.87348 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
593920 Examples seen. Accuracy:0.7317 Error:   0.72427 Loss:0.67140 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.12s
594560 Examples seen. Accuracy:0.7326 Error:   0.72530 Loss:0.69411 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.14s
595200 Examples seen. Accuracy:0.7296 Error:   0.74077 Loss:0.67763 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.10s
595840 Examples seen. Accuracy:0.7304 Error:   0.67857 Loss:0.67946 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.11s
596480 Examples seen. Accuracy:0.7301 Error:   0.61232 Loss:0.58684 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.09s
597120 Examples seen. Accuracy:0.7311 Error:   0.70046 Loss:0.69782 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
597760 Examples seen. Accuracy:0.7336 Error:   0.58153 Loss:0.64317 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
598400 Examples seen. Accuracy:0.7329 Error:   0.70792 Loss:0.72081 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.10s
599040 Examples seen. Accuracy:0.7323 Error:   0.79225 Loss:0.83532 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.10s
599680 Examples seen. Accuracy:0.7327 Error:   0.73922 Loss:0.74877 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 15 Examples seen:600000 Validation Accuracy: 0.7827 Validation Error: 0.6212 Validation Loss: 0.6335 Total time:  49.48min
Epoch time: 2.7 minutes. 100 epochs: 4.6 hours.
Epochs: 15. Working time: 0.82 hours.
600640 Examples seen. Accuracy:0.7343 Error:   0.59930 Loss:0.68771 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.09s
601280 Examples seen. Accuracy:0.7313 Error:   0.71172 Loss:0.73786 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
601920 Examples seen. Accuracy:0.7339 Error:   0.74603 Loss:0.76268 Threads: 2 Forward time:  0.67s Backward time:  0.40s Step time:  2.13s
602560 Examples seen. Accuracy:0.7330 Error:   0.73563 Loss:0.70882 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
603200 Examples seen. Accuracy:0.7335 Error:   0.71246 Loss:0.83097 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
603840 Examples seen. Accuracy:0.7302 Error:   0.72188 Loss:0.67699 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.08s
604480 Examples seen. Accuracy:0.7320 Error:   0.67225 Loss:0.73350 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
605120 Examples seen. Accuracy:0.7298 Error:   0.77305 Loss:0.83000 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
605760 Examples seen. Accuracy:0.7305 Error:   0.76875 Loss:0.76672 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
606400 Examples seen. Accuracy:0.7297 Error:   0.76990 Loss:0.96923 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
607040 Examples seen. Accuracy:0.7329 Error:   0.69622 Loss:0.69791 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.10s
607680 Examples seen. Accuracy:0.7345 Error:   0.53754 Loss:0.55347 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
608320 Examples seen. Accuracy:0.7354 Error:   0.76916 Loss:0.87548 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.07s
608960 Examples seen. Accuracy:0.7371 Error:   0.69940 Loss:0.74805 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
609600 Examples seen. Accuracy:0.7369 Error:   0.81441 Loss:0.81075 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
610240 Examples seen. Accuracy:0.7380 Error:   0.71234 Loss:0.70524 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
610880 Examples seen. Accuracy:0.7341 Error:   0.71531 Loss:0.73083 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
611520 Examples seen. Accuracy:0.7338 Error:   0.79083 Loss:0.95520 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
612160 Examples seen. Accuracy:0.7350 Error:   0.64152 Loss:0.53857 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.11s
612800 Examples seen. Accuracy:0.7359 Error:   0.66193 Loss:0.71057 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
613440 Examples seen. Accuracy:0.7340 Error:   0.64080 Loss:0.63555 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.10s
614080 Examples seen. Accuracy:0.7350 Error:   0.64679 Loss:0.63072 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
614720 Examples seen. Accuracy:0.7336 Error:   0.66116 Loss:0.68064 Threads: 2 Forward time:  0.69s Backward time:  0.40s Step time:  2.12s
615360 Examples seen. Accuracy:0.7325 Error:   0.79750 Loss:0.88353 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
616000 Examples seen. Accuracy:0.7326 Error:   0.68135 Loss:0.62641 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
616640 Examples seen. Accuracy:0.7306 Error:   0.70661 Loss:0.75908 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
617280 Examples seen. Accuracy:0.7314 Error:   0.70334 Loss:0.65916 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
617920 Examples seen. Accuracy:0.7312 Error:   0.87054 Loss:0.91778 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
618560 Examples seen. Accuracy:0.7329 Error:   0.60749 Loss:0.64660 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
619200 Examples seen. Accuracy:0.7332 Error:   0.73309 Loss:0.83969 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
619840 Examples seen. Accuracy:0.7343 Error:   0.69491 Loss:0.65599 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.11s
620480 Examples seen. Accuracy:0.7359 Error:   0.62273 Loss:0.60229 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
621120 Examples seen. Accuracy:0.7339 Error:   0.81526 Loss:0.79924 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
621760 Examples seen. Accuracy:0.7347 Error:   0.64846 Loss:0.68685 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
622400 Examples seen. Accuracy:0.7357 Error:   0.51613 Loss:0.52151 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
623040 Examples seen. Accuracy:0.7365 Error:   0.82710 Loss:0.93869 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.08s
623680 Examples seen. Accuracy:0.7338 Error:   0.71195 Loss:0.71217 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
624320 Examples seen. Accuracy:0.7337 Error:   0.64586 Loss:0.54442 Threads: 2 Forward time:  0.67s Backward time:  0.43s Step time:  2.11s
624960 Examples seen. Accuracy:0.7357 Error:   0.67033 Loss:0.71399 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
625600 Examples seen. Accuracy:0.7367 Error:   0.78122 Loss:0.81499 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
626240 Examples seen. Accuracy:0.7347 Error:   0.74707 Loss:0.80090 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
626880 Examples seen. Accuracy:0.7327 Error:   0.81729 Loss:0.96679 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
627520 Examples seen. Accuracy:0.7307 Error:   0.73299 Loss:0.95411 Threads: 2 Forward time:  0.67s Backward time:  0.42s Step time:  2.13s
628160 Examples seen. Accuracy:0.7319 Error:   0.61040 Loss:0.76560 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
628800 Examples seen. Accuracy:0.7300 Error:   0.87256 Loss:0.94791 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
629440 Examples seen. Accuracy:0.7287 Error:   0.69901 Loss:0.70053 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
630080 Examples seen. Accuracy:0.7291 Error:   0.63156 Loss:0.55270 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
630720 Examples seen. Accuracy:0.7310 Error:   0.71923 Loss:0.76754 Threads: 2 Forward time:  0.63s Backward time:  0.45s Step time:  2.12s
631360 Examples seen. Accuracy:0.7317 Error:   0.59390 Loss:0.71613 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
632000 Examples seen. Accuracy:0.7322 Error:   0.75780 Loss:0.82132 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
632640 Examples seen. Accuracy:0.7315 Error:   0.84850 Loss:0.98578 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
633280 Examples seen. Accuracy:0.7337 Error:   0.55096 Loss:0.71131 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
633920 Examples seen. Accuracy:0.7344 Error:   0.57940 Loss:0.51421 Threads: 2 Forward time:  0.70s Backward time:  0.38s Step time:  2.10s
634560 Examples seen. Accuracy:0.7358 Error:   0.48184 Loss:0.52126 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
635200 Examples seen. Accuracy:0.7351 Error:   0.67379 Loss:0.61030 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.09s
635840 Examples seen. Accuracy:0.7368 Error:   0.64336 Loss:0.65209 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
636480 Examples seen. Accuracy:0.7333 Error:   0.59136 Loss:0.52805 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
637120 Examples seen. Accuracy:0.7312 Error:   0.74483 Loss:0.80911 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
637760 Examples seen. Accuracy:0.7320 Error:   0.73165 Loss:0.69799 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
638400 Examples seen. Accuracy:0.7357 Error:   0.63370 Loss:0.62382 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
639040 Examples seen. Accuracy:0.7353 Error:   0.72875 Loss:0.77166 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
639680 Examples seen. Accuracy:0.7370 Error:   0.89642 Loss:1.05265 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 16 Examples seen:640000 Validation Accuracy: 0.7891 Validation Error: 0.6015 Validation Loss: 0.6156 Total time:  52.61min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.444 Min Weight:  -0.476 Max Output:  4.041 Min Output: -4.600 TNNetConvolutionLinear 32,32,64 Times: 28.21s 0.06s Parent:0
Layer  2                                                     Max Output:  4.041 Min Output: -1.195 TNNetMaxPool 8,8,64 Times: 7.62s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.730 Min Weight:   0.685 Max Output:  4.831 Min Output: -2.807 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.246 Min Weight:  -0.249 Max Output:  9.357 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.19s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.319 Min Weight:  -0.223 Max Output:  6.570 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.06s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.210 Min Weight:  -0.194 Max Output:  4.616 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.11s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.181 Min Weight:  -0.176 Max Output:  2.587 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.02s Parent:6
Layer  8                                                     Max Output:  2.587 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.04s 0.00s Parent:7
Layer  9                                                     Max Output:  2.587 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.46s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.288 Min Weight:  -0.237 Max Output:  2.849 Min Output: -6.995 TNNetFullConnectLinear 10,1,1 Times: 0.04s 0.00s Parent:9
Layer 11                                                     Max Output:  0.356 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 16. Working time: 0.88 hours.
640640 Examples seen. Accuracy:0.7393 Error:   0.66071 Loss:0.59452 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
641280 Examples seen. Accuracy:0.7395 Error:   0.70643 Loss:0.80194 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
641920 Examples seen. Accuracy:0.7374 Error:   0.84847 Loss:1.12728 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.10s
642560 Examples seen. Accuracy:0.7359 Error:   0.74672 Loss:0.81864 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
643200 Examples seen. Accuracy:0.7355 Error:   0.71249 Loss:0.75804 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
643840 Examples seen. Accuracy:0.7367 Error:   0.77314 Loss:0.96080 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
644480 Examples seen. Accuracy:0.7346 Error:   0.63741 Loss:0.63846 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.09s
645120 Examples seen. Accuracy:0.7329 Error:   0.77761 Loss:0.80939 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
645760 Examples seen. Accuracy:0.7356 Error:   0.61278 Loss:0.57248 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
646400 Examples seen. Accuracy:0.7355 Error:   0.60523 Loss:0.60580 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.09s
647040 Examples seen. Accuracy:0.7372 Error:   0.53621 Loss:0.50154 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
647680 Examples seen. Accuracy:0.7367 Error:   0.72649 Loss:0.81349 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
648320 Examples seen. Accuracy:0.7349 Error:   0.82389 Loss:0.87779 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.10s
648960 Examples seen. Accuracy:0.7377 Error:   0.63857 Loss:0.59716 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
649600 Examples seen. Accuracy:0.7396 Error:   0.70625 Loss:0.90351 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
650240 Examples seen. Accuracy:0.7414 Error:   0.71197 Loss:0.74957 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
650880 Examples seen. Accuracy:0.7409 Error:   0.43925 Loss:0.40785 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
651520 Examples seen. Accuracy:0.7396 Error:   0.67273 Loss:0.70025 Threads: 2 Forward time:  0.71s Backward time:  0.40s Step time:  2.11s
652160 Examples seen. Accuracy:0.7437 Error:   0.63232 Loss:0.65293 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.07s
652800 Examples seen. Accuracy:0.7431 Error:   0.86942 Loss:0.96664 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
653440 Examples seen. Accuracy:0.7426 Error:   0.72870 Loss:0.78240 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
654080 Examples seen. Accuracy:0.7445 Error:   0.71607 Loss:0.76078 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
654720 Examples seen. Accuracy:0.7471 Error:   0.74031 Loss:0.77860 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.10s
655360 Examples seen. Accuracy:0.7457 Error:   0.67531 Loss:0.69957 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
656000 Examples seen. Accuracy:0.7428 Error:   0.78326 Loss:0.83422 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
656640 Examples seen. Accuracy:0.7414 Error:   0.70352 Loss:0.75536 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
657280 Examples seen. Accuracy:0.7430 Error:   0.60831 Loss:0.61749 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
657920 Examples seen. Accuracy:0.7456 Error:   0.55871 Loss:0.57902 Threads: 2 Forward time:  0.66s Backward time:  0.42s Step time:  2.10s
658560 Examples seen. Accuracy:0.7467 Error:   0.66526 Loss:0.84575 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.08s
659200 Examples seen. Accuracy:0.7467 Error:   0.61845 Loss:0.68970 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
659840 Examples seen. Accuracy:0.7444 Error:   0.78832 Loss:0.86019 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
660480 Examples seen. Accuracy:0.7453 Error:   0.65440 Loss:0.60528 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.11s
661120 Examples seen. Accuracy:0.7424 Error:   0.76839 Loss:0.93265 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.09s
661760 Examples seen. Accuracy:0.7413 Error:   0.57025 Loss:0.73823 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.11s
662400 Examples seen. Accuracy:0.7413 Error:   0.76943 Loss:0.86423 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.09s
663040 Examples seen. Accuracy:0.7412 Error:   0.76264 Loss:0.91290 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.12s
663680 Examples seen. Accuracy:0.7415 Error:   0.61617 Loss:0.69759 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.08s
664320 Examples seen. Accuracy:0.7412 Error:   0.63149 Loss:0.54908 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
664960 Examples seen. Accuracy:0.7420 Error:   0.68581 Loss:0.64004 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
665600 Examples seen. Accuracy:0.7427 Error:   0.80934 Loss:0.87326 Threads: 2 Forward time:  0.59s Backward time:  0.39s Step time:  2.07s
666240 Examples seen. Accuracy:0.7426 Error:   0.62079 Loss:0.55202 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
666880 Examples seen. Accuracy:0.7435 Error:   0.76732 Loss:0.86596 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
667520 Examples seen. Accuracy:0.7429 Error:   0.64735 Loss:0.60349 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
668160 Examples seen. Accuracy:0.7428 Error:   0.53497 Loss:0.59214 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.11s
668800 Examples seen. Accuracy:0.7424 Error:   0.69941 Loss:0.84979 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
669440 Examples seen. Accuracy:0.7416 Error:   0.60981 Loss:0.64017 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
670080 Examples seen. Accuracy:0.7426 Error:   0.79772 Loss:0.78630 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
670720 Examples seen. Accuracy:0.7445 Error:   0.69925 Loss:0.65866 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
671360 Examples seen. Accuracy:0.7464 Error:   0.60705 Loss:0.59145 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.08s
672000 Examples seen. Accuracy:0.7448 Error:   0.56610 Loss:0.60591 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.08s
672640 Examples seen. Accuracy:0.7448 Error:   0.64565 Loss:0.77404 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
673280 Examples seen. Accuracy:0.7467 Error:   0.73691 Loss:0.98877 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
673920 Examples seen. Accuracy:0.7493 Error:   0.60026 Loss:0.68274 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
674560 Examples seen. Accuracy:0.7482 Error:   0.68903 Loss:0.64280 Threads: 2 Forward time:  0.62s Backward time:  0.42s Step time:  2.08s
675200 Examples seen. Accuracy:0.7496 Error:   0.62623 Loss:0.73807 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
675840 Examples seen. Accuracy:0.7452 Error:   0.79508 Loss:0.83520 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
676480 Examples seen. Accuracy:0.7442 Error:   0.60070 Loss:0.57092 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
677120 Examples seen. Accuracy:0.7443 Error:   0.69332 Loss:0.69865 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
677760 Examples seen. Accuracy:0.7452 Error:   0.70536 Loss:0.78594 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.07s
678400 Examples seen. Accuracy:0.7473 Error:   0.71088 Loss:0.68699 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
679040 Examples seen. Accuracy:0.7484 Error:   0.70699 Loss:0.68077 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
679680 Examples seen. Accuracy:0.7451 Error:   0.61018 Loss:0.66964 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 17 Examples seen:680000 Validation Accuracy: 0.7924 Validation Error: 0.5852 Validation Loss: 0.6011 Total time:  55.74min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 17. Working time: 0.93 hours.
680640 Examples seen. Accuracy:0.7409 Error:   0.67632 Loss:0.69076 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
681280 Examples seen. Accuracy:0.7380 Error:   0.71736 Loss:0.83556 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
681920 Examples seen. Accuracy:0.7370 Error:   0.69872 Loss:0.78163 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.10s
682560 Examples seen. Accuracy:0.7391 Error:   0.73764 Loss:0.71041 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
683200 Examples seen. Accuracy:0.7401 Error:   0.58482 Loss:0.61719 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
683840 Examples seen. Accuracy:0.7389 Error:   0.86794 Loss:0.95650 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
684480 Examples seen. Accuracy:0.7385 Error:   0.67762 Loss:0.65949 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.12s
685120 Examples seen. Accuracy:0.7346 Error:   0.71661 Loss:0.80141 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
685760 Examples seen. Accuracy:0.7346 Error:   0.66211 Loss:0.70765 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
686400 Examples seen. Accuracy:0.7353 Error:   0.68454 Loss:0.76054 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.06s
687040 Examples seen. Accuracy:0.7316 Error:   0.72770 Loss:0.76310 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
687680 Examples seen. Accuracy:0.7360 Error:   0.73955 Loss:0.78489 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.12s
688320 Examples seen. Accuracy:0.7382 Error:   0.53383 Loss:0.59844 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
688960 Examples seen. Accuracy:0.7382 Error:   0.75361 Loss:0.82655 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.10s
689600 Examples seen. Accuracy:0.7343 Error:   0.61998 Loss:0.58214 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.10s
690240 Examples seen. Accuracy:0.7341 Error:   0.67491 Loss:0.60726 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.08s
690880 Examples seen. Accuracy:0.7369 Error:   0.52185 Loss:0.45831 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.11s
691520 Examples seen. Accuracy:0.7384 Error:   0.73507 Loss:0.70070 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
692160 Examples seen. Accuracy:0.7410 Error:   0.55190 Loss:0.60658 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
692800 Examples seen. Accuracy:0.7426 Error:   0.58658 Loss:0.54194 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
693440 Examples seen. Accuracy:0.7423 Error:   0.70097 Loss:0.73895 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
694080 Examples seen. Accuracy:0.7406 Error:   0.72082 Loss:0.85965 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.11s
694720 Examples seen. Accuracy:0.7402 Error:   0.64525 Loss:0.64127 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
695360 Examples seen. Accuracy:0.7390 Error:   0.71271 Loss:0.64040 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
696000 Examples seen. Accuracy:0.7424 Error:   0.61425 Loss:0.58409 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
696640 Examples seen. Accuracy:0.7432 Error:   0.72453 Loss:0.81159 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.08s
697280 Examples seen. Accuracy:0.7443 Error:   0.69051 Loss:0.84543 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.11s
697920 Examples seen. Accuracy:0.7424 Error:   0.78944 Loss:0.86632 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
698560 Examples seen. Accuracy:0.7409 Error:   0.75628 Loss:0.83576 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
699200 Examples seen. Accuracy:0.7432 Error:   0.60967 Loss:0.69686 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
699840 Examples seen. Accuracy:0.7434 Error:   0.63775 Loss:0.66396 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
700480 Examples seen. Accuracy:0.7428 Error:   0.73791 Loss:0.76066 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
701120 Examples seen. Accuracy:0.7410 Error:   0.63587 Loss:0.62527 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.09s
701760 Examples seen. Accuracy:0.7415 Error:   0.59587 Loss:0.52859 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
702400 Examples seen. Accuracy:0.7388 Error:   0.66020 Loss:0.72746 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
703040 Examples seen. Accuracy:0.7407 Error:   0.71308 Loss:0.78236 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
703680 Examples seen. Accuracy:0.7424 Error:   0.72789 Loss:0.83448 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.11s
704320 Examples seen. Accuracy:0.7429 Error:   0.78543 Loss:0.78594 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
704960 Examples seen. Accuracy:0.7429 Error:   0.55731 Loss:0.51569 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
705600 Examples seen. Accuracy:0.7428 Error:   0.72371 Loss:0.80788 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
706240 Examples seen. Accuracy:0.7448 Error:   0.72786 Loss:0.78212 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
706880 Examples seen. Accuracy:0.7458 Error:   0.53949 Loss:0.51593 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.10s
707520 Examples seen. Accuracy:0.7471 Error:   0.76023 Loss:0.82197 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
708160 Examples seen. Accuracy:0.7464 Error:   0.58608 Loss:0.61402 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
708800 Examples seen. Accuracy:0.7472 Error:   0.68511 Loss:0.65701 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
709440 Examples seen. Accuracy:0.7470 Error:   0.62421 Loss:0.60715 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
710080 Examples seen. Accuracy:0.7469 Error:   0.62917 Loss:0.67943 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.18s
710720 Examples seen. Accuracy:0.7447 Error:   0.68756 Loss:0.80507 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.11s
711360 Examples seen. Accuracy:0.7430 Error:   0.68541 Loss:0.63538 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.10s
712000 Examples seen. Accuracy:0.7442 Error:   0.86531 Loss:0.88999 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
712640 Examples seen. Accuracy:0.7423 Error:   0.53925 Loss:0.48532 Threads: 2 Forward time:  0.66s Backward time:  0.45s Step time:  2.13s
713280 Examples seen. Accuracy:0.7423 Error:   0.77611 Loss:0.80445 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.11s
713920 Examples seen. Accuracy:0.7418 Error:   0.68147 Loss:0.76986 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
714560 Examples seen. Accuracy:0.7432 Error:   0.70881 Loss:0.72207 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
715200 Examples seen. Accuracy:0.7423 Error:   0.62089 Loss:0.70705 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
715840 Examples seen. Accuracy:0.7422 Error:   0.56744 Loss:0.59211 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.13s
716480 Examples seen. Accuracy:0.7401 Error:   0.69521 Loss:0.73256 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
717120 Examples seen. Accuracy:0.7426 Error:   0.57819 Loss:0.51632 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
717760 Examples seen. Accuracy:0.7443 Error:   0.65532 Loss:0.60663 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
718400 Examples seen. Accuracy:0.7444 Error:   0.70941 Loss:0.68737 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
719040 Examples seen. Accuracy:0.7455 Error:   0.70993 Loss:0.68972 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.13s
719680 Examples seen. Accuracy:0.7494 Error:   0.58546 Loss:0.56465 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.10s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 18 Examples seen:720000 Validation Accuracy: 0.7955 Validation Error: 0.5693 Validation Loss: 0.5892 Total time:  58.91min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.469 Min Weight:  -0.500 Max Output:  4.170 Min Output: -4.714 TNNetConvolutionLinear 32,32,64 Times: 29.13s 0.06s Parent:0
Layer  2                                                     Max Output:  4.170 Min Output: -1.266 TNNetMaxPool 8,8,64 Times: 7.90s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.749 Min Weight:   0.705 Max Output:  4.855 Min Output: -2.858 TNNetMovingStdNormalization 8,8,64 Times: 0.16s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.263 Min Weight:  -0.259 Max Output:  9.421 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.32s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.337 Min Weight:  -0.235 Max Output:  6.813 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.26s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.217 Min Weight:  -0.200 Max Output:  4.947 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.33s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.189 Min Weight:  -0.185 Max Output:  2.920 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.21s 0.02s Parent:6
Layer  8                                                     Max Output:  2.920 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  2.920 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.43s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.292 Min Weight:  -0.245 Max Output:  3.494 Min Output: -8.082 TNNetFullConnectLinear 10,1,1 Times: 0.07s 0.00s Parent:9
Layer 11                                                     Max Output:  0.364 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.6 hours.
Epochs: 18. Working time: 0.98 hours.
720640 Examples seen. Accuracy:0.7453 Error:   0.82881 Loss:0.92638 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.11s
721280 Examples seen. Accuracy:0.7468 Error:   0.81237 Loss:0.87121 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
721920 Examples seen. Accuracy:0.7464 Error:   0.77288 Loss:0.78673 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
722560 Examples seen. Accuracy:0.7482 Error:   0.57082 Loss:0.60209 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
723200 Examples seen. Accuracy:0.7471 Error:   0.76016 Loss:0.91988 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.14s
723840 Examples seen. Accuracy:0.7446 Error:   0.69957 Loss:0.68110 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
724480 Examples seen. Accuracy:0.7442 Error:   0.66850 Loss:0.70734 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.11s
725120 Examples seen. Accuracy:0.7433 Error:   0.55378 Loss:0.50642 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.11s
725760 Examples seen. Accuracy:0.7449 Error:   0.63890 Loss:0.64754 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
726400 Examples seen. Accuracy:0.7431 Error:   0.68427 Loss:0.63768 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
727040 Examples seen. Accuracy:0.7415 Error:   0.77871 Loss:0.90821 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
727680 Examples seen. Accuracy:0.7393 Error:   0.81495 Loss:0.87586 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
728320 Examples seen. Accuracy:0.7375 Error:   0.57775 Loss:0.54018 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
728960 Examples seen. Accuracy:0.7353 Error:   0.68567 Loss:0.76134 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
729600 Examples seen. Accuracy:0.7361 Error:   0.59274 Loss:0.58856 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
730240 Examples seen. Accuracy:0.7388 Error:   0.68294 Loss:0.76751 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
730880 Examples seen. Accuracy:0.7384 Error:   0.80904 Loss:0.79064 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
731520 Examples seen. Accuracy:0.7390 Error:   0.83368 Loss:0.92613 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
732160 Examples seen. Accuracy:0.7385 Error:   0.75999 Loss:0.80546 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
732800 Examples seen. Accuracy:0.7384 Error:   0.77966 Loss:0.78161 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
733440 Examples seen. Accuracy:0.7393 Error:   0.76185 Loss:0.78373 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
734080 Examples seen. Accuracy:0.7436 Error:   0.59851 Loss:0.70248 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
734720 Examples seen. Accuracy:0.7446 Error:   0.69382 Loss:0.75772 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
735360 Examples seen. Accuracy:0.7448 Error:   0.68948 Loss:0.81949 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.12s
736000 Examples seen. Accuracy:0.7434 Error:   0.59919 Loss:0.54995 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.08s
736640 Examples seen. Accuracy:0.7449 Error:   0.66455 Loss:0.58825 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.08s
737280 Examples seen. Accuracy:0.7461 Error:   0.77726 Loss:0.90517 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.09s
737920 Examples seen. Accuracy:0.7471 Error:   0.50968 Loss:0.49352 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
738560 Examples seen. Accuracy:0.7449 Error:   0.75534 Loss:0.79565 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
739200 Examples seen. Accuracy:0.7456 Error:   0.63686 Loss:0.67281 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
739840 Examples seen. Accuracy:0.7469 Error:   0.64432 Loss:0.65592 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
740480 Examples seen. Accuracy:0.7470 Error:   0.68153 Loss:0.65115 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
741120 Examples seen. Accuracy:0.7468 Error:   0.64256 Loss:0.77948 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.09s
741760 Examples seen. Accuracy:0.7450 Error:   0.71340 Loss:0.64355 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.10s
742400 Examples seen. Accuracy:0.7486 Error:   0.60307 Loss:0.71526 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
743040 Examples seen. Accuracy:0.7489 Error:   0.64533 Loss:0.83438 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.08s
743680 Examples seen. Accuracy:0.7474 Error:   0.72424 Loss:0.86227 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
744320 Examples seen. Accuracy:0.7502 Error:   0.64780 Loss:0.63545 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
744960 Examples seen. Accuracy:0.7517 Error:   0.57743 Loss:0.59419 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.10s
745600 Examples seen. Accuracy:0.7531 Error:   0.63601 Loss:0.61533 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
746240 Examples seen. Accuracy:0.7530 Error:   0.58918 Loss:0.58750 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
746880 Examples seen. Accuracy:0.7528 Error:   0.61848 Loss:0.62302 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.09s
747520 Examples seen. Accuracy:0.7513 Error:   0.56934 Loss:0.60427 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.09s
748160 Examples seen. Accuracy:0.7491 Error:   0.68972 Loss:0.71852 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.07s
748800 Examples seen. Accuracy:0.7482 Error:   0.58446 Loss:0.62657 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.06s
749440 Examples seen. Accuracy:0.7492 Error:   0.67671 Loss:0.70272 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
750080 Examples seen. Accuracy:0.7501 Error:   0.76846 Loss:0.93265 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
750720 Examples seen. Accuracy:0.7513 Error:   0.68905 Loss:0.71321 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
751360 Examples seen. Accuracy:0.7485 Error:   0.73496 Loss:0.71742 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
752000 Examples seen. Accuracy:0.7426 Error:   0.62273 Loss:0.55650 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
752640 Examples seen. Accuracy:0.7443 Error:   0.67216 Loss:0.72045 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.06s
753280 Examples seen. Accuracy:0.7465 Error:   0.54372 Loss:0.60968 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
753920 Examples seen. Accuracy:0.7486 Error:   0.56174 Loss:0.57294 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
754560 Examples seen. Accuracy:0.7494 Error:   0.65844 Loss:0.75484 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
755200 Examples seen. Accuracy:0.7476 Error:   0.68421 Loss:0.64858 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
755840 Examples seen. Accuracy:0.7494 Error:   0.72601 Loss:0.71900 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
756480 Examples seen. Accuracy:0.7515 Error:   0.61522 Loss:0.61535 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
757120 Examples seen. Accuracy:0.7508 Error:   0.59970 Loss:0.71082 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
757760 Examples seen. Accuracy:0.7482 Error:   0.75614 Loss:0.93706 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
758400 Examples seen. Accuracy:0.7491 Error:   0.59207 Loss:0.58453 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
759040 Examples seen. Accuracy:0.7492 Error:   0.58264 Loss:0.52488 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
759680 Examples seen. Accuracy:0.7509 Error:   0.62372 Loss:0.69627 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 19 Examples seen:760000 Validation Accuracy: 0.8022 Validation Error: 0.5576 Validation Loss: 0.5763 Total time:  62.04min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 19. Working time: 1.03 hours.
760640 Examples seen. Accuracy:0.7504 Error:   0.72481 Loss:0.84209 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
761280 Examples seen. Accuracy:0.7532 Error:   0.73642 Loss:0.85109 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
761920 Examples seen. Accuracy:0.7530 Error:   0.58701 Loss:0.58893 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
762560 Examples seen. Accuracy:0.7515 Error:   0.58658 Loss:0.55897 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
763200 Examples seen. Accuracy:0.7488 Error:   0.79398 Loss:0.87626 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
763840 Examples seen. Accuracy:0.7513 Error:   0.58519 Loss:0.58491 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
764480 Examples seen. Accuracy:0.7524 Error:   0.86965 Loss:0.96029 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
765120 Examples seen. Accuracy:0.7511 Error:   0.65921 Loss:0.75777 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
765760 Examples seen. Accuracy:0.7507 Error:   0.64359 Loss:0.73303 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
766400 Examples seen. Accuracy:0.7475 Error:   0.80657 Loss:0.88405 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
767040 Examples seen. Accuracy:0.7475 Error:   0.67613 Loss:0.64575 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
767680 Examples seen. Accuracy:0.7485 Error:   0.63570 Loss:0.54720 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
768320 Examples seen. Accuracy:0.7491 Error:   0.68965 Loss:0.72483 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
768960 Examples seen. Accuracy:0.7474 Error:   0.67820 Loss:0.67186 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.06s
769600 Examples seen. Accuracy:0.7471 Error:   0.50875 Loss:0.53407 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
770240 Examples seen. Accuracy:0.7460 Error:   0.73183 Loss:0.69581 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
770880 Examples seen. Accuracy:0.7457 Error:   0.61820 Loss:0.75672 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.10s
771520 Examples seen. Accuracy:0.7464 Error:   0.70503 Loss:0.68139 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.11s
772160 Examples seen. Accuracy:0.7478 Error:   0.69846 Loss:0.69800 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
772800 Examples seen. Accuracy:0.7474 Error:   0.63028 Loss:0.71362 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.10s
773440 Examples seen. Accuracy:0.7484 Error:   0.61438 Loss:0.61340 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
774080 Examples seen. Accuracy:0.7461 Error:   0.66612 Loss:0.65882 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
774720 Examples seen. Accuracy:0.7458 Error:   0.55989 Loss:0.53256 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
775360 Examples seen. Accuracy:0.7450 Error:   0.69025 Loss:0.70938 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
776000 Examples seen. Accuracy:0.7484 Error:   0.66816 Loss:0.67040 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
776640 Examples seen. Accuracy:0.7486 Error:   0.72128 Loss:0.74017 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
777280 Examples seen. Accuracy:0.7491 Error:   0.56294 Loss:0.55067 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
777920 Examples seen. Accuracy:0.7499 Error:   0.75616 Loss:0.83382 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
778560 Examples seen. Accuracy:0.7481 Error:   0.71491 Loss:0.74774 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
779200 Examples seen. Accuracy:0.7462 Error:   0.72878 Loss:0.72228 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
779840 Examples seen. Accuracy:0.7448 Error:   0.74797 Loss:0.74571 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
780480 Examples seen. Accuracy:0.7469 Error:   0.70372 Loss:0.72778 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
781120 Examples seen. Accuracy:0.7484 Error:   0.71962 Loss:0.76491 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
781760 Examples seen. Accuracy:0.7484 Error:   0.64870 Loss:0.69668 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
782400 Examples seen. Accuracy:0.7457 Error:   0.61238 Loss:0.61357 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
783040 Examples seen. Accuracy:0.7481 Error:   0.51205 Loss:0.43923 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.09s
783680 Examples seen. Accuracy:0.7505 Error:   0.71764 Loss:0.76388 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
784320 Examples seen. Accuracy:0.7459 Error:   0.63434 Loss:0.63796 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
784960 Examples seen. Accuracy:0.7447 Error:   0.73483 Loss:0.79414 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.06s
785600 Examples seen. Accuracy:0.7478 Error:   0.74059 Loss:0.78633 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
786240 Examples seen. Accuracy:0.7478 Error:   0.61501 Loss:0.70681 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.06s
786880 Examples seen. Accuracy:0.7479 Error:   0.54306 Loss:0.46459 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.07s
787520 Examples seen. Accuracy:0.7502 Error:   0.58940 Loss:0.60455 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
788160 Examples seen. Accuracy:0.7516 Error:   0.67403 Loss:0.72608 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
788800 Examples seen. Accuracy:0.7501 Error:   0.66896 Loss:0.85594 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.10s
789440 Examples seen. Accuracy:0.7514 Error:   0.62245 Loss:0.70568 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
790080 Examples seen. Accuracy:0.7481 Error:   0.80178 Loss:0.89214 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
790720 Examples seen. Accuracy:0.7504 Error:   0.60474 Loss:0.73806 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
791360 Examples seen. Accuracy:0.7538 Error:   0.64833 Loss:0.71938 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.05s
792000 Examples seen. Accuracy:0.7529 Error:   0.49817 Loss:0.51599 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
792640 Examples seen. Accuracy:0.7530 Error:   0.66192 Loss:0.78696 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
793280 Examples seen. Accuracy:0.7543 Error:   0.62219 Loss:0.54076 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
793920 Examples seen. Accuracy:0.7535 Error:   0.67645 Loss:0.74640 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
794560 Examples seen. Accuracy:0.7542 Error:   0.59493 Loss:0.58357 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.05s
795200 Examples seen. Accuracy:0.7557 Error:   0.58953 Loss:0.59749 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
795840 Examples seen. Accuracy:0.7545 Error:   0.62786 Loss:0.57558 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
796480 Examples seen. Accuracy:0.7543 Error:   0.49721 Loss:0.45780 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
797120 Examples seen. Accuracy:0.7541 Error:   0.68536 Loss:0.63425 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
797760 Examples seen. Accuracy:0.7530 Error:   0.77698 Loss:0.85409 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
798400 Examples seen. Accuracy:0.7533 Error:   0.66714 Loss:0.75829 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
799040 Examples seen. Accuracy:0.7552 Error:   0.62130 Loss:0.62142 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
799680 Examples seen. Accuracy:0.7520 Error:   0.84260 Loss:1.00566 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 20 Examples seen:800000 Validation Accuracy: 0.8041 Validation Error: 0.5480 Validation Loss: 0.5664 Total time:  65.15min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.491 Min Weight:  -0.515 Max Output:  4.278 Min Output: -4.799 TNNetConvolutionLinear 32,32,64 Times: 28.18s 0.06s Parent:0
Layer  2                                                     Max Output:  4.278 Min Output: -1.314 TNNetMaxPool 8,8,64 Times: 7.65s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.768 Min Weight:   0.724 Max Output:  4.848 Min Output: -2.875 TNNetMovingStdNormalization 8,8,64 Times: 0.14s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.277 Min Weight:  -0.271 Max Output:  9.433 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.15s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.346 Min Weight:  -0.247 Max Output:  7.254 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.04s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.229 Min Weight:  -0.206 Max Output:  5.361 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.192 Min Weight:  -0.193 Max Output:  3.242 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.03s 0.02s Parent:6
Layer  8                                                     Max Output:  3.242 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  3.242 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.47s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.298 Min Weight:  -0.251 Max Output:  4.148 Min Output: -8.819 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.446 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Starting Testing.
Epochs: 20 Examples seen:800000 Test Accuracy: 0.8034 Test Error: 0.5606 Test Loss: 0.5950 Total time:  66.10min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 20. Working time: 1.1 hours.
Learning rate set to:0.00082
800640 Examples seen. Accuracy:0.7531 Error:   0.60949 Loss:0.66885 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
801280 Examples seen. Accuracy:0.7522 Error:   0.76401 Loss:0.80904 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
801920 Examples seen. Accuracy:0.7558 Error:   0.48673 Loss:0.46525 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.08s
802560 Examples seen. Accuracy:0.7577 Error:   0.71241 Loss:0.69502 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
803200 Examples seen. Accuracy:0.7544 Error:   0.72606 Loss:0.76899 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.12s
803840 Examples seen. Accuracy:0.7547 Error:   0.73362 Loss:0.76108 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
804480 Examples seen. Accuracy:0.7541 Error:   0.69599 Loss:0.71532 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.08s
805120 Examples seen. Accuracy:0.7554 Error:   0.70169 Loss:0.84063 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.11s
805760 Examples seen. Accuracy:0.7554 Error:   0.72801 Loss:0.89385 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
806400 Examples seen. Accuracy:0.7559 Error:   0.67040 Loss:0.66542 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
807040 Examples seen. Accuracy:0.7566 Error:   0.62729 Loss:0.62235 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
807680 Examples seen. Accuracy:0.7577 Error:   0.64744 Loss:0.65959 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
808320 Examples seen. Accuracy:0.7583 Error:   0.60806 Loss:0.70610 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
808960 Examples seen. Accuracy:0.7581 Error:   0.67637 Loss:0.64030 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.08s
809600 Examples seen. Accuracy:0.7584 Error:   0.75370 Loss:0.80438 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
810240 Examples seen. Accuracy:0.7583 Error:   0.53230 Loss:0.53677 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.10s
810880 Examples seen. Accuracy:0.7590 Error:   0.62647 Loss:0.63730 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
811520 Examples seen. Accuracy:0.7564 Error:   0.76922 Loss:0.74275 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
812160 Examples seen. Accuracy:0.7552 Error:   0.57783 Loss:0.64059 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.09s
812800 Examples seen. Accuracy:0.7583 Error:   0.63261 Loss:0.58669 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.15s
813440 Examples seen. Accuracy:0.7582 Error:   0.67179 Loss:0.75937 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
814080 Examples seen. Accuracy:0.7584 Error:   0.65817 Loss:0.80078 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
814720 Examples seen. Accuracy:0.7599 Error:   0.59870 Loss:0.67880 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.07s
815360 Examples seen. Accuracy:0.7607 Error:   0.68218 Loss:0.81225 Threads: 2 Forward time:  0.68s Backward time:  0.39s Step time:  2.06s
816000 Examples seen. Accuracy:0.7590 Error:   0.58658 Loss:0.49399 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.06s
816640 Examples seen. Accuracy:0.7605 Error:   0.60475 Loss:0.60078 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.08s
817280 Examples seen. Accuracy:0.7584 Error:   0.65375 Loss:0.65526 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
817920 Examples seen. Accuracy:0.7575 Error:   0.63523 Loss:0.61563 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
818560 Examples seen. Accuracy:0.7564 Error:   0.62390 Loss:0.63559 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
819200 Examples seen. Accuracy:0.7591 Error:   0.59633 Loss:0.63948 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
819840 Examples seen. Accuracy:0.7599 Error:   0.55828 Loss:0.61947 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
820480 Examples seen. Accuracy:0.7602 Error:   0.60638 Loss:0.65836 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
821120 Examples seen. Accuracy:0.7608 Error:   0.64344 Loss:0.67269 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
821760 Examples seen. Accuracy:0.7591 Error:   0.56202 Loss:0.54016 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
822400 Examples seen. Accuracy:0.7555 Error:   0.73922 Loss:0.80166 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.08s
823040 Examples seen. Accuracy:0.7541 Error:   0.83930 Loss:1.00100 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.09s
823680 Examples seen. Accuracy:0.7539 Error:   0.65824 Loss:0.57605 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.10s
824320 Examples seen. Accuracy:0.7542 Error:   0.63077 Loss:0.59910 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
824960 Examples seen. Accuracy:0.7585 Error:   0.46314 Loss:0.38309 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
825600 Examples seen. Accuracy:0.7584 Error:   0.71249 Loss:0.83602 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
826240 Examples seen. Accuracy:0.7578 Error:   0.64052 Loss:0.76600 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
826880 Examples seen. Accuracy:0.7555 Error:   0.83824 Loss:0.99366 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
827520 Examples seen. Accuracy:0.7563 Error:   0.59150 Loss:0.65550 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
828160 Examples seen. Accuracy:0.7562 Error:   0.52677 Loss:0.60814 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.07s
828800 Examples seen. Accuracy:0.7547 Error:   0.69844 Loss:0.75878 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
829440 Examples seen. Accuracy:0.7551 Error:   0.65826 Loss:0.75052 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.08s
830080 Examples seen. Accuracy:0.7542 Error:   0.64716 Loss:0.68653 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
830720 Examples seen. Accuracy:0.7532 Error:   0.72470 Loss:0.71800 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
831360 Examples seen. Accuracy:0.7550 Error:   0.61454 Loss:0.67543 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.11s
832000 Examples seen. Accuracy:0.7554 Error:   0.50563 Loss:0.64302 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
832640 Examples seen. Accuracy:0.7570 Error:   0.70121 Loss:0.68903 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
833280 Examples seen. Accuracy:0.7562 Error:   0.60991 Loss:0.62042 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
833920 Examples seen. Accuracy:0.7562 Error:   0.59788 Loss:0.69186 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
834560 Examples seen. Accuracy:0.7563 Error:   0.64195 Loss:0.62697 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
835200 Examples seen. Accuracy:0.7552 Error:   0.70982 Loss:0.80496 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
835840 Examples seen. Accuracy:0.7561 Error:   0.72897 Loss:0.90043 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
836480 Examples seen. Accuracy:0.7579 Error:   0.64711 Loss:0.70945 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
837120 Examples seen. Accuracy:0.7589 Error:   0.61045 Loss:0.71880 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.09s
837760 Examples seen. Accuracy:0.7580 Error:   0.47763 Loss:0.40650 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
838400 Examples seen. Accuracy:0.7573 Error:   0.58474 Loss:0.62736 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
839040 Examples seen. Accuracy:0.7587 Error:   0.55242 Loss:0.56541 Threads: 2 Forward time:  1.01s Backward time:  0.61s Step time:  3.28s
839680 Examples seen. Accuracy:0.7602 Error:   0.64916 Loss:0.61168 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.41s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 21 Examples seen:840000 Validation Accuracy: 0.8058 Validation Error: 0.5381 Validation Loss: 0.5578 Total time:  69.25min
Epoch time: 3.1 minutes. 100 epochs: 5.2 hours.
Epochs: 21. Working time: 1.15 hours.
840640 Examples seen. Accuracy:0.7631 Error:   0.69110 Loss:0.79478 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
841280 Examples seen. Accuracy:0.7614 Error:   0.75620 Loss:0.96839 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
841920 Examples seen. Accuracy:0.7616 Error:   0.48223 Loss:0.45426 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
842560 Examples seen. Accuracy:0.7638 Error:   0.61287 Loss:0.56603 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
843200 Examples seen. Accuracy:0.7606 Error:   0.65157 Loss:0.72058 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
843840 Examples seen. Accuracy:0.7569 Error:   0.71667 Loss:0.69057 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.12s
844480 Examples seen. Accuracy:0.7530 Error:   0.62910 Loss:0.61642 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
845120 Examples seen. Accuracy:0.7572 Error:   0.70118 Loss:0.66470 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.07s
845760 Examples seen. Accuracy:0.7572 Error:   0.52388 Loss:0.53005 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
846400 Examples seen. Accuracy:0.7566 Error:   0.61395 Loss:0.59679 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.07s
847040 Examples seen. Accuracy:0.7550 Error:   0.61839 Loss:0.69532 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
847680 Examples seen. Accuracy:0.7544 Error:   0.52474 Loss:0.54012 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.06s
848320 Examples seen. Accuracy:0.7539 Error:   0.77792 Loss:0.83273 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
848960 Examples seen. Accuracy:0.7549 Error:   0.71648 Loss:0.76276 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
849600 Examples seen. Accuracy:0.7569 Error:   0.59086 Loss:0.63364 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
850240 Examples seen. Accuracy:0.7547 Error:   0.60124 Loss:0.58190 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.09s
850880 Examples seen. Accuracy:0.7555 Error:   0.66334 Loss:0.66583 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
851520 Examples seen. Accuracy:0.7548 Error:   0.63195 Loss:0.53777 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
852160 Examples seen. Accuracy:0.7539 Error:   0.64327 Loss:0.79810 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
852800 Examples seen. Accuracy:0.7548 Error:   0.61329 Loss:0.59467 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
853440 Examples seen. Accuracy:0.7561 Error:   0.69227 Loss:0.76428 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.05s
854080 Examples seen. Accuracy:0.7579 Error:   0.63726 Loss:0.66470 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
854720 Examples seen. Accuracy:0.7590 Error:   0.57288 Loss:0.58077 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
855360 Examples seen. Accuracy:0.7584 Error:   0.70387 Loss:0.82252 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
856000 Examples seen. Accuracy:0.7556 Error:   0.62822 Loss:0.57408 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
856640 Examples seen. Accuracy:0.7521 Error:   0.69871 Loss:0.77891 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
857280 Examples seen. Accuracy:0.7501 Error:   0.72391 Loss:0.73846 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
857920 Examples seen. Accuracy:0.7525 Error:   0.50499 Loss:0.49637 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
858560 Examples seen. Accuracy:0.7510 Error:   0.76941 Loss:0.84197 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
859200 Examples seen. Accuracy:0.7513 Error:   0.60726 Loss:0.63428 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
859840 Examples seen. Accuracy:0.7531 Error:   0.75278 Loss:0.75287 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
860480 Examples seen. Accuracy:0.7540 Error:   0.65815 Loss:0.72050 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
861120 Examples seen. Accuracy:0.7554 Error:   0.46873 Loss:0.43448 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
861760 Examples seen. Accuracy:0.7554 Error:   0.59100 Loss:0.54345 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.05s
862400 Examples seen. Accuracy:0.7554 Error:   0.75466 Loss:0.76751 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
863040 Examples seen. Accuracy:0.7528 Error:   0.65164 Loss:0.60755 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
863680 Examples seen. Accuracy:0.7563 Error:   0.66842 Loss:0.68009 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
864320 Examples seen. Accuracy:0.7575 Error:   0.62737 Loss:0.59828 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.08s
864960 Examples seen. Accuracy:0.7567 Error:   0.69131 Loss:0.73042 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
865600 Examples seen. Accuracy:0.7576 Error:   0.57952 Loss:0.69598 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
866240 Examples seen. Accuracy:0.7583 Error:   0.68389 Loss:0.85650 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.05s
866880 Examples seen. Accuracy:0.7575 Error:   0.71926 Loss:0.80844 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
867520 Examples seen. Accuracy:0.7585 Error:   0.78029 Loss:0.84158 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
868160 Examples seen. Accuracy:0.7587 Error:   0.70064 Loss:0.74133 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
868800 Examples seen. Accuracy:0.7611 Error:   0.66187 Loss:0.69681 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
869440 Examples seen. Accuracy:0.7622 Error:   0.64191 Loss:0.75012 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.09s
870080 Examples seen. Accuracy:0.7628 Error:   0.47098 Loss:0.45004 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
870720 Examples seen. Accuracy:0.7612 Error:   0.68213 Loss:0.81090 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
871360 Examples seen. Accuracy:0.7608 Error:   0.62745 Loss:0.61943 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
872000 Examples seen. Accuracy:0.7607 Error:   0.54325 Loss:0.49261 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.11s
872640 Examples seen. Accuracy:0.7593 Error:   0.79600 Loss:0.86953 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.08s
873280 Examples seen. Accuracy:0.7569 Error:   0.58222 Loss:0.56806 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
873920 Examples seen. Accuracy:0.7550 Error:   0.67663 Loss:0.76400 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
874560 Examples seen. Accuracy:0.7588 Error:   0.51400 Loss:0.58535 Threads: 2 Forward time:  0.59s Backward time:  0.39s Step time:  2.07s
875200 Examples seen. Accuracy:0.7553 Error:   0.69547 Loss:0.75848 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
875840 Examples seen. Accuracy:0.7537 Error:   0.65244 Loss:0.70350 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
876480 Examples seen. Accuracy:0.7545 Error:   0.73357 Loss:0.74668 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
877120 Examples seen. Accuracy:0.7544 Error:   0.73507 Loss:0.69434 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.07s
877760 Examples seen. Accuracy:0.7540 Error:   0.65445 Loss:0.72289 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
878400 Examples seen. Accuracy:0.7545 Error:   0.64364 Loss:0.59607 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
879040 Examples seen. Accuracy:0.7533 Error:   0.63051 Loss:0.64160 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
879680 Examples seen. Accuracy:0.7542 Error:   0.61485 Loss:0.54583 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 22 Examples seen:880000 Validation Accuracy: 0.8076 Validation Error: 0.5301 Validation Loss: 0.5504 Total time:  72.36min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.511 Min Weight:  -0.529 Max Output:  4.405 Min Output: -4.801 TNNetConvolutionLinear 32,32,64 Times: 28.17s 0.06s Parent:0
Layer  2                                                     Max Output:  4.405 Min Output: -1.321 TNNetMaxPool 8,8,64 Times: 7.68s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.787 Min Weight:   0.743 Max Output:  4.867 Min Output: -2.835 TNNetMovingStdNormalization 8,8,64 Times: 0.14s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.286 Min Weight:  -0.287 Max Output:  9.455 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.345 Min Weight:  -0.255 Max Output:  7.415 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.13s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.235 Min Weight:  -0.215 Max Output:  5.560 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.12s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.194 Min Weight:  -0.201 Max Output:  3.678 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.01s 0.02s Parent:6
Layer  8                                                     Max Output:  3.678 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.04s 0.00s Parent:7
Layer  9                                                     Max Output:  3.678 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.41s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.300 Min Weight:  -0.258 Max Output:  4.648 Min Output: -9.528 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.568 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 22. Working time: 1.21 hours.
880640 Examples seen. Accuracy:0.7548 Error:   0.60448 Loss:0.78383 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.11s
881280 Examples seen. Accuracy:0.7542 Error:   0.58174 Loss:0.54237 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.05s
881920 Examples seen. Accuracy:0.7548 Error:   0.70135 Loss:0.75922 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.08s
882560 Examples seen. Accuracy:0.7542 Error:   0.50331 Loss:0.50290 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
883200 Examples seen. Accuracy:0.7547 Error:   0.65697 Loss:0.65980 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
883840 Examples seen. Accuracy:0.7556 Error:   0.64968 Loss:0.66249 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.09s
884480 Examples seen. Accuracy:0.7581 Error:   0.61121 Loss:0.70891 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.05s
885120 Examples seen. Accuracy:0.7591 Error:   0.72775 Loss:0.79275 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
885760 Examples seen. Accuracy:0.7588 Error:   0.50089 Loss:0.46570 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.07s
886400 Examples seen. Accuracy:0.7591 Error:   0.71816 Loss:0.77487 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
887040 Examples seen. Accuracy:0.7576 Error:   0.55248 Loss:0.58022 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
887680 Examples seen. Accuracy:0.7581 Error:   0.58239 Loss:0.48718 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
888320 Examples seen. Accuracy:0.7605 Error:   0.62519 Loss:0.71909 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
888960 Examples seen. Accuracy:0.7602 Error:   0.57993 Loss:0.62003 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
889600 Examples seen. Accuracy:0.7615 Error:   0.66246 Loss:0.67152 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
890240 Examples seen. Accuracy:0.7600 Error:   0.65342 Loss:0.59847 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
890880 Examples seen. Accuracy:0.7613 Error:   0.50432 Loss:0.48306 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
891520 Examples seen. Accuracy:0.7606 Error:   0.76418 Loss:0.72756 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
892160 Examples seen. Accuracy:0.7607 Error:   0.64217 Loss:0.59261 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.06s
892800 Examples seen. Accuracy:0.7602 Error:   0.63291 Loss:0.63813 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
893440 Examples seen. Accuracy:0.7613 Error:   0.55380 Loss:0.51162 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
894080 Examples seen. Accuracy:0.7638 Error:   0.56299 Loss:0.60382 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
894720 Examples seen. Accuracy:0.7635 Error:   0.54561 Loss:0.51099 Threads: 2 Forward time:  0.60s Backward time:  0.40s Step time:  2.06s
895360 Examples seen. Accuracy:0.7620 Error:   0.67677 Loss:0.70429 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
896000 Examples seen. Accuracy:0.7602 Error:   0.70243 Loss:0.73649 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
896640 Examples seen. Accuracy:0.7630 Error:   0.66884 Loss:0.71074 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
897280 Examples seen. Accuracy:0.7670 Error:   0.54979 Loss:0.62709 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
897920 Examples seen. Accuracy:0.7674 Error:   0.61228 Loss:0.71401 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
898560 Examples seen. Accuracy:0.7690 Error:   0.61804 Loss:0.61001 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
899200 Examples seen. Accuracy:0.7683 Error:   0.64804 Loss:0.67957 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
899840 Examples seen. Accuracy:0.7664 Error:   0.70227 Loss:0.66591 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.10s
900480 Examples seen. Accuracy:0.7670 Error:   0.63249 Loss:0.85902 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
901120 Examples seen. Accuracy:0.7685 Error:   0.53883 Loss:0.52082 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
901760 Examples seen. Accuracy:0.7696 Error:   0.56453 Loss:0.53680 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
902400 Examples seen. Accuracy:0.7675 Error:   0.59011 Loss:0.67496 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.09s
903040 Examples seen. Accuracy:0.7664 Error:   0.56582 Loss:0.52275 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
903680 Examples seen. Accuracy:0.7682 Error:   0.58316 Loss:0.55268 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
904320 Examples seen. Accuracy:0.7662 Error:   0.68370 Loss:0.78619 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
904960 Examples seen. Accuracy:0.7703 Error:   0.61663 Loss:0.64511 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
905600 Examples seen. Accuracy:0.7709 Error:   0.60197 Loss:0.62356 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
906240 Examples seen. Accuracy:0.7744 Error:   0.56540 Loss:0.78910 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
906880 Examples seen. Accuracy:0.7750 Error:   0.63440 Loss:0.74204 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.09s
907520 Examples seen. Accuracy:0.7729 Error:   0.46507 Loss:0.43343 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
908160 Examples seen. Accuracy:0.7723 Error:   0.77551 Loss:0.89972 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
908800 Examples seen. Accuracy:0.7693 Error:   0.67723 Loss:0.70104 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
909440 Examples seen. Accuracy:0.7694 Error:   0.61048 Loss:0.67575 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
910080 Examples seen. Accuracy:0.7694 Error:   0.70558 Loss:0.75482 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.09s
910720 Examples seen. Accuracy:0.7691 Error:   0.72705 Loss:0.70192 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
911360 Examples seen. Accuracy:0.7706 Error:   0.73606 Loss:0.82665 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
912000 Examples seen. Accuracy:0.7696 Error:   0.55187 Loss:0.58248 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
912640 Examples seen. Accuracy:0.7686 Error:   0.69036 Loss:0.67660 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
913280 Examples seen. Accuracy:0.7678 Error:   0.55788 Loss:0.52463 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
913920 Examples seen. Accuracy:0.7669 Error:   0.65062 Loss:0.64557 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.06s
914560 Examples seen. Accuracy:0.7669 Error:   0.63223 Loss:0.58689 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.08s
915200 Examples seen. Accuracy:0.7689 Error:   0.56861 Loss:0.57670 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.07s
915840 Examples seen. Accuracy:0.7700 Error:   0.58774 Loss:0.61958 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
916480 Examples seen. Accuracy:0.7712 Error:   0.67358 Loss:0.73734 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
917120 Examples seen. Accuracy:0.7716 Error:   0.55285 Loss:0.59213 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
917760 Examples seen. Accuracy:0.7741 Error:   0.54029 Loss:0.58498 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
918400 Examples seen. Accuracy:0.7734 Error:   0.63484 Loss:0.65735 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
919040 Examples seen. Accuracy:0.7709 Error:   0.72308 Loss:0.83750 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.09s
919680 Examples seen. Accuracy:0.7705 Error:   0.64897 Loss:0.68210 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 23 Examples seen:920000 Validation Accuracy: 0.8114 Validation Error: 0.5231 Validation Loss: 0.5448 Total time:  75.47min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 23. Working time: 1.26 hours.
920640 Examples seen. Accuracy:0.7691 Error:   0.59862 Loss:0.58252 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.11s
921280 Examples seen. Accuracy:0.7706 Error:   0.58140 Loss:0.56655 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
921920 Examples seen. Accuracy:0.7697 Error:   0.63421 Loss:0.69497 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
922560 Examples seen. Accuracy:0.7695 Error:   0.55297 Loss:0.68701 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
923200 Examples seen. Accuracy:0.7693 Error:   0.58359 Loss:0.62293 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
923840 Examples seen. Accuracy:0.7671 Error:   0.70502 Loss:0.90299 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
924480 Examples seen. Accuracy:0.7698 Error:   0.52332 Loss:0.55352 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
925120 Examples seen. Accuracy:0.7672 Error:   0.67390 Loss:0.65706 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
925760 Examples seen. Accuracy:0.7677 Error:   0.77952 Loss:0.75426 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
926400 Examples seen. Accuracy:0.7671 Error:   0.63260 Loss:0.67475 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.12s
927040 Examples seen. Accuracy:0.7651 Error:   0.75174 Loss:0.81703 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
927680 Examples seen. Accuracy:0.7648 Error:   0.54864 Loss:0.52072 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
928320 Examples seen. Accuracy:0.7625 Error:   0.58079 Loss:0.59819 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
928960 Examples seen. Accuracy:0.7589 Error:   0.66854 Loss:0.63970 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
929600 Examples seen. Accuracy:0.7591 Error:   0.70824 Loss:0.72793 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.09s
930240 Examples seen. Accuracy:0.7599 Error:   0.67384 Loss:0.63275 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.07s
930880 Examples seen. Accuracy:0.7607 Error:   0.65767 Loss:0.67325 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.08s
931520 Examples seen. Accuracy:0.7624 Error:   0.52589 Loss:0.40804 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
932160 Examples seen. Accuracy:0.7655 Error:   0.59602 Loss:0.65048 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
932800 Examples seen. Accuracy:0.7634 Error:   0.84855 Loss:1.06685 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
933440 Examples seen. Accuracy:0.7608 Error:   0.63879 Loss:0.66472 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
934080 Examples seen. Accuracy:0.7621 Error:   0.65543 Loss:0.84574 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
934720 Examples seen. Accuracy:0.7625 Error:   0.48303 Loss:0.59887 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
935360 Examples seen. Accuracy:0.7654 Error:   0.68492 Loss:0.65100 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
936000 Examples seen. Accuracy:0.7662 Error:   0.64733 Loss:0.70834 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
936640 Examples seen. Accuracy:0.7655 Error:   0.60531 Loss:0.65510 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
937280 Examples seen. Accuracy:0.7668 Error:   0.50520 Loss:0.42733 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
937920 Examples seen. Accuracy:0.7681 Error:   0.58382 Loss:0.57031 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.07s
938560 Examples seen. Accuracy:0.7703 Error:   0.55602 Loss:0.59948 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
939200 Examples seen. Accuracy:0.7704 Error:   0.56800 Loss:0.58670 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
939840 Examples seen. Accuracy:0.7674 Error:   0.50816 Loss:0.50161 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.04s
940480 Examples seen. Accuracy:0.7655 Error:   0.66488 Loss:0.67382 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
941120 Examples seen. Accuracy:0.7646 Error:   0.68308 Loss:0.84853 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
941760 Examples seen. Accuracy:0.7657 Error:   0.53541 Loss:0.54342 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
942400 Examples seen. Accuracy:0.7668 Error:   0.67703 Loss:0.65790 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
943040 Examples seen. Accuracy:0.7685 Error:   0.49970 Loss:0.42105 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
943680 Examples seen. Accuracy:0.7686 Error:   0.51152 Loss:0.48808 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
944320 Examples seen. Accuracy:0.7694 Error:   0.49913 Loss:0.49037 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
944960 Examples seen. Accuracy:0.7665 Error:   0.74614 Loss:0.81087 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.14s
945600 Examples seen. Accuracy:0.7662 Error:   0.67063 Loss:0.85046 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
946240 Examples seen. Accuracy:0.7684 Error:   0.72080 Loss:0.82048 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
946880 Examples seen. Accuracy:0.7665 Error:   0.79710 Loss:0.87405 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
947520 Examples seen. Accuracy:0.7668 Error:   0.69064 Loss:0.63381 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.06s
948160 Examples seen. Accuracy:0.7664 Error:   0.69095 Loss:0.69073 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
948800 Examples seen. Accuracy:0.7663 Error:   0.58449 Loss:0.72477 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
949440 Examples seen. Accuracy:0.7653 Error:   0.60780 Loss:0.63564 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
950080 Examples seen. Accuracy:0.7652 Error:   0.64331 Loss:0.63616 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
950720 Examples seen. Accuracy:0.7667 Error:   0.59458 Loss:0.65445 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
951360 Examples seen. Accuracy:0.7669 Error:   0.70381 Loss:0.82524 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
952000 Examples seen. Accuracy:0.7679 Error:   0.60141 Loss:0.62844 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
952640 Examples seen. Accuracy:0.7676 Error:   0.59459 Loss:0.67979 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
953280 Examples seen. Accuracy:0.7648 Error:   0.73975 Loss:0.76644 Threads: 2 Forward time:  0.66s Backward time:  0.36s Step time:  2.05s
953920 Examples seen. Accuracy:0.7654 Error:   0.81191 Loss:0.91083 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
954560 Examples seen. Accuracy:0.7648 Error:   0.59673 Loss:0.56710 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.05s
955200 Examples seen. Accuracy:0.7665 Error:   0.61679 Loss:0.60481 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
955840 Examples seen. Accuracy:0.7662 Error:   0.66053 Loss:0.66117 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.08s
956480 Examples seen. Accuracy:0.7657 Error:   0.64318 Loss:0.57799 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.05s
957120 Examples seen. Accuracy:0.7651 Error:   0.64073 Loss:0.64269 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.04s
957760 Examples seen. Accuracy:0.7655 Error:   0.64580 Loss:0.67434 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
958400 Examples seen. Accuracy:0.7642 Error:   0.64011 Loss:0.71446 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
959040 Examples seen. Accuracy:0.7640 Error:   0.68093 Loss:0.69697 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
959680 Examples seen. Accuracy:0.7637 Error:   0.65364 Loss:0.70714 Threads: 2 Forward time:  0.59s Backward time:  0.38s Step time:  2.08s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 24 Examples seen:960000 Validation Accuracy: 0.8139 Validation Error: 0.5188 Validation Loss: 0.5417 Total time:  78.61min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.528 Min Weight:  -0.543 Max Output:  4.535 Min Output: -4.795 TNNetConvolutionLinear 32,32,64 Times: 28.89s 0.06s Parent:0
Layer  2                                                     Max Output:  4.535 Min Output: -1.322 TNNetMaxPool 8,8,64 Times: 7.86s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.804 Min Weight:   0.762 Max Output:  4.898 Min Output: -2.791 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.295 Min Weight:  -0.299 Max Output:  9.398 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.27s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.344 Min Weight:  -0.263 Max Output:  7.481 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.16s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.239 Min Weight:  -0.223 Max Output:  5.693 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.19s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.203 Min Weight:  -0.208 Max Output:  3.990 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.22s 0.02s Parent:6
Layer  8                                                     Max Output:  3.990 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  3.990 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.44s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.300 Min Weight:  -0.264 Max Output:  4.982 Min Output: -10.100 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.576 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 24. Working time: 1.31 hours.
960640 Examples seen. Accuracy:0.7617 Error:   0.64556 Loss:0.59010 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
961280 Examples seen. Accuracy:0.7608 Error:   0.63892 Loss:0.62027 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
961920 Examples seen. Accuracy:0.7604 Error:   0.73447 Loss:0.98810 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.08s
962560 Examples seen. Accuracy:0.7641 Error:   0.55315 Loss:0.45887 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
963200 Examples seen. Accuracy:0.7638 Error:   0.69956 Loss:0.75721 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
963840 Examples seen. Accuracy:0.7666 Error:   0.49758 Loss:0.52750 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
964480 Examples seen. Accuracy:0.7661 Error:   0.73825 Loss:0.73879 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
965120 Examples seen. Accuracy:0.7663 Error:   0.59905 Loss:0.57642 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
965760 Examples seen. Accuracy:0.7676 Error:   0.65217 Loss:0.68407 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.08s
966400 Examples seen. Accuracy:0.7687 Error:   0.66601 Loss:0.74586 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
967040 Examples seen. Accuracy:0.7701 Error:   0.66128 Loss:0.73706 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
967680 Examples seen. Accuracy:0.7690 Error:   0.70725 Loss:0.74398 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.10s
968320 Examples seen. Accuracy:0.7680 Error:   0.53820 Loss:0.62798 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.08s
968960 Examples seen. Accuracy:0.7666 Error:   0.59240 Loss:0.53159 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
969600 Examples seen. Accuracy:0.7659 Error:   0.61525 Loss:0.85071 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
970240 Examples seen. Accuracy:0.7668 Error:   0.52791 Loss:0.55090 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.06s
970880 Examples seen. Accuracy:0.7652 Error:   0.66205 Loss:0.66817 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
971520 Examples seen. Accuracy:0.7665 Error:   0.82320 Loss:1.00503 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
972160 Examples seen. Accuracy:0.7658 Error:   0.63938 Loss:0.57745 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
972800 Examples seen. Accuracy:0.7666 Error:   0.59537 Loss:0.64246 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.08s
973440 Examples seen. Accuracy:0.7644 Error:   0.69843 Loss:0.80905 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.07s
974080 Examples seen. Accuracy:0.7657 Error:   0.58199 Loss:0.56215 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
974720 Examples seen. Accuracy:0.7645 Error:   0.66573 Loss:0.82243 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.08s
975360 Examples seen. Accuracy:0.7651 Error:   0.58195 Loss:0.53918 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.06s
976000 Examples seen. Accuracy:0.7647 Error:   0.67684 Loss:0.69533 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
976640 Examples seen. Accuracy:0.7659 Error:   0.52565 Loss:0.55276 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
977280 Examples seen. Accuracy:0.7666 Error:   0.56376 Loss:0.62026 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
977920 Examples seen. Accuracy:0.7644 Error:   0.54833 Loss:0.49963 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
978560 Examples seen. Accuracy:0.7647 Error:   0.56107 Loss:0.61702 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.05s
979200 Examples seen. Accuracy:0.7641 Error:   0.63700 Loss:0.65066 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
979840 Examples seen. Accuracy:0.7622 Error:   0.68894 Loss:0.70329 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
980480 Examples seen. Accuracy:0.7633 Error:   0.76910 Loss:0.82543 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
981120 Examples seen. Accuracy:0.7632 Error:   0.72400 Loss:0.90760 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
981760 Examples seen. Accuracy:0.7656 Error:   0.57421 Loss:0.56768 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
982400 Examples seen. Accuracy:0.7648 Error:   0.56821 Loss:0.55625 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
983040 Examples seen. Accuracy:0.7654 Error:   0.73928 Loss:0.91941 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.25s
983680 Examples seen. Accuracy:0.7695 Error:   0.48694 Loss:0.42444 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
984320 Examples seen. Accuracy:0.7705 Error:   0.57148 Loss:0.69694 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
984960 Examples seen. Accuracy:0.7700 Error:   0.65684 Loss:0.74832 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
985600 Examples seen. Accuracy:0.7693 Error:   0.65430 Loss:0.74423 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
986240 Examples seen. Accuracy:0.7689 Error:   0.54869 Loss:0.47142 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.09s
986880 Examples seen. Accuracy:0.7713 Error:   0.44012 Loss:0.39399 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
987520 Examples seen. Accuracy:0.7740 Error:   0.60975 Loss:0.63065 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
988160 Examples seen. Accuracy:0.7757 Error:   0.55453 Loss:0.52487 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.06s
988800 Examples seen. Accuracy:0.7753 Error:   0.49743 Loss:0.57958 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
989440 Examples seen. Accuracy:0.7734 Error:   0.72923 Loss:0.84560 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.06s
990080 Examples seen. Accuracy:0.7732 Error:   0.54601 Loss:0.52013 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
990720 Examples seen. Accuracy:0.7721 Error:   0.52888 Loss:0.54393 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
991360 Examples seen. Accuracy:0.7733 Error:   0.48351 Loss:0.43502 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.06s
992000 Examples seen. Accuracy:0.7746 Error:   0.51712 Loss:0.63687 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
992640 Examples seen. Accuracy:0.7758 Error:   0.57316 Loss:0.63152 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
993280 Examples seen. Accuracy:0.7765 Error:   0.55894 Loss:0.74686 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
993920 Examples seen. Accuracy:0.7752 Error:   0.65687 Loss:0.69001 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
994560 Examples seen. Accuracy:0.7751 Error:   0.72970 Loss:0.89837 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
995200 Examples seen. Accuracy:0.7698 Error:   0.54361 Loss:0.56752 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
995840 Examples seen. Accuracy:0.7679 Error:   0.64547 Loss:0.62693 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.10s
996480 Examples seen. Accuracy:0.7637 Error:   0.72827 Loss:0.79615 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
997120 Examples seen. Accuracy:0.7641 Error:   0.61001 Loss:0.59951 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
997760 Examples seen. Accuracy:0.7658 Error:   0.49459 Loss:0.45324 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
998400 Examples seen. Accuracy:0.7651 Error:   0.72817 Loss:0.69499 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
999040 Examples seen. Accuracy:0.7619 Error:   0.70014 Loss:0.79922 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
999680 Examples seen. Accuracy:0.7624 Error:   0.45842 Loss:0.42405 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 25 Examples seen:1000000 Validation Accuracy: 0.8163 Validation Error: 0.5120 Validation Loss: 0.5369 Total time:  81.72min
Epoch time: 2.7 minutes. 100 epochs: 4.4 hours.
Epochs: 25. Working time: 1.36 hours.
1000640 Examples seen. Accuracy:0.7630 Error:   0.71520 Loss:0.72250 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
1001280 Examples seen. Accuracy:0.7611 Error:   0.59344 Loss:0.82501 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1001920 Examples seen. Accuracy:0.7619 Error:   0.71442 Loss:0.76089 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1002560 Examples seen. Accuracy:0.7625 Error:   0.81549 Loss:0.88360 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1003200 Examples seen. Accuracy:0.7628 Error:   0.68251 Loss:0.66722 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1003840 Examples seen. Accuracy:0.7637 Error:   0.65432 Loss:0.68533 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1004480 Examples seen. Accuracy:0.7645 Error:   0.66908 Loss:0.62161 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.03s
1005120 Examples seen. Accuracy:0.7641 Error:   0.60897 Loss:0.58996 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1005760 Examples seen. Accuracy:0.7643 Error:   0.61221 Loss:0.60102 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.08s
1006400 Examples seen. Accuracy:0.7650 Error:   0.60667 Loss:0.54050 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1007040 Examples seen. Accuracy:0.7676 Error:   0.44942 Loss:0.41884 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1007680 Examples seen. Accuracy:0.7660 Error:   0.63858 Loss:0.62580 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1008320 Examples seen. Accuracy:0.7680 Error:   0.68936 Loss:0.81922 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1008960 Examples seen. Accuracy:0.7693 Error:   0.69360 Loss:0.88662 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1009600 Examples seen. Accuracy:0.7697 Error:   0.85960 Loss:1.02893 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1010240 Examples seen. Accuracy:0.7706 Error:   0.56378 Loss:0.55582 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1010880 Examples seen. Accuracy:0.7735 Error:   0.53485 Loss:0.51441 Threads: 2 Forward time:  0.60s Backward time:  0.39s Step time:  2.06s
1011520 Examples seen. Accuracy:0.7690 Error:   0.51799 Loss:0.46542 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1012160 Examples seen. Accuracy:0.7691 Error:   0.75852 Loss:0.83223 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1012800 Examples seen. Accuracy:0.7708 Error:   0.48127 Loss:0.39776 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1013440 Examples seen. Accuracy:0.7719 Error:   0.62543 Loss:0.59801 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1014080 Examples seen. Accuracy:0.7712 Error:   0.68173 Loss:0.73181 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.05s
1014720 Examples seen. Accuracy:0.7693 Error:   0.55596 Loss:0.51464 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1015360 Examples seen. Accuracy:0.7702 Error:   0.64347 Loss:0.72044 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
1016000 Examples seen. Accuracy:0.7714 Error:   0.76835 Loss:0.79046 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1016640 Examples seen. Accuracy:0.7706 Error:   0.57234 Loss:0.54708 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1017280 Examples seen. Accuracy:0.7707 Error:   0.54984 Loss:0.57262 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1017920 Examples seen. Accuracy:0.7716 Error:   0.55304 Loss:0.51123 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.07s
1018560 Examples seen. Accuracy:0.7709 Error:   0.51215 Loss:0.48602 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.06s
1019200 Examples seen. Accuracy:0.7677 Error:   0.77812 Loss:0.85145 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.06s
1019840 Examples seen. Accuracy:0.7670 Error:   0.69201 Loss:0.71645 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1020480 Examples seen. Accuracy:0.7679 Error:   0.47509 Loss:0.46037 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.05s
1021120 Examples seen. Accuracy:0.7700 Error:   0.59586 Loss:0.59613 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.09s
1021760 Examples seen. Accuracy:0.7704 Error:   0.70013 Loss:0.78777 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1022400 Examples seen. Accuracy:0.7706 Error:   0.62432 Loss:0.71035 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1023040 Examples seen. Accuracy:0.7702 Error:   0.58380 Loss:0.63371 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1023680 Examples seen. Accuracy:0.7734 Error:   0.46150 Loss:0.49857 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1024320 Examples seen. Accuracy:0.7735 Error:   0.63357 Loss:0.84736 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1024960 Examples seen. Accuracy:0.7741 Error:   0.62083 Loss:0.65406 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1025600 Examples seen. Accuracy:0.7738 Error:   0.65248 Loss:0.64041 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1026240 Examples seen. Accuracy:0.7743 Error:   0.56974 Loss:0.60073 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1026880 Examples seen. Accuracy:0.7734 Error:   0.61254 Loss:0.57849 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1027520 Examples seen. Accuracy:0.7743 Error:   0.56730 Loss:0.60961 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1028160 Examples seen. Accuracy:0.7716 Error:   0.71031 Loss:0.78847 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1028800 Examples seen. Accuracy:0.7728 Error:   0.62340 Loss:0.66799 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1029440 Examples seen. Accuracy:0.7694 Error:   0.63635 Loss:0.63363 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.09s
1030080 Examples seen. Accuracy:0.7696 Error:   0.60767 Loss:0.62116 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1030720 Examples seen. Accuracy:0.7656 Error:   0.74585 Loss:0.88926 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1031360 Examples seen. Accuracy:0.7651 Error:   0.74987 Loss:0.85763 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1032000 Examples seen. Accuracy:0.7655 Error:   0.53873 Loss:0.50500 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1032640 Examples seen. Accuracy:0.7678 Error:   0.60905 Loss:0.67790 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.11s
1033280 Examples seen. Accuracy:0.7694 Error:   0.59507 Loss:0.54860 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1033920 Examples seen. Accuracy:0.7712 Error:   0.67933 Loss:0.80468 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1034560 Examples seen. Accuracy:0.7724 Error:   0.60927 Loss:0.53879 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1035200 Examples seen. Accuracy:0.7715 Error:   0.61574 Loss:0.58238 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
1035840 Examples seen. Accuracy:0.7712 Error:   0.67487 Loss:0.66220 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.08s
1036480 Examples seen. Accuracy:0.7717 Error:   0.51404 Loss:0.56355 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.05s
1037120 Examples seen. Accuracy:0.7709 Error:   0.69638 Loss:0.73503 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1037760 Examples seen. Accuracy:0.7671 Error:   0.70126 Loss:0.71430 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.05s
1038400 Examples seen. Accuracy:0.7653 Error:   0.51420 Loss:0.47122 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1039040 Examples seen. Accuracy:0.7683 Error:   0.53358 Loss:0.43849 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.08s
1039680 Examples seen. Accuracy:0.7711 Error:   0.61120 Loss:0.70417 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 26 Examples seen:1040000 Validation Accuracy: 0.8182 Validation Error: 0.5065 Validation Loss: 0.5329 Total time:  84.82min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.546 Min Weight:  -0.557 Max Output:  4.669 Min Output: -4.875 TNNetConvolutionLinear 32,32,64 Times: 28.12s 0.06s Parent:0
Layer  2                                                     Max Output:  4.669 Min Output: -1.348 TNNetMaxPool 8,8,64 Times: 7.64s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.821 Min Weight:   0.780 Max Output:  4.936 Min Output: -2.783 TNNetMovingStdNormalization 8,8,64 Times: 0.16s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.302 Min Weight:  -0.311 Max Output:  9.210 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.17s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.344 Min Weight:  -0.270 Max Output:  7.772 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.243 Min Weight:  -0.234 Max Output:  6.055 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.12s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.204 Min Weight:  -0.214 Max Output:  4.230 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.02s Parent:6
Layer  8                                                     Max Output:  4.230 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.02s 0.00s Parent:7
Layer  9                                                     Max Output:  4.230 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.42s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.291 Min Weight:  -0.274 Max Output:  5.404 Min Output: -10.595 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.539 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 26. Working time: 1.41 hours.
1040640 Examples seen. Accuracy:0.7743 Error:   0.52798 Loss:0.60361 Threads: 2 Forward time:  0.67s Backward time:  0.43s Step time:  2.15s
1041280 Examples seen. Accuracy:0.7714 Error:   0.65655 Loss:0.59540 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1041920 Examples seen. Accuracy:0.7732 Error:   0.63216 Loss:0.62278 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1042560 Examples seen. Accuracy:0.7746 Error:   0.75787 Loss:0.75197 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.09s
1043200 Examples seen. Accuracy:0.7734 Error:   0.59281 Loss:0.65080 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1043840 Examples seen. Accuracy:0.7700 Error:   0.75559 Loss:0.87307 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
1044480 Examples seen. Accuracy:0.7693 Error:   0.49629 Loss:0.53950 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.08s
1045120 Examples seen. Accuracy:0.7703 Error:   0.54643 Loss:0.56586 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1045760 Examples seen. Accuracy:0.7700 Error:   0.63386 Loss:0.54585 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1046400 Examples seen. Accuracy:0.7707 Error:   0.58422 Loss:0.56656 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1047040 Examples seen. Accuracy:0.7727 Error:   0.57039 Loss:0.58102 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1047680 Examples seen. Accuracy:0.7725 Error:   0.54009 Loss:0.56822 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1048320 Examples seen. Accuracy:0.7712 Error:   0.66659 Loss:0.75829 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1048960 Examples seen. Accuracy:0.7713 Error:   0.64305 Loss:0.69606 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1049600 Examples seen. Accuracy:0.7739 Error:   0.63119 Loss:0.55669 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1050240 Examples seen. Accuracy:0.7735 Error:   0.68137 Loss:0.84904 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.09s
1050880 Examples seen. Accuracy:0.7718 Error:   0.71756 Loss:0.78034 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.05s
1051520 Examples seen. Accuracy:0.7729 Error:   0.55695 Loss:0.50320 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1052160 Examples seen. Accuracy:0.7717 Error:   0.62750 Loss:0.80346 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1052800 Examples seen. Accuracy:0.7703 Error:   0.58418 Loss:0.53466 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1053440 Examples seen. Accuracy:0.7692 Error:   0.59013 Loss:0.67320 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.11s
1054080 Examples seen. Accuracy:0.7701 Error:   0.61929 Loss:0.77638 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1054720 Examples seen. Accuracy:0.7678 Error:   0.68509 Loss:0.67477 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1055360 Examples seen. Accuracy:0.7679 Error:   0.67779 Loss:0.65722 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1056000 Examples seen. Accuracy:0.7674 Error:   0.70531 Loss:0.62748 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1056640 Examples seen. Accuracy:0.7665 Error:   0.51987 Loss:0.56400 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.13s
1057280 Examples seen. Accuracy:0.7672 Error:   0.64488 Loss:0.67921 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1057920 Examples seen. Accuracy:0.7657 Error:   0.56996 Loss:0.55772 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
1058560 Examples seen. Accuracy:0.7626 Error:   0.55980 Loss:0.58803 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1059200 Examples seen. Accuracy:0.7622 Error:   0.67697 Loss:0.74132 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1059840 Examples seen. Accuracy:0.7634 Error:   0.81644 Loss:0.82334 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1060480 Examples seen. Accuracy:0.7642 Error:   0.58996 Loss:0.59037 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1061120 Examples seen. Accuracy:0.7678 Error:   0.66135 Loss:0.78192 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.09s
1061760 Examples seen. Accuracy:0.7700 Error:   0.68701 Loss:0.85332 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.11s
1062400 Examples seen. Accuracy:0.7683 Error:   0.57763 Loss:0.54927 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.11s
1063040 Examples seen. Accuracy:0.7680 Error:   0.76184 Loss:0.73271 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.15s
1063680 Examples seen. Accuracy:0.7700 Error:   0.64493 Loss:0.65084 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.08s
1064320 Examples seen. Accuracy:0.7711 Error:   0.68972 Loss:0.76719 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
1064960 Examples seen. Accuracy:0.7726 Error:   0.43291 Loss:0.42848 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
1065600 Examples seen. Accuracy:0.7707 Error:   0.81174 Loss:0.93451 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
1066240 Examples seen. Accuracy:0.7725 Error:   0.70233 Loss:0.74167 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.12s
1066880 Examples seen. Accuracy:0.7712 Error:   0.63575 Loss:0.68309 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1067520 Examples seen. Accuracy:0.7713 Error:   0.55547 Loss:0.57608 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1068160 Examples seen. Accuracy:0.7686 Error:   0.67376 Loss:0.82112 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
1068800 Examples seen. Accuracy:0.7666 Error:   0.71329 Loss:0.69117 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1069440 Examples seen. Accuracy:0.7678 Error:   0.57654 Loss:0.62368 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.10s
1070080 Examples seen. Accuracy:0.7687 Error:   0.63008 Loss:0.71022 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1070720 Examples seen. Accuracy:0.7666 Error:   0.64505 Loss:0.69603 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1071360 Examples seen. Accuracy:0.7675 Error:   0.62102 Loss:0.66508 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.09s
1072000 Examples seen. Accuracy:0.7682 Error:   0.64847 Loss:0.63795 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
1072640 Examples seen. Accuracy:0.7670 Error:   0.73136 Loss:0.75933 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1073280 Examples seen. Accuracy:0.7659 Error:   0.77851 Loss:0.79305 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.07s
1073920 Examples seen. Accuracy:0.7669 Error:   0.69848 Loss:0.77109 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
1074560 Examples seen. Accuracy:0.7661 Error:   0.61488 Loss:0.65312 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1075200 Examples seen. Accuracy:0.7671 Error:   0.71556 Loss:0.87825 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1075840 Examples seen. Accuracy:0.7647 Error:   0.66057 Loss:0.68378 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1076480 Examples seen. Accuracy:0.7653 Error:   0.53539 Loss:0.54752 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1077120 Examples seen. Accuracy:0.7659 Error:   0.51675 Loss:0.43578 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1077760 Examples seen. Accuracy:0.7660 Error:   0.66500 Loss:0.74015 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1078400 Examples seen. Accuracy:0.7666 Error:   0.55398 Loss:0.61925 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
1079040 Examples seen. Accuracy:0.7668 Error:   0.53421 Loss:0.46936 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1079680 Examples seen. Accuracy:0.7671 Error:   0.54613 Loss:0.55549 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 27 Examples seen:1080000 Validation Accuracy: 0.8208 Validation Error: 0.5027 Validation Loss: 0.5298 Total time:  87.94min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 27. Working time: 1.47 hours.
1080640 Examples seen. Accuracy:0.7705 Error:   0.61264 Loss:0.61259 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.10s
1081280 Examples seen. Accuracy:0.7728 Error:   0.50641 Loss:0.45822 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.05s
1081920 Examples seen. Accuracy:0.7731 Error:   0.58314 Loss:0.57027 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1082560 Examples seen. Accuracy:0.7760 Error:   0.57400 Loss:0.47097 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1083200 Examples seen. Accuracy:0.7755 Error:   0.56098 Loss:0.54099 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1083840 Examples seen. Accuracy:0.7739 Error:   0.53215 Loss:0.59285 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1084480 Examples seen. Accuracy:0.7752 Error:   0.61957 Loss:0.78389 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1085120 Examples seen. Accuracy:0.7743 Error:   0.63514 Loss:0.65079 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.04s
1085760 Examples seen. Accuracy:0.7741 Error:   0.68685 Loss:0.63335 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1086400 Examples seen. Accuracy:0.7737 Error:   0.60333 Loss:0.63836 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1087040 Examples seen. Accuracy:0.7723 Error:   0.68688 Loss:0.75933 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1087680 Examples seen. Accuracy:0.7746 Error:   0.59162 Loss:0.75721 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1088320 Examples seen. Accuracy:0.7767 Error:   0.46992 Loss:0.45767 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1088960 Examples seen. Accuracy:0.7761 Error:   0.55647 Loss:0.56008 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1089600 Examples seen. Accuracy:0.7766 Error:   0.68641 Loss:0.65146 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.05s
1090240 Examples seen. Accuracy:0.7763 Error:   0.65834 Loss:0.77661 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
1090880 Examples seen. Accuracy:0.7740 Error:   0.60906 Loss:0.60307 Threads: 2 Forward time:  1.03s Backward time:  0.62s Step time:  2.54s
1091520 Examples seen. Accuracy:0.7764 Error:   0.51509 Loss:0.50218 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  3.16s
1092160 Examples seen. Accuracy:0.7772 Error:   0.63654 Loss:0.68959 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1092800 Examples seen. Accuracy:0.7750 Error:   0.75506 Loss:0.89986 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1093440 Examples seen. Accuracy:0.7729 Error:   0.69538 Loss:0.84537 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1094080 Examples seen. Accuracy:0.7701 Error:   0.73640 Loss:0.69050 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1094720 Examples seen. Accuracy:0.7662 Error:   0.60328 Loss:0.56435 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.07s
1095360 Examples seen. Accuracy:0.7670 Error:   0.67650 Loss:0.76818 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.03s
1096000 Examples seen. Accuracy:0.7667 Error:   0.72146 Loss:0.90578 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1096640 Examples seen. Accuracy:0.7693 Error:   0.60404 Loss:0.60504 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1097280 Examples seen. Accuracy:0.7704 Error:   0.61660 Loss:0.54201 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1097920 Examples seen. Accuracy:0.7684 Error:   0.57530 Loss:0.62849 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1098560 Examples seen. Accuracy:0.7704 Error:   0.64726 Loss:0.72825 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1099200 Examples seen. Accuracy:0.7700 Error:   0.48480 Loss:0.43853 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1099840 Examples seen. Accuracy:0.7702 Error:   0.55976 Loss:0.55119 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1100480 Examples seen. Accuracy:0.7674 Error:   0.58960 Loss:0.54611 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1101120 Examples seen. Accuracy:0.7698 Error:   0.56285 Loss:0.52366 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1101760 Examples seen. Accuracy:0.7700 Error:   0.62945 Loss:0.60561 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1102400 Examples seen. Accuracy:0.7709 Error:   0.54527 Loss:0.61412 Threads: 2 Forward time:  0.67s Backward time:  0.38s Step time:  2.07s
1103040 Examples seen. Accuracy:0.7722 Error:   0.70972 Loss:0.86003 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1103680 Examples seen. Accuracy:0.7739 Error:   0.59139 Loss:0.61045 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1104320 Examples seen. Accuracy:0.7760 Error:   0.46103 Loss:0.52721 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.07s
1104960 Examples seen. Accuracy:0.7762 Error:   0.65581 Loss:0.68768 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1105600 Examples seen. Accuracy:0.7794 Error:   0.48306 Loss:0.49543 Threads: 2 Forward time:  0.65s Backward time:  0.45s Step time:  2.08s
1106240 Examples seen. Accuracy:0.7819 Error:   0.51360 Loss:0.48594 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1106880 Examples seen. Accuracy:0.7801 Error:   0.65089 Loss:0.70078 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.07s
1107520 Examples seen. Accuracy:0.7803 Error:   0.64286 Loss:0.78343 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1108160 Examples seen. Accuracy:0.7803 Error:   0.66980 Loss:0.73537 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1108800 Examples seen. Accuracy:0.7830 Error:   0.51309 Loss:0.54273 Threads: 2 Forward time:  0.73s Backward time:  0.40s Step time:  2.09s
1109440 Examples seen. Accuracy:0.7835 Error:   0.49678 Loss:0.44599 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.04s
1110080 Examples seen. Accuracy:0.7824 Error:   0.56838 Loss:0.62562 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1110720 Examples seen. Accuracy:0.7822 Error:   0.60814 Loss:0.62192 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1111360 Examples seen. Accuracy:0.7810 Error:   0.50607 Loss:0.46274 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1112000 Examples seen. Accuracy:0.7814 Error:   0.62653 Loss:0.55617 Threads: 2 Forward time:  0.68s Backward time:  0.45s Step time:  2.10s
1112640 Examples seen. Accuracy:0.7819 Error:   0.66408 Loss:0.66209 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1113280 Examples seen. Accuracy:0.7810 Error:   0.55288 Loss:0.47606 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1113920 Examples seen. Accuracy:0.7801 Error:   0.75514 Loss:0.79866 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1114560 Examples seen. Accuracy:0.7810 Error:   0.60226 Loss:0.82500 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1115200 Examples seen. Accuracy:0.7812 Error:   0.46945 Loss:0.50843 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.07s
1115840 Examples seen. Accuracy:0.7813 Error:   0.45020 Loss:0.47295 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1116480 Examples seen. Accuracy:0.7813 Error:   0.58837 Loss:0.59106 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.14s
1117120 Examples seen. Accuracy:0.7788 Error:   0.73881 Loss:0.73334 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1117760 Examples seen. Accuracy:0.7780 Error:   0.65301 Loss:0.63428 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1118400 Examples seen. Accuracy:0.7759 Error:   0.62546 Loss:0.72535 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1119040 Examples seen. Accuracy:0.7744 Error:   0.65716 Loss:0.68143 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1119680 Examples seen. Accuracy:0.7757 Error:   0.55254 Loss:0.63114 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 28 Examples seen:1120000 Validation Accuracy: 0.8220 Validation Error: 0.5005 Validation Loss: 0.5268 Total time:  91.08min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.562 Min Weight:  -0.571 Max Output:  4.787 Min Output: -5.120 TNNetConvolutionLinear 32,32,64 Times: 28.14s 0.06s Parent:0
Layer  2                                                     Max Output:  4.787 Min Output: -1.406 TNNetMaxPool 8,8,64 Times: 7.65s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.838 Min Weight:   0.796 Max Output:  4.962 Min Output: -2.819 TNNetMovingStdNormalization 8,8,64 Times: 0.13s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.309 Min Weight:  -0.320 Max Output:  8.954 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.15s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.341 Min Weight:  -0.278 Max Output:  8.026 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.256 Min Weight:  -0.247 Max Output:  6.112 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.209 Min Weight:  -0.218 Max Output:  4.405 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.02s Parent:6
Layer  8                                                     Max Output:  4.405 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.02s 0.00s Parent:7
Layer  9                                                     Max Output:  4.405 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.43s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.282 Min Weight:  -0.281 Max Output:  5.636 Min Output: -10.137 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.587 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 28. Working time: 1.52 hours.
1120640 Examples seen. Accuracy:0.7774 Error:   0.65188 Loss:0.71297 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
1121280 Examples seen. Accuracy:0.7766 Error:   0.62594 Loss:0.76945 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1121920 Examples seen. Accuracy:0.7797 Error:   0.57032 Loss:0.71644 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.05s
1122560 Examples seen. Accuracy:0.7815 Error:   0.61463 Loss:0.77963 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1123200 Examples seen. Accuracy:0.7795 Error:   0.61927 Loss:0.65936 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1123840 Examples seen. Accuracy:0.7786 Error:   0.65692 Loss:0.59121 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1124480 Examples seen. Accuracy:0.7774 Error:   0.57841 Loss:0.55932 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1125120 Examples seen. Accuracy:0.7794 Error:   0.52310 Loss:0.53577 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1125760 Examples seen. Accuracy:0.7786 Error:   0.62594 Loss:0.60717 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1126400 Examples seen. Accuracy:0.7762 Error:   0.80848 Loss:0.80226 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1127040 Examples seen. Accuracy:0.7758 Error:   0.66367 Loss:0.71524 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1127680 Examples seen. Accuracy:0.7785 Error:   0.46023 Loss:0.43733 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1128320 Examples seen. Accuracy:0.7768 Error:   0.58085 Loss:0.70400 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
1128960 Examples seen. Accuracy:0.7757 Error:   0.60520 Loss:0.60820 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1129600 Examples seen. Accuracy:0.7753 Error:   0.48557 Loss:0.43522 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1130240 Examples seen. Accuracy:0.7755 Error:   0.46611 Loss:0.41505 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
1130880 Examples seen. Accuracy:0.7776 Error:   0.52190 Loss:0.58024 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1131520 Examples seen. Accuracy:0.7791 Error:   0.56458 Loss:0.52382 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1132160 Examples seen. Accuracy:0.7795 Error:   0.66671 Loss:0.65193 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1132800 Examples seen. Accuracy:0.7807 Error:   0.56825 Loss:0.55043 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1133440 Examples seen. Accuracy:0.7800 Error:   0.65049 Loss:0.75713 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.10s
1134080 Examples seen. Accuracy:0.7797 Error:   0.60073 Loss:0.72581 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.06s
1134720 Examples seen. Accuracy:0.7802 Error:   0.65400 Loss:0.73037 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.06s
1135360 Examples seen. Accuracy:0.7797 Error:   0.51402 Loss:0.54520 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1136000 Examples seen. Accuracy:0.7786 Error:   0.56274 Loss:0.53942 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.11s
1136640 Examples seen. Accuracy:0.7779 Error:   0.55344 Loss:0.54938 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
1137280 Examples seen. Accuracy:0.7775 Error:   0.64809 Loss:0.60598 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1137920 Examples seen. Accuracy:0.7734 Error:   0.59850 Loss:0.67051 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
1138560 Examples seen. Accuracy:0.7745 Error:   0.71937 Loss:0.83691 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1139200 Examples seen. Accuracy:0.7751 Error:   0.41104 Loss:0.44370 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.07s
1139840 Examples seen. Accuracy:0.7770 Error:   0.47186 Loss:0.37415 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1140480 Examples seen. Accuracy:0.7770 Error:   0.59483 Loss:0.72834 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1141120 Examples seen. Accuracy:0.7763 Error:   0.63302 Loss:0.57712 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1141760 Examples seen. Accuracy:0.7791 Error:   0.65786 Loss:0.65114 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1142400 Examples seen. Accuracy:0.7787 Error:   0.42518 Loss:0.43055 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1143040 Examples seen. Accuracy:0.7811 Error:   0.60279 Loss:0.64574 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1143680 Examples seen. Accuracy:0.7787 Error:   0.55826 Loss:0.53515 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1144320 Examples seen. Accuracy:0.7784 Error:   0.50276 Loss:0.48415 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1144960 Examples seen. Accuracy:0.7767 Error:   0.56722 Loss:0.55440 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1145600 Examples seen. Accuracy:0.7762 Error:   0.70393 Loss:0.68129 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.05s
1146240 Examples seen. Accuracy:0.7784 Error:   0.50578 Loss:0.48348 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1146880 Examples seen. Accuracy:0.7781 Error:   0.60719 Loss:0.69124 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
1147520 Examples seen. Accuracy:0.7788 Error:   0.47924 Loss:0.44218 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1148160 Examples seen. Accuracy:0.7777 Error:   0.65659 Loss:0.65974 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1148800 Examples seen. Accuracy:0.7779 Error:   0.59695 Loss:0.51968 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1149440 Examples seen. Accuracy:0.7774 Error:   0.37085 Loss:0.34356 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
1150080 Examples seen. Accuracy:0.7768 Error:   0.57771 Loss:0.50072 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.06s
1150720 Examples seen. Accuracy:0.7771 Error:   0.59857 Loss:0.64863 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
1151360 Examples seen. Accuracy:0.7775 Error:   0.62708 Loss:0.67898 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1152000 Examples seen. Accuracy:0.7751 Error:   0.70790 Loss:0.81172 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
1152640 Examples seen. Accuracy:0.7740 Error:   0.66259 Loss:0.72258 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1153280 Examples seen. Accuracy:0.7748 Error:   0.55675 Loss:0.63803 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1153920 Examples seen. Accuracy:0.7776 Error:   0.53993 Loss:0.57545 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1154560 Examples seen. Accuracy:0.7787 Error:   0.59216 Loss:0.54773 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1155200 Examples seen. Accuracy:0.7784 Error:   0.58879 Loss:0.59580 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1155840 Examples seen. Accuracy:0.7814 Error:   0.40282 Loss:0.34942 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
1156480 Examples seen. Accuracy:0.7819 Error:   0.65901 Loss:0.76438 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.13s
1157120 Examples seen. Accuracy:0.7825 Error:   0.74020 Loss:0.79265 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1157760 Examples seen. Accuracy:0.7831 Error:   0.55989 Loss:0.63918 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1158400 Examples seen. Accuracy:0.7797 Error:   0.67072 Loss:0.77570 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1159040 Examples seen. Accuracy:0.7794 Error:   0.68188 Loss:0.76930 Threads: 2 Forward time:  0.60s Backward time:  0.35s Step time:  2.08s
1159680 Examples seen. Accuracy:0.7782 Error:   0.81729 Loss:0.85889 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 29 Examples seen:1160000 Validation Accuracy: 0.8251 Validation Error: 0.4952 Validation Loss: 0.5204 Total time:  94.19min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 29. Working time: 1.57 hours.
1160640 Examples seen. Accuracy:0.7783 Error:   0.41613 Loss:0.37098 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
1161280 Examples seen. Accuracy:0.7767 Error:   0.60698 Loss:0.65594 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1161920 Examples seen. Accuracy:0.7786 Error:   0.40723 Loss:0.47827 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1162560 Examples seen. Accuracy:0.7776 Error:   0.70520 Loss:0.79130 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.05s
1163200 Examples seen. Accuracy:0.7763 Error:   0.67155 Loss:0.81656 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1163840 Examples seen. Accuracy:0.7740 Error:   0.55547 Loss:0.64690 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.11s
1164480 Examples seen. Accuracy:0.7738 Error:   0.61518 Loss:0.70824 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1165120 Examples seen. Accuracy:0.7745 Error:   0.55466 Loss:0.57323 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1165760 Examples seen. Accuracy:0.7759 Error:   0.56874 Loss:0.47721 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1166400 Examples seen. Accuracy:0.7735 Error:   0.62350 Loss:0.60396 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1167040 Examples seen. Accuracy:0.7730 Error:   0.64839 Loss:0.67557 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1167680 Examples seen. Accuracy:0.7726 Error:   0.61069 Loss:0.60878 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1168320 Examples seen. Accuracy:0.7755 Error:   0.61777 Loss:0.62842 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.07s
1168960 Examples seen. Accuracy:0.7763 Error:   0.56015 Loss:0.67120 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.06s
1169600 Examples seen. Accuracy:0.7768 Error:   0.56369 Loss:0.54939 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1170240 Examples seen. Accuracy:0.7810 Error:   0.36728 Loss:0.29802 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1170880 Examples seen. Accuracy:0.7792 Error:   0.48845 Loss:0.44953 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1171520 Examples seen. Accuracy:0.7807 Error:   0.59991 Loss:0.63197 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1172160 Examples seen. Accuracy:0.7789 Error:   0.56851 Loss:0.78344 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1172800 Examples seen. Accuracy:0.7757 Error:   0.68007 Loss:0.76417 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1173440 Examples seen. Accuracy:0.7749 Error:   0.86364 Loss:1.11477 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1174080 Examples seen. Accuracy:0.7763 Error:   0.46163 Loss:0.47272 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.15s
1174720 Examples seen. Accuracy:0.7768 Error:   0.64235 Loss:0.68560 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.04s
1175360 Examples seen. Accuracy:0.7745 Error:   0.76837 Loss:0.95169 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1176000 Examples seen. Accuracy:0.7735 Error:   0.62320 Loss:0.64597 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1176640 Examples seen. Accuracy:0.7728 Error:   0.67063 Loss:0.81943 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
1177280 Examples seen. Accuracy:0.7710 Error:   0.57658 Loss:0.59716 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1177920 Examples seen. Accuracy:0.7707 Error:   0.58215 Loss:0.52336 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1178560 Examples seen. Accuracy:0.7713 Error:   0.60232 Loss:0.60132 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1179200 Examples seen. Accuracy:0.7726 Error:   0.61195 Loss:0.86049 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1179840 Examples seen. Accuracy:0.7733 Error:   0.58669 Loss:0.58377 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1180480 Examples seen. Accuracy:0.7718 Error:   0.62902 Loss:0.58270 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1181120 Examples seen. Accuracy:0.7734 Error:   0.65418 Loss:0.77460 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
1181760 Examples seen. Accuracy:0.7714 Error:   0.79632 Loss:0.97949 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1182400 Examples seen. Accuracy:0.7734 Error:   0.44894 Loss:0.42220 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.05s
1183040 Examples seen. Accuracy:0.7749 Error:   0.53284 Loss:0.48074 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1183680 Examples seen. Accuracy:0.7738 Error:   0.57442 Loss:0.59029 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1184320 Examples seen. Accuracy:0.7737 Error:   0.64028 Loss:0.67253 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1184960 Examples seen. Accuracy:0.7743 Error:   0.63811 Loss:0.70854 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1185600 Examples seen. Accuracy:0.7753 Error:   0.48994 Loss:0.47003 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1186240 Examples seen. Accuracy:0.7755 Error:   0.50823 Loss:0.51363 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1186880 Examples seen. Accuracy:0.7764 Error:   0.51644 Loss:0.47396 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1187520 Examples seen. Accuracy:0.7781 Error:   0.49180 Loss:0.49888 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.05s
1188160 Examples seen. Accuracy:0.7777 Error:   0.61385 Loss:0.68116 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1188800 Examples seen. Accuracy:0.7772 Error:   0.51956 Loss:0.50867 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1189440 Examples seen. Accuracy:0.7806 Error:   0.55203 Loss:0.48644 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1190080 Examples seen. Accuracy:0.7820 Error:   0.49582 Loss:0.63779 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1190720 Examples seen. Accuracy:0.7789 Error:   0.78617 Loss:0.98010 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.04s
1191360 Examples seen. Accuracy:0.7803 Error:   0.53340 Loss:0.57440 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1192000 Examples seen. Accuracy:0.7783 Error:   0.70297 Loss:0.74310 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1192640 Examples seen. Accuracy:0.7789 Error:   0.51005 Loss:0.52950 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
1193280 Examples seen. Accuracy:0.7789 Error:   0.55976 Loss:0.59674 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
1193920 Examples seen. Accuracy:0.7799 Error:   0.54140 Loss:0.60610 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1194560 Examples seen. Accuracy:0.7780 Error:   0.84913 Loss:0.93893 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1195200 Examples seen. Accuracy:0.7815 Error:   0.65374 Loss:0.75281 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.08s
1195840 Examples seen. Accuracy:0.7825 Error:   0.60582 Loss:0.52077 Threads: 2 Forward time:  0.66s Backward time:  0.40s Step time:  2.11s
1196480 Examples seen. Accuracy:0.7846 Error:   0.55723 Loss:0.70700 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1197120 Examples seen. Accuracy:0.7844 Error:   0.64410 Loss:0.79616 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1197760 Examples seen. Accuracy:0.7814 Error:   0.65536 Loss:0.70024 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1198400 Examples seen. Accuracy:0.7826 Error:   0.64971 Loss:0.64981 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1199040 Examples seen. Accuracy:0.7804 Error:   0.66935 Loss:0.67729 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
1199680 Examples seen. Accuracy:0.7811 Error:   0.47890 Loss:0.48575 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.05s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 30 Examples seen:1200000 Validation Accuracy: 0.8270 Validation Error: 0.4908 Validation Loss: 0.5174 Total time:  97.29min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.578 Min Weight:  -0.585 Max Output:  4.917 Min Output: -5.224 TNNetConvolutionLinear 32,32,64 Times: 28.10s 0.06s Parent:0
Layer  2                                                     Max Output:  4.917 Min Output: -1.450 TNNetMaxPool 8,8,64 Times: 7.65s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.850 Min Weight:   0.811 Max Output:  5.012 Min Output: -2.835 TNNetMovingStdNormalization 8,8,64 Times: 0.18s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.313 Min Weight:  -0.331 Max Output:  8.774 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.349 Min Weight:  -0.282 Max Output:  8.093 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.06s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.267 Min Weight:  -0.257 Max Output:  6.173 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.10s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.212 Min Weight:  -0.222 Max Output:  4.596 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.04s 0.02s Parent:6
Layer  8                                                     Max Output:  4.596 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.596 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.40s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.268 Min Weight:  -0.285 Max Output:  5.353 Min Output: -9.741 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.603 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Starting Testing.
Epochs: 30 Examples seen:1200000 Test Accuracy: 0.8218 Test Error: 0.5022 Test Loss: 0.5373 Total time:  98.24min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 30. Working time: 1.64 hours.
Learning rate set to:0.00074
1200640 Examples seen. Accuracy:0.7804 Error:   0.57341 Loss:0.53731 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
1201280 Examples seen. Accuracy:0.7821 Error:   0.50364 Loss:0.60661 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1201920 Examples seen. Accuracy:0.7842 Error:   0.47831 Loss:0.44443 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.08s
1202560 Examples seen. Accuracy:0.7861 Error:   0.51650 Loss:0.53923 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.08s
1203200 Examples seen. Accuracy:0.7878 Error:   0.44671 Loss:0.45398 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1203840 Examples seen. Accuracy:0.7891 Error:   0.53134 Loss:0.60552 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1204480 Examples seen. Accuracy:0.7873 Error:   0.61038 Loss:0.58950 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.07s
1205120 Examples seen. Accuracy:0.7872 Error:   0.51928 Loss:0.74798 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1205760 Examples seen. Accuracy:0.7847 Error:   0.64976 Loss:0.69625 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1206400 Examples seen. Accuracy:0.7843 Error:   0.60959 Loss:0.60556 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1207040 Examples seen. Accuracy:0.7842 Error:   0.53699 Loss:0.54316 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1207680 Examples seen. Accuracy:0.7821 Error:   0.62688 Loss:0.69692 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
1208320 Examples seen. Accuracy:0.7819 Error:   0.50233 Loss:0.48276 Threads: 2 Forward time:  1.27s Backward time:  0.66s Step time:  2.33s
1208960 Examples seen. Accuracy:0.7843 Error:   0.58317 Loss:0.62215 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  3.42s
1209600 Examples seen. Accuracy:0.7842 Error:   0.60891 Loss:0.58937 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1210240 Examples seen. Accuracy:0.7848 Error:   0.60106 Loss:0.58601 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1210880 Examples seen. Accuracy:0.7860 Error:   0.53277 Loss:0.53413 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1211520 Examples seen. Accuracy:0.7849 Error:   0.63076 Loss:0.74795 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.11s
1212160 Examples seen. Accuracy:0.7859 Error:   0.49317 Loss:0.41066 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1212800 Examples seen. Accuracy:0.7857 Error:   0.61870 Loss:0.62442 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1213440 Examples seen. Accuracy:0.7875 Error:   0.54815 Loss:0.56913 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1214080 Examples seen. Accuracy:0.7875 Error:   0.54206 Loss:0.58171 Threads: 2 Forward time:  0.67s Backward time:  0.40s Step time:  2.11s
1214720 Examples seen. Accuracy:0.7886 Error:   0.59977 Loss:0.59846 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
1215360 Examples seen. Accuracy:0.7879 Error:   0.56339 Loss:0.51232 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
1216000 Examples seen. Accuracy:0.7889 Error:   0.54329 Loss:0.54680 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1216640 Examples seen. Accuracy:0.7901 Error:   0.64308 Loss:0.68814 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1217280 Examples seen. Accuracy:0.7906 Error:   0.48607 Loss:0.50618 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1217920 Examples seen. Accuracy:0.7896 Error:   0.62573 Loss:0.71116 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.11s
1218560 Examples seen. Accuracy:0.7889 Error:   0.52041 Loss:0.47161 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.08s
1219200 Examples seen. Accuracy:0.7893 Error:   0.62126 Loss:0.58688 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
1219840 Examples seen. Accuracy:0.7888 Error:   0.54476 Loss:0.55108 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
1220480 Examples seen. Accuracy:0.7884 Error:   0.53828 Loss:0.56565 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1221120 Examples seen. Accuracy:0.7871 Error:   0.62592 Loss:0.69807 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.10s
1221760 Examples seen. Accuracy:0.7846 Error:   0.77849 Loss:0.87867 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1222400 Examples seen. Accuracy:0.7844 Error:   0.51445 Loss:0.51993 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1223040 Examples seen. Accuracy:0.7829 Error:   0.80140 Loss:0.95011 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
1223680 Examples seen. Accuracy:0.7842 Error:   0.62614 Loss:0.63978 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1224320 Examples seen. Accuracy:0.7841 Error:   0.62151 Loss:0.62317 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
1224960 Examples seen. Accuracy:0.7823 Error:   0.64430 Loss:0.61003 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1225600 Examples seen. Accuracy:0.7796 Error:   0.54284 Loss:0.54068 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1226240 Examples seen. Accuracy:0.7801 Error:   0.55486 Loss:0.53163 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1226880 Examples seen. Accuracy:0.7811 Error:   0.57372 Loss:0.65065 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.10s
1227520 Examples seen. Accuracy:0.7804 Error:   0.77953 Loss:0.97185 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.11s
1228160 Examples seen. Accuracy:0.7815 Error:   0.74704 Loss:0.73879 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1228800 Examples seen. Accuracy:0.7828 Error:   0.47513 Loss:0.50418 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1229440 Examples seen. Accuracy:0.7859 Error:   0.61858 Loss:0.66407 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1230080 Examples seen. Accuracy:0.7892 Error:   0.51764 Loss:0.46039 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
1230720 Examples seen. Accuracy:0.7904 Error:   0.42682 Loss:0.45174 Threads: 2 Forward time:  0.67s Backward time:  0.36s Step time:  2.11s
1231360 Examples seen. Accuracy:0.7878 Error:   0.53357 Loss:0.54240 Threads: 2 Forward time:  0.69s Backward time:  0.41s Step time:  2.13s
1232000 Examples seen. Accuracy:0.7884 Error:   0.59162 Loss:0.72143 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.11s
1232640 Examples seen. Accuracy:0.7866 Error:   0.62295 Loss:0.70378 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
1233280 Examples seen. Accuracy:0.7877 Error:   0.57254 Loss:0.62299 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1233920 Examples seen. Accuracy:0.7859 Error:   0.49834 Loss:0.58241 Threads: 2 Forward time:  0.63s Backward time:  0.42s Step time:  2.11s
1234560 Examples seen. Accuracy:0.7853 Error:   0.58436 Loss:0.53668 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1235200 Examples seen. Accuracy:0.7838 Error:   0.66095 Loss:0.78103 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
1235840 Examples seen. Accuracy:0.7832 Error:   0.52171 Loss:0.61749 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1236480 Examples seen. Accuracy:0.7843 Error:   0.54477 Loss:0.44825 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1237120 Examples seen. Accuracy:0.7829 Error:   0.55236 Loss:0.68865 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1237760 Examples seen. Accuracy:0.7856 Error:   0.49272 Loss:0.43965 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1238400 Examples seen. Accuracy:0.7846 Error:   0.42922 Loss:0.45912 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1239040 Examples seen. Accuracy:0.7840 Error:   0.50367 Loss:0.44371 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1239680 Examples seen. Accuracy:0.7844 Error:   0.55728 Loss:0.62486 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 31 Examples seen:1240000 Validation Accuracy: 0.8283 Validation Error: 0.4892 Validation Loss: 0.5168 Total time: 101.39min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 31. Working time: 1.69 hours.
1240640 Examples seen. Accuracy:0.7822 Error:   0.67619 Loss:0.73192 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1241280 Examples seen. Accuracy:0.7802 Error:   0.56919 Loss:0.59128 Threads: 2 Forward time:  0.59s Backward time:  0.38s Step time:  2.07s
1241920 Examples seen. Accuracy:0.7809 Error:   0.52527 Loss:0.68300 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1242560 Examples seen. Accuracy:0.7797 Error:   0.69407 Loss:0.71380 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1243200 Examples seen. Accuracy:0.7805 Error:   0.42688 Loss:0.46557 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.03s
1243840 Examples seen. Accuracy:0.7825 Error:   0.48051 Loss:0.58717 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1244480 Examples seen. Accuracy:0.7824 Error:   0.64009 Loss:0.69336 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1245120 Examples seen. Accuracy:0.7833 Error:   0.43764 Loss:0.42434 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1245760 Examples seen. Accuracy:0.7814 Error:   0.68244 Loss:0.82177 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.09s
1246400 Examples seen. Accuracy:0.7792 Error:   0.71576 Loss:0.76559 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.03s
1247040 Examples seen. Accuracy:0.7775 Error:   0.56040 Loss:0.60093 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.06s
1247680 Examples seen. Accuracy:0.7763 Error:   0.52604 Loss:0.43065 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1248320 Examples seen. Accuracy:0.7797 Error:   0.48545 Loss:0.38796 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1248960 Examples seen. Accuracy:0.7812 Error:   0.48824 Loss:0.45000 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.09s
1249600 Examples seen. Accuracy:0.7829 Error:   0.42769 Loss:0.41174 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1250240 Examples seen. Accuracy:0.7809 Error:   0.54750 Loss:0.67893 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1250880 Examples seen. Accuracy:0.7805 Error:   0.63683 Loss:0.64396 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1251520 Examples seen. Accuracy:0.7798 Error:   0.58367 Loss:0.67983 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.06s
1252160 Examples seen. Accuracy:0.7812 Error:   0.41257 Loss:0.38997 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.03s
1252800 Examples seen. Accuracy:0.7825 Error:   0.56078 Loss:0.57457 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1253440 Examples seen. Accuracy:0.7804 Error:   0.63485 Loss:0.68880 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1254080 Examples seen. Accuracy:0.7801 Error:   0.54916 Loss:0.64806 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1254720 Examples seen. Accuracy:0.7804 Error:   0.40700 Loss:0.40403 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
1255360 Examples seen. Accuracy:0.7803 Error:   0.57648 Loss:0.68515 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.05s
1256000 Examples seen. Accuracy:0.7778 Error:   0.42167 Loss:0.35270 Threads: 2 Forward time:  0.66s Backward time:  0.36s Step time:  2.09s
1256640 Examples seen. Accuracy:0.7773 Error:   0.48796 Loss:0.53681 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.07s
1257280 Examples seen. Accuracy:0.7779 Error:   0.69507 Loss:0.82688 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1257920 Examples seen. Accuracy:0.7775 Error:   0.60606 Loss:0.60515 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1258560 Examples seen. Accuracy:0.7776 Error:   0.63317 Loss:0.63029 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1259200 Examples seen. Accuracy:0.7767 Error:   0.57649 Loss:0.55071 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1259840 Examples seen. Accuracy:0.7789 Error:   0.48173 Loss:0.67195 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1260480 Examples seen. Accuracy:0.7788 Error:   0.51455 Loss:0.52059 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1261120 Examples seen. Accuracy:0.7793 Error:   0.54726 Loss:0.48415 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1261760 Examples seen. Accuracy:0.7823 Error:   0.49196 Loss:0.49446 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1262400 Examples seen. Accuracy:0.7836 Error:   0.48817 Loss:0.56932 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1263040 Examples seen. Accuracy:0.7838 Error:   0.49780 Loss:0.57354 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1263680 Examples seen. Accuracy:0.7852 Error:   0.54172 Loss:0.48717 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1264320 Examples seen. Accuracy:0.7835 Error:   0.58126 Loss:0.69035 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1264960 Examples seen. Accuracy:0.7843 Error:   0.63081 Loss:0.69081 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1265600 Examples seen. Accuracy:0.7845 Error:   0.51598 Loss:0.51893 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1266240 Examples seen. Accuracy:0.7838 Error:   0.53641 Loss:0.60254 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1266880 Examples seen. Accuracy:0.7864 Error:   0.42129 Loss:0.40089 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1267520 Examples seen. Accuracy:0.7885 Error:   0.54230 Loss:0.51064 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1268160 Examples seen. Accuracy:0.7883 Error:   0.52371 Loss:0.51258 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1268800 Examples seen. Accuracy:0.7867 Error:   0.55893 Loss:0.67829 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
1269440 Examples seen. Accuracy:0.7887 Error:   0.50025 Loss:0.42324 Threads: 2 Forward time:  0.69s Backward time:  0.38s Step time:  2.05s
1270080 Examples seen. Accuracy:0.7902 Error:   0.44811 Loss:0.38995 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1270720 Examples seen. Accuracy:0.7894 Error:   0.56913 Loss:0.56038 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1271360 Examples seen. Accuracy:0.7887 Error:   0.62938 Loss:0.64133 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1272000 Examples seen. Accuracy:0.7880 Error:   0.61650 Loss:0.69237 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.10s
1272640 Examples seen. Accuracy:0.7867 Error:   0.47292 Loss:0.49122 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1273280 Examples seen. Accuracy:0.7846 Error:   0.62689 Loss:0.71560 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.04s
1273920 Examples seen. Accuracy:0.7847 Error:   0.69419 Loss:0.68351 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.04s
1274560 Examples seen. Accuracy:0.7851 Error:   0.64425 Loss:0.63895 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.07s
1275200 Examples seen. Accuracy:0.7835 Error:   0.63518 Loss:0.68224 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1275840 Examples seen. Accuracy:0.7805 Error:   0.60327 Loss:0.76128 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.03s
1276480 Examples seen. Accuracy:0.7792 Error:   0.49857 Loss:0.52971 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.05s
1277120 Examples seen. Accuracy:0.7808 Error:   0.57259 Loss:0.75709 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.03s
1277760 Examples seen. Accuracy:0.7801 Error:   0.54423 Loss:0.47717 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1278400 Examples seen. Accuracy:0.7804 Error:   0.70642 Loss:0.70072 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.09s
1279040 Examples seen. Accuracy:0.7826 Error:   0.44850 Loss:0.42139 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1279680 Examples seen. Accuracy:0.7826 Error:   0.51068 Loss:0.60591 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 32 Examples seen:1280000 Validation Accuracy: 0.8305 Validation Error: 0.4823 Validation Loss: 0.5120 Total time: 104.50min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.596 Min Weight:  -0.598 Max Output:  5.021 Min Output: -5.348 TNNetConvolutionLinear 32,32,64 Times: 28.10s 0.06s Parent:0
Layer  2                                                     Max Output:  5.021 Min Output: -1.536 TNNetMaxPool 8,8,64 Times: 7.65s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.866 Min Weight:   0.826 Max Output:  5.028 Min Output: -2.907 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.319 Min Weight:  -0.344 Max Output:  8.911 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.358 Min Weight:  -0.285 Max Output:  8.405 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.11s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.274 Min Weight:  -0.266 Max Output:  6.317 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.03s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.213 Min Weight:  -0.223 Max Output:  4.711 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.03s 0.02s Parent:6
Layer  8                                                     Max Output:  4.711 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.711 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.44s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.276 Min Weight:  -0.290 Max Output:  4.955 Min Output: -9.641 TNNetFullConnectLinear 10,1,1 Times: 0.03s 0.00s Parent:9
Layer 11                                                     Max Output:  0.580 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.6 minutes. 100 epochs: 4.4 hours.
Epochs: 32. Working time: 1.74 hours.
1280640 Examples seen. Accuracy:0.7836 Error:   0.52707 Loss:0.52026 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1281280 Examples seen. Accuracy:0.7866 Error:   0.47920 Loss:0.44459 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1281920 Examples seen. Accuracy:0.7878 Error:   0.64341 Loss:0.63992 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1282560 Examples seen. Accuracy:0.7878 Error:   0.53648 Loss:0.52912 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.07s
1283200 Examples seen. Accuracy:0.7879 Error:   0.69023 Loss:0.85930 Threads: 2 Forward time:  0.77s Backward time:  0.43s Step time:  2.12s
1283840 Examples seen. Accuracy:0.7884 Error:   0.50623 Loss:0.50856 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
1284480 Examples seen. Accuracy:0.7849 Error:   0.54384 Loss:0.54221 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.04s
1285120 Examples seen. Accuracy:0.7874 Error:   0.53711 Loss:0.47327 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.04s
1285760 Examples seen. Accuracy:0.7873 Error:   0.64315 Loss:0.77493 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.06s
1286400 Examples seen. Accuracy:0.7882 Error:   0.46690 Loss:0.48309 Threads: 2 Forward time:  0.75s Backward time:  0.42s Step time:  2.09s
1287040 Examples seen. Accuracy:0.7886 Error:   0.68021 Loss:0.62638 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.03s
1287680 Examples seen. Accuracy:0.7874 Error:   0.57688 Loss:0.58188 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1288320 Examples seen. Accuracy:0.7883 Error:   0.58585 Loss:0.68381 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.05s
1288960 Examples seen. Accuracy:0.7895 Error:   0.66231 Loss:0.74595 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1289600 Examples seen. Accuracy:0.7873 Error:   0.61208 Loss:0.68051 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1290240 Examples seen. Accuracy:0.7872 Error:   0.59024 Loss:0.60027 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1290880 Examples seen. Accuracy:0.7881 Error:   0.45182 Loss:0.42103 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1291520 Examples seen. Accuracy:0.7866 Error:   0.70635 Loss:0.79224 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1292160 Examples seen. Accuracy:0.7859 Error:   0.48162 Loss:0.42928 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1292800 Examples seen. Accuracy:0.7836 Error:   0.62927 Loss:0.62551 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1293440 Examples seen. Accuracy:0.7828 Error:   0.51726 Loss:0.54866 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1294080 Examples seen. Accuracy:0.7841 Error:   0.51160 Loss:0.40266 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.03s
1294720 Examples seen. Accuracy:0.7834 Error:   0.62885 Loss:0.82866 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1295360 Examples seen. Accuracy:0.7840 Error:   0.59212 Loss:0.60301 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1296000 Examples seen. Accuracy:0.7836 Error:   0.52656 Loss:0.66172 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.07s
1296640 Examples seen. Accuracy:0.7872 Error:   0.54975 Loss:0.61411 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1297280 Examples seen. Accuracy:0.7866 Error:   0.62495 Loss:0.66502 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1297920 Examples seen. Accuracy:0.7877 Error:   0.63042 Loss:0.61390 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1298560 Examples seen. Accuracy:0.7876 Error:   0.53379 Loss:0.55335 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1299200 Examples seen. Accuracy:0.7869 Error:   0.59299 Loss:0.68368 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1299840 Examples seen. Accuracy:0.7848 Error:   0.68999 Loss:0.78285 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.09s
1300480 Examples seen. Accuracy:0.7847 Error:   0.56260 Loss:0.54325 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1301120 Examples seen. Accuracy:0.7841 Error:   0.58173 Loss:0.59908 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1301760 Examples seen. Accuracy:0.7834 Error:   0.62169 Loss:0.64121 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1302400 Examples seen. Accuracy:0.7840 Error:   0.47742 Loss:0.42680 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1303040 Examples seen. Accuracy:0.7869 Error:   0.65231 Loss:0.67355 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1303680 Examples seen. Accuracy:0.7856 Error:   0.59989 Loss:0.63331 Threads: 2 Forward time:  0.65s Backward time:  0.35s Step time:  2.04s
1304320 Examples seen. Accuracy:0.7872 Error:   0.57022 Loss:0.55200 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
1304960 Examples seen. Accuracy:0.7839 Error:   0.56351 Loss:0.51187 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1305600 Examples seen. Accuracy:0.7821 Error:   0.52771 Loss:0.48267 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.03s
1306240 Examples seen. Accuracy:0.7824 Error:   0.61273 Loss:0.64887 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.07s
1306880 Examples seen. Accuracy:0.7836 Error:   0.58463 Loss:0.52462 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.06s
1307520 Examples seen. Accuracy:0.7814 Error:   0.63818 Loss:0.63829 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.03s
1308160 Examples seen. Accuracy:0.7791 Error:   0.60415 Loss:0.66235 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1308800 Examples seen. Accuracy:0.7814 Error:   0.43923 Loss:0.44472 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1309440 Examples seen. Accuracy:0.7809 Error:   0.55204 Loss:0.50252 Threads: 2 Forward time:  0.69s Backward time:  0.37s Step time:  2.07s
1310080 Examples seen. Accuracy:0.7799 Error:   0.50520 Loss:0.55575 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1310720 Examples seen. Accuracy:0.7805 Error:   0.57655 Loss:0.56120 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1311360 Examples seen. Accuracy:0.7783 Error:   0.71450 Loss:0.81943 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1312000 Examples seen. Accuracy:0.7801 Error:   0.53381 Loss:0.50641 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1312640 Examples seen. Accuracy:0.7779 Error:   0.63499 Loss:0.63615 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1313280 Examples seen. Accuracy:0.7773 Error:   0.73842 Loss:0.73402 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.04s
1313920 Examples seen. Accuracy:0.7764 Error:   0.54145 Loss:0.50115 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.05s
1314560 Examples seen. Accuracy:0.7784 Error:   0.57348 Loss:0.54544 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1315200 Examples seen. Accuracy:0.7828 Error:   0.58036 Loss:0.56205 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1315840 Examples seen. Accuracy:0.7845 Error:   0.61629 Loss:0.69063 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1316480 Examples seen. Accuracy:0.7849 Error:   0.70545 Loss:0.73924 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1317120 Examples seen. Accuracy:0.7863 Error:   0.58985 Loss:0.66485 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1317760 Examples seen. Accuracy:0.7857 Error:   0.56002 Loss:0.57889 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1318400 Examples seen. Accuracy:0.7895 Error:   0.40638 Loss:0.41193 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1319040 Examples seen. Accuracy:0.7893 Error:   0.52848 Loss:0.52643 Threads: 2 Forward time:  0.65s Backward time:  0.42s Step time:  2.08s
1319680 Examples seen. Accuracy:0.7868 Error:   0.66270 Loss:0.79678 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.69s
Starting Validation.
Epochs: 33 Examples seen:1320000 Validation Accuracy: 0.8299 Validation Error: 0.4793 Validation Loss: 0.5086 Total time: 107.60min
Epoch time: 3.5 minutes. 100 epochs: 5.8 hours.
Epochs: 33. Working time: 1.79 hours.
1320640 Examples seen. Accuracy:0.7911 Error:   0.55704 Loss:0.62059 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1321280 Examples seen. Accuracy:0.7899 Error:   0.48605 Loss:0.48524 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1321920 Examples seen. Accuracy:0.7904 Error:   0.64238 Loss:0.68868 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1322560 Examples seen. Accuracy:0.7894 Error:   0.55610 Loss:0.58327 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1323200 Examples seen. Accuracy:0.7894 Error:   0.45692 Loss:0.40782 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1323840 Examples seen. Accuracy:0.7910 Error:   0.42134 Loss:0.51400 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.04s
1324480 Examples seen. Accuracy:0.7916 Error:   0.70440 Loss:0.90899 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.06s
1325120 Examples seen. Accuracy:0.7913 Error:   0.48959 Loss:0.48430 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1325760 Examples seen. Accuracy:0.7896 Error:   0.54514 Loss:0.55970 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1326400 Examples seen. Accuracy:0.7882 Error:   0.66659 Loss:0.78869 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1327040 Examples seen. Accuracy:0.7890 Error:   0.48796 Loss:0.54998 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1327680 Examples seen. Accuracy:0.7906 Error:   0.51017 Loss:0.49612 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1328320 Examples seen. Accuracy:0.7893 Error:   0.62349 Loss:0.58452 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1328960 Examples seen. Accuracy:0.7888 Error:   0.63870 Loss:0.75378 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1329600 Examples seen. Accuracy:0.7892 Error:   0.60223 Loss:0.68224 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1330240 Examples seen. Accuracy:0.7867 Error:   0.62718 Loss:0.61390 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.10s
1330880 Examples seen. Accuracy:0.7853 Error:   0.55374 Loss:0.65050 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1331520 Examples seen. Accuracy:0.7878 Error:   0.49185 Loss:0.50592 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.05s
1332160 Examples seen. Accuracy:0.7867 Error:   0.56830 Loss:0.67357 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.05s
1332800 Examples seen. Accuracy:0.7880 Error:   0.50512 Loss:0.56974 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
1333440 Examples seen. Accuracy:0.7906 Error:   0.56474 Loss:0.62879 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.08s
1334080 Examples seen. Accuracy:0.7869 Error:   0.60663 Loss:0.68679 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.05s
1334720 Examples seen. Accuracy:0.7874 Error:   0.52964 Loss:0.53463 Threads: 2 Forward time:  0.66s Backward time:  0.36s Step time:  2.06s
1335360 Examples seen. Accuracy:0.7865 Error:   0.58168 Loss:0.51818 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1336000 Examples seen. Accuracy:0.7852 Error:   0.66634 Loss:0.70304 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1336640 Examples seen. Accuracy:0.7855 Error:   0.62886 Loss:0.76293 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1337280 Examples seen. Accuracy:0.7852 Error:   0.49937 Loss:0.52056 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1337920 Examples seen. Accuracy:0.7847 Error:   0.67280 Loss:0.69749 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1338560 Examples seen. Accuracy:0.7841 Error:   0.58419 Loss:0.61095 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1339200 Examples seen. Accuracy:0.7862 Error:   0.57063 Loss:0.61669 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1339840 Examples seen. Accuracy:0.7866 Error:   0.51397 Loss:0.46521 Threads: 2 Forward time:  0.61s Backward time:  0.40s Step time:  2.08s
1340480 Examples seen. Accuracy:0.7876 Error:   0.42310 Loss:0.31845 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1341120 Examples seen. Accuracy:0.7877 Error:   0.60193 Loss:0.63042 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1341760 Examples seen. Accuracy:0.7870 Error:   0.57230 Loss:0.57231 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1342400 Examples seen. Accuracy:0.7848 Error:   0.75871 Loss:0.82593 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1343040 Examples seen. Accuracy:0.7857 Error:   0.48545 Loss:0.49042 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1343680 Examples seen. Accuracy:0.7859 Error:   0.54927 Loss:0.48128 Threads: 2 Forward time:  1.05s Backward time:  0.62s Step time:  2.89s
1344320 Examples seen. Accuracy:0.7861 Error:   0.41307 Loss:0.34548 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.75s
1344960 Examples seen. Accuracy:0.7826 Error:   0.53835 Loss:0.60972 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.05s
1345600 Examples seen. Accuracy:0.7832 Error:   0.58832 Loss:0.73432 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
1346240 Examples seen. Accuracy:0.7814 Error:   0.72355 Loss:0.67940 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.05s
1346880 Examples seen. Accuracy:0.7848 Error:   0.48451 Loss:0.45486 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.04s
1347520 Examples seen. Accuracy:0.7853 Error:   0.54502 Loss:0.53090 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.03s
1348160 Examples seen. Accuracy:0.7876 Error:   0.42853 Loss:0.43475 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1348800 Examples seen. Accuracy:0.7868 Error:   0.56748 Loss:0.60054 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.05s
1349440 Examples seen. Accuracy:0.7881 Error:   0.53261 Loss:0.52382 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1350080 Examples seen. Accuracy:0.7882 Error:   0.51109 Loss:0.48160 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1350720 Examples seen. Accuracy:0.7902 Error:   0.52266 Loss:0.49302 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1351360 Examples seen. Accuracy:0.7926 Error:   0.40444 Loss:0.36451 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1352000 Examples seen. Accuracy:0.7914 Error:   0.58869 Loss:0.64437 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1352640 Examples seen. Accuracy:0.7895 Error:   0.51572 Loss:0.52699 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1353280 Examples seen. Accuracy:0.7911 Error:   0.53863 Loss:0.50330 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1353920 Examples seen. Accuracy:0.7898 Error:   0.52130 Loss:0.50983 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1354560 Examples seen. Accuracy:0.7910 Error:   0.59045 Loss:0.57611 Threads: 2 Forward time:  0.59s Backward time:  0.37s Step time:  2.03s
1355200 Examples seen. Accuracy:0.7899 Error:   0.59651 Loss:0.58560 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.05s
1355840 Examples seen. Accuracy:0.7900 Error:   0.48142 Loss:0.43626 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1356480 Examples seen. Accuracy:0.7876 Error:   0.61275 Loss:0.72739 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1357120 Examples seen. Accuracy:0.7859 Error:   0.65988 Loss:0.70780 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.04s
1357760 Examples seen. Accuracy:0.7871 Error:   0.57763 Loss:0.58952 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.07s
1358400 Examples seen. Accuracy:0.7860 Error:   0.51326 Loss:0.70858 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1359040 Examples seen. Accuracy:0.7846 Error:   0.61826 Loss:0.66054 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1359680 Examples seen. Accuracy:0.7830 Error:   0.58004 Loss:0.60216 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 34 Examples seen:1360000 Validation Accuracy: 0.8331 Validation Error: 0.4735 Validation Loss: 0.5026 Total time: 110.74min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.615 Min Weight:  -0.609 Max Output:  5.135 Min Output: -5.532 TNNetConvolutionLinear 32,32,64 Times: 28.51s 0.06s Parent:0
Layer  2                                                     Max Output:  5.135 Min Output: -1.635 TNNetMaxPool 8,8,64 Times: 7.74s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.880 Min Weight:   0.841 Max Output:  5.059 Min Output: -2.990 TNNetMovingStdNormalization 8,8,64 Times: 0.16s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.323 Min Weight:  -0.356 Max Output:  9.002 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.18s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.368 Min Weight:  -0.284 Max Output:  8.688 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.12s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.279 Min Weight:  -0.272 Max Output:  6.732 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.16s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.217 Min Weight:  -0.222 Max Output:  4.766 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.02s Parent:6
Layer  8                                                     Max Output:  4.766 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.766 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.45s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.287 Min Weight:  -0.294 Max Output:  5.223 Min Output: -9.570 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.540 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.4 hours.
Epochs: 34. Working time: 1.85 hours.
1360640 Examples seen. Accuracy:0.7852 Error:   0.41954 Loss:0.42392 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1361280 Examples seen. Accuracy:0.7872 Error:   0.59506 Loss:0.77417 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1361920 Examples seen. Accuracy:0.7885 Error:   0.55516 Loss:0.61395 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1362560 Examples seen. Accuracy:0.7860 Error:   0.67390 Loss:0.62914 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1363200 Examples seen. Accuracy:0.7855 Error:   0.63440 Loss:0.73187 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1363840 Examples seen. Accuracy:0.7836 Error:   0.76252 Loss:0.74510 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1364480 Examples seen. Accuracy:0.7836 Error:   0.53551 Loss:0.65276 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1365120 Examples seen. Accuracy:0.7851 Error:   0.52079 Loss:0.45811 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1365760 Examples seen. Accuracy:0.7869 Error:   0.62174 Loss:0.66574 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.05s
1366400 Examples seen. Accuracy:0.7860 Error:   0.63892 Loss:0.88363 Threads: 2 Forward time:  0.66s Backward time:  0.35s Step time:  2.04s
1367040 Examples seen. Accuracy:0.7849 Error:   0.59127 Loss:0.74667 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.06s
1367680 Examples seen. Accuracy:0.7848 Error:   0.60117 Loss:0.72681 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.06s
1368320 Examples seen. Accuracy:0.7857 Error:   0.65641 Loss:0.64623 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.06s
1368960 Examples seen. Accuracy:0.7849 Error:   0.63143 Loss:0.63766 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.06s
1369600 Examples seen. Accuracy:0.7858 Error:   0.64586 Loss:0.56695 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.03s
1370240 Examples seen. Accuracy:0.7853 Error:   0.52206 Loss:0.54154 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.05s
1370880 Examples seen. Accuracy:0.7841 Error:   0.71235 Loss:0.84435 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
1371520 Examples seen. Accuracy:0.7848 Error:   0.52433 Loss:0.59884 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1372160 Examples seen. Accuracy:0.7832 Error:   0.46282 Loss:0.64700 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1372800 Examples seen. Accuracy:0.7818 Error:   0.56412 Loss:0.57877 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1373440 Examples seen. Accuracy:0.7841 Error:   0.63290 Loss:0.60570 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1374080 Examples seen. Accuracy:0.7836 Error:   0.48545 Loss:0.50229 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1374720 Examples seen. Accuracy:0.7831 Error:   0.56910 Loss:0.54231 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1375360 Examples seen. Accuracy:0.7836 Error:   0.55385 Loss:0.54959 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1376000 Examples seen. Accuracy:0.7844 Error:   0.51738 Loss:0.51898 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.04s
1376640 Examples seen. Accuracy:0.7836 Error:   0.68518 Loss:0.71476 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1377280 Examples seen. Accuracy:0.7830 Error:   0.44529 Loss:0.44781 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1377920 Examples seen. Accuracy:0.7825 Error:   0.41512 Loss:0.40999 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1378560 Examples seen. Accuracy:0.7808 Error:   0.77280 Loss:0.84704 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.10s
1379200 Examples seen. Accuracy:0.7830 Error:   0.81470 Loss:0.84602 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1379840 Examples seen. Accuracy:0.7864 Error:   0.49969 Loss:0.53012 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1380480 Examples seen. Accuracy:0.7878 Error:   0.53668 Loss:0.62593 Threads: 2 Forward time:  0.59s Backward time:  0.38s Step time:  2.04s
1381120 Examples seen. Accuracy:0.7900 Error:   0.51210 Loss:0.48753 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1381760 Examples seen. Accuracy:0.7884 Error:   0.50321 Loss:0.51484 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1382400 Examples seen. Accuracy:0.7893 Error:   0.52889 Loss:0.56600 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1383040 Examples seen. Accuracy:0.7908 Error:   0.76827 Loss:0.93081 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1383680 Examples seen. Accuracy:0.7916 Error:   0.52278 Loss:0.71284 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.05s
1384320 Examples seen. Accuracy:0.7911 Error:   0.62128 Loss:0.60356 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.06s
1384960 Examples seen. Accuracy:0.7919 Error:   0.49276 Loss:0.43217 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1385600 Examples seen. Accuracy:0.7922 Error:   0.63557 Loss:0.67271 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1386240 Examples seen. Accuracy:0.7939 Error:   0.44293 Loss:0.52116 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1386880 Examples seen. Accuracy:0.7934 Error:   0.58758 Loss:0.54073 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1387520 Examples seen. Accuracy:0.7906 Error:   0.47999 Loss:0.45616 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.09s
1388160 Examples seen. Accuracy:0.7902 Error:   0.60718 Loss:0.74540 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1388800 Examples seen. Accuracy:0.7878 Error:   0.60061 Loss:0.55815 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1389440 Examples seen. Accuracy:0.7862 Error:   0.59463 Loss:0.56890 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.04s
1390080 Examples seen. Accuracy:0.7864 Error:   0.56390 Loss:0.64648 Threads: 2 Forward time:  0.66s Backward time:  0.35s Step time:  2.04s
1390720 Examples seen. Accuracy:0.7894 Error:   0.48853 Loss:0.45589 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1391360 Examples seen. Accuracy:0.7878 Error:   0.80179 Loss:0.85083 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.05s
1392000 Examples seen. Accuracy:0.7889 Error:   0.41033 Loss:0.34624 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1392640 Examples seen. Accuracy:0.7902 Error:   0.47691 Loss:0.49973 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1393280 Examples seen. Accuracy:0.7889 Error:   0.52471 Loss:0.50162 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.03s
1393920 Examples seen. Accuracy:0.7872 Error:   0.66883 Loss:0.82560 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.05s
1394560 Examples seen. Accuracy:0.7901 Error:   0.42011 Loss:0.35365 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.05s
1395200 Examples seen. Accuracy:0.7875 Error:   0.64930 Loss:0.79008 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.07s
1395840 Examples seen. Accuracy:0.7884 Error:   0.61769 Loss:0.78398 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1396480 Examples seen. Accuracy:0.7875 Error:   0.58343 Loss:0.63899 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1397120 Examples seen. Accuracy:0.7868 Error:   0.53751 Loss:0.63376 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1397760 Examples seen. Accuracy:0.7885 Error:   0.53695 Loss:0.57434 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1398400 Examples seen. Accuracy:0.7895 Error:   0.56161 Loss:0.56791 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.06s
1399040 Examples seen. Accuracy:0.7881 Error:   0.53973 Loss:0.53661 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1399680 Examples seen. Accuracy:0.7892 Error:   0.53018 Loss:0.59423 Threads: 2 Forward time:  0.59s Backward time:  0.38s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 35 Examples seen:1400000 Validation Accuracy: 0.8344 Validation Error: 0.4715 Validation Loss: 0.5009 Total time: 113.83min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 35. Working time: 1.9 hours.
1400640 Examples seen. Accuracy:0.7881 Error:   0.52965 Loss:0.51897 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1401280 Examples seen. Accuracy:0.7905 Error:   0.64077 Loss:0.70347 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1401920 Examples seen. Accuracy:0.7908 Error:   0.55376 Loss:0.61383 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.10s
1402560 Examples seen. Accuracy:0.7917 Error:   0.58877 Loss:0.62969 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1403200 Examples seen. Accuracy:0.7916 Error:   0.46668 Loss:0.51295 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.09s
1403840 Examples seen. Accuracy:0.7898 Error:   0.60975 Loss:0.58285 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
1404480 Examples seen. Accuracy:0.7909 Error:   0.50137 Loss:0.48078 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.14s
1405120 Examples seen. Accuracy:0.7920 Error:   0.58005 Loss:0.52880 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1405760 Examples seen. Accuracy:0.7923 Error:   0.52904 Loss:0.54775 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1406400 Examples seen. Accuracy:0.7911 Error:   0.52642 Loss:0.48251 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.08s
1407040 Examples seen. Accuracy:0.7889 Error:   0.60209 Loss:0.62409 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1407680 Examples seen. Accuracy:0.7915 Error:   0.56561 Loss:0.59142 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1408320 Examples seen. Accuracy:0.7933 Error:   0.54134 Loss:0.60130 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1408960 Examples seen. Accuracy:0.7945 Error:   0.46274 Loss:0.45126 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1409600 Examples seen. Accuracy:0.7966 Error:   0.54184 Loss:0.54329 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1410240 Examples seen. Accuracy:0.7962 Error:   0.64970 Loss:0.70883 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1410880 Examples seen. Accuracy:0.7943 Error:   0.50289 Loss:0.49812 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1411520 Examples seen. Accuracy:0.7962 Error:   0.67634 Loss:0.66978 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1412160 Examples seen. Accuracy:0.7938 Error:   0.57331 Loss:0.67076 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1412800 Examples seen. Accuracy:0.7928 Error:   0.53926 Loss:0.52280 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.05s
1413440 Examples seen. Accuracy:0.7904 Error:   0.65266 Loss:0.67434 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1414080 Examples seen. Accuracy:0.7916 Error:   0.54805 Loss:0.49754 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1414720 Examples seen. Accuracy:0.7924 Error:   0.47817 Loss:0.42015 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1415360 Examples seen. Accuracy:0.7930 Error:   0.59820 Loss:0.64620 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.05s
1416000 Examples seen. Accuracy:0.7945 Error:   0.54776 Loss:0.45209 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.08s
1416640 Examples seen. Accuracy:0.7951 Error:   0.49720 Loss:0.42916 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1417280 Examples seen. Accuracy:0.7957 Error:   0.64990 Loss:0.76320 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1417920 Examples seen. Accuracy:0.7947 Error:   0.58039 Loss:0.58365 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1418560 Examples seen. Accuracy:0.7945 Error:   0.56297 Loss:0.55496 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1419200 Examples seen. Accuracy:0.7947 Error:   0.51474 Loss:0.49010 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1419840 Examples seen. Accuracy:0.7928 Error:   0.65956 Loss:0.67725 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1420480 Examples seen. Accuracy:0.7898 Error:   0.62494 Loss:0.59513 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1421120 Examples seen. Accuracy:0.7889 Error:   0.44342 Loss:0.45010 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1421760 Examples seen. Accuracy:0.7882 Error:   0.53997 Loss:0.61895 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
1422400 Examples seen. Accuracy:0.7870 Error:   0.51073 Loss:0.50992 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1423040 Examples seen. Accuracy:0.7889 Error:   0.51017 Loss:0.51629 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1423680 Examples seen. Accuracy:0.7864 Error:   0.61230 Loss:0.62483 Threads: 2 Forward time:  0.67s Backward time:  0.36s Step time:  2.08s
1424320 Examples seen. Accuracy:0.7870 Error:   0.54093 Loss:0.52372 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1424960 Examples seen. Accuracy:0.7858 Error:   0.68038 Loss:0.83875 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1425600 Examples seen. Accuracy:0.7849 Error:   0.53588 Loss:0.54080 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1426240 Examples seen. Accuracy:0.7892 Error:   0.54132 Loss:0.57920 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1426880 Examples seen. Accuracy:0.7891 Error:   0.49235 Loss:0.54045 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1427520 Examples seen. Accuracy:0.7869 Error:   0.61701 Loss:0.63898 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1428160 Examples seen. Accuracy:0.7884 Error:   0.60389 Loss:0.63706 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1428800 Examples seen. Accuracy:0.7905 Error:   0.45599 Loss:0.46502 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.07s
1429440 Examples seen. Accuracy:0.7902 Error:   0.52101 Loss:0.52307 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.05s
1430080 Examples seen. Accuracy:0.7926 Error:   0.54196 Loss:0.71488 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.06s
1430720 Examples seen. Accuracy:0.7946 Error:   0.55044 Loss:0.58240 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1431360 Examples seen. Accuracy:0.7947 Error:   0.60467 Loss:0.59766 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.06s
1432000 Examples seen. Accuracy:0.7950 Error:   0.61085 Loss:0.64951 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1432640 Examples seen. Accuracy:0.7951 Error:   0.50824 Loss:0.47629 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1433280 Examples seen. Accuracy:0.7947 Error:   0.51620 Loss:0.52377 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1433920 Examples seen. Accuracy:0.7926 Error:   0.65666 Loss:0.79044 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1434560 Examples seen. Accuracy:0.7930 Error:   0.49778 Loss:0.46370 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1435200 Examples seen. Accuracy:0.7952 Error:   0.56387 Loss:0.63255 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1435840 Examples seen. Accuracy:0.7936 Error:   0.59119 Loss:0.63909 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.07s
1436480 Examples seen. Accuracy:0.7939 Error:   0.57406 Loss:0.63306 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1437120 Examples seen. Accuracy:0.7932 Error:   0.61510 Loss:0.61124 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1437760 Examples seen. Accuracy:0.7925 Error:   0.56116 Loss:0.56837 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1438400 Examples seen. Accuracy:0.7910 Error:   0.40538 Loss:0.37298 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.08s
1439040 Examples seen. Accuracy:0.7918 Error:   0.58615 Loss:0.72379 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1439680 Examples seen. Accuracy:0.7926 Error:   0.54416 Loss:0.66895 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.04s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 36 Examples seen:1440000 Validation Accuracy: 0.8355 Validation Error: 0.4696 Validation Loss: 0.4981 Total time: 116.94min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.634 Min Weight:  -0.621 Max Output:  5.230 Min Output: -5.656 TNNetConvolutionLinear 32,32,64 Times: 28.01s 0.06s Parent:0
Layer  2                                                     Max Output:  5.230 Min Output: -1.689 TNNetMaxPool 8,8,64 Times: 7.64s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.892 Min Weight:   0.855 Max Output:  5.074 Min Output: -3.020 TNNetMovingStdNormalization 8,8,64 Times: 0.14s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.326 Min Weight:  -0.370 Max Output:  9.015 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.15s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.377 Min Weight:  -0.281 Max Output:  8.736 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.281 Min Weight:  -0.278 Max Output:  6.466 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.220 Min Weight:  -0.221 Max Output:  4.634 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.02s Parent:6
Layer  8                                                     Max Output:  4.634 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.634 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.45s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.292 Min Weight:  -0.297 Max Output:  5.291 Min Output: -9.290 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.491 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.4 hours.
Epochs: 36. Working time: 1.95 hours.
1440640 Examples seen. Accuracy:0.7928 Error:   0.42931 Loss:0.40448 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1441280 Examples seen. Accuracy:0.7938 Error:   0.61424 Loss:0.64166 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1441920 Examples seen. Accuracy:0.7942 Error:   0.47287 Loss:0.51094 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1442560 Examples seen. Accuracy:0.7935 Error:   0.50677 Loss:0.46406 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1443200 Examples seen. Accuracy:0.7927 Error:   0.62245 Loss:0.70645 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1443840 Examples seen. Accuracy:0.7936 Error:   0.52395 Loss:0.54051 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1444480 Examples seen. Accuracy:0.7936 Error:   0.60091 Loss:0.70977 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.05s
1445120 Examples seen. Accuracy:0.7950 Error:   0.55903 Loss:0.57419 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1445760 Examples seen. Accuracy:0.7953 Error:   0.41551 Loss:0.40635 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1446400 Examples seen. Accuracy:0.7932 Error:   0.68858 Loss:0.77206 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1447040 Examples seen. Accuracy:0.7930 Error:   0.50493 Loss:0.49864 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1447680 Examples seen. Accuracy:0.7931 Error:   0.59458 Loss:0.64311 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1448320 Examples seen. Accuracy:0.7919 Error:   0.66037 Loss:0.62079 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1448960 Examples seen. Accuracy:0.7901 Error:   0.65036 Loss:0.69938 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.08s
1449600 Examples seen. Accuracy:0.7918 Error:   0.61452 Loss:0.64770 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1450240 Examples seen. Accuracy:0.7904 Error:   0.64859 Loss:0.77035 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1450880 Examples seen. Accuracy:0.7897 Error:   0.57130 Loss:0.55424 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1451520 Examples seen. Accuracy:0.7900 Error:   0.58026 Loss:0.55430 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1452160 Examples seen. Accuracy:0.7919 Error:   0.58184 Loss:0.56767 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1452800 Examples seen. Accuracy:0.7901 Error:   0.68069 Loss:0.78053 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1453440 Examples seen. Accuracy:0.7899 Error:   0.52499 Loss:0.57673 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1454080 Examples seen. Accuracy:0.7900 Error:   0.61422 Loss:0.86710 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1454720 Examples seen. Accuracy:0.7940 Error:   0.43926 Loss:0.45566 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1455360 Examples seen. Accuracy:0.7945 Error:   0.62279 Loss:0.62797 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.08s
1456000 Examples seen. Accuracy:0.7958 Error:   0.39279 Loss:0.34047 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1456640 Examples seen. Accuracy:0.7978 Error:   0.60524 Loss:0.78504 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
1457280 Examples seen. Accuracy:0.7983 Error:   0.43535 Loss:0.41115 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1457920 Examples seen. Accuracy:0.7966 Error:   0.73857 Loss:0.80327 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.03s
1458560 Examples seen. Accuracy:0.7978 Error:   0.71009 Loss:0.80232 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1459200 Examples seen. Accuracy:0.7947 Error:   0.61156 Loss:0.59315 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1459840 Examples seen. Accuracy:0.7954 Error:   0.38328 Loss:0.40349 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1460480 Examples seen. Accuracy:0.7938 Error:   0.60765 Loss:0.62100 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
1461120 Examples seen. Accuracy:0.7923 Error:   0.62296 Loss:0.77064 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.08s
1461760 Examples seen. Accuracy:0.7917 Error:   0.73984 Loss:0.88032 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1462400 Examples seen. Accuracy:0.7915 Error:   0.57500 Loss:0.67689 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1463040 Examples seen. Accuracy:0.7900 Error:   0.63429 Loss:0.63947 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1463680 Examples seen. Accuracy:0.7885 Error:   0.49569 Loss:0.51083 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1464320 Examples seen. Accuracy:0.7907 Error:   0.46286 Loss:0.54202 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1464960 Examples seen. Accuracy:0.7900 Error:   0.80184 Loss:0.88995 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1465600 Examples seen. Accuracy:0.7869 Error:   0.70316 Loss:0.82902 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1466240 Examples seen. Accuracy:0.7868 Error:   0.69713 Loss:0.77660 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1466880 Examples seen. Accuracy:0.7905 Error:   0.42536 Loss:0.47170 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1467520 Examples seen. Accuracy:0.7895 Error:   0.51081 Loss:0.50794 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.06s
1468160 Examples seen. Accuracy:0.7893 Error:   0.53827 Loss:0.56773 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1468800 Examples seen. Accuracy:0.7887 Error:   0.53009 Loss:0.59319 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1469440 Examples seen. Accuracy:0.7878 Error:   0.58044 Loss:0.57924 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.04s
1470080 Examples seen. Accuracy:0.7880 Error:   0.43254 Loss:0.40296 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
1470720 Examples seen. Accuracy:0.7876 Error:   0.65404 Loss:0.67199 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1471360 Examples seen. Accuracy:0.7881 Error:   0.47812 Loss:0.46941 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1472000 Examples seen. Accuracy:0.7885 Error:   0.75678 Loss:0.99374 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1472640 Examples seen. Accuracy:0.7881 Error:   0.58615 Loss:0.70187 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1473280 Examples seen. Accuracy:0.7857 Error:   0.49968 Loss:0.43160 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1473920 Examples seen. Accuracy:0.7870 Error:   0.57483 Loss:0.57260 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1474560 Examples seen. Accuracy:0.7869 Error:   0.62261 Loss:0.68794 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1475200 Examples seen. Accuracy:0.7870 Error:   0.48514 Loss:0.42119 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1475840 Examples seen. Accuracy:0.7875 Error:   0.62827 Loss:0.63634 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1476480 Examples seen. Accuracy:0.7884 Error:   0.56160 Loss:0.65797 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1477120 Examples seen. Accuracy:0.7868 Error:   0.53040 Loss:0.52416 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1477760 Examples seen. Accuracy:0.7882 Error:   0.57576 Loss:0.69831 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1478400 Examples seen. Accuracy:0.7886 Error:   0.53673 Loss:0.47241 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1479040 Examples seen. Accuracy:0.7899 Error:   0.42580 Loss:0.41398 Threads: 2 Forward time:  1.07s Backward time:  0.55s Step time:  2.41s
1479680 Examples seen. Accuracy:0.7887 Error:   0.51495 Loss:0.67660 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  3.21s
Starting Validation.
Epochs: 37 Examples seen:1480000 Validation Accuracy: 0.8352 Validation Error: 0.4666 Validation Loss: 0.4951 Total time: 120.05min
Epoch time: 4.2 minutes. 100 epochs: 7 hours.
Epochs: 37. Working time: 2 hours.
1480640 Examples seen. Accuracy:0.7932 Error:   0.38462 Loss:0.32022 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1481280 Examples seen. Accuracy:0.7926 Error:   0.47074 Loss:0.47972 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1481920 Examples seen. Accuracy:0.7954 Error:   0.59936 Loss:0.62842 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.06s
1482560 Examples seen. Accuracy:0.7966 Error:   0.54573 Loss:0.65464 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1483200 Examples seen. Accuracy:0.7950 Error:   0.58583 Loss:0.70026 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1483840 Examples seen. Accuracy:0.7932 Error:   0.46151 Loss:0.38215 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1484480 Examples seen. Accuracy:0.7959 Error:   0.50898 Loss:0.54033 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1485120 Examples seen. Accuracy:0.7940 Error:   0.65865 Loss:0.76920 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1485760 Examples seen. Accuracy:0.7959 Error:   0.57657 Loss:0.53271 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.06s
1486400 Examples seen. Accuracy:0.7964 Error:   0.67108 Loss:0.72428 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1487040 Examples seen. Accuracy:0.7981 Error:   0.51809 Loss:0.56565 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1487680 Examples seen. Accuracy:0.7965 Error:   0.64108 Loss:0.72145 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1488320 Examples seen. Accuracy:0.7970 Error:   0.67072 Loss:0.92617 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1488960 Examples seen. Accuracy:0.7959 Error:   0.70483 Loss:0.86414 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1489600 Examples seen. Accuracy:0.7940 Error:   0.66603 Loss:0.66573 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.07s
1490240 Examples seen. Accuracy:0.7930 Error:   0.53817 Loss:0.60444 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.07s
1490880 Examples seen. Accuracy:0.7942 Error:   0.67964 Loss:0.77534 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.05s
1491520 Examples seen. Accuracy:0.7949 Error:   0.58176 Loss:0.59269 Threads: 2 Forward time:  0.66s Backward time:  0.36s Step time:  2.05s
1492160 Examples seen. Accuracy:0.7930 Error:   0.49517 Loss:0.50210 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.08s
1492800 Examples seen. Accuracy:0.7896 Error:   0.84272 Loss:1.14910 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.04s
1493440 Examples seen. Accuracy:0.7893 Error:   0.63919 Loss:0.78235 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1494080 Examples seen. Accuracy:0.7881 Error:   0.54726 Loss:0.54108 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1494720 Examples seen. Accuracy:0.7880 Error:   0.51239 Loss:0.54544 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1495360 Examples seen. Accuracy:0.7865 Error:   0.60518 Loss:0.67513 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1496000 Examples seen. Accuracy:0.7852 Error:   0.59472 Loss:0.63816 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1496640 Examples seen. Accuracy:0.7865 Error:   0.53823 Loss:0.54931 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1497280 Examples seen. Accuracy:0.7845 Error:   0.51020 Loss:0.51301 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
1497920 Examples seen. Accuracy:0.7838 Error:   0.55630 Loss:0.54740 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1498560 Examples seen. Accuracy:0.7845 Error:   0.48394 Loss:0.51851 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1499200 Examples seen. Accuracy:0.7836 Error:   0.47871 Loss:0.40939 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1499840 Examples seen. Accuracy:0.7831 Error:   0.45052 Loss:0.44290 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1500480 Examples seen. Accuracy:0.7840 Error:   0.52746 Loss:0.49616 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1501120 Examples seen. Accuracy:0.7851 Error:   0.63571 Loss:0.70949 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1501760 Examples seen. Accuracy:0.7882 Error:   0.66105 Loss:0.74973 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1502400 Examples seen. Accuracy:0.7874 Error:   0.57049 Loss:0.64003 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1503040 Examples seen. Accuracy:0.7851 Error:   0.58303 Loss:0.65610 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1503680 Examples seen. Accuracy:0.7866 Error:   0.37135 Loss:0.29258 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1504320 Examples seen. Accuracy:0.7884 Error:   0.55374 Loss:0.58436 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1504960 Examples seen. Accuracy:0.7915 Error:   0.64281 Loss:0.77746 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1505600 Examples seen. Accuracy:0.7913 Error:   0.61252 Loss:0.70433 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1506240 Examples seen. Accuracy:0.7909 Error:   0.69630 Loss:0.68912 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1506880 Examples seen. Accuracy:0.7920 Error:   0.51275 Loss:0.45038 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1507520 Examples seen. Accuracy:0.7921 Error:   0.47682 Loss:0.47393 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1508160 Examples seen. Accuracy:0.7916 Error:   0.62977 Loss:0.60572 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1508800 Examples seen. Accuracy:0.7947 Error:   0.44121 Loss:0.42538 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1509440 Examples seen. Accuracy:0.7921 Error:   0.70595 Loss:0.78502 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.10s
1510080 Examples seen. Accuracy:0.7935 Error:   0.51118 Loss:0.54589 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1510720 Examples seen. Accuracy:0.7956 Error:   0.43548 Loss:0.44272 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1511360 Examples seen. Accuracy:0.7945 Error:   0.65233 Loss:0.64691 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1512000 Examples seen. Accuracy:0.7939 Error:   0.48851 Loss:0.44552 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1512640 Examples seen. Accuracy:0.7935 Error:   0.64465 Loss:0.70198 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1513280 Examples seen. Accuracy:0.7903 Error:   0.62618 Loss:0.62111 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1513920 Examples seen. Accuracy:0.7908 Error:   0.52518 Loss:0.48876 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.04s
1514560 Examples seen. Accuracy:0.7920 Error:   0.50413 Loss:0.51131 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.05s
1515200 Examples seen. Accuracy:0.7913 Error:   0.66492 Loss:0.79032 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1515840 Examples seen. Accuracy:0.7891 Error:   0.65655 Loss:0.79585 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
1516480 Examples seen. Accuracy:0.7902 Error:   0.58323 Loss:0.61476 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
1517120 Examples seen. Accuracy:0.7903 Error:   0.53546 Loss:0.50112 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1517760 Examples seen. Accuracy:0.7940 Error:   0.58988 Loss:0.59154 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.03s
1518400 Examples seen. Accuracy:0.7962 Error:   0.50863 Loss:0.44279 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1519040 Examples seen. Accuracy:0.7954 Error:   0.47976 Loss:0.47187 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1519680 Examples seen. Accuracy:0.7960 Error:   0.56246 Loss:0.59984 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 38 Examples seen:1520000 Validation Accuracy: 0.8368 Validation Error: 0.4628 Validation Loss: 0.4916 Total time: 123.15min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.652 Min Weight:  -0.630 Max Output:  5.320 Min Output: -5.614 TNNetConvolutionLinear 32,32,64 Times: 28.06s 0.06s Parent:0
Layer  2                                                     Max Output:  5.320 Min Output: -1.742 TNNetMaxPool 8,8,64 Times: 7.65s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.903 Min Weight:   0.868 Max Output:  5.088 Min Output: -3.047 TNNetMovingStdNormalization 8,8,64 Times: 0.17s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.330 Min Weight:  -0.381 Max Output:  9.143 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.16s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.385 Min Weight:  -0.279 Max Output:  8.721 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.283 Min Weight:  -0.280 Max Output:  6.754 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.217 Min Weight:  -0.221 Max Output:  4.677 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.06s 0.02s Parent:6
Layer  8                                                     Max Output:  4.677 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.02s 0.00s Parent:7
Layer  9                                                     Max Output:  4.677 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.42s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.295 Min Weight:  -0.299 Max Output:  5.486 Min Output: -9.867 TNNetFullConnectLinear 10,1,1 Times: 0.04s 0.00s Parent:9
Layer 11                                                     Max Output:  0.524 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 38. Working time: 2.05 hours.
1520640 Examples seen. Accuracy:0.7996 Error:   0.52862 Loss:0.52924 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1521280 Examples seen. Accuracy:0.7993 Error:   0.67924 Loss:0.78373 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1521920 Examples seen. Accuracy:0.7987 Error:   0.42693 Loss:0.33153 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1522560 Examples seen. Accuracy:0.7990 Error:   0.55663 Loss:0.53377 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1523200 Examples seen. Accuracy:0.7991 Error:   0.47151 Loss:0.42335 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1523840 Examples seen. Accuracy:0.7977 Error:   0.57107 Loss:0.67117 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1524480 Examples seen. Accuracy:0.7964 Error:   0.57788 Loss:0.58002 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1525120 Examples seen. Accuracy:0.7971 Error:   0.65258 Loss:0.72286 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1525760 Examples seen. Accuracy:0.7990 Error:   0.54461 Loss:0.53339 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1526400 Examples seen. Accuracy:0.8008 Error:   0.55517 Loss:0.53466 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.03s
1527040 Examples seen. Accuracy:0.7992 Error:   0.47722 Loss:0.42028 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.04s
1527680 Examples seen. Accuracy:0.7995 Error:   0.45155 Loss:0.47982 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1528320 Examples seen. Accuracy:0.7997 Error:   0.59954 Loss:0.59175 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1528960 Examples seen. Accuracy:0.7990 Error:   0.54639 Loss:0.61448 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.04s
1529600 Examples seen. Accuracy:0.7971 Error:   0.67264 Loss:0.65887 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1530240 Examples seen. Accuracy:0.7952 Error:   0.56052 Loss:0.58466 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1530880 Examples seen. Accuracy:0.7982 Error:   0.47218 Loss:0.46364 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1531520 Examples seen. Accuracy:0.7959 Error:   0.59060 Loss:0.51666 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.04s
1532160 Examples seen. Accuracy:0.7930 Error:   0.55544 Loss:0.55856 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1532800 Examples seen. Accuracy:0.7939 Error:   0.62637 Loss:0.66150 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1533440 Examples seen. Accuracy:0.7961 Error:   0.41885 Loss:0.38257 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.06s
1534080 Examples seen. Accuracy:0.7983 Error:   0.52017 Loss:0.54550 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1534720 Examples seen. Accuracy:0.7981 Error:   0.47604 Loss:0.47905 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.06s
1535360 Examples seen. Accuracy:0.7972 Error:   0.45715 Loss:0.42550 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.07s
1536000 Examples seen. Accuracy:0.7959 Error:   0.59991 Loss:0.54819 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.05s
1536640 Examples seen. Accuracy:0.7961 Error:   0.60343 Loss:0.70756 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1537280 Examples seen. Accuracy:0.7935 Error:   0.52754 Loss:0.50728 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1537920 Examples seen. Accuracy:0.7951 Error:   0.54543 Loss:0.52765 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1538560 Examples seen. Accuracy:0.7954 Error:   0.62296 Loss:0.75669 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1539200 Examples seen. Accuracy:0.7917 Error:   0.47435 Loss:0.46490 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1539840 Examples seen. Accuracy:0.7920 Error:   0.51889 Loss:0.57872 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1540480 Examples seen. Accuracy:0.7953 Error:   0.46954 Loss:0.54425 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1541120 Examples seen. Accuracy:0.7914 Error:   0.64384 Loss:0.65484 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1541760 Examples seen. Accuracy:0.7897 Error:   0.51586 Loss:0.48186 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1542400 Examples seen. Accuracy:0.7892 Error:   0.55627 Loss:0.73040 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.05s
1543040 Examples seen. Accuracy:0.7911 Error:   0.61187 Loss:0.76341 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1543680 Examples seen. Accuracy:0.7921 Error:   0.39472 Loss:0.42042 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1544320 Examples seen. Accuracy:0.7927 Error:   0.62420 Loss:0.69696 Threads: 2 Forward time:  0.68s Backward time:  0.34s Step time:  2.04s
1544960 Examples seen. Accuracy:0.7943 Error:   0.55083 Loss:0.49611 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1545600 Examples seen. Accuracy:0.7903 Error:   0.55466 Loss:0.58171 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1546240 Examples seen. Accuracy:0.7879 Error:   0.58953 Loss:0.57950 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1546880 Examples seen. Accuracy:0.7891 Error:   0.66558 Loss:0.85999 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
1547520 Examples seen. Accuracy:0.7886 Error:   0.67823 Loss:0.71239 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.04s
1548160 Examples seen. Accuracy:0.7916 Error:   0.55680 Loss:0.63390 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1548800 Examples seen. Accuracy:0.7921 Error:   0.41727 Loss:0.43786 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.02s
1549440 Examples seen. Accuracy:0.7921 Error:   0.66966 Loss:0.71224 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1550080 Examples seen. Accuracy:0.7933 Error:   0.50547 Loss:0.64274 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1550720 Examples seen. Accuracy:0.7963 Error:   0.37881 Loss:0.33884 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1551360 Examples seen. Accuracy:0.7958 Error:   0.52801 Loss:0.49339 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1552000 Examples seen. Accuracy:0.7966 Error:   0.45795 Loss:0.47481 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1552640 Examples seen. Accuracy:0.7943 Error:   0.60315 Loss:0.56434 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1553280 Examples seen. Accuracy:0.7953 Error:   0.56617 Loss:0.51807 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1553920 Examples seen. Accuracy:0.7968 Error:   0.50063 Loss:0.58871 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1554560 Examples seen. Accuracy:0.7951 Error:   0.63549 Loss:0.65460 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.03s
1555200 Examples seen. Accuracy:0.7943 Error:   0.47421 Loss:0.49622 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1555840 Examples seen. Accuracy:0.7924 Error:   0.49351 Loss:0.46771 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1556480 Examples seen. Accuracy:0.7908 Error:   0.50831 Loss:0.45305 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1557120 Examples seen. Accuracy:0.7908 Error:   0.42197 Loss:0.35186 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1557760 Examples seen. Accuracy:0.7881 Error:   0.52868 Loss:0.52953 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1558400 Examples seen. Accuracy:0.7873 Error:   0.58614 Loss:0.76057 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1559040 Examples seen. Accuracy:0.7869 Error:   0.61623 Loss:0.62050 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1559680 Examples seen. Accuracy:0.7877 Error:   0.51694 Loss:0.50996 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.07s
Starting Validation.
Epochs: 39 Examples seen:1560000 Validation Accuracy: 0.8362 Validation Error: 0.4604 Validation Loss: 0.4902 Total time: 126.24min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 39. Working time: 2.1 hours.
1560640 Examples seen. Accuracy:0.7872 Error:   0.54215 Loss:0.62941 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1561280 Examples seen. Accuracy:0.7887 Error:   0.57818 Loss:0.54738 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1561920 Examples seen. Accuracy:0.7883 Error:   0.54296 Loss:0.51459 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1562560 Examples seen. Accuracy:0.7891 Error:   0.60851 Loss:0.71534 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1563200 Examples seen. Accuracy:0.7907 Error:   0.48975 Loss:0.61478 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1563840 Examples seen. Accuracy:0.7897 Error:   0.63300 Loss:0.79473 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1564480 Examples seen. Accuracy:0.7875 Error:   0.66883 Loss:0.79634 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1565120 Examples seen. Accuracy:0.7877 Error:   0.37069 Loss:0.32503 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1565760 Examples seen. Accuracy:0.7870 Error:   0.63500 Loss:0.63795 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1566400 Examples seen. Accuracy:0.7881 Error:   0.46438 Loss:0.55197 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1567040 Examples seen. Accuracy:0.7892 Error:   0.66757 Loss:0.72040 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1567680 Examples seen. Accuracy:0.7895 Error:   0.58743 Loss:0.64419 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1568320 Examples seen. Accuracy:0.7884 Error:   0.55063 Loss:0.62285 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1568960 Examples seen. Accuracy:0.7922 Error:   0.62996 Loss:0.68277 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1569600 Examples seen. Accuracy:0.7907 Error:   0.51869 Loss:0.43503 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1570240 Examples seen. Accuracy:0.7892 Error:   0.44219 Loss:0.44882 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.08s
1570880 Examples seen. Accuracy:0.7903 Error:   0.46434 Loss:0.49288 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1571520 Examples seen. Accuracy:0.7908 Error:   0.56025 Loss:0.60024 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1572160 Examples seen. Accuracy:0.7895 Error:   0.54381 Loss:0.60391 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
1572800 Examples seen. Accuracy:0.7890 Error:   0.57260 Loss:0.59126 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.11s
1573440 Examples seen. Accuracy:0.7892 Error:   0.67357 Loss:0.74066 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1574080 Examples seen. Accuracy:0.7877 Error:   0.44246 Loss:0.36852 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1574720 Examples seen. Accuracy:0.7895 Error:   0.52587 Loss:0.51689 Threads: 2 Forward time:  0.67s Backward time:  0.39s Step time:  2.09s
1575360 Examples seen. Accuracy:0.7902 Error:   0.43001 Loss:0.44602 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1576000 Examples seen. Accuracy:0.7907 Error:   0.50382 Loss:0.54196 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1576640 Examples seen. Accuracy:0.7903 Error:   0.56412 Loss:0.55831 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.14s
1577280 Examples seen. Accuracy:0.7885 Error:   0.71210 Loss:0.82415 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
1577920 Examples seen. Accuracy:0.7875 Error:   0.83488 Loss:0.91754 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.09s
1578560 Examples seen. Accuracy:0.7872 Error:   0.62592 Loss:0.74824 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1579200 Examples seen. Accuracy:0.7882 Error:   0.43217 Loss:0.42690 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1579840 Examples seen. Accuracy:0.7879 Error:   0.45697 Loss:0.56618 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1580480 Examples seen. Accuracy:0.7903 Error:   0.60934 Loss:0.69816 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1581120 Examples seen. Accuracy:0.7888 Error:   0.64206 Loss:0.60271 Threads: 2 Forward time:  0.59s Backward time:  0.38s Step time:  2.07s
1581760 Examples seen. Accuracy:0.7919 Error:   0.64744 Loss:0.69070 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1582400 Examples seen. Accuracy:0.7939 Error:   0.56795 Loss:0.61149 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
1583040 Examples seen. Accuracy:0.7947 Error:   0.50481 Loss:0.61141 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1583680 Examples seen. Accuracy:0.7943 Error:   0.61773 Loss:0.60895 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1584320 Examples seen. Accuracy:0.7937 Error:   0.51988 Loss:0.54118 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1584960 Examples seen. Accuracy:0.7952 Error:   0.50430 Loss:0.55394 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1585600 Examples seen. Accuracy:0.7950 Error:   0.52833 Loss:0.58763 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1586240 Examples seen. Accuracy:0.7935 Error:   0.43180 Loss:0.37332 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1586880 Examples seen. Accuracy:0.7944 Error:   0.61728 Loss:0.71141 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
1587520 Examples seen. Accuracy:0.7958 Error:   0.69516 Loss:0.73767 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1588160 Examples seen. Accuracy:0.7958 Error:   0.54251 Loss:0.56354 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1588800 Examples seen. Accuracy:0.7970 Error:   0.51878 Loss:0.51937 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1589440 Examples seen. Accuracy:0.7986 Error:   0.56148 Loss:0.56692 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1590080 Examples seen. Accuracy:0.7980 Error:   0.48135 Loss:0.47921 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1590720 Examples seen. Accuracy:0.7966 Error:   0.46950 Loss:0.46172 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.09s
1591360 Examples seen. Accuracy:0.7965 Error:   0.41066 Loss:0.36929 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
1592000 Examples seen. Accuracy:0.7947 Error:   0.70445 Loss:0.83884 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1592640 Examples seen. Accuracy:0.7956 Error:   0.39523 Loss:0.35605 Threads: 2 Forward time:  0.65s Backward time:  0.35s Step time:  2.06s
1593280 Examples seen. Accuracy:0.7961 Error:   0.41876 Loss:0.39394 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1593920 Examples seen. Accuracy:0.7970 Error:   0.49544 Loss:0.53935 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1594560 Examples seen. Accuracy:0.7970 Error:   0.57528 Loss:0.57085 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1595200 Examples seen. Accuracy:0.7965 Error:   0.43248 Loss:0.57828 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1595840 Examples seen. Accuracy:0.7969 Error:   0.72793 Loss:0.76618 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.15s
1596480 Examples seen. Accuracy:0.7978 Error:   0.54161 Loss:0.44537 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.08s
1597120 Examples seen. Accuracy:0.7967 Error:   0.45508 Loss:0.49176 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1597760 Examples seen. Accuracy:0.7958 Error:   0.56652 Loss:0.58618 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.10s
1598400 Examples seen. Accuracy:0.7958 Error:   0.46633 Loss:0.50834 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.08s
1599040 Examples seen. Accuracy:0.7936 Error:   0.51843 Loss:0.51501 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1599680 Examples seen. Accuracy:0.7924 Error:   0.66243 Loss:0.63657 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
Starting Validation.
Epochs: 40 Examples seen:1600000 Validation Accuracy: 0.8363 Validation Error: 0.4598 Validation Loss: 0.4892 Total time: 129.37min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.665 Min Weight:  -0.635 Max Output:  5.407 Min Output: -5.726 TNNetConvolutionLinear 32,32,64 Times: 28.87s 0.06s Parent:0
Layer  2                                                     Max Output:  5.407 Min Output: -1.796 TNNetMaxPool 8,8,64 Times: 7.94s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.917 Min Weight:   0.880 Max Output:  5.100 Min Output: -3.082 TNNetMovingStdNormalization 8,8,64 Times: 0.16s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.334 Min Weight:  -0.391 Max Output:  9.035 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.21s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.384 Min Weight:  -0.282 Max Output:  9.274 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.29s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.284 Min Weight:  -0.281 Max Output:  6.944 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.17s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.211 Min Weight:  -0.220 Max Output:  4.455 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.18s 0.02s Parent:6
Layer  8                                                     Max Output:  4.455 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.455 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.44s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.300 Min Weight:  -0.301 Max Output:  5.738 Min Output: -10.239 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.551 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Starting Testing.
Epochs: 40 Examples seen:1600000 Test Accuracy: 0.8306 Test Error: 0.4704 Test Loss: 0.5154 Total time: 130.32min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 40. Working time: 2.17 hours.
Learning rate set to:0.00067
1600640 Examples seen. Accuracy:0.7934 Error:   0.44230 Loss:0.45899 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1601280 Examples seen. Accuracy:0.7927 Error:   0.63369 Loss:0.86583 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1601920 Examples seen. Accuracy:0.7959 Error:   0.57338 Loss:0.65721 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1602560 Examples seen. Accuracy:0.7952 Error:   0.51730 Loss:0.48352 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1603200 Examples seen. Accuracy:0.7962 Error:   0.54105 Loss:0.46938 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1603840 Examples seen. Accuracy:0.7956 Error:   0.54074 Loss:0.56254 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.05s
1604480 Examples seen. Accuracy:0.7961 Error:   0.36580 Loss:0.37579 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1605120 Examples seen. Accuracy:0.7968 Error:   0.49906 Loss:0.55421 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1605760 Examples seen. Accuracy:0.7961 Error:   0.60739 Loss:0.64700 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1606400 Examples seen. Accuracy:0.7953 Error:   0.49714 Loss:0.53661 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1607040 Examples seen. Accuracy:0.7968 Error:   0.47606 Loss:0.50272 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1607680 Examples seen. Accuracy:0.7969 Error:   0.51581 Loss:0.55955 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1608320 Examples seen. Accuracy:0.7971 Error:   0.46458 Loss:0.43266 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1608960 Examples seen. Accuracy:0.7987 Error:   0.45236 Loss:0.38279 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.04s
1609600 Examples seen. Accuracy:0.7980 Error:   0.63416 Loss:0.91523 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1610240 Examples seen. Accuracy:0.7974 Error:   0.64095 Loss:0.61906 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1610880 Examples seen. Accuracy:0.7983 Error:   0.44286 Loss:0.41048 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.05s
1611520 Examples seen. Accuracy:0.7992 Error:   0.53528 Loss:0.52209 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.05s
1612160 Examples seen. Accuracy:0.7983 Error:   0.41726 Loss:0.44412 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.06s
1612800 Examples seen. Accuracy:0.7995 Error:   0.49512 Loss:0.56737 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.04s
1613440 Examples seen. Accuracy:0.7991 Error:   0.53707 Loss:0.63737 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
1614080 Examples seen. Accuracy:0.7979 Error:   0.62090 Loss:0.78829 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1614720 Examples seen. Accuracy:0.7983 Error:   0.51654 Loss:0.52951 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1615360 Examples seen. Accuracy:0.7975 Error:   0.58575 Loss:0.54686 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
1616000 Examples seen. Accuracy:0.7992 Error:   0.37461 Loss:0.32937 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.06s
1616640 Examples seen. Accuracy:0.7997 Error:   0.69993 Loss:0.67892 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1617280 Examples seen. Accuracy:0.8006 Error:   0.67614 Loss:0.84285 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1617920 Examples seen. Accuracy:0.7984 Error:   0.44415 Loss:0.44504 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1618560 Examples seen. Accuracy:0.7965 Error:   0.48696 Loss:0.44800 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1619200 Examples seen. Accuracy:0.7971 Error:   0.40287 Loss:0.39073 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1619840 Examples seen. Accuracy:0.7984 Error:   0.50211 Loss:0.51057 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1620480 Examples seen. Accuracy:0.8000 Error:   0.50007 Loss:0.46332 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1621120 Examples seen. Accuracy:0.8008 Error:   0.45207 Loss:0.42464 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.05s
1621760 Examples seen. Accuracy:0.7994 Error:   0.52227 Loss:0.44991 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1622400 Examples seen. Accuracy:0.7991 Error:   0.42829 Loss:0.41403 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.04s
1623040 Examples seen. Accuracy:0.7957 Error:   0.68277 Loss:0.69638 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1623680 Examples seen. Accuracy:0.7951 Error:   0.42378 Loss:0.43746 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1624320 Examples seen. Accuracy:0.7970 Error:   0.46759 Loss:0.50387 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1624960 Examples seen. Accuracy:0.7977 Error:   0.50755 Loss:0.50620 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.07s
1625600 Examples seen. Accuracy:0.7988 Error:   0.51682 Loss:0.55517 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1626240 Examples seen. Accuracy:0.7995 Error:   0.51603 Loss:0.41358 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1626880 Examples seen. Accuracy:0.7971 Error:   0.56990 Loss:0.63636 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1627520 Examples seen. Accuracy:0.7977 Error:   0.62615 Loss:0.76710 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1628160 Examples seen. Accuracy:0.8000 Error:   0.54606 Loss:0.59511 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1628800 Examples seen. Accuracy:0.7991 Error:   0.58115 Loss:0.69439 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.04s
1629440 Examples seen. Accuracy:0.7985 Error:   0.59901 Loss:0.64352 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1630080 Examples seen. Accuracy:0.7983 Error:   0.60273 Loss:0.77728 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1630720 Examples seen. Accuracy:0.7990 Error:   0.53570 Loss:0.61135 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1631360 Examples seen. Accuracy:0.8001 Error:   0.56257 Loss:0.51229 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.09s
1632000 Examples seen. Accuracy:0.8007 Error:   0.41704 Loss:0.33639 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1632640 Examples seen. Accuracy:0.8006 Error:   0.39140 Loss:0.34821 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1633280 Examples seen. Accuracy:0.8030 Error:   0.42992 Loss:0.48968 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1633920 Examples seen. Accuracy:0.8049 Error:   0.44565 Loss:0.47872 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1634560 Examples seen. Accuracy:0.8032 Error:   0.40883 Loss:0.38472 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1635200 Examples seen. Accuracy:0.8052 Error:   0.56464 Loss:0.47510 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1635840 Examples seen. Accuracy:0.8075 Error:   0.46214 Loss:0.41133 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.07s
1636480 Examples seen. Accuracy:0.8064 Error:   0.59045 Loss:0.55849 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.05s
1637120 Examples seen. Accuracy:0.8072 Error:   0.47639 Loss:0.47894 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.06s
1637760 Examples seen. Accuracy:0.8076 Error:   0.48426 Loss:0.49223 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.05s
1638400 Examples seen. Accuracy:0.8071 Error:   0.59516 Loss:0.66537 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
1639040 Examples seen. Accuracy:0.8060 Error:   0.63140 Loss:0.63159 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1639680 Examples seen. Accuracy:0.8054 Error:   0.60782 Loss:0.63174 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.07s
Starting Validation.
Epochs: 41 Examples seen:1640000 Validation Accuracy: 0.8362 Validation Error: 0.4572 Validation Loss: 0.4874 Total time: 133.41min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 41. Working time: 2.22 hours.
1640640 Examples seen. Accuracy:0.7999 Error:   0.59742 Loss:0.61441 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1641280 Examples seen. Accuracy:0.8004 Error:   0.55218 Loss:0.54394 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1641920 Examples seen. Accuracy:0.8023 Error:   0.47787 Loss:0.44556 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1642560 Examples seen. Accuracy:0.8025 Error:   0.53025 Loss:0.53503 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1643200 Examples seen. Accuracy:0.7990 Error:   0.58779 Loss:0.62952 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.04s
1643840 Examples seen. Accuracy:0.7995 Error:   0.52321 Loss:0.59349 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.07s
1644480 Examples seen. Accuracy:0.7983 Error:   0.61291 Loss:0.58311 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1645120 Examples seen. Accuracy:0.7988 Error:   0.51720 Loss:0.58220 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.08s
1645760 Examples seen. Accuracy:0.7977 Error:   0.65634 Loss:0.80775 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1646400 Examples seen. Accuracy:0.7991 Error:   0.54484 Loss:0.55096 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.08s
1647040 Examples seen. Accuracy:0.7984 Error:   0.47966 Loss:0.47657 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1647680 Examples seen. Accuracy:0.7982 Error:   0.58723 Loss:0.55649 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.04s
1648320 Examples seen. Accuracy:0.7960 Error:   0.60220 Loss:0.65045 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1648960 Examples seen. Accuracy:0.7973 Error:   0.63551 Loss:0.71750 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1649600 Examples seen. Accuracy:0.7959 Error:   0.59107 Loss:0.57992 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1650240 Examples seen. Accuracy:0.7956 Error:   0.53441 Loss:0.52926 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1650880 Examples seen. Accuracy:0.7961 Error:   0.58532 Loss:0.70752 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1651520 Examples seen. Accuracy:0.7963 Error:   0.39476 Loss:0.43087 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1652160 Examples seen. Accuracy:0.7976 Error:   0.57818 Loss:0.60008 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1652800 Examples seen. Accuracy:0.7992 Error:   0.48741 Loss:0.50356 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1653440 Examples seen. Accuracy:0.7988 Error:   0.55679 Loss:0.64587 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1654080 Examples seen. Accuracy:0.7999 Error:   0.51024 Loss:0.53110 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1654720 Examples seen. Accuracy:0.7986 Error:   0.75334 Loss:0.93795 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
1655360 Examples seen. Accuracy:0.7992 Error:   0.56698 Loss:0.60949 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.04s
1656000 Examples seen. Accuracy:0.7956 Error:   0.63609 Loss:0.73201 Threads: 2 Forward time:  0.62s Backward time:  0.41s Step time:  2.06s
1656640 Examples seen. Accuracy:0.7966 Error:   0.67337 Loss:0.62713 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.07s
1657280 Examples seen. Accuracy:0.7951 Error:   0.52470 Loss:0.48313 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1657920 Examples seen. Accuracy:0.7958 Error:   0.56237 Loss:0.55659 Threads: 2 Forward time:  0.66s Backward time:  0.36s Step time:  2.07s
1658560 Examples seen. Accuracy:0.7963 Error:   0.62424 Loss:0.73930 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1659200 Examples seen. Accuracy:0.7963 Error:   0.65002 Loss:0.66869 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1659840 Examples seen. Accuracy:0.7985 Error:   0.62124 Loss:0.63411 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1660480 Examples seen. Accuracy:0.7969 Error:   0.49518 Loss:0.50650 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.07s
1661120 Examples seen. Accuracy:0.7950 Error:   0.47974 Loss:0.52326 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.05s
1661760 Examples seen. Accuracy:0.7913 Error:   0.66932 Loss:0.66865 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1662400 Examples seen. Accuracy:0.7909 Error:   0.62849 Loss:0.68978 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1663040 Examples seen. Accuracy:0.7914 Error:   0.52115 Loss:0.59811 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1663680 Examples seen. Accuracy:0.7932 Error:   0.48835 Loss:0.40206 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1664320 Examples seen. Accuracy:0.7903 Error:   0.58090 Loss:0.65138 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1664960 Examples seen. Accuracy:0.7922 Error:   0.45475 Loss:0.48056 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1665600 Examples seen. Accuracy:0.7929 Error:   0.57475 Loss:0.57212 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1666240 Examples seen. Accuracy:0.7931 Error:   0.58289 Loss:0.63793 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1666880 Examples seen. Accuracy:0.7939 Error:   0.38830 Loss:0.34460 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1667520 Examples seen. Accuracy:0.7936 Error:   0.66111 Loss:0.67711 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1668160 Examples seen. Accuracy:0.7935 Error:   0.59304 Loss:0.59973 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1668800 Examples seen. Accuracy:0.7946 Error:   0.56712 Loss:0.60362 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1669440 Examples seen. Accuracy:0.7962 Error:   0.47507 Loss:0.48969 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1670080 Examples seen. Accuracy:0.7949 Error:   0.56183 Loss:0.55458 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1670720 Examples seen. Accuracy:0.7982 Error:   0.49348 Loss:0.41324 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1671360 Examples seen. Accuracy:0.7989 Error:   0.64591 Loss:0.63170 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.05s
1672000 Examples seen. Accuracy:0.8009 Error:   0.43904 Loss:0.37415 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.04s
1672640 Examples seen. Accuracy:0.8001 Error:   0.62804 Loss:0.69426 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1673280 Examples seen. Accuracy:0.8012 Error:   0.56657 Loss:0.59602 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1673920 Examples seen. Accuracy:0.8027 Error:   0.58615 Loss:0.68542 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1674560 Examples seen. Accuracy:0.8021 Error:   0.64609 Loss:0.63629 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.03s
1675200 Examples seen. Accuracy:0.7998 Error:   0.54528 Loss:0.64549 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1675840 Examples seen. Accuracy:0.8009 Error:   0.67083 Loss:0.84708 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1676480 Examples seen. Accuracy:0.8020 Error:   0.41586 Loss:0.42207 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1677120 Examples seen. Accuracy:0.8023 Error:   0.57956 Loss:0.70412 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1677760 Examples seen. Accuracy:0.8040 Error:   0.51588 Loss:0.49220 Threads: 2 Forward time:  0.65s Backward time:  0.34s Step time:  2.03s
1678400 Examples seen. Accuracy:0.8025 Error:   0.58045 Loss:0.53690 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.08s
1679040 Examples seen. Accuracy:0.7997 Error:   0.69852 Loss:0.83372 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1679680 Examples seen. Accuracy:0.7992 Error:   0.46775 Loss:0.43902 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
Starting Validation.
Epochs: 42 Examples seen:1680000 Validation Accuracy: 0.8368 Validation Error: 0.4567 Validation Loss: 0.4850 Total time: 136.51min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.678 Min Weight:  -0.641 Max Output:  5.482 Min Output: -5.774 TNNetConvolutionLinear 32,32,64 Times: 28.10s 0.06s Parent:0
Layer  2                                                     Max Output:  5.482 Min Output: -1.804 TNNetMaxPool 8,8,64 Times: 7.73s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.926 Min Weight:   0.892 Max Output:  5.106 Min Output: -3.059 TNNetMovingStdNormalization 8,8,64 Times: 0.16s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.339 Min Weight:  -0.399 Max Output:  9.023 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.13s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.381 Min Weight:  -0.288 Max Output:  9.483 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.08s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.285 Min Weight:  -0.284 Max Output:  7.110 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.208 Min Weight:  -0.223 Max Output:  4.437 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.02s Parent:6
Layer  8                                                     Max Output:  4.437 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.437 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.43s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.299 Min Weight:  -0.301 Max Output:  6.070 Min Output: -10.246 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.603 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 42. Working time: 2.28 hours.
1680640 Examples seen. Accuracy:0.8009 Error:   0.55239 Loss:0.45358 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1681280 Examples seen. Accuracy:0.8001 Error:   0.55101 Loss:0.54234 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1681920 Examples seen. Accuracy:0.8022 Error:   0.54922 Loss:0.56956 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1682560 Examples seen. Accuracy:0.8010 Error:   0.64883 Loss:0.65865 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1683200 Examples seen. Accuracy:0.8018 Error:   0.47762 Loss:0.44521 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1683840 Examples seen. Accuracy:0.8005 Error:   0.49485 Loss:0.43816 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.06s
1684480 Examples seen. Accuracy:0.8006 Error:   0.63592 Loss:0.64688 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1685120 Examples seen. Accuracy:0.8016 Error:   0.50049 Loss:0.48283 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1685760 Examples seen. Accuracy:0.8044 Error:   0.46862 Loss:0.43626 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1686400 Examples seen. Accuracy:0.8050 Error:   0.49556 Loss:0.50732 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1687040 Examples seen. Accuracy:0.8062 Error:   0.48360 Loss:0.41326 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1687680 Examples seen. Accuracy:0.8068 Error:   0.49869 Loss:0.48062 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1688320 Examples seen. Accuracy:0.8080 Error:   0.49925 Loss:0.52782 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1688960 Examples seen. Accuracy:0.8065 Error:   0.47377 Loss:0.47501 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.10s
1689600 Examples seen. Accuracy:0.8048 Error:   0.54015 Loss:0.60219 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1690240 Examples seen. Accuracy:0.8041 Error:   0.61896 Loss:0.66937 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.09s
1690880 Examples seen. Accuracy:0.8025 Error:   0.59490 Loss:0.58112 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1691520 Examples seen. Accuracy:0.8019 Error:   0.55883 Loss:0.53505 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1692160 Examples seen. Accuracy:0.8050 Error:   0.36482 Loss:0.29351 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1692800 Examples seen. Accuracy:0.8051 Error:   0.56591 Loss:0.68797 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1693440 Examples seen. Accuracy:0.8048 Error:   0.48779 Loss:0.65442 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1694080 Examples seen. Accuracy:0.8048 Error:   0.50581 Loss:0.51024 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.04s
1694720 Examples seen. Accuracy:0.8041 Error:   0.57020 Loss:0.64730 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1695360 Examples seen. Accuracy:0.8037 Error:   0.70706 Loss:0.83753 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.04s
1696000 Examples seen. Accuracy:0.8042 Error:   0.57435 Loss:0.54346 Threads: 2 Forward time:  0.66s Backward time:  0.35s Step time:  2.05s
1696640 Examples seen. Accuracy:0.8064 Error:   0.54961 Loss:0.54821 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1697280 Examples seen. Accuracy:0.8080 Error:   0.34258 Loss:0.32309 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.06s
1697920 Examples seen. Accuracy:0.8062 Error:   0.62173 Loss:0.77542 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.04s
1698560 Examples seen. Accuracy:0.8068 Error:   0.38628 Loss:0.44202 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
1699200 Examples seen. Accuracy:0.8077 Error:   0.52140 Loss:0.57517 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1699840 Examples seen. Accuracy:0.8058 Error:   0.51353 Loss:0.56554 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1700480 Examples seen. Accuracy:0.8042 Error:   0.59157 Loss:0.62373 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1701120 Examples seen. Accuracy:0.8048 Error:   0.55590 Loss:0.58348 Threads: 2 Forward time:  0.61s Backward time:  0.39s Step time:  2.05s
1701760 Examples seen. Accuracy:0.8071 Error:   0.32374 Loss:0.39788 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1702400 Examples seen. Accuracy:0.8063 Error:   0.62205 Loss:0.83612 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1703040 Examples seen. Accuracy:0.8043 Error:   0.61983 Loss:0.75772 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1703680 Examples seen. Accuracy:0.8012 Error:   0.55904 Loss:0.57979 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1704320 Examples seen. Accuracy:0.8019 Error:   0.46117 Loss:0.50345 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1704960 Examples seen. Accuracy:0.8016 Error:   0.42225 Loss:0.63389 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1705600 Examples seen. Accuracy:0.8014 Error:   0.37680 Loss:0.39103 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1706240 Examples seen. Accuracy:0.8014 Error:   0.51712 Loss:0.44617 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1706880 Examples seen. Accuracy:0.8005 Error:   0.56476 Loss:0.56609 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.05s
1707520 Examples seen. Accuracy:0.8030 Error:   0.39187 Loss:0.41513 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.08s
1708160 Examples seen. Accuracy:0.8022 Error:   0.56474 Loss:0.55916 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1708800 Examples seen. Accuracy:0.8047 Error:   0.60108 Loss:0.66573 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1709440 Examples seen. Accuracy:0.8041 Error:   0.62132 Loss:0.63440 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.03s
1710080 Examples seen. Accuracy:0.8017 Error:   0.53435 Loss:0.61655 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.06s
1710720 Examples seen. Accuracy:0.8021 Error:   0.55424 Loss:0.65282 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.05s
1711360 Examples seen. Accuracy:0.8008 Error:   0.54205 Loss:0.46500 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1712000 Examples seen. Accuracy:0.8005 Error:   0.47539 Loss:0.45333 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1712640 Examples seen. Accuracy:0.7994 Error:   0.57557 Loss:0.56892 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1713280 Examples seen. Accuracy:0.8004 Error:   0.55288 Loss:0.58949 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1713920 Examples seen. Accuracy:0.7991 Error:   0.49928 Loss:0.51958 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1714560 Examples seen. Accuracy:0.7983 Error:   0.49997 Loss:0.51568 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1715200 Examples seen. Accuracy:0.7991 Error:   0.55248 Loss:0.57015 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1715840 Examples seen. Accuracy:0.8019 Error:   0.34208 Loss:0.31265 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.05s
1716480 Examples seen. Accuracy:0.8032 Error:   0.38337 Loss:0.38357 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.06s
1717120 Examples seen. Accuracy:0.8056 Error:   0.51668 Loss:0.53136 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.09s
1717760 Examples seen. Accuracy:0.8061 Error:   0.45553 Loss:0.44422 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1718400 Examples seen. Accuracy:0.8046 Error:   0.50217 Loss:0.57762 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1719040 Examples seen. Accuracy:0.8047 Error:   0.42590 Loss:0.38834 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1719680 Examples seen. Accuracy:0.8064 Error:   0.43266 Loss:0.34962 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.05s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 43 Examples seen:1720000 Validation Accuracy: 0.8379 Validation Error: 0.4543 Validation Loss: 0.4838 Total time: 139.63min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 43. Working time: 2.33 hours.
1720640 Examples seen. Accuracy:0.8054 Error:   0.62425 Loss:0.74007 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1721280 Examples seen. Accuracy:0.8048 Error:   0.43860 Loss:0.44005 Threads: 2 Forward time:  0.65s Backward time:  0.35s Step time:  2.05s
1721920 Examples seen. Accuracy:0.8028 Error:   0.43629 Loss:0.41140 Threads: 2 Forward time:  0.66s Backward time:  0.39s Step time:  2.06s
1722560 Examples seen. Accuracy:0.8023 Error:   0.48976 Loss:0.48879 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.06s
1723200 Examples seen. Accuracy:0.8004 Error:   0.55411 Loss:0.64797 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.05s
1723840 Examples seen. Accuracy:0.8006 Error:   0.51711 Loss:0.50578 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1724480 Examples seen. Accuracy:0.7999 Error:   0.57921 Loss:0.69916 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.03s
1725120 Examples seen. Accuracy:0.8014 Error:   0.54922 Loss:0.53468 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.04s
1725760 Examples seen. Accuracy:0.7999 Error:   0.50075 Loss:0.49189 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.05s
1726400 Examples seen. Accuracy:0.7998 Error:   0.50632 Loss:0.55639 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.05s
1727040 Examples seen. Accuracy:0.8010 Error:   0.54040 Loss:0.53149 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.05s
1727680 Examples seen. Accuracy:0.8008 Error:   0.50865 Loss:0.49731 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1728320 Examples seen. Accuracy:0.8017 Error:   0.54292 Loss:0.57913 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1728960 Examples seen. Accuracy:0.8002 Error:   0.53379 Loss:0.51406 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1729600 Examples seen. Accuracy:0.8008 Error:   0.61690 Loss:0.75462 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1730240 Examples seen. Accuracy:0.8001 Error:   0.62721 Loss:0.68026 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1730880 Examples seen. Accuracy:0.8017 Error:   0.57327 Loss:0.54138 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1731520 Examples seen. Accuracy:0.8013 Error:   0.46672 Loss:0.44145 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1732160 Examples seen. Accuracy:0.8011 Error:   0.70172 Loss:0.89208 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.05s
1732800 Examples seen. Accuracy:0.8004 Error:   0.53764 Loss:0.49095 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1733440 Examples seen. Accuracy:0.8006 Error:   0.56866 Loss:0.61962 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1734080 Examples seen. Accuracy:0.8008 Error:   0.52660 Loss:0.65652 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1734720 Examples seen. Accuracy:0.8016 Error:   0.58132 Loss:0.54726 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1735360 Examples seen. Accuracy:0.8034 Error:   0.48807 Loss:0.49459 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1736000 Examples seen. Accuracy:0.8035 Error:   0.53912 Loss:0.57934 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1736640 Examples seen. Accuracy:0.8022 Error:   0.54721 Loss:0.58517 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1737280 Examples seen. Accuracy:0.8035 Error:   0.48671 Loss:0.52276 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1737920 Examples seen. Accuracy:0.8027 Error:   0.61699 Loss:0.73138 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1738560 Examples seen. Accuracy:0.8037 Error:   0.50982 Loss:0.55960 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1739200 Examples seen. Accuracy:0.8051 Error:   0.55821 Loss:0.60344 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1739840 Examples seen. Accuracy:0.8041 Error:   0.63358 Loss:0.68696 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1740480 Examples seen. Accuracy:0.8050 Error:   0.45939 Loss:0.44144 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1741120 Examples seen. Accuracy:0.8060 Error:   0.48229 Loss:0.44532 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1741760 Examples seen. Accuracy:0.8071 Error:   0.54469 Loss:0.44969 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1742400 Examples seen. Accuracy:0.8064 Error:   0.47486 Loss:0.55804 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1743040 Examples seen. Accuracy:0.8068 Error:   0.55929 Loss:0.67600 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.08s
1743680 Examples seen. Accuracy:0.8074 Error:   0.55868 Loss:0.67664 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1744320 Examples seen. Accuracy:0.8048 Error:   0.57699 Loss:0.57561 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1744960 Examples seen. Accuracy:0.8046 Error:   0.63362 Loss:0.63978 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1745600 Examples seen. Accuracy:0.8057 Error:   0.54634 Loss:0.55982 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1746240 Examples seen. Accuracy:0.8079 Error:   0.48606 Loss:0.44878 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.09s
1746880 Examples seen. Accuracy:0.8062 Error:   0.75676 Loss:0.84765 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.05s
1747520 Examples seen. Accuracy:0.8052 Error:   0.70087 Loss:0.91082 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.04s
1748160 Examples seen. Accuracy:0.8034 Error:   0.50598 Loss:0.57282 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.05s
1748800 Examples seen. Accuracy:0.8034 Error:   0.61587 Loss:0.86910 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.04s
1749440 Examples seen. Accuracy:0.8040 Error:   0.45724 Loss:0.45477 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.06s
1750080 Examples seen. Accuracy:0.8046 Error:   0.57826 Loss:0.72300 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.10s
1750720 Examples seen. Accuracy:0.8076 Error:   0.43062 Loss:0.43904 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.04s
1751360 Examples seen. Accuracy:0.8056 Error:   0.46081 Loss:0.50143 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1752000 Examples seen. Accuracy:0.8055 Error:   0.46924 Loss:0.42877 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.08s
1752640 Examples seen. Accuracy:0.8039 Error:   0.46283 Loss:0.42516 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1753280 Examples seen. Accuracy:0.8042 Error:   0.64120 Loss:0.75561 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1753920 Examples seen. Accuracy:0.8033 Error:   0.60410 Loss:0.68852 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1754560 Examples seen. Accuracy:0.8039 Error:   0.59161 Loss:0.65510 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1755200 Examples seen. Accuracy:0.8033 Error:   0.51115 Loss:0.62649 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.05s
1755840 Examples seen. Accuracy:0.8027 Error:   0.45619 Loss:0.40856 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1756480 Examples seen. Accuracy:0.8038 Error:   0.45309 Loss:0.43572 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1757120 Examples seen. Accuracy:0.8051 Error:   0.38176 Loss:0.42153 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1757760 Examples seen. Accuracy:0.8018 Error:   0.59262 Loss:0.59410 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.03s
1758400 Examples seen. Accuracy:0.8016 Error:   0.54162 Loss:0.51263 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.06s
1759040 Examples seen. Accuracy:0.8032 Error:   0.61332 Loss:0.64751 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1759680 Examples seen. Accuracy:0.8025 Error:   0.53666 Loss:0.54065 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 44 Examples seen:1760000 Validation Accuracy: 0.8395 Validation Error: 0.4504 Validation Loss: 0.4819 Total time: 142.73min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.689 Min Weight:  -0.647 Max Output:  5.545 Min Output: -5.810 TNNetConvolutionLinear 32,32,64 Times: 28.14s 0.06s Parent:0
Layer  2                                                     Max Output:  5.545 Min Output: -1.835 TNNetMaxPool 8,8,64 Times: 7.70s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.935 Min Weight:   0.903 Max Output:  5.106 Min Output: -3.067 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.342 Min Weight:  -0.408 Max Output:  8.961 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.378 Min Weight:  -0.291 Max Output:  9.808 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.292 Min Weight:  -0.286 Max Output:  7.685 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.06s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.206 Min Weight:  -0.225 Max Output:  4.627 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.00s 0.02s Parent:6
Layer  8                                                     Max Output:  4.627 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.02s 0.00s Parent:7
Layer  9                                                     Max Output:  4.627 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.40s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.293 Min Weight:  -0.300 Max Output:  6.599 Min Output: -10.310 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.724 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 44. Working time: 2.38 hours.
1760640 Examples seen. Accuracy:0.8056 Error:   0.46393 Loss:0.45110 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1761280 Examples seen. Accuracy:0.8086 Error:   0.39469 Loss:0.52291 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1761920 Examples seen. Accuracy:0.8101 Error:   0.50605 Loss:0.48223 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1762560 Examples seen. Accuracy:0.8104 Error:   0.44174 Loss:0.40883 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.06s
1763200 Examples seen. Accuracy:0.8110 Error:   0.43528 Loss:0.44658 Threads: 2 Forward time:  0.66s Backward time:  0.38s Step time:  2.05s
1763840 Examples seen. Accuracy:0.8102 Error:   0.60975 Loss:0.66710 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1764480 Examples seen. Accuracy:0.8077 Error:   0.59206 Loss:0.65103 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.03s
1765120 Examples seen. Accuracy:0.8064 Error:   0.44651 Loss:0.44988 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.05s
1765760 Examples seen. Accuracy:0.8047 Error:   0.59029 Loss:0.56682 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1766400 Examples seen. Accuracy:0.8072 Error:   0.46657 Loss:0.48253 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.03s
1767040 Examples seen. Accuracy:0.8073 Error:   0.44520 Loss:0.42663 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1767680 Examples seen. Accuracy:0.8077 Error:   0.35703 Loss:0.41384 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.03s
1768320 Examples seen. Accuracy:0.8054 Error:   0.48612 Loss:0.49484 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.05s
1768960 Examples seen. Accuracy:0.8055 Error:   0.46394 Loss:0.43676 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1769600 Examples seen. Accuracy:0.8042 Error:   0.61774 Loss:0.63688 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1770240 Examples seen. Accuracy:0.8071 Error:   0.56861 Loss:0.58553 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1770880 Examples seen. Accuracy:0.8058 Error:   0.57673 Loss:0.57452 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1771520 Examples seen. Accuracy:0.8032 Error:   0.76857 Loss:0.87552 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1772160 Examples seen. Accuracy:0.8059 Error:   0.37784 Loss:0.39477 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.02s
1772800 Examples seen. Accuracy:0.8055 Error:   0.54286 Loss:0.56937 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1773440 Examples seen. Accuracy:0.8067 Error:   0.44696 Loss:0.38326 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1774080 Examples seen. Accuracy:0.8074 Error:   0.43685 Loss:0.45791 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.03s
1774720 Examples seen. Accuracy:0.8075 Error:   0.41726 Loss:0.34092 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1775360 Examples seen. Accuracy:0.8096 Error:   0.47715 Loss:0.59245 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1776000 Examples seen. Accuracy:0.8095 Error:   0.54912 Loss:0.56338 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1776640 Examples seen. Accuracy:0.8093 Error:   0.47933 Loss:0.51125 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.07s
1777280 Examples seen. Accuracy:0.8058 Error:   0.56355 Loss:0.57971 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1777920 Examples seen. Accuracy:0.8047 Error:   0.63322 Loss:0.61320 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.09s
1778560 Examples seen. Accuracy:0.8053 Error:   0.60215 Loss:0.72836 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1779200 Examples seen. Accuracy:0.8051 Error:   0.50507 Loss:0.45236 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1779840 Examples seen. Accuracy:0.8049 Error:   0.39013 Loss:0.34826 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.05s
1780480 Examples seen. Accuracy:0.8036 Error:   0.59986 Loss:0.76924 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.09s
1781120 Examples seen. Accuracy:0.8032 Error:   0.54617 Loss:0.57906 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.08s
1781760 Examples seen. Accuracy:0.8040 Error:   0.45422 Loss:0.43616 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.05s
1782400 Examples seen. Accuracy:0.8048 Error:   0.52155 Loss:0.52930 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1783040 Examples seen. Accuracy:0.8116 Error:   0.27057 Loss:0.20825 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.05s
1783680 Examples seen. Accuracy:0.8099 Error:   0.65427 Loss:0.88037 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1784320 Examples seen. Accuracy:0.8107 Error:   0.50839 Loss:0.52370 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1784960 Examples seen. Accuracy:0.8109 Error:   0.44043 Loss:0.39556 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1785600 Examples seen. Accuracy:0.8098 Error:   0.51583 Loss:0.58509 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1786240 Examples seen. Accuracy:0.8115 Error:   0.35468 Loss:0.39659 Threads: 2 Forward time:  0.58s Backward time:  0.39s Step time:  2.05s
1786880 Examples seen. Accuracy:0.8122 Error:   0.48808 Loss:0.50045 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1787520 Examples seen. Accuracy:0.8163 Error:   0.54031 Loss:0.60219 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.08s
1788160 Examples seen. Accuracy:0.8169 Error:   0.53290 Loss:0.52230 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.03s
1788800 Examples seen. Accuracy:0.8157 Error:   0.57171 Loss:0.57560 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1789440 Examples seen. Accuracy:0.8137 Error:   0.57052 Loss:0.56991 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1790080 Examples seen. Accuracy:0.8160 Error:   0.38256 Loss:0.44712 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.03s
1790720 Examples seen. Accuracy:0.8154 Error:   0.56715 Loss:0.55922 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.06s
1791360 Examples seen. Accuracy:0.8095 Error:   0.67251 Loss:0.89651 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.08s
1792000 Examples seen. Accuracy:0.8101 Error:   0.44109 Loss:0.39376 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
1792640 Examples seen. Accuracy:0.8092 Error:   0.67691 Loss:0.76783 Threads: 2 Forward time:  0.65s Backward time:  0.41s Step time:  2.06s
1793280 Examples seen. Accuracy:0.8060 Error:   0.54168 Loss:0.59025 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.04s
1793920 Examples seen. Accuracy:0.8071 Error:   0.46109 Loss:0.50764 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.05s
1794560 Examples seen. Accuracy:0.8084 Error:   0.58310 Loss:0.57732 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1795200 Examples seen. Accuracy:0.8089 Error:   0.58245 Loss:0.58269 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1795840 Examples seen. Accuracy:0.8063 Error:   0.48722 Loss:0.44692 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1796480 Examples seen. Accuracy:0.8042 Error:   0.52049 Loss:0.51195 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.02s
1797120 Examples seen. Accuracy:0.8048 Error:   0.53247 Loss:0.55128 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.05s
1797760 Examples seen. Accuracy:0.8053 Error:   0.55501 Loss:0.82132 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1798400 Examples seen. Accuracy:0.8051 Error:   0.38707 Loss:0.30491 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1799040 Examples seen. Accuracy:0.8054 Error:   0.58231 Loss:0.58796 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1799680 Examples seen. Accuracy:0.8056 Error:   0.55319 Loss:0.63263 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 45 Examples seen:1800000 Validation Accuracy: 0.8435 Validation Error: 0.4471 Validation Loss: 0.4783 Total time: 145.82min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 45. Working time: 2.43 hours.
1800640 Examples seen. Accuracy:0.8056 Error:   0.57002 Loss:0.61100 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1801280 Examples seen. Accuracy:0.8047 Error:   0.51383 Loss:0.66289 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.03s
1801920 Examples seen. Accuracy:0.8032 Error:   0.58821 Loss:0.69073 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1802560 Examples seen. Accuracy:0.8008 Error:   0.74372 Loss:0.80222 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.07s
1803200 Examples seen. Accuracy:0.7998 Error:   0.48467 Loss:0.52626 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1803840 Examples seen. Accuracy:0.8028 Error:   0.45909 Loss:0.41590 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
1804480 Examples seen. Accuracy:0.8040 Error:   0.47320 Loss:0.51491 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1805120 Examples seen. Accuracy:0.8012 Error:   0.61726 Loss:0.57364 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1805760 Examples seen. Accuracy:0.8026 Error:   0.61701 Loss:0.69277 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1806400 Examples seen. Accuracy:0.8035 Error:   0.36872 Loss:0.31937 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.07s
1807040 Examples seen. Accuracy:0.8022 Error:   0.59006 Loss:0.71233 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.06s
1807680 Examples seen. Accuracy:0.8013 Error:   0.40484 Loss:0.50160 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1808320 Examples seen. Accuracy:0.8001 Error:   0.47032 Loss:0.44170 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.12s
1808960 Examples seen. Accuracy:0.7994 Error:   0.61254 Loss:0.62348 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1809600 Examples seen. Accuracy:0.8015 Error:   0.40005 Loss:0.47983 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1810240 Examples seen. Accuracy:0.8023 Error:   0.49854 Loss:0.49319 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.06s
1810880 Examples seen. Accuracy:0.8020 Error:   0.52247 Loss:0.52995 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1811520 Examples seen. Accuracy:0.8021 Error:   0.53973 Loss:0.59418 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
1812160 Examples seen. Accuracy:0.8023 Error:   0.49487 Loss:0.48856 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1812800 Examples seen. Accuracy:0.8048 Error:   0.45535 Loss:0.51532 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1813440 Examples seen. Accuracy:0.8044 Error:   0.52007 Loss:0.58551 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1814080 Examples seen. Accuracy:0.8031 Error:   0.53057 Loss:0.55020 Threads: 2 Forward time:  0.59s Backward time:  0.37s Step time:  2.07s
1814720 Examples seen. Accuracy:0.8044 Error:   0.44226 Loss:0.46982 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.10s
1815360 Examples seen. Accuracy:0.8058 Error:   0.50752 Loss:0.53245 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.05s
1816000 Examples seen. Accuracy:0.8075 Error:   0.46721 Loss:0.41998 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1816640 Examples seen. Accuracy:0.8059 Error:   0.50858 Loss:0.47764 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.03s
1817280 Examples seen. Accuracy:0.8050 Error:   0.44121 Loss:0.40932 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.04s
1817920 Examples seen. Accuracy:0.8060 Error:   0.41830 Loss:0.34643 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1818560 Examples seen. Accuracy:0.8069 Error:   0.63563 Loss:0.72088 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1819200 Examples seen. Accuracy:0.8054 Error:   0.49884 Loss:0.51324 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.05s
1819840 Examples seen. Accuracy:0.8041 Error:   0.57765 Loss:0.69170 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1820480 Examples seen. Accuracy:0.8056 Error:   0.58940 Loss:0.67844 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1821120 Examples seen. Accuracy:0.8070 Error:   0.45635 Loss:0.44363 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1821760 Examples seen. Accuracy:0.8068 Error:   0.65582 Loss:0.72424 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1822400 Examples seen. Accuracy:0.8054 Error:   0.58911 Loss:0.60389 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1823040 Examples seen. Accuracy:0.8080 Error:   0.52395 Loss:0.55923 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1823680 Examples seen. Accuracy:0.8064 Error:   0.35008 Loss:0.33405 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1824320 Examples seen. Accuracy:0.8066 Error:   0.56241 Loss:0.66238 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.07s
1824960 Examples seen. Accuracy:0.8087 Error:   0.60951 Loss:0.61095 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1825600 Examples seen. Accuracy:0.8077 Error:   0.58806 Loss:0.68222 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1826240 Examples seen. Accuracy:0.8081 Error:   0.46622 Loss:0.52155 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1826880 Examples seen. Accuracy:0.8104 Error:   0.42180 Loss:0.36849 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1827520 Examples seen. Accuracy:0.8099 Error:   0.64955 Loss:0.63614 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1828160 Examples seen. Accuracy:0.8076 Error:   0.51177 Loss:0.45595 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1828800 Examples seen. Accuracy:0.8074 Error:   0.41764 Loss:0.40893 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.04s
1829440 Examples seen. Accuracy:0.8083 Error:   0.51223 Loss:0.46342 Threads: 2 Forward time:  0.72s Backward time:  0.40s Step time:  2.09s
1830080 Examples seen. Accuracy:0.8091 Error:   0.48039 Loss:0.47417 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.05s
1830720 Examples seen. Accuracy:0.8095 Error:   0.60811 Loss:0.56513 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1831360 Examples seen. Accuracy:0.8101 Error:   0.47640 Loss:0.47094 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.04s
1832000 Examples seen. Accuracy:0.8089 Error:   0.58734 Loss:0.65706 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.07s
1832640 Examples seen. Accuracy:0.8083 Error:   0.47944 Loss:0.48824 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.09s
1833280 Examples seen. Accuracy:0.8100 Error:   0.28994 Loss:0.25379 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1833920 Examples seen. Accuracy:0.8092 Error:   0.57176 Loss:0.58776 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.05s
1834560 Examples seen. Accuracy:0.8048 Error:   0.67275 Loss:0.64875 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1835200 Examples seen. Accuracy:0.8076 Error:   0.39416 Loss:0.40705 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1835840 Examples seen. Accuracy:0.8106 Error:   0.44949 Loss:0.44014 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1836480 Examples seen. Accuracy:0.8101 Error:   0.44930 Loss:0.41781 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.08s
1837120 Examples seen. Accuracy:0.8084 Error:   0.54185 Loss:0.72115 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1837760 Examples seen. Accuracy:0.8071 Error:   0.45268 Loss:0.50209 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1838400 Examples seen. Accuracy:0.8075 Error:   0.51676 Loss:0.51294 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1839040 Examples seen. Accuracy:0.8083 Error:   0.54602 Loss:0.52128 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1839680 Examples seen. Accuracy:0.8078 Error:   0.56552 Loss:0.55263 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
Starting Validation.
Epochs: 46 Examples seen:1840000 Validation Accuracy: 0.8433 Validation Error: 0.4442 Validation Loss: 0.4762 Total time: 148.92min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.695 Min Weight:  -0.650 Max Output:  5.623 Min Output: -5.902 TNNetConvolutionLinear 32,32,64 Times: 28.21s 0.06s Parent:0
Layer  2                                                     Max Output:  5.623 Min Output: -1.850 TNNetMaxPool 8,8,64 Times: 7.67s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.943 Min Weight:   0.913 Max Output:  5.126 Min Output: -3.058 TNNetMovingStdNormalization 8,8,64 Times: 0.17s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.345 Min Weight:  -0.415 Max Output:  9.142 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.12s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.377 Min Weight:  -0.294 Max Output: 10.256 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.15s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.301 Min Weight:  -0.286 Max Output:  8.103 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.209 Min Weight:  -0.226 Max Output:  4.747 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.02s Parent:6
Layer  8                                                     Max Output:  4.747 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.04s 0.00s Parent:7
Layer  9                                                     Max Output:  4.747 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.46s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.292 Min Weight:  -0.299 Max Output:  6.744 Min Output: -10.211 TNNetFullConnectLinear 10,1,1 Times: 0.04s 0.00s Parent:9
Layer 11                                                     Max Output:  0.791 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 46. Working time: 2.48 hours.
1840640 Examples seen. Accuracy:0.8040 Error:   0.49563 Loss:0.47916 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1841280 Examples seen. Accuracy:0.8048 Error:   0.54554 Loss:0.55716 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.07s
1841920 Examples seen. Accuracy:0.8053 Error:   0.54185 Loss:0.48913 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1842560 Examples seen. Accuracy:0.8099 Error:   0.32334 Loss:0.29302 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.05s
1843200 Examples seen. Accuracy:0.8083 Error:   0.58933 Loss:0.65443 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.05s
1843840 Examples seen. Accuracy:0.8110 Error:   0.56174 Loss:0.56654 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.04s
1844480 Examples seen. Accuracy:0.8093 Error:   0.52358 Loss:0.58793 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1845120 Examples seen. Accuracy:0.8092 Error:   0.54413 Loss:0.48408 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.06s
1845760 Examples seen. Accuracy:0.8095 Error:   0.43662 Loss:0.39190 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.05s
1846400 Examples seen. Accuracy:0.8112 Error:   0.32664 Loss:0.32791 Threads: 2 Forward time:  0.64s Backward time:  0.41s Step time:  2.06s
1847040 Examples seen. Accuracy:0.8126 Error:   0.44044 Loss:0.42988 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.07s
1847680 Examples seen. Accuracy:0.8123 Error:   0.40260 Loss:0.31691 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1848320 Examples seen. Accuracy:0.8116 Error:   0.58471 Loss:0.64503 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1848960 Examples seen. Accuracy:0.8122 Error:   0.43201 Loss:0.45277 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1849600 Examples seen. Accuracy:0.8111 Error:   0.51028 Loss:0.51900 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1850240 Examples seen. Accuracy:0.8092 Error:   0.59146 Loss:0.61907 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1850880 Examples seen. Accuracy:0.8097 Error:   0.32277 Loss:0.27904 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.07s
1851520 Examples seen. Accuracy:0.8093 Error:   0.59233 Loss:0.66915 Threads: 2 Forward time:  1.11s Backward time:  0.62s Step time:  2.84s
1852160 Examples seen. Accuracy:0.8105 Error:   0.43271 Loss:0.43800 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.77s
1852800 Examples seen. Accuracy:0.8123 Error:   0.43585 Loss:0.37940 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.10s
1853440 Examples seen. Accuracy:0.8108 Error:   0.68276 Loss:0.92149 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.10s
1854080 Examples seen. Accuracy:0.8117 Error:   0.46430 Loss:0.42642 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
1854720 Examples seen. Accuracy:0.8102 Error:   0.50860 Loss:0.42279 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.04s
1855360 Examples seen. Accuracy:0.8077 Error:   0.69943 Loss:0.73827 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1856000 Examples seen. Accuracy:0.8055 Error:   0.58992 Loss:0.79553 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.09s
1856640 Examples seen. Accuracy:0.8044 Error:   0.57054 Loss:0.51204 Threads: 2 Forward time:  0.66s Backward time:  0.40s Step time:  2.09s
1857280 Examples seen. Accuracy:0.8031 Error:   0.45258 Loss:0.40048 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.09s
1857920 Examples seen. Accuracy:0.8006 Error:   0.51271 Loss:0.52560 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.10s
1858560 Examples seen. Accuracy:0.8004 Error:   0.60031 Loss:0.77381 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1859200 Examples seen. Accuracy:0.7994 Error:   0.47389 Loss:0.47008 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1859840 Examples seen. Accuracy:0.7995 Error:   0.56641 Loss:0.59162 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1860480 Examples seen. Accuracy:0.7987 Error:   0.74025 Loss:0.79876 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1861120 Examples seen. Accuracy:0.7985 Error:   0.43129 Loss:0.46658 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.08s
1861760 Examples seen. Accuracy:0.8027 Error:   0.43098 Loss:0.49445 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1862400 Examples seen. Accuracy:0.8015 Error:   0.62425 Loss:0.78823 Threads: 2 Forward time:  0.63s Backward time:  0.41s Step time:  2.08s
1863040 Examples seen. Accuracy:0.8017 Error:   0.42948 Loss:0.53680 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.06s
1863680 Examples seen. Accuracy:0.8018 Error:   0.57805 Loss:0.57574 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1864320 Examples seen. Accuracy:0.8052 Error:   0.40136 Loss:0.37251 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.05s
1864960 Examples seen. Accuracy:0.8043 Error:   0.48623 Loss:0.47369 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1865600 Examples seen. Accuracy:0.8042 Error:   0.45943 Loss:0.50726 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1866240 Examples seen. Accuracy:0.8033 Error:   0.52730 Loss:0.47238 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.05s
1866880 Examples seen. Accuracy:0.8038 Error:   0.57824 Loss:0.56739 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1867520 Examples seen. Accuracy:0.8034 Error:   0.53348 Loss:0.58647 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1868160 Examples seen. Accuracy:0.8018 Error:   0.59688 Loss:0.56220 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1868800 Examples seen. Accuracy:0.8003 Error:   0.44038 Loss:0.46045 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1869440 Examples seen. Accuracy:0.8004 Error:   0.54207 Loss:0.48257 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.04s
1870080 Examples seen. Accuracy:0.8018 Error:   0.42361 Loss:0.35383 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1870720 Examples seen. Accuracy:0.8006 Error:   0.48250 Loss:0.47411 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1871360 Examples seen. Accuracy:0.8036 Error:   0.39771 Loss:0.40183 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.04s
1872000 Examples seen. Accuracy:0.8035 Error:   0.56818 Loss:0.69407 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1872640 Examples seen. Accuracy:0.8052 Error:   0.51553 Loss:0.60058 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1873280 Examples seen. Accuracy:0.8070 Error:   0.47010 Loss:0.57707 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1873920 Examples seen. Accuracy:0.8039 Error:   0.52777 Loss:0.46352 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.04s
1874560 Examples seen. Accuracy:0.8043 Error:   0.58142 Loss:0.60634 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.07s
1875200 Examples seen. Accuracy:0.8061 Error:   0.45361 Loss:0.49430 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.05s
1875840 Examples seen. Accuracy:0.8066 Error:   0.42621 Loss:0.43626 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1876480 Examples seen. Accuracy:0.8094 Error:   0.33843 Loss:0.24894 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.04s
1877120 Examples seen. Accuracy:0.8111 Error:   0.55204 Loss:0.56940 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.07s
1877760 Examples seen. Accuracy:0.8113 Error:   0.52812 Loss:0.54895 Threads: 2 Forward time:  0.65s Backward time:  0.37s Step time:  2.04s
1878400 Examples seen. Accuracy:0.8096 Error:   0.47500 Loss:0.48666 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1879040 Examples seen. Accuracy:0.8085 Error:   0.62200 Loss:0.60793 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1879680 Examples seen. Accuracy:0.8078 Error:   0.53437 Loss:0.43731 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 47 Examples seen:1880000 Validation Accuracy: 0.8448 Validation Error: 0.4420 Validation Loss: 0.4738 Total time: 152.05min
Epoch time: 2.7 minutes. 100 epochs: 4.4 hours.
Epochs: 47. Working time: 2.53 hours.
1880640 Examples seen. Accuracy:0.8073 Error:   0.35665 Loss:0.35925 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1881280 Examples seen. Accuracy:0.8085 Error:   0.38939 Loss:0.41948 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1881920 Examples seen. Accuracy:0.8076 Error:   0.49538 Loss:0.65263 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1882560 Examples seen. Accuracy:0.8074 Error:   0.35794 Loss:0.35617 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1883200 Examples seen. Accuracy:0.8078 Error:   0.60730 Loss:0.79102 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1883840 Examples seen. Accuracy:0.8074 Error:   0.42909 Loss:0.43132 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1884480 Examples seen. Accuracy:0.8079 Error:   0.45965 Loss:0.51952 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.08s
1885120 Examples seen. Accuracy:0.8093 Error:   0.47301 Loss:0.42796 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1885760 Examples seen. Accuracy:0.8076 Error:   0.57548 Loss:0.52855 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1886400 Examples seen. Accuracy:0.8054 Error:   0.61739 Loss:0.60713 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1887040 Examples seen. Accuracy:0.8063 Error:   0.61146 Loss:0.63990 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.08s
1887680 Examples seen. Accuracy:0.8069 Error:   0.48429 Loss:0.53499 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1888320 Examples seen. Accuracy:0.8089 Error:   0.53396 Loss:0.62899 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.05s
1888960 Examples seen. Accuracy:0.8073 Error:   0.62292 Loss:0.82039 Threads: 2 Forward time:  0.65s Backward time:  0.39s Step time:  2.07s
1889600 Examples seen. Accuracy:0.8084 Error:   0.49035 Loss:0.50793 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1890240 Examples seen. Accuracy:0.8076 Error:   0.48022 Loss:0.45404 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.09s
1890880 Examples seen. Accuracy:0.8078 Error:   0.64188 Loss:0.75676 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1891520 Examples seen. Accuracy:0.8073 Error:   0.65190 Loss:0.72465 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1892160 Examples seen. Accuracy:0.8089 Error:   0.48421 Loss:0.42129 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.03s
1892800 Examples seen. Accuracy:0.8096 Error:   0.41858 Loss:0.44323 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1893440 Examples seen. Accuracy:0.8085 Error:   0.51793 Loss:0.55521 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1894080 Examples seen. Accuracy:0.8099 Error:   0.35437 Loss:0.37653 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1894720 Examples seen. Accuracy:0.8090 Error:   0.56813 Loss:0.64183 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1895360 Examples seen. Accuracy:0.8085 Error:   0.48434 Loss:0.50368 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.06s
1896000 Examples seen. Accuracy:0.8096 Error:   0.42433 Loss:0.34967 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.08s
1896640 Examples seen. Accuracy:0.8093 Error:   0.46221 Loss:0.44225 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.05s
1897280 Examples seen. Accuracy:0.8098 Error:   0.32173 Loss:0.26202 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.03s
1897920 Examples seen. Accuracy:0.8116 Error:   0.32559 Loss:0.31163 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1898560 Examples seen. Accuracy:0.8107 Error:   0.37693 Loss:0.32007 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
1899200 Examples seen. Accuracy:0.8105 Error:   0.47453 Loss:0.49762 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.04s
1899840 Examples seen. Accuracy:0.8090 Error:   0.50589 Loss:0.56602 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.05s
1900480 Examples seen. Accuracy:0.8109 Error:   0.56007 Loss:0.55038 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.05s
1901120 Examples seen. Accuracy:0.8112 Error:   0.53729 Loss:0.58181 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1901760 Examples seen. Accuracy:0.8128 Error:   0.55315 Loss:0.60177 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.04s
1902400 Examples seen. Accuracy:0.8164 Error:   0.41202 Loss:0.37806 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.03s
1903040 Examples seen. Accuracy:0.8154 Error:   0.51456 Loss:0.51042 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1903680 Examples seen. Accuracy:0.8131 Error:   0.59932 Loss:0.66861 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1904320 Examples seen. Accuracy:0.8129 Error:   0.47994 Loss:0.54816 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.04s
1904960 Examples seen. Accuracy:0.8119 Error:   0.49430 Loss:0.47931 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.02s
1905600 Examples seen. Accuracy:0.8124 Error:   0.51014 Loss:0.51596 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.03s
1906240 Examples seen. Accuracy:0.8088 Error:   0.55147 Loss:0.60280 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.05s
1906880 Examples seen. Accuracy:0.8113 Error:   0.52481 Loss:0.51590 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1907520 Examples seen. Accuracy:0.8123 Error:   0.43319 Loss:0.45376 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.04s
1908160 Examples seen. Accuracy:0.8113 Error:   0.44481 Loss:0.41919 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.06s
1908800 Examples seen. Accuracy:0.8104 Error:   0.44682 Loss:0.47727 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.03s
1909440 Examples seen. Accuracy:0.8116 Error:   0.60885 Loss:0.64379 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1910080 Examples seen. Accuracy:0.8114 Error:   0.35464 Loss:0.33853 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1910720 Examples seen. Accuracy:0.8112 Error:   0.53282 Loss:0.49520 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
1911360 Examples seen. Accuracy:0.8140 Error:   0.42877 Loss:0.38229 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1912000 Examples seen. Accuracy:0.8124 Error:   0.55941 Loss:0.57520 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1912640 Examples seen. Accuracy:0.8086 Error:   0.61905 Loss:0.72035 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1913280 Examples seen. Accuracy:0.8077 Error:   0.49091 Loss:0.58140 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1913920 Examples seen. Accuracy:0.8093 Error:   0.41000 Loss:0.37924 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.05s
1914560 Examples seen. Accuracy:0.8122 Error:   0.39932 Loss:0.41271 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.04s
1915200 Examples seen. Accuracy:0.8129 Error:   0.55923 Loss:0.65993 Threads: 2 Forward time:  0.66s Backward time:  0.37s Step time:  2.05s
1915840 Examples seen. Accuracy:0.8136 Error:   0.49969 Loss:0.48832 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.05s
1916480 Examples seen. Accuracy:0.8144 Error:   0.48450 Loss:0.47880 Threads: 2 Forward time:  0.64s Backward time:  0.40s Step time:  2.06s
1917120 Examples seen. Accuracy:0.8155 Error:   0.44594 Loss:0.63872 Threads: 2 Forward time:  0.65s Backward time:  0.36s Step time:  2.06s
1917760 Examples seen. Accuracy:0.8145 Error:   0.59497 Loss:0.70656 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1918400 Examples seen. Accuracy:0.8142 Error:   0.51113 Loss:0.53170 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.03s
1919040 Examples seen. Accuracy:0.8122 Error:   0.49237 Loss:0.51673 Threads: 2 Forward time:  0.60s Backward time:  0.36s Step time:  2.04s
1919680 Examples seen. Accuracy:0.8125 Error:   0.59408 Loss:0.62276 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.03s
Starting Validation.
Epochs: 48 Examples seen:1920000 Validation Accuracy: 0.8431 Validation Error: 0.4399 Validation Loss: 0.4707 Total time: 155.14min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.701 Min Weight:  -0.654 Max Output:  5.682 Min Output: -6.072 TNNetConvolutionLinear 32,32,64 Times: 28.12s 0.06s Parent:0
Layer  2                                                     Max Output:  5.682 Min Output: -1.923 TNNetMaxPool 8,8,64 Times: 7.67s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.951 Min Weight:   0.923 Max Output:  5.128 Min Output: -3.115 TNNetMovingStdNormalization 8,8,64 Times: 0.14s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.353 Min Weight:  -0.421 Max Output:  9.296 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.14s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.375 Min Weight:  -0.298 Max Output: 11.096 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.308 Min Weight:  -0.287 Max Output:  8.248 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.06s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.213 Min Weight:  -0.226 Max Output:  4.889 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.02s 0.02s Parent:6
Layer  8                                                     Max Output:  4.889 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.889 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.39s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.286 Min Weight:  -0.298 Max Output:  7.237 Min Output: -10.235 TNNetFullConnectLinear 10,1,1 Times: 0.05s 0.00s Parent:9
Layer 11                                                     Max Output:  0.807 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Epoch time: 2.6 minutes. 100 epochs: 4.4 hours.
Epochs: 48. Working time: 2.59 hours.
1920640 Examples seen. Accuracy:0.8119 Error:   0.54624 Loss:0.59785 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1921280 Examples seen. Accuracy:0.8113 Error:   0.54289 Loss:0.65008 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1921920 Examples seen. Accuracy:0.8096 Error:   0.45541 Loss:0.40090 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1922560 Examples seen. Accuracy:0.8084 Error:   0.49783 Loss:0.44089 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1923200 Examples seen. Accuracy:0.8094 Error:   0.51701 Loss:0.49679 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1923840 Examples seen. Accuracy:0.8068 Error:   0.54433 Loss:0.56409 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1924480 Examples seen. Accuracy:0.8067 Error:   0.37665 Loss:0.35143 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1925120 Examples seen. Accuracy:0.8044 Error:   0.46710 Loss:0.42762 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.07s
1925760 Examples seen. Accuracy:0.8013 Error:   0.51890 Loss:0.57953 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.07s
1926400 Examples seen. Accuracy:0.8045 Error:   0.41386 Loss:0.36168 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1927040 Examples seen. Accuracy:0.8061 Error:   0.41687 Loss:0.42926 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1927680 Examples seen. Accuracy:0.8060 Error:   0.47689 Loss:0.60740 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.08s
1928320 Examples seen. Accuracy:0.8076 Error:   0.50102 Loss:0.46016 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.09s
1928960 Examples seen. Accuracy:0.8083 Error:   0.43211 Loss:0.38418 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.10s
1929600 Examples seen. Accuracy:0.8078 Error:   0.55602 Loss:0.51922 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1930240 Examples seen. Accuracy:0.8108 Error:   0.49500 Loss:0.46837 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.09s
1930880 Examples seen. Accuracy:0.8098 Error:   0.61015 Loss:0.58777 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.09s
1931520 Examples seen. Accuracy:0.8127 Error:   0.47234 Loss:0.50646 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1932160 Examples seen. Accuracy:0.8131 Error:   0.44131 Loss:0.40098 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.07s
1932800 Examples seen. Accuracy:0.8122 Error:   0.57542 Loss:0.62456 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.07s
1933440 Examples seen. Accuracy:0.8116 Error:   0.56379 Loss:0.54412 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.09s
1934080 Examples seen. Accuracy:0.8143 Error:   0.49686 Loss:0.57112 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.09s
1934720 Examples seen. Accuracy:0.8143 Error:   0.43068 Loss:0.42149 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.09s
1935360 Examples seen. Accuracy:0.8118 Error:   0.53259 Loss:0.61904 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.08s
1936000 Examples seen. Accuracy:0.8115 Error:   0.39319 Loss:0.36132 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.08s
1936640 Examples seen. Accuracy:0.8090 Error:   0.45275 Loss:0.41413 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1937280 Examples seen. Accuracy:0.8067 Error:   0.56191 Loss:0.56925 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1937920 Examples seen. Accuracy:0.8073 Error:   0.53359 Loss:0.54781 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.09s
1938560 Examples seen. Accuracy:0.8070 Error:   0.53017 Loss:0.71914 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1939200 Examples seen. Accuracy:0.8074 Error:   0.44074 Loss:0.53441 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.05s
1939840 Examples seen. Accuracy:0.8065 Error:   0.43143 Loss:0.44877 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1940480 Examples seen. Accuracy:0.8068 Error:   0.51354 Loss:0.52924 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1941120 Examples seen. Accuracy:0.8084 Error:   0.53871 Loss:0.56059 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.07s
1941760 Examples seen. Accuracy:0.8121 Error:   0.36686 Loss:0.38540 Threads: 2 Forward time:  0.61s Backward time:  0.37s Step time:  2.06s
1942400 Examples seen. Accuracy:0.8107 Error:   0.54101 Loss:0.54542 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.14s
1943040 Examples seen. Accuracy:0.8096 Error:   0.64100 Loss:0.60568 Threads: 2 Forward time:  0.68s Backward time:  0.36s Step time:  2.09s
1943680 Examples seen. Accuracy:0.8079 Error:   0.63641 Loss:0.79683 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.05s
1944320 Examples seen. Accuracy:0.8084 Error:   0.42854 Loss:0.40249 Threads: 2 Forward time:  0.65s Backward time:  0.38s Step time:  2.06s
1944960 Examples seen. Accuracy:0.8062 Error:   0.64961 Loss:0.74264 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.09s
1945600 Examples seen. Accuracy:0.8081 Error:   0.47958 Loss:0.50858 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1946240 Examples seen. Accuracy:0.8074 Error:   0.42584 Loss:0.57465 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.10s
1946880 Examples seen. Accuracy:0.8097 Error:   0.49504 Loss:0.58545 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.12s
1947520 Examples seen. Accuracy:0.8097 Error:   0.54581 Loss:0.57470 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.12s
1948160 Examples seen. Accuracy:0.8117 Error:   0.47700 Loss:0.46755 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.08s
1948800 Examples seen. Accuracy:0.8114 Error:   0.46384 Loss:0.46842 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
1949440 Examples seen. Accuracy:0.8111 Error:   0.46136 Loss:0.44260 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.09s
1950080 Examples seen. Accuracy:0.8094 Error:   0.47076 Loss:0.53497 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
1950720 Examples seen. Accuracy:0.8069 Error:   0.43645 Loss:0.49828 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.06s
1951360 Examples seen. Accuracy:0.8067 Error:   0.57578 Loss:0.60704 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.04s
1952000 Examples seen. Accuracy:0.8046 Error:   0.69440 Loss:0.85372 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.13s
1952640 Examples seen. Accuracy:0.8060 Error:   0.59641 Loss:0.59256 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.09s
1953280 Examples seen. Accuracy:0.8045 Error:   0.47012 Loss:0.50096 Threads: 2 Forward time:  0.63s Backward time:  0.38s Step time:  2.08s
1953920 Examples seen. Accuracy:0.8068 Error:   0.44166 Loss:0.40514 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.06s
1954560 Examples seen. Accuracy:0.8093 Error:   0.43929 Loss:0.60925 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1955200 Examples seen. Accuracy:0.8103 Error:   0.62177 Loss:0.60076 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.05s
1955840 Examples seen. Accuracy:0.8096 Error:   0.56227 Loss:0.69767 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.09s
1956480 Examples seen. Accuracy:0.8108 Error:   0.51071 Loss:0.52398 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.09s
1957120 Examples seen. Accuracy:0.8101 Error:   0.62696 Loss:0.82609 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.04s
1957760 Examples seen. Accuracy:0.8096 Error:   0.42263 Loss:0.39107 Threads: 2 Forward time:  0.65s Backward time:  0.35s Step time:  2.04s
1958400 Examples seen. Accuracy:0.8053 Error:   0.60154 Loss:0.63363 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.04s
1959040 Examples seen. Accuracy:0.8062 Error:   0.54920 Loss:0.50326 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1959680 Examples seen. Accuracy:0.8048 Error:   0.41887 Loss:0.40392 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.06s
Starting Validation.
Epochs: 49 Examples seen:1960000 Validation Accuracy: 0.8441 Validation Error: 0.4378 Validation Loss: 0.4700 Total time: 158.25min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 49. Working time: 2.64 hours.
1960640 Examples seen. Accuracy:0.8084 Error:   0.49411 Loss:0.57586 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.07s
1961280 Examples seen. Accuracy:0.8098 Error:   0.40918 Loss:0.33601 Threads: 2 Forward time:  0.60s Backward time:  0.37s Step time:  2.04s
1961920 Examples seen. Accuracy:0.8087 Error:   0.62122 Loss:0.74913 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.05s
1962560 Examples seen. Accuracy:0.8080 Error:   0.47699 Loss:0.46890 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.06s
1963200 Examples seen. Accuracy:0.8084 Error:   0.40657 Loss:0.36732 Threads: 2 Forward time:  0.63s Backward time:  0.40s Step time:  2.10s
1963840 Examples seen. Accuracy:0.8085 Error:   0.50592 Loss:0.50077 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.05s
1964480 Examples seen. Accuracy:0.8087 Error:   0.50760 Loss:0.47699 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.06s
1965120 Examples seen. Accuracy:0.8078 Error:   0.49777 Loss:0.40094 Threads: 2 Forward time:  0.63s Backward time:  0.39s Step time:  2.04s
1965760 Examples seen. Accuracy:0.8077 Error:   0.46164 Loss:0.46986 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.09s
1966400 Examples seen. Accuracy:0.8069 Error:   0.44325 Loss:0.40523 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.08s
1967040 Examples seen. Accuracy:0.8066 Error:   0.46083 Loss:0.49858 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.08s
1967680 Examples seen. Accuracy:0.8086 Error:   0.45252 Loss:0.43729 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.06s
1968320 Examples seen. Accuracy:0.8076 Error:   0.58791 Loss:0.70069 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1968960 Examples seen. Accuracy:0.8077 Error:   0.56396 Loss:0.52714 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1969600 Examples seen. Accuracy:0.8092 Error:   0.61811 Loss:0.66004 Threads: 2 Forward time:  0.63s Backward time:  0.34s Step time:  2.05s
1970240 Examples seen. Accuracy:0.8070 Error:   0.70279 Loss:0.83609 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1970880 Examples seen. Accuracy:0.8070 Error:   0.53777 Loss:0.47075 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.07s
1971520 Examples seen. Accuracy:0.8072 Error:   0.45194 Loss:0.39973 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1972160 Examples seen. Accuracy:0.8067 Error:   0.56631 Loss:0.58291 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.05s
1972800 Examples seen. Accuracy:0.8075 Error:   0.45663 Loss:0.48001 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.07s
1973440 Examples seen. Accuracy:0.8096 Error:   0.54725 Loss:0.59707 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.07s
1974080 Examples seen. Accuracy:0.8103 Error:   0.53024 Loss:0.45791 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.04s
1974720 Examples seen. Accuracy:0.8118 Error:   0.63030 Loss:0.66934 Threads: 2 Forward time:  0.64s Backward time:  0.38s Step time:  2.08s
1975360 Examples seen. Accuracy:0.8121 Error:   0.61916 Loss:0.56977 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.05s
1976000 Examples seen. Accuracy:0.8124 Error:   0.45025 Loss:0.43550 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.05s
1976640 Examples seen. Accuracy:0.8103 Error:   0.49215 Loss:0.57880 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.07s
1977280 Examples seen. Accuracy:0.8103 Error:   0.42645 Loss:0.43903 Threads: 2 Forward time:  0.62s Backward time:  0.38s Step time:  2.07s
1977920 Examples seen. Accuracy:0.8097 Error:   0.62933 Loss:0.73563 Threads: 2 Forward time:  0.61s Backward time:  0.38s Step time:  2.03s
1978560 Examples seen. Accuracy:0.8091 Error:   0.41595 Loss:0.39439 Threads: 2 Forward time:  0.64s Backward time:  0.35s Step time:  2.05s
1979200 Examples seen. Accuracy:0.8090 Error:   0.52559 Loss:0.55779 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1979840 Examples seen. Accuracy:0.8112 Error:   0.58849 Loss:0.70007 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.03s
1980480 Examples seen. Accuracy:0.8125 Error:   0.47954 Loss:0.49218 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.09s
1981120 Examples seen. Accuracy:0.8134 Error:   0.70107 Loss:0.75934 Threads: 2 Forward time:  0.62s Backward time:  0.34s Step time:  2.03s
1981760 Examples seen. Accuracy:0.8152 Error:   0.54200 Loss:0.60744 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.04s
1982400 Examples seen. Accuracy:0.8151 Error:   0.43551 Loss:0.50694 Threads: 2 Forward time:  0.62s Backward time:  0.40s Step time:  2.05s
1983040 Examples seen. Accuracy:0.8143 Error:   0.37015 Loss:0.39215 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.05s
1983680 Examples seen. Accuracy:0.8135 Error:   0.58913 Loss:0.57243 Threads: 2 Forward time:  0.62s Backward time:  0.36s Step time:  2.03s
1984320 Examples seen. Accuracy:0.8125 Error:   0.50181 Loss:0.44838 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1984960 Examples seen. Accuracy:0.8122 Error:   0.46153 Loss:0.41907 Threads: 2 Forward time:  0.61s Backward time:  0.35s Step time:  2.03s
1985600 Examples seen. Accuracy:0.8123 Error:   0.64310 Loss:0.67188 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.03s
1986240 Examples seen. Accuracy:0.8143 Error:   0.38263 Loss:0.30080 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.05s
1986880 Examples seen. Accuracy:0.8132 Error:   0.64489 Loss:0.76453 Threads: 2 Forward time:  0.93s Backward time:  0.63s Step time:  2.23s
1987520 Examples seen. Accuracy:0.8138 Error:   0.68387 Loss:0.75249 Threads: 2 Forward time:  0.83s Backward time:  0.50s Step time:  3.43s
1988160 Examples seen. Accuracy:0.8126 Error:   0.57214 Loss:0.65416 Threads: 2 Forward time:  0.63s Backward time:  0.35s Step time:  2.07s
1988800 Examples seen. Accuracy:0.8104 Error:   0.50454 Loss:0.54631 Threads: 2 Forward time:  0.61s Backward time:  0.36s Step time:  2.06s
1989440 Examples seen. Accuracy:0.8106 Error:   0.52448 Loss:0.52987 Threads: 2 Forward time:  0.60s Backward time:  0.38s Step time:  2.04s
1990080 Examples seen. Accuracy:0.8116 Error:   0.42102 Loss:0.47431 Threads: 2 Forward time:  0.64s Backward time:  0.39s Step time:  2.04s
1990720 Examples seen. Accuracy:0.8115 Error:   0.54150 Loss:0.54827 Threads: 2 Forward time:  0.64s Backward time:  0.34s Step time:  2.07s
1991360 Examples seen. Accuracy:0.8121 Error:   0.37936 Loss:0.28606 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.04s
1992000 Examples seen. Accuracy:0.8123 Error:   0.47911 Loss:0.54199 Threads: 2 Forward time:  0.65s Backward time:  0.35s Step time:  2.05s
1992640 Examples seen. Accuracy:0.8129 Error:   0.46611 Loss:0.51369 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.03s
1993280 Examples seen. Accuracy:0.8135 Error:   0.41846 Loss:0.37663 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.08s
1993920 Examples seen. Accuracy:0.8125 Error:   0.57754 Loss:0.61242 Threads: 2 Forward time:  0.64s Backward time:  0.36s Step time:  2.04s
1994560 Examples seen. Accuracy:0.8143 Error:   0.46410 Loss:0.46849 Threads: 2 Forward time:  0.62s Backward time:  0.39s Step time:  2.07s
1995200 Examples seen. Accuracy:0.8135 Error:   0.50518 Loss:0.50405 Threads: 2 Forward time:  0.65s Backward time:  0.40s Step time:  2.05s
1995840 Examples seen. Accuracy:0.8115 Error:   0.50608 Loss:0.50131 Threads: 2 Forward time:  0.66s Backward time:  0.35s Step time:  2.04s
1996480 Examples seen. Accuracy:0.8100 Error:   0.48788 Loss:0.43261 Threads: 2 Forward time:  0.64s Backward time:  0.37s Step time:  2.06s
1997120 Examples seen. Accuracy:0.8104 Error:   0.47570 Loss:0.39006 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.04s
1997760 Examples seen. Accuracy:0.8105 Error:   0.51884 Loss:0.61838 Threads: 2 Forward time:  0.62s Backward time:  0.37s Step time:  2.06s
1998400 Examples seen. Accuracy:0.8133 Error:   0.33779 Loss:0.35531 Threads: 2 Forward time:  0.63s Backward time:  0.36s Step time:  2.05s
1999040 Examples seen. Accuracy:0.8123 Error:   0.55796 Loss:0.55206 Threads: 2 Forward time:  0.62s Backward time:  0.35s Step time:  2.11s
1999680 Examples seen. Accuracy:0.8137 Error:   0.42991 Loss:0.46813 Threads: 2 Forward time:  0.63s Backward time:  0.37s Step time:  2.06s
Starting Validation.
VALIDATION RECORD! Saving NN at SimpleImageClassifier.nn
Epochs: 50 Examples seen:2000000 Validation Accuracy: 0.8452 Validation Error: 0.4344 Validation Loss: 0.4670 Total time: 161.37min
Layer  0                                                     Max Output:  1.672 Min Output: -1.922 TNNetInput 32,32,3 Times: 0.00s 0.00s
Layer  1 Neurons: 64 Max Weight:   0.706 Min Weight:  -0.662 Max Output:  5.780 Min Output: -6.160 TNNetConvolutionLinear 32,32,64 Times: 28.10s 0.06s Parent:0
Layer  2                                                     Max Output:  5.780 Min Output: -1.919 TNNetMaxPool 8,8,64 Times: 7.71s 0.00s Parent:1
Layer  3 Neurons:  1 Max Weight:   0.959 Min Weight:   0.932 Max Output:  5.172 Min Output: -3.088 TNNetMovingStdNormalization 8,8,64 Times: 0.15s 0.00s Parent:2
Layer  4 Neurons: 64 Max Weight:   0.361 Min Weight:  -0.427 Max Output:  9.309 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.12s 0.04s Parent:3
Layer  5 Neurons: 64 Max Weight:   0.384 Min Weight:  -0.302 Max Output: 10.976 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.09s 0.04s Parent:4
Layer  6 Neurons: 64 Max Weight:   0.314 Min Weight:  -0.286 Max Output:  8.313 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.07s 0.03s Parent:5
Layer  7 Neurons: 64 Max Weight:   0.214 Min Weight:  -0.225 Max Output:  4.986 Min Output:  0.000 TNNetConvolutionReLU 8,8,64 Times: 5.05s 0.02s Parent:6
Layer  8                                                     Max Output:  4.986 Min Output:  0.000 TNNetDropout 8,8,64 Times: 0.03s 0.00s Parent:7
Layer  9                                                     Max Output:  4.986 Min Output:  0.000 TNNetMaxPool 4,4,64 Times: 0.46s 0.00s Parent:8
Layer 10 Neurons: 10 Max Weight:   0.276 Min Weight:  -0.298 Max Output:  7.316 Min Output: -10.054 TNNetFullConnectLinear 10,1,1 Times: 0.06s 0.00s Parent:9
Layer 11                                                     Max Output:  0.812 Min Output:  0.000 TNNetSoftMax 10,1,1 Times: 0.00s 0.00s Parent:10
Starting Testing.
Epochs: 50 Examples seen:2000000 Test Accuracy: 0.8383 Test Error: 0.4463 Test Loss: 0.4969 Total time: 162.32min
Epoch time: 2.7 minutes. 100 epochs: 4.5 hours.
Epochs: 50. Working time: 2.71 hours.
Finished.

In [ ]:

    

from google.colab import files


    

In [ ]:

    

files.download('SimpleImageClassifier.nn')


    

In [ ]:

    

files.download('SimpleImageClassifier.csv')