AutoDiff_rev2.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sungjuGit/COSMOS_Ju/blob/main/AutoDiff_rev2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "Ek_sqqpzM--h",
        "outputId": "86547018-189d-4d5d-a776-a6e31e94e71d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Installing Julia 1.10.4 on the current Colab Runtime...\n",
            "2024-07-07 17:41:55 URL:https://julialang-s3.julialang.org/bin/linux/x64/1.10/julia-1.10.4-linux-x86_64.tar.gz [173704015/173704015] -> \"/tmp/julia.tar.gz\" [1]\n",
            "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mThe Pkg REPL mode is intended for interactive use only, and should not be used from scripts. It is recommended to use the functional API instead.\n",
            "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ Pkg.REPLMode /usr/local/share/julia/stdlib/v1.10/Pkg/src/REPLMode/REPLMode.jl:382\u001b[39m\n",
            "\u001b[32m\u001b[1m  Installing\u001b[22m\u001b[39m known registries into `~/.julia`\n",
            "\u001b[?25h\u001b[2K\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General.toml`\n",
            "\u001b[32m\u001b[1m   Resolving\u001b[22m\u001b[39m package versions...\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m JSON ──────────── v0.21.4\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m JLLWrappers ───── v1.5.0\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m Parsers ───────── v2.8.1\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m ZMQ ───────────── v1.2.6\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m Conda ─────────── v1.10.2\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m IJulia ────────── v1.25.0\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m PrecompileTools ─ v1.2.1\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m VersionParsing ── v1.3.0\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m Preferences ───── v1.4.3\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m libsodium_jll ─── v1.0.20+0\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m MbedTLS ───────── v1.1.9\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m ZeroMQ_jll ────── v4.3.5+0\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m SoftGlobalScope ─ v1.1.0\n",
            "\u001b[?25h\u001b[2K\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m Downloading\u001b[22m\u001b[39m artifact: ZeroMQ\n",
            "\u001b[?25h\u001b[2K\u001b[1A\u001b[2K\u001b[32m\u001b[1m  Downloaded\u001b[22m\u001b[39m artifact: ZeroMQ\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m Downloading\u001b[22m\u001b[39m artifact: libsodium\n",
            "\u001b[?25h\u001b[2K\u001b[1A\u001b[2K\u001b[32m\u001b[1m  Downloaded\u001b[22m\u001b[39m artifact: libsodium\n",
            "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.10/Project.toml`\n",
            "  \u001b[90m[7073ff75] \u001b[39m\u001b[92m+ IJulia v1.25.0\u001b[39m\n",
            "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.10/Manifest.toml`\n",
            "  \u001b[90m[8f4d0f93] \u001b[39m\u001b[92m+ Conda v1.10.2\u001b[39m\n",
            "  \u001b[90m[7073ff75] \u001b[39m\u001b[92m+ IJulia v1.25.0\u001b[39m\n",
            "  \u001b[90m[692b3bcd] \u001b[39m\u001b[92m+ JLLWrappers v1.5.0\u001b[39m\n",
            "  \u001b[90m[682c06a0] \u001b[39m\u001b[92m+ JSON v0.21.4\u001b[39m\n",
            "  \u001b[90m[739be429] \u001b[39m\u001b[92m+ MbedTLS v1.1.9\u001b[39m\n",
            "  \u001b[90m[69de0a69] \u001b[39m\u001b[92m+ Parsers v2.8.1\u001b[39m\n",
            "  \u001b[90m[aea7be01] \u001b[39m\u001b[92m+ PrecompileTools v1.2.1\u001b[39m\n",
            "  \u001b[90m[21216c6a] \u001b[39m\u001b[92m+ Preferences v1.4.3\u001b[39m\n",
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            "  \u001b[90m[56f22d72] \u001b[39m\u001b[92m+ Artifacts\u001b[39m\n",
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            "  \u001b[90m[44cfe95a] \u001b[39m\u001b[92m+ Pkg v1.10.0\u001b[39m\n",
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            "  \u001b[90m[3fa0cd96] \u001b[39m\u001b[92m+ REPL\u001b[39m\n",
            "  \u001b[90m[9a3f8284] \u001b[39m\u001b[92m+ Random\u001b[39m\n",
            "  \u001b[90m[ea8e919c] \u001b[39m\u001b[92m+ SHA v0.7.0\u001b[39m\n",
            "  \u001b[90m[9e88b42a] \u001b[39m\u001b[92m+ Serialization\u001b[39m\n",
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            "  \u001b[90m[8dfed614] \u001b[39m\u001b[92m+ Test\u001b[39m\n",
            "  \u001b[90m[cf7118a7] \u001b[39m\u001b[92m+ UUIDs\u001b[39m\n",
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            "  \u001b[90m[deac9b47] \u001b[39m\u001b[92m+ LibCURL_jll v8.4.0+0\u001b[39m\n",
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            "  \u001b[90m[14a3606d] \u001b[39m\u001b[92m+ MozillaCACerts_jll v2023.1.10\u001b[39m\n",
            "  \u001b[90m[83775a58] \u001b[39m\u001b[92m+ Zlib_jll v1.2.13+1\u001b[39m\n",
            "  \u001b[90m[8e850ede] \u001b[39m\u001b[92m+ nghttp2_jll v1.52.0+1\u001b[39m\n",
            "  \u001b[90m[3f19e933] \u001b[39m\u001b[92m+ p7zip_jll v17.4.0+2\u001b[39m\n",
            "\u001b[?25l\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m    Building\u001b[22m\u001b[39m Conda ─→ `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/b19db3927f0db4151cb86d073689f2428e524576/build.log`\n",
            "\u001b[S\u001b[1A\u001b[2K\u001b[1G\u001b[32m\u001b[1m    Building\u001b[22m\u001b[39m IJulia → `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/1702f79fa30f56b68d5b2fd6fb3a9a14ff6f9130/build.log`\n",
            "\u001b[?25h\u001b[2K\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m project...\n",
            "\u001b[?25l  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [>                                        ]  0/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mVersionParsing\u001b[39m\u001b[0m\n",
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            "  \u001b[90m◐\u001b[39m \u001b[90mSoftGlobalScope\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mVersionParsing\u001b[39m\u001b[0m\n",
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            "  \u001b[90m◓\u001b[39m \u001b[90mSoftGlobalScope\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [>                                        ]  0/13\u001b[0m\n",
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            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [>                                        ]  0/13\u001b[0m\n",
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            "  \u001b[90m◒\u001b[39m \u001b[90mSoftGlobalScope\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [>                                        ]  0/13\u001b[0m\n",
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            "\u001b[32m  ✓ \u001b[39m\u001b[90mSoftGlobalScope\u001b[39m\u001b[0m\n",
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            "\u001b[5A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=======>                                 ]  2/13\u001b[0m\n",
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            "  \u001b[90m◒\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [======================>                  ]  7/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mlibsodium_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [======================>                  ]  7/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mlibsodium_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [======================>                  ]  7/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mlibsodium_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
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            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mlibsodium_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [======================>                  ]  7/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mlibsodium_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [======================>                  ]  7/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [======================>                  ]  7/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZeroMQ_jll\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=========================>               ]  8/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mZMQ\u001b[39m\u001b[33m Waiting for background task / IO / timer. Interrupt to inspect\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mZMQ\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
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            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
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            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [============================>            ]  9/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mParsers\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mParsers\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [===============================>         ]  10/13\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◓\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◑\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◒\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [==================================>      ]  11/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "  \u001b[90m◐\u001b[39m \u001b[90mConda\u001b[39m\u001b[0m\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mJSON\u001b[39m\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[4A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◐ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◓ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◑ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◐ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◓ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◑ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "\u001b[32m  ✓ \u001b[39m\u001b[90mConda\u001b[39m\u001b[0m\n",
            "  ◐ IJulia\n",
            "\u001b[3A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◓ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◑ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◐ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◓ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◑ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◐ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◓ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◑ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◐ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◓ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◑ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [=====================================>   ]  12/13\u001b[0m\n",
            "  ◒ IJulia\n",
            "\u001b[2A\u001b[1G\u001b[0J  \u001b[36m\u001b[1mProgress\u001b[22m\u001b[39m [========================================>]  13/13\u001b[0m\n",
            "\u001b[1A\u001b[1G\u001b[0J\u001b[?25h  13 dependencies successfully precompiled in 56 seconds. 2 already precompiled.\n",
            "  \u001b[33m1\u001b[39m dependency had output during precompilation:\u001b[33m\n",
            "┌ \u001b[39mZMQ\u001b[33m\n",
            "│  \u001b[39m[pid 654] waiting for IO to finish:\u001b[33m\n",
            "│  \u001b[39m Handle type        uv_handle_t->data\u001b[33m\n",
            "│  \u001b[39mThis means that a package has started a background task or event source that has not finished running. For precompilation to complete successfully, the event source needs to be closed explicitly. See the developer documentation on fixing precompilation hangs for more help.\u001b[33m\n",
            "└  \u001b[39m\n",
            "\u001b[?25h\n",
            "Successfully installed julia version 1.10.4!\n",
            "Please reload this page (press Ctrl+R, ⌘+R, or the F5 key)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": []
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "%%shell\n",
        "set -e\n",
        "\n",
        "#---------------------------------------------------#\n",
        "JULIA_VERSION=\"1.10.4\" # any version ≥ 0.7.0\n",
        "JULIA_PACKAGES=\"IJulia\" # BenchmarkTools PyCall PyPlot\"\n",
        "JULIA_PACKAGES_IF_GPU=\"CUDA\"\n",
        "JULIA_NUM_THREADS=4\n",
        "#---------------------------------------------------#\n",
        "\n",
        "  # Install Julia\n",
        "  JULIA_VER=`cut -d '.' -f -2 <<< \"$JULIA_VERSION\"`\n",
        "  echo \"Installing Julia $JULIA_VERSION on the current Colab Runtime...\"\n",
        "  BASE_URL=\"https://julialang-s3.julialang.org/bin/linux/x64\"\n",
        "  URL=\"$BASE_URL/$JULIA_VER/julia-$JULIA_VERSION-linux-x86_64.tar.gz\"\n",
        "  wget -nv $URL -O /tmp/julia.tar.gz # -nv means \"not verbose\"\n",
        "  tar -x -f /tmp/julia.tar.gz -C /usr/local --strip-components 1\n",
        "  rm /tmp/julia.tar.gz\n",
        "\n",
        "  # Install Packages\n",
        "  #if [ \"$COLAB_GPU\" = \"1\" ]; then\n",
        "   #   JULIA_PACKAGES=\"$JULIA_PACKAGES $JULIA_PACKAGES_IF_GPU\"\n",
        "  #fi\n",
        "  #for PKG in `echo $JULIA_PACKAGES`; do\n",
        "   # echo \"Installing Julia package $PKG...\"\n",
        "   # julia -e 'using Pkg; pkg\"add '$PKG'; precompile;\"'\n",
        "  #done\n",
        "\n",
        "  julia -e 'using Pkg; pkg\"add IJulia; precompile\";'\n",
        "\n",
        "  echo ''\n",
        "  echo \"Successfully installed `julia -v`!\"\n",
        "  echo \"Please reload this page (press Ctrl+R, ⌘+R, or the F5 key)\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "31K_zQHzM9uG"
      },
      "source": [
        "# Autodiff:  Calculus  from another angle"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "95oWCRNmSZGX"
      },
      "source": [
        "## Dual Number Notation\n",
        "\n",
        "Instead of D(a,b) we can write a + b ϵ, where ϵ satisfies ϵ^2=0.  (Some people like to recall imaginary numbers where an i is introduced with i^2=-1.)\n",
        "\n",
        "Others like to think of how engineers just drop the O(ϵ^2) terms.\n",
        "\n",
        "The four rules are\n",
        "\n",
        "$ (a+b\\epsilon) \\pm (c+d\\epsilon) = (a \\pm c) +  (b \\pm d)\\epsilon$\n",
        "\n",
        "$ (a+b\\epsilon) * (c+d\\epsilon) = (ac) + (bc+ad)\\epsilon$\n",
        "\n",
        "$ (a+b\\epsilon) / (c+d\\epsilon) = (a/c) + (bc-ad)/c^2 \\epsilon $\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "Zp8fSFraSZGX"
      },
      "outputs": [],
      "source": [
        "struct D <: Number  # D is a function-derivative pair\n",
        "    α::Float64\n",
        "    β::Float64\n",
        "end"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "eSfC9RmlSZGX"
      },
      "outputs": [],
      "source": [
        "import Base: +, -, *, /, >, convert, promote_rule\n",
        "+(x::D, y::D) = D(x.α + y.α, x.β + y.β)\n",
        "-(x::D, y:: D) = D(x.α - y.α, x.β - y.β)\n",
        "*(x::D, y::D) = D(x.α*y.α, (x.β*y.α + x.α*y.β))\n",
        "/(x::D, y::D) = D(x.α/y.α, (y.α*x.β - x.α*y.β)/y.α^2)\n",
        ">(x::D, y::D) = x.α > y.α\n",
        "convert(::Type{D}, x::Real) = D(x,zero(x))\n",
        "promote_rule(::Type{D}, ::Type{<:Number}) = D\n",
        "\n",
        "Base.show(io::IO,x::D) = print(io,x.α,\" + \",x.β,\" ϵ\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hHLzgZYYM9uM",
        "outputId": "d4cf6cb2-cc71-460c-d01f-16d813501619"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.0 + 0.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "D(1,0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6pzTi4AIM9uM",
        "outputId": "c2629291-3e9d-4d6f-b5b7-fd5adceccd9d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4.0 + 4.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ],
      "source": [
        "D(2,1) ^2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GHn_ZdiyM9uM",
        "outputId": "f6beabe3-1773-48d8-8983-6b8fef698462"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.0 + 1.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "ϵ = D(0,1)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0q8iv9XgM9uN",
        "outputId": "ed76515a-6b45-4d16-9cc7-74567f039d4e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.0 + 0.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "ϵ * ϵ"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J9b2wgfgM9uN",
        "outputId": "61c5c591-8e32-4525-ceb1-ef0bf12b365a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.0 + 0.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "ϵ^2\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1AqV-DsGM9uN",
        "outputId": "f44ac294-2acd-48c4-822a-d24e677db184"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.0 + -1.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "1/(1+ϵ)  # Exact power series:  1-ϵ+ϵ²-ϵ³-..."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iuDDruHHM9uN",
        "outputId": "a1c763b8-c38e-4b25-d46c-0ac91888ab94"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.0 + 5.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "(1+ϵ)^5  ## Note this just works (we didn't train powers)!!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QrLR7hdoM9uN",
        "outputId": "67fc6def-b226-46a7-b395-c3c93a37cb74"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.0 + -1.0 ϵ"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "(1+ϵ)^(-1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ubsCoV22SZGY"
      },
      "source": [
        "## ...and now the derivative of an arbitrary function defined as a computer code algorithm, almost by magic"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "12QHqlQASZGY"
      },
      "source": [
        "We would like to use a simple example, computation of sqrt(x), where  how autodiff works came as both a mathematical surprise, and a computing wonder.  The example is the Babylonian algorithm, known to man for millenia, to compute sqrt(x):  \n",
        "\n",
        "\n",
        " > Repeat $ t \\leftarrow  (t+x/t) / 2 $ until $t$ converges to $\\sqrt{x}$.\n",
        "\n",
        " Each iteration has one add and two divides. For illustration purposes, 10 iterations suffice."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "zwYFc91qSZGY",
        "outputId": "3c8e07e7-27c3-41a4-f927-a78a4488b901",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Babylonian (generic function with 1 method)"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "function Babylonian(x; N = 10)\n",
        "    t = (1+x)/2\n",
        "    for i = 2:N; t=(t + x/t)/2  end\n",
        "    t\n",
        "end"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "JnO2z51eSZGY",
        "outputId": "2d934f78-8d46-449a-d5e9-29e13cffa594",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1.414213562373095, 1.4142135623730951)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "x=2;\n",
        "\n",
        "Babylonian(x),√x  # Type \\sqrt+<tab> to get the symbol"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "7Bap1X82SZGZ",
        "outputId": "dc53ec9d-d5df-4f64-9117-d089df49f151",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(7.0 + 0.07142857142857142 ϵ, (7.0, 0.07142857142857142))"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ],
      "source": [
        "x=49; Babylonian(D(x,1)), (√x,.5/√x)"
      ]
    }
  ],
  "metadata": {
    "@webio": {
      "lastCommId": null,
      "lastKernelId": null
    },
    "colab": {
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      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Julia 1.10.4",
      "language": "julia",
      "name": "julia-1.10"
    },
    "language_info": {
      "file_extension": ".jl",
      "mimetype": "application/julia",
      "name": "julia",
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