CIFAR10Record_ShowAsPng.jl

CIFAR10Record_ShowAsPng.jl.ipynb

{
  "cells": [
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Define Record Type"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:33.168Z",
          "end_time": "2017-12-26T00:09:33.647000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "# 24584 == 3073 * 8\nprimitive type CIFAR10Record 24584 end\n\n# for v0.5.x\n# bitstype 24584 CIFAR10Record",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:34.347Z",
          "end_time": "2017-12-26T00:09:34.826000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "isbits(CIFAR10Record)",
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
            "text/plain": "true"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:35.604Z",
          "end_time": "2017-12-26T00:09:35.817000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "sizeof(CIFAR10Record)",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 3,
          "data": {
            "text/plain": "3073"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:36.600Z",
          "end_time": "2017-12-26T00:09:36.603000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "function Base.read(stream::IO, ::Type{CIFAR10Record})\n    bytes = read(stream, UInt8, 3073)\n    reinterpret(CIFAR10Record, bytes)[1]\nend",
      "execution_count": 4,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "※Assumed that `https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz` has been downloaded and expanded."
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:38.028Z",
          "end_time": "2017-12-26T00:09:38.397000+09:00"
        },
        "scrolled": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "record0 = open(\"cifar-10-batches-bin/test_batch.bin\", \"r\") do f\n    return read(f, CIFAR10Record)\nend;",
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Show (by default)"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:40.643Z",
          "end_time": "2017-12-26T00:09:43.032000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "record0",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 6,
          "data": {
            "text/plain": "CIFAR10Record(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)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Show `CIFAR10Record` as Simple String representation"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:43.799Z",
          "end_time": "2017-12-26T00:09:43.803000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "function Base.show(io::IO, record::CIFAR10Record)\n    bytes = reinterpret(UInt8, [record])\n    ## print(io, \"CIFAR10Record($(repr(bytes[1])), $(repr(hash(bytes[2:end]))))\")\n    print(io, \"CIFAR10Record(\")\n    # show 1st byte(=label)\n    show(io, bytes[1])\n    print(io, \", \")\n    # show hashcode of the rest of bytes(=image)\n    show(io, hash(bytes[2:end]))\n    print(io, ')')\nend",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:45.290Z",
          "end_time": "2017-12-26T00:09:46.307000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "record0",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 8,
          "data": {
            "text/plain": "CIFAR10Record(0x03, 0xd0b45b812aae12b1)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Show `CIFAR10Record` as Image"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "refer-to:\n\n+ https://github.com/fhs/CRC32.jl\n+ http://www.setsuki.com/hsp/ext/png.htm\n+ http://www.ietf.org/rfc/rfc1950.txt\n+ http://www.ietf.org/rfc/rfc1951.txt"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### prepare1: CRC32"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:48.425Z",
          "end_time": "2017-12-26T00:09:48.725000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "const CRC32_TABLE = let poly::UInt32=0xedb88320\n    tab = zeros(UInt32, 256)\n    for i in 0:255\n        crc = UInt32(i)\n        for _ in 1:8\n            if (crc & 1) == 1\n                crc = (crc >> 1) ⊻ poly\n            else\n                crc >>= 1\n            end\n        end\n        tab[i+1] = crc\n    end\n    tab\nend;\n\nfunction crc32(data::Vector{UInt8}, crc::UInt32=zero(UInt32))\n    crc = ~crc\n    for b in data\n        crc = CRC32_TABLE[(UInt8(crc & 0xff) ⊻ b) + 1] ⊻ (crc >> 8)\n    end\n    ~crc\nend",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "text/plain": "crc32 (generic function with 2 methods)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### prepare2: Adler32"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:50.439Z",
          "end_time": "2017-12-26T00:09:50.518000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "const MOD_ADLER = UInt32(65521)\n\nfunction adler32(data::Vector{UInt8})\n    a = one(UInt32)\n    b = zero(UInt32)\n    l = length(data)\n    for i in 1:5550:l\n        e = min(i + 5549, l)\n        for v in data[i:e]\n            a += v\n            b += a\n        end\n        a %= MOD_ADLER\n        b %= MOD_ADLER\n    end\n    (b << 16) | a\nend",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 10,
          "data": {
            "text/plain": "adler32 (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### prepare3: PNG format"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### PNG Signature (8 bytes)"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:52.206Z",
          "end_time": "2017-12-26T00:09:52.281000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "const PNG_SIGNATURE = b\"\\x89PNG\\r\\n\\x1a\\n\";\nwrite_png_signature(io::IO) = write(io, PNG_SIGNATURE)",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": "write_png_signature (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### IHDR Chunk (25 bytes)"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:53.641Z",
          "end_time": "2017-12-26T00:09:53.644000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "const IHDR_00 = b\"\\0\\0\\0\\rIHDR\";",
      "execution_count": 12,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:54.171Z",
          "end_time": "2017-12-26T00:09:54.175000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "# True color (24bit-depth) RGB\nconst IHDR_10 = b\"\\b\\x02\\0\\0\\0\";",
      "execution_count": 13,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:54.737Z",
          "end_time": "2017-12-26T00:09:54.829000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "function write_png_ihdr(io::IO, width::Int, height::Int)\n    # write IHDR_00, width, height, IHDR_10, crc to IO\n    c = write(io, IHDR_00)\n    crc = crc32(IHDR_00[5:end])\n    ihdrw = reinterpret(UInt8, [hton(width % UInt32)])\n    ihdrh = reinterpret(UInt8, [hton(height % UInt32)])\n    c += write(io, ihdrw)\n    crc = crc32(ihdrw, crc)\n    c += write(io, ihdrh)\n    crc = crc32(ihdrh, crc)\n    c += write(io, IHDR_10)\n    crc = crc32(IHDR_10, crc)\n    c += write(io, hton(crc))\n    c\nend",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 14,
          "data": {
            "text/plain": "write_png_ihdr (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### IDAT Chunk"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:56.360Z",
          "end_time": "2017-12-26T00:09:56.362000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "const IDAT_04 = b\"IDAT\";",
      "execution_count": 15,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:57.137Z",
          "end_time": "2017-12-26T00:09:57.139000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "# 圧縮方式＋フラグ（Deflate, 圧縮レベル0）\nconst CMF_FLG = b\"\\b\\x1d\";",
      "execution_count": 16,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:57.672Z",
          "end_time": "2017-12-26T00:09:57.675000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Deflate ブロックヘッダ（最終ブロック、無圧縮）\nconst BH = b\"\\x01\";",
      "execution_count": 17,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:09:58.312Z",
          "end_time": "2017-12-26T00:09:58.411000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "function write_png_idat(io::IO, img_src::AbstractArray{UInt8,3})\n    depth, width, height = size(img_src)\n    # @assert depth == 3\n    # write length, IDAT_04, CM_FLG, BH, LEN, NLEN, DAT, ADL, crc to IO\n    l = height * (1 + width * depth)\n    c = write(io, hton((l + 11) % UInt32))\n    c += write(io, IDAT_04)\n    crc = crc32(IDAT_04)\n    c += write(io, CMF_FLG)\n    crc = crc32(CMF_FLG, crc)\n    c += write(io, BH)\n    crc = crc32(BH, crc)\n    LEN = htol(l % UInt16)\n    c += write(io, LEN)\n    crc = crc32(reinterpret(UInt8, [LEN]), crc)\n    NLEN = ~LEN\n    c += write(io, NLEN)\n    crc = crc32(reinterpret(UInt8, [NLEN]), crc)\n    IDAT_DAT = vec([zeros(UInt8, 1, height);reshape(img_src, :, height)])\n    c += write(io, IDAT_DAT)\n    crc = crc32(IDAT_DAT, crc)\n    ADL = hton(adler32(IDAT_DAT))\n    c += write(io, ADL)\n    crc = crc32(reinterpret(UInt8, [ADL]), crc)\n    c += write(io, hton(crc))\n    c\nend",
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 18,
          "data": {
            "text/plain": "write_png_idat (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "※↑`LEN`の制限から、あまり大きな画像はこの方法では処理できない（だいたい 147x147 くらいまで）  \n　（CIFAR10の画像は 32x32 なので大丈夫）"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### IEND Chunk (12 bytes)"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:10:00.037Z",
          "end_time": "2017-12-26T00:10:00.148000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "const IEND = b\"\\0\\0\\0\\0IEND\\xaeB`\\x82\";\nwrite_png_iend(io::IO) = write(io, IEND)",
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 19,
          "data": {
            "text/plain": "write_png_iend (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### format to PNG"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:10:00.772Z",
          "end_time": "2017-12-26T00:10:00.855000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "function write_png(io::IO, record::CIFAR10Record)\n    img_src = permutedims(reshape(reinterpret(UInt8, [record])[2:end], (32, 32, 3)), (3, 1, 2))\n    c = write_png_signature(io)\n    c += write_png_ihdr(io, 32, 32)\n    c += write_png_idat(io, img_src)\n    c += write_png_iend(io)\n    c\nend",
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 20,
          "data": {
            "text/plain": "write_png (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Check"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:10:02.324Z",
          "end_time": "2017-12-26T00:10:03.136000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "open(\"sample1.png\", \"w\") do f\n    write_png(f, record0)\nend",
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 21,
          "data": {
            "text/plain": "3172"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2017-12-20T08:54:32.397000+09:00",
          "start_time": "2017-12-19T23:54:31.583Z"
        }
      },
      "cell_type": "markdown",
      "source": "`![sample1.png](sample1.png)`↓  \n![sample1.png](sample1.png)"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Show MIME"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:10:06.393Z",
          "end_time": "2017-12-26T00:10:06.397000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "Base.mimewritable(::MIME\"image/png\", ::CIFAR10Record) = true\n\nfunction Base.show(io::IO, ::MIME\"image/png\", record::CIFAR10Record)\n    write_png(io, record)\nend",
      "execution_count": 22,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:10:07.710Z",
          "end_time": "2017-12-26T00:10:08.598000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "record0",
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 23,
          "data": {
            "text/plain": "CIFAR10Record(0x03, 0xd0b45b812aae12b1)",
            "image/png": "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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Load Multiple and Random data"
    },
    {
      "metadata": {
        "trusted": true,
        "ExecuteTime": {
          "start_time": "2017-12-25T15:13:00.094Z",
          "end_time": "2017-12-26T00:13:00.545000+09:00"
        }
      },
      "cell_type": "code",
      "source": "records5 = open(\"cifar-10-batches-bin/test_batch.bin\", \"r\") do f\n    _randidxs = shuffle(0:9999)\n    _read(f::IO, idx::Int) = (seek(f, idx * 3073); read(f, CIFAR10Record))\n    return [_read(f, _randidxs[i]) for i=1:5]\nend;",
      "execution_count": 24,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:13:05.968Z",
          "end_time": "2017-12-26T00:13:07.051000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "records5",
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 25,
          "data": {
            "text/plain": "5-element Array{CIFAR10Record,1}:\n CIFAR10Record(0x08, 0xba65649d8b8a8b2b)\n CIFAR10Record(0x00, 0xf0209500d9acf5a2)\n CIFAR10Record(0x06, 0xdf512a631374e8de)\n CIFAR10Record(0x07, 0x4adfc7cb47e7111e)\n CIFAR10Record(0x00, 0x310f064e20cace12)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:31:24.619Z",
          "end_time": "2017-12-26T00:31:24.623000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "Base.mimewritable(::MIME\"text/html\", ::CIFAR10Record) = true\n\nfunction Base.show(io::IO, ::MIME\"text/html\", record::CIFAR10Record)\n    print(io, \"<img src=\\\"data:image/png;base64,\")\n    iobuf = IOBuffer()\n    b64pipe = Base64EncodePipe(iobuf)\n    write_png(b64pipe, record)\n    write(io, read(seekstart(iobuf)))\n    print(io, \"\\\">\")\nend",
      "execution_count": 26,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:34:20.623Z",
          "end_time": "2017-12-26T00:34:20.628000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "Base.mimewritable(::MIME\"text/html\", ::AbstractArray{CIFAR10Record}) = true\n\nfunction Base.show(io::IO, mime::MIME\"text/html\", records::AbstractArray{CIFAR10Record})\n    print(io, \"<table>\")\n    for record in records\n        print(io, \"<tr><td>\")\n        show(io, mime, record)\n        print(io, \"</td></tr>\")\n    end\n    print(io, \"</table>\")\nend",
      "execution_count": 27,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "start_time": "2017-12-25T15:34:26.732Z",
          "end_time": "2017-12-26T00:34:27.373000+09:00"
        },
        "trusted": true
      },
      "cell_type": "code",
      "source": "records5",
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 28,
          "data": {
            "text/plain": "5-element Array{CIFAR10Record,1}:\n CIFAR10Record(0x08, 0xba65649d8b8a8b2b)\n CIFAR10Record(0x00, 0xf0209500d9acf5a2)\n CIFAR10Record(0x06, 0xdf512a631374e8de)\n CIFAR10Record(0x07, 0x4adfc7cb47e7111e)\n CIFAR10Record(0x00, 0x310f064e20cace12)",
            "text/html": "<table><tr><td><img 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          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "_draft": {
      "nbviewer_url": "https://gist.github.com/4cf58ca0ee974a90ab51e84be53187dc"
    },
    "gist": {
      "id": "4cf58ca0ee974a90ab51e84be53187dc",
      "data": {
        "description": "CIFAR10Record_ShowAsPng.jl",
        "public": true
      }
    },
    "kernelspec": {
      "name": "julia-0.6",
      "display_name": "Julia 0.6.2",
      "language": "julia"
    },
    "language_info": {
      "file_extension": ".jl",
      "name": "julia",
      "mimetype": "application/julia",
      "version": "0.6.2"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}

CIFAR10Record_ShowAsPng.v05.jl.ipynb

sample1.png