From 909e09feef5f012b7a32cc17977e02a7e3840551 Mon Sep 17 00:00:00 2001 From: Niels Wouda Date: Mon, 21 Oct 2024 13:46:29 +0200 Subject: [PATCH] Run notebooks for docs (#175) * Run the notebooks when building the docs * Update notebooks * Update RTD setup * Remove unnecessary classifiers * Some deprecation fixes to the notebooks --- .pre-commit-config.yaml | 23 +- .readthedocs.yaml | 20 +- docs/README.md | 9 + docs/source/conf.py | 20 +- examples/alns_features.ipynb | 336 +--- .../capacitated_vehicle_routing_problem.ipynb | 178 +- examples/cutting_stock_problem.ipynb | 186 +- examples/permutation_flow_shop_problem.ipynb | 221 +-- ...nstrained_project_scheduling_problem.ipynb | 1582 ++++++++--------- examples/travelling_salesman_problem.ipynb | 179 +- pyproject.toml | 6 - 11 files changed, 1139 insertions(+), 1621 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index aaf9fa7..625d29e 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,24 +1,29 @@ fail_fast: true repos: -- repo: https://github.com/pre-commit/pre-commit-hooks + - repo: https://github.com/pre-commit/pre-commit-hooks rev: v3.2.0 hooks: - - id: debug-statements - - id: end-of-file-fixer + - id: debug-statements + - id: end-of-file-fixer -- repo: https://github.com/psf/black + - repo: https://github.com/kynan/nbstripout + rev: 0.6.1 + hooks: + - id: nbstripout + + - repo: https://github.com/psf/black rev: 22.12.0 hooks: - - id: black + - id: black-jupyter -- repo: https://github.com/astral-sh/ruff-pre-commit + - repo: https://github.com/astral-sh/ruff-pre-commit rev: v0.0.278 hooks: - - id: ruff + - id: ruff args: [--fix, --exit-non-zero-on-fix] -- repo: https://github.com/pre-commit/mirrors-mypy + - repo: https://github.com/pre-commit/mirrors-mypy rev: v1.4.1 hooks: - - id: mypy + - id: mypy diff --git a/.readthedocs.yaml b/.readthedocs.yaml index 127f96a..0cfcd29 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -1,12 +1,16 @@ version: 2 build: - os: ubuntu-20.04 + os: ubuntu-22.04 tools: - python: "3.9" - commands: - - pip install poetry - - poetry install --with docs - - poetry run make html --directory=docs - - mkdir _readthedocs/ - - mv docs/build/html _readthedocs/ + python: "3.11" + jobs: + post_create_environment: + - pip install poetry + post_install: + # VIRTUAL_ENV needs to be set manually for now; see + # https://github.com/readthedocs/readthedocs.org/issues/11150 for details. + - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH poetry install --with docs,examples + +sphinx: + configuration: docs/source/conf.py diff --git a/docs/README.md b/docs/README.md index f7f090c..be219ed 100644 --- a/docs/README.md +++ b/docs/README.md @@ -12,3 +12,12 @@ In particular `poetry run make html` is useful, as that will build the documenta > Alternatively, one can run `poetry run make html --directory=docs` from the project root as well. Finally, all Sphinx-related settings are configured in `docs/source/conf.py`. + +## Skipping the example notebooks + +The example notebooks are all executed by default when building the documentation. +This can take a long time, so it is possible to skip execution when building the documentation locally. +To do so, simply set the `SKIP_NOTEBOOKS` environmental variable when building the documentation, like so +```shell +SKIP_NOTEBOOKS=1 poetry run make html --directory=docs +``` diff --git a/docs/source/conf.py b/docs/source/conf.py index 46968c0..c855134 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -1,14 +1,11 @@ import datetime -import glob import os import shutil import sys -from pathlib import Path import tomli # -- Project information - sys.path.insert(0, os.path.abspath("../../")) now = datetime.date.today() @@ -21,36 +18,28 @@ pyproj = tomli.load(fh) release = version = pyproj["tool"]["poetry"]["version"] -for file in glob.iglob("../../examples/*.ipynb"): - path = Path(file) - - print(f"Copy {path.name} into docs/source/examples/") - shutil.copy2(path, f"examples/{path.name}") +print("Copying example notebooks into docs/source/examples/") +shutil.copytree("../../examples", "examples/", dirs_exist_ok=True) # -- Autodoc - autoclass_content = "class" - autodoc_member_order = "bysource" - autodoc_default_flags = ["members"] # -- Numpydoc - numpydoc_xref_param_type = True numpydoc_class_members_toctree = False # -- nbsphinx +skip_notebooks = os.getenv("SKIP_NOTEBOOKS", False) +nbsphinx_execute = "never" if skip_notebooks else "always" -nbsphinx_execute = "never" # -- General configuration - extensions = [ "sphinx.ext.duration", "sphinx.ext.doctest", "sphinx.ext.autodoc", - # "sphinx.ext.autosummary", "sphinx.ext.intersphinx", "sphinx_rtd_theme", "nbsphinx", @@ -71,7 +60,6 @@ templates_path = ["_templates"] # -- Options for HTML output - html_theme = "sphinx_rtd_theme" # -- Options for EPUB output diff --git a/examples/alns_features.ipynb b/examples/alns_features.ipynb index 881d066..fc2fe4c 100644 --- a/examples/alns_features.ipynb +++ b/examples/alns_features.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -93,12 +93,12 @@ "W = 1_000\n", "\n", "# Percentage of items to remove in each iteration\n", - "destroy_rate = .25" + "destroy_rate = 0.25" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -142,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -188,7 +188,7 @@ " merit = state.x * p / w\n", " by_merit = np.argsort(-merit)\n", " by_merit = by_merit[by_merit > 0]\n", - " to_remove = by_merit[:to_destroy(state)]\n", + " to_remove = by_merit[: to_destroy(state)]\n", "\n", " assignments = state.x.copy()\n", " assignments[to_remove] = 0\n", @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -342,26 +342,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2776.0.\n" - ] - } - ], + "outputs": [], "source": [ - "select = RouletteWheel(scores=[5, 2, 1, 0.5],\n", - " decay=0.8,\n", - " num_destroy=2,\n", - " num_repair=1)\n", + "select = RouletteWheel(\n", + " scores=[5, 2, 1, 0.5], decay=0.8, num_destroy=2, num_repair=1\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -371,24 +362,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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ZPHiwHA6HXn311Tx/rQ8ODtYLL7yguXPnWuOpJemTTz7RG2+8kWc8en4CAwPVv39/ffDBB7r++uvzdMPu1auXfvzxRy1ZskSSlJaWpmefffay583RqVMnffPNN/rtt98kSWvWrNG2bdvytJsyZYqOHDmiSZMmWR8Ud+3apREjRuQZmvFHvXr10v/93/8pISFB0sWhBrkDmBx16tSRw+GwQqGHH37Y+lD5Rw6HQ9OmTdPatWs1a9Ysa/uGDRv09NNPW+/t9ddfr8qVK+v111+37pGvvvpKK1ascDlfvXr1NHLkSP3rX/+y6szIyNDjjz+uyMhIhYaGFniNVyIsLEzly5e3rnvSpEn65JNP3HL/SNKNN94of39/vfzyy9bP2Jw5c/INWYryM3DnnXfquuuu0/jx461hAD///LOmTp2qfv36qUOHDoV9CwAA7uC9eQoBAHb3888/m/vvv980adLEREVFmaZNm5oOHTqYWbNmmaysLKtdcnKyiYqKMhUrVjQRERHmo48+MrGxsaZu3bqmTp06LrP558hvhvsjR46YwYMHm5o1a5rmzZubFi1amBdffNHltYwxZs+ePea2224zNWvWNFFRUaZDhw5mzZo1Lm127dplYmJiTKNGjUyzZs3M0qVLzYYNG0xUVJTx8/MzFStWzHfZv+7duxc4Y/y///1v06JFC1O3bl3TokULc8stt5itW7cW9i0tcHb19PR08/jjj5tatWqZa6+91nTq1Mmatb1WrVrm4YcfNh988IGJiooykkxYWJjp3LmzdXxSUpIZMGCAqV69uomNjTVjx441Tz31lJFkoqKizIIFC6y23377rbnxxhtNjRo1TMuWLc0NN9yQZ8b4/CQlJZn777/fVK9e3bRs2dJ069bNTJgwwUgy9evXNy+88ILVdvz48aZ27dqmWbNm5rbbbjPnz58v8Nxffvmladeunaldu7Zp2bKl6dy5c57v64YNG8wNN9xgwsPDTYcOHcx9991nbr75ZuPn52eioqLM9u3brbavv/66ady4sWnUqJG59tprzejRo62VEr744guX93HAgAHGGGM6d+5sKlasmO/5cnvjjTdM48aNre/NwIEDrX0zZswwERER5tprrzVdunRxWeHicvfP0KFDTa1atYwk07hxY9OrV688r/3ZZ5+ZFi1amBo1api4uDgzatQo07p1a3PVVVeZqKgoawm/ov4MJCcnmxEjRpg6deqYyMhI06BBAzNp0iRrmU5jjOndu7cJCwuz7qk1a9aYBQsWuLwXuVffAAD8OQ5j/jDYDwCAMqBOnTqKj4/X7NmzvV0KAABAicLQAABAmbBp0yaX8f/nzp1jAjIAAIB8EAQAAMqEzz77zJpTYOPGjTp58qRuvvlmL1cFAABQ8jA0AABQJixbtkyjRo2ynj/yyCN64IEHvFgRAABAyUQQAAAAAACAjTA0AAAAAAAAGyEIAAAAAADARny9XUBZlJ2drd9++03BwcFyOBzeLgcAAAAAUMYZY3T27FlVr15dTmfBf/MnCPCA3377TbVq1fJ2GQAAAAAAmzl06JBq1qxZYBuCAA8IDg6WdPEbEBIS4uVqAAAAAABlXXJysmrVqmV9Hi0IQYAH5AwHCAkJIQgAAAAAABSbwgxPZ7JAAAAAAABshCAAAAAAAAAbIQgAAAAAAMBGmCMAAAAAACDp4hJ0mZmZysrK8nYp+AMfHx/5+vq6ZYl6ggAAAAAAgDIyMnTkyBGlpqZ6uxRcQmBgoK6++mqVK1fuis5DEHAJixYt0vPPP6+AgAA5nU5Nnz5dTZs29XZZAAAAAOB22dnZ2rdvn3x8fFS9enWVK1fOLX95hnsYY5SRkaETJ05o3759uuaaa+R0/vmR/gQB+di0aZMGDRqkzZs365prrtGcOXPUrVs37dixo1BrMgIAAABAaZKRkaHs7GzVqlVLgYGB3i4H+Shfvrz8/Px04MABZWRkKCAg4E+fi8kC8zF58mT16NFD11xzjSTprrvuUmZmpmbPnu3dwgAAAADAg67kr8zwPHd9f/gu52PFihVq3bq19dzpdKpVq1Zavny5F6sCAAAAAODKMTTgD06dOqXk5GSFhYW5bA8PD9e3336b7zHp6elKT0+3nicnJ3u0RgAAAAAA/ix6BPxBzgyZ/v7+Ltv9/f0vOXvmCy+8oNDQUOurVq1aHq8TAAAAAHBRamqqJk2apPbt26tjx466/vrr1aVLF73++us6fvy4t8u7rMTERE2YMEGJiYnF8noEAX+QMzFG7r/w5zy/1KQZTzzxhJKSkqyvQ4cOebxOAAAAAMDFEKBjx45KSkrSypUrtXLlSq1bt07Dhg3TqFGjNH36dG+XeFmJiYmaOHFisQUBDA34g8qVKys0NFTHjh1z2X706FHVq1cv32P8/f3z9CAAAAAAAHje008/rYyMDL388ssuSx727t1bDz30kBcrK7noEZCPTp06afPmzdZzY4y2bNmiLl26eLEqAAAAAEBumZmZ+uc//6n+/fu7hAA5Ro0apdtuu03x8fEKCAiwVoKbP3++GjVqpDp16lht77vvPoWHh+vuu+/WmDFj1LlzZ/n5+emDDz6wjp8yZYoGDhyo2NhYORwO6y/4U6ZMUXR0tOLi4hQXF6e1a9dKklJSUqxjX3rpJQ0cOFAxMTG67rrrtG/fPknSTz/9pP79+0uS+vfvr/j4eC1atMhzb5roEZCvMWPGqGvXrvr555/VoEEDffjhh/Lx8dGgQYO8XRoAAAAAFJter3+tE2fTL9/QzaoG+2vJwzdctt3OnTuVnJysxo0b57u/Zs2aqlmzplatWuXyob9fv35KS0vThAkTrG3vvvuuBg8erMWLF2vlypWaPHmyJk6cqAoVKljH//vf/9bKlStVoUIFdenSRQ6HQ++8845mzpypDRs2qEKFClq3bp06d+6snTt3KiIiwjr2P//5j7766isFBQWpT58+mjBhgt577z01adJE8+bNU926dTVv3jyXOj2FICAfsbGxmj17tvr376/y5cvL6XRq2bJlCg4O9nZpAAAAAFBsTpxN19Hk894u45KSkpIkSUFBQW47Z3R0tKKjoyVJ48ePd9nXu3dvVahQQZKs5eWfe+45Pfzww9b266+/Xg0aNNC7776rZ555xjq2V69eVp3x8fGaOXOm22ouKoKAS7j11lt16623ersMj0k6c1K/zBwiScqoFq22dz9zmSMAAAAA2E3VYO/MhVbY18358H3u3Dm3vXbNmjULve/s2bM6ePCgZs2apaVLl1rbL1y4oLNnz7q0rV69uvU4ODjYq8vOEwTY1IX0NLVMWSNJ+i4708vVAAAAACiJCtM935saNWqk0NBQ/fTTT+rVq1eBbf84h0BWVla+7Xx8fC55jkvtGz16tIYMGVLg6+c+1uFwyBhTYHtPYrJAAAAAAECp5OPjo7/97W/66KOP8t3fq1cvjR49WtLFv8Ln/iv94cOHr/j1g4ODVbt2be3atctl+/z587Vw4cJCn8fp/P2jeXZ2tlt7OOT7eh49OwAAAAAAHjRhwgQFBgbqscceU2bmxd7Oxhi9/vrr2r59ux599FFJF8f+r1u3TtLF2fyXLFniltcfO3as3nvvPR08eFCSdOLECU2cOFHNmjUr9DkqV64sp9OpM2fOKCEhQYMHD3ZLbZfC0AAAAAAAQKnl7++v//u//9NLL72kuLg4+fn5KT09XU2bNtXq1asVFhYm6WJgMGDAAMXGxqpBgwa67bbbNH78eMXHx2vp0qUaN26cvvjiC0mytuWe3O/o0aOaPHmyvv76a7377rvW6z/wwANKSUnRTTfdpMqVK8vHx0evvvqqIiMj8xxbrlw5+fj4aPLkyTp69Kg6d+6sFStW6KqrrtLo0aM1cOBABQUFaerUqR59zxzGmwMTyqjk5GSFhoYqKSlJISEh3i4nXyePHlKVty8mVN8FXq8Wj33u5YoAAAAAeMv58+e1b98+1a1bVwEBAd4uB5dQ0PepKJ9DGRpgU3+cKAMAAAAAYA8EAQAAAAAA2AhBAAAAAAAANkIQAAAAAACAjRAEAAAAAABgIwQBkEMsHAEAAAAAdkEQYFOsGgAAAAAA9kQQAAAAAACAjRAEAAAAAABgIwQBAAAAAIBSadOmTYqPj5fD4VCjRo0UHx+vmJgYNWjQQE8++aSysrLc8joTJkzQ/v373XKuksDX2wWgBDBMFggAAACg9ImNjdWqVavkcDg0ZswYDR48WJL03XffqU2bNqpRo4YeeuihK36diRMnKj4+XnXq1Lnic5UE9AiwKYeDbz0AAACAsqlFixZq1qyZvvrqK2+XUiLxaRAAAAAAUOZcuHDBZbW0KVOmKDo6WnFxcYqLi9PatWutfXv37tVNN92kDh06qH379rr99tu1a9cunT59WvHx8ZKkESNGKD4+Xm+99VZxX4rbMTQAAAAAAJC/GXFSyvHif92gatJfV//pw5cuXaqdO3dq8uTJkqR33nlHM2fO1IYNG1ShQgWtW7dOnTt31s6dOxUREaFhw4YpNjZWkyZNkiQNGjRI69ev1+DBg62hB6+++qoVCpR2BAEAAAAAgPylHJfO/ubtKgpl8uTJmj17tk6dOqVffvlFY8aMUffu3SVJzz33nB5++GFVqFBBknT99derQYMGevfdd/XMM8/o8OHDCgsLU1ZWlnx8fPTcc8+59CYoawgCAAAAAAD5C6pWal4392SBJ0+eVJ8+fXTrrbfqgw8+0MGDBzVr1iwtXbrUan/hwgWdPXtW0sXJAAcOHKiVK1eqf//+uueee9SwYUO3XEpJRBAAOcSqAQAAAADycQXd872pSpUqeuSRR9S3b1/t3btXkjR69GgNGTIk3/a9e/fWr7/+qnnz5undd9/V1KlTtWDBAvXu3bsYqy4+TBZoU2W5mwsAAAAA+Pr6Wv+tXbu2du3a5bJ//vz5WrhwoSTpP//5j0JDQ/XXv/5V3377rW699VbNnDnTapv781NOL4LSjCAAAAA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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -412,27 +392,21 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2897.0.\n" - ] - } - ], + "outputs": [], "source": [ - "select = SegmentedRouletteWheel(scores=[5, 2, 1, 0.5],\n", - " decay=0.8,\n", - " seg_length=500,\n", - " num_destroy=2,\n", - " num_repair=1)\n", + "select = SegmentedRouletteWheel(\n", + " scores=[5, 2, 1, 0.5],\n", + " decay=0.8,\n", + " seg_length=500,\n", + " num_destroy=2,\n", + " num_repair=1,\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -442,24 +416,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -477,22 +440,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2915.0.\n" - ] - } - ], + "outputs": [], "source": [ - "select = AlphaUCB(scores=[5, 2, 1, 0.5],\n", - " alpha=0.05,\n", - " num_destroy=2,\n", - " num_repair=1)\n", + "select = AlphaUCB(\n", + " scores=[5, 2, 1, 0.5], alpha=0.05, num_destroy=2, num_repair=1\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -502,20 +456,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -540,22 +483,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2869.0.\n" - ] - } - ], + "outputs": [], "source": [ - "select = MABSelector(scores=[5, 2, 1, 0.5],\n", - " num_destroy=2,\n", - " num_repair=1,\n", - " learning_policy=LearningPolicy.EpsilonGreedy(epsilon=0.15))\n", + "select = MABSelector(\n", + " scores=[5, 2, 1, 0.5],\n", + " num_destroy=2,\n", + " num_repair=1,\n", + " learning_policy=LearningPolicy.EpsilonGreedy(epsilon=0.15),\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -565,20 +502,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -599,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -608,6 +534,7 @@ " avg_weight = self.weight() / num_items\n", " return np.array([self.weight(), num_items, avg_weight])\n", "\n", + "\n", "KnapsackState.get_context = get_knapsack_context" ] }, @@ -621,22 +548,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2919.0.\n" - ] - } - ], + "outputs": [], "source": [ - "select = MABSelector(scores=[5, 2, 1, 0.5],\n", - " num_destroy=2,\n", - " num_repair=1,\n", - " learning_policy=LearningPolicy.LinGreedy(epsilon=0.15))\n", + "select = MABSelector(\n", + " scores=[5, 2, 1, 0.5],\n", + " num_destroy=2,\n", + " num_repair=1,\n", + " learning_policy=LearningPolicy.LinGreedy(epsilon=0.15),\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -646,20 +567,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -681,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" @@ -689,11 +599,13 @@ }, "outputs": [], "source": [ - "select = SegmentedRouletteWheel(scores=[5, 2, 1, 0.5],\n", - " decay=0.8,\n", - " seg_length=500,\n", - " num_destroy=2,\n", - " num_repair=1)" + "select = SegmentedRouletteWheel(\n", + " scores=[5, 2, 1, 0.5],\n", + " decay=0.8,\n", + " seg_length=500,\n", + " num_destroy=2,\n", + " num_repair=1,\n", + ")" ] }, { @@ -733,26 +645,17 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2799.0.\n" - ] - } - ], + "outputs": [], "source": [ - "accept = RecordToRecordTravel(start_threshold=255,\n", - " end_threshold=5,\n", - " step=250 / 10_000,\n", - " method=\"linear\")\n", + "accept = RecordToRecordTravel(\n", + " start_threshold=255, end_threshold=5, step=250 / 10_000, method=\"linear\"\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -762,24 +665,13 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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WXJ4aUJw777zTnadDGTNYNQAAAAAAPI7LIwLMZrO1SCAAAAAAAKhaXA4C4uLi9Prrr1tf5+Tk6MiRI/r66681YsQId/YNAAAAAAC4mctBwBtvvKG+ffsW2j569GjddNNNTA8AAAAAAKASc7lGgKMQQJK8vLy0d+/eUncIFYFigQAAAADgKVweEfDss88W2nbhwgWtWbNGderUcUunUD64/QcAAAAAz+NyEPDaa6+pffv21tcmk0nBwcEaMGCA7r//fnf2DQAAAAAAuJnLQcBVV12lzz//vCz6AgAAAAAAypjLNQKKCwHWrl1bqs4AAAAAAICy5dSIgEOHDjl1sgcffFCrVq0qVYdQ/kwG1QIAAAAAwFM4FQQ0atRIJpOp2DaGYZTYBpWLIX5eAAAAAOBpnAoCunXrpi+++KLYNoZh6KabbnJLpwAAAAAAQNlwKgiYPn26oqOjnWoHAAAAAAAqL6eKBfbt29epk/3zn/8sVWcAAAAAAEDZcnn5QEn69NNP9eOPP+rEiRMybArNbd682V39AgAAAAAAZcDl5QP//ve/65VXXlF0dLT27dun+Ph49ejRQwkJCRo0aFBZ9BFljJKBAAAAAOA5XB4RMH/+fK1evVr+/v5avXq1pkyZIkl66qmnNG7cOHf3D2WIVQMAAAAAwPO4PCIgKChI/v7+kqTs7Gzrdn9/f508edJ9PQMAAAAAAG7nchCQkpKi7du3S5LCw8P12muv6ejRo5ozZ44OHz7s9g4CAAAAAAD3cXlqwK233qrbbrtNX331lR5++GFdeeWVmjx5skwmk957772y6CMAAAAAAHATl4OA8ePHa/z48ZKkBg0aaPv27Vq/fr1atGihVq1aub2DKA9GyU0AAAAAANWCy1MD/va3v9m9btiwoa677jpCAAAAAAAAqgCXg4BPPvlEw4cP1+eff6709PSy6BMAAAAAACgjLgcBgwcP1vvvv69Dhw6pf//+uv3227V06dIy6BoAAAAAAHA3l4OAr7/+WvXr19ejjz6q1atXa8KECZo3b55atmypp59+uiz6CAAAAAAA3MTlIGDTpk3W7w8dOqSFCxdq4cKF2rVrl5YvX+7WzqF8mCgWCAAAAAAe47KKBc6aNUv9+vVTTEyMPv74Y91yyy3au3evli1bVhZ9RBkxZKroLgAAAAAAypnLyweuW7dO+/bt0w033KDp06erW7duZdEvAAAAAABQBlwOAjp37qxVq1bJy8vlQwEAAAAAQAVzeWrA8uXLCQEAAAAAAKiiXA4C/Pz8yqIfAAAAAACgHLgcBKA6YtUAAAAAAPAUBAEejFUDAAAAAMDzEAQAAAAAAOBBLisImDt3ruLj49WrVy9J0nPPPadPPvnErR0DAAAAAADu53IQMHPmTE2ePFlxcXFKS0uTJF133XWaN2+e3njjDbd3EAAAAAAAuI/LQcAnn3yi33//XW+++aZCQ0MlSa1bt9bcuXP19ddfu72DKHtUCgAAAAAAz+FyEGA2m1WzZk1Jksl06RbS29tbmZmZ7usZyhxrBQAAAACA53E5CMjIyNAff/xRaPuiRYuUk5Pjlk4BAAAAAICy4eXqAVOnTlX37t01YMAA7d69W7fddpt27typjRs36rvvviuLPgIAAAAAADdxeUTAkCFDtHbtWtWsWVMRERHaunWrmjdvrk2bNumKK64oiz4CAAAAAAA3cXlEwNq1a9WtWzfNnj27DLoDAAAAAADKkssjAm655RatW7euLPqCCkPZQAAAAADwFC4HAV5eXvrwww/VvXt3vfDCCzp48GBZ9AvlwDCxcCAAAAAAeBqXpwa8/PLLGjFihDIyMvTtt9/q/vvvV2pqqkaPHq3rr79ewcHBZdFPAAAAAADgBi6PCBgxYoQkydfXVyNHjtTcuXM1YsQITZgwQZGRkW7vIAAAAAAAcB+Xg4CJEydKkpYuXao77rhDkZGRevrpp3XjjTeyfCAAAAAAAJWcy1MDvvjiC/33v//VsWPHNGjQIL333nu65ppr5O/vXxb9QzkwUSwQAAAAADyGy0GAYRh64IEHNHr0aEVERJRFn1BuKBYIAAAAAJ7G5akBzz77rB588EGHIcC+ffvc0ikAAAAAAFA2XA4C7rnnniL33XnnnaXqTEl2796tnj17ql+/fg73h4WFqV+/fnZf3377rV2bP//8U/369VPfvn3VuXNnffPNN4XOM2/ePHXp0kV9+vRRfHy8tm3bVhZvBwAAAACAcufU1IBrr71WTZo00SuvvCKz2SxTBaw//8knn+jdd9+VxWIpsk379u21dOnSIvdfuHBBV155paZPn66bb75Zu3btUqdOnVS/fn117dpVkrRu3TqNHTtWGzZsULNmzTRnzhwNHjxY27dvZ2lEAAAAAECV59SIgPj4eHXp0kWSFBcXp19++aXQ1+LFi9WuXbsy62h4eLiWLVumpk2bXvY5PvroI+Xm5mr06NGSpObNm2vIkCGaPn26tc1LL72kYcOGqVmzZpKkW265RdnZ2Zo9e3ap+l+ZmQyKBQIAAACAp3BqRMADDzxg/f6RRx5RfHy8w3aPPPKIWzrlyNChQ0t9jsWLF6tTp052Ixq6dOmiF154wa7NM888Y31tNpvVqVMnLVq0SPfdd1+p+1CZcPsPAAAAAJ7H5RoBSUlJhbYlJyera9euFb6E4IkTJ3TjjTeqb9++GjRokN5//33l5uZa9+/bt69QkcPIyEglJibq3LlzOnv2rJKSkhy22b9/f5HXzcjIUFJSkt0XAAAAAACVkctBwNy5cwttCwoK0oIFC+yG2FeEpk2b6u9//7uWL1+umTNnavr06Xr00Uet+1NTU+Xr62t3TP7r1NRUpaam2m2zbZO/z5EXX3xRoaGh1q8GDRq46y0BAAAAAOBWTk0NOHTokA4cOCBJSkhI0IoVK2QUmFd+/vx5JSQkuHTxxx57rMTwYPv27WrRooVT51uwYIH1+yZNmmjy5MmaOHGinn32Wfn7+ysgIEAZGRl2x+S/DggIsL4nR20CAgKKvO7jjz+uhx56yPo6KSmJMAAAAAAAUCk5FQR89NFHmjZtmiTJZDIVqhFgMplUp04dPfXUUy5d/IknntC9995bbJvIyEiXzmmrSZMmysnJ0cGDB9WiRQvFxMTo5MmTdm1OnDih0NBQ1axZU5IUGhrqsE1MTEyR1/H19S00igAAAAAAgMrIqSBgypQpmjJliiSpf//+WrJkiVsuHhISopCQELeca/HixUpJSdHVV19t3Xb06FGZTCbVr19fkjRw4EBNnz5dhmFYCwauX79egwYNsh4zYMAAbdiwwfraMAxt3LhRTz75pFv6CQAAAABARXK5RsA333xTFv0otcOHD2vGjBnWufznzp3TG2+8oVtvvVVBQUGSpNtuu00mk0lffPGFJGn37t368ccf7VY7eOyxx/T9999rz549kqTPPvtMFotFY8eOLed3VPYMmUpuBAAAAACoVpwaEWBr9+7d+uKLL9S1a1eNGjVKkvT5558rNTVVd9xxh9s7mO/bb7/VP/7xD+3YsUPp6enq16+fxowZY73mwIEDtXHjRvXv319+fn5KTk7WsGHD9PTTT1vPERwcrIULF2r8+PF69913lZaWptmzZ6tr167WNl27dtXs2bM1atQo+fv7y2w2a+HChQoODi6z9wYAAAAAQHkxGQWr/pXg6quvVt26dfXwww+radOmkqS9e/fqmWeeUWxsrJ555pky6WhVkpSUpNDQUCUmJrpt6kNZSJgapTAl67CpnhpM2V7R3QEAAAAAXCZX7kNdnhpw9uxZzZw50xoCSHlF+T755BMtXLjQ9d4CAAAAAIBy43IQkJmZ6fhEZnOR+1C5meTSoBAAAAAAQBXmchBQu3ZtzZgxQ+np6dZtGRkZevXVV1WrVi23dg5li2KBAAAAAOB5XC4W+Oabb2rw4MGaMmWK6tatK0k6fvy46tWrp59++sntHQQAAAAAAO7jchDQtGlTbd++XZ999pm2bdsmSWrTpo1Gjx4tHx8ft3cQAAAAAAC4j8tBgCT5+Pjotttuc3dfUEFCjKSK7gIAAAAAoJy4XCNAkubOnav4+Hj16tVLkvTcc8/pk08+cWvHUH5ClKLsLAo9AgAAAIAncDkImDlzpiZPnqy4uDilpaVJkq677jrNmzdPb7zxhts7iLJTQxes3585frACewIAAAAAKC8uBwGffPKJfv/9d7355psKDQ2VJLVu3Vpz587V119/7fYOouxs8ets/d4wciuwJwAAAACA8uJyEGA2m1WzZk1Jksl0afk5b29vZWYyvLwqSTEHWb8/dDa1AnsCAAAAACgvLgcBGRkZ+uOPPwptX7RokXJyctzSKZSPUxcuBTd//35bBfYEAAAAAFBeXF41YOrUqerevbsGDBig3bt367bbbtPOnTu1ceNGfffdd2XRR5QRw+b786mZevHH7Zo4sJkCfC5rMQkAAAAAQBXg8oiAIUOGaO3atapZs6YiIiK0detWNW/eXJs2bdIVV1xRFn1EGcm1+fGblauZy/bpjcW7K7BHAAAAAICydlmPflu3bq3Zs2e7uSsob7YjAvKrPXy86oAeH9KyIroDAAAAACgHLo8IQPVh2Pz4TRdjAcMoqjUAAAAAoDpwKgjo1KmTRo8enXeA2SyLxVLkl5+fn3r06KGtW7eWacdRerY3/dYgoIL6AgAAAAAoH05NDXjqqaesSwbGxcXp9ddfL7Jtdna2fv/9d40fP14rVqxwSydRNnIdjAgAAAAAAFRvTgUB1157rfX7l156SfHx8cW2HzhwoObPn1+6nqHM2d76m/NfkQcAAAAAQLXmcrHAwYMHS5LWrFmj7du3S5Jatmyp7t27S5LS09P15JNPKiUlxY3dRFkwrCUCGREAAAAAAJ7C5SDgwIEDuuGGG7R+/Xq77V26dNHcuXMVFRWlq6++WhMmTHBbJ1E27IOA/G0EAgAAAABQnbm8asDYsWPVpk0b/f7770pOTlZycrI2b96s1q1ba+zYsfL29lZ8fLxiYmLKor9wI9sgwKxcSVJOLkEAAAAAAFRnLo8IOHfunJYtW2a3rV27dvrXv/6lNm3auK1jKHu5DkYEkAMAAAAAQPXm8oiABg0ayHCw2LxhGIqKinJLp1A+7KcG5FZgTwAAAAAA5cWpEQGHDh2yfj9mzBjdcsstuuuuu9SwYUPr/vfee08jR44sm16iTNjGOaYiWwEAAAAAqhOngoBGjRrJZMq7VcwfDfD5558X2vb111/rzjvvLIt+ogzk2gwIYdUAAAAAAPAMTgUB3bp10xdffFFsG8MwdNNNN7mlUyh/ZoIAAAAAAPAITgUB06dPV3R0tFPtUHUwIgAAAAAAPI9TQUDfvn2t369fv17r16/X+fPnVbNmTXXv3l1xcXGF2qHys68RQBAAAAAAAJ7A6eUDt2/frjFjxmjjxo12200mk3r27Kk5c+aocePGbu8gyk5+jQeJIAAAAAAAPIVTywcePHhQAwcOVK9evbR69WolJCQoOztbCQkJWrVqlTp16qR+/frp+PHjZd1fuJHFYrF+TxAAAAAAAJ7BqREBU6dO1T/+8Q+NGjXKbntISIi6deumbt26qWfPnpoyZYo++OCDMuko3M+wWTSQYoEAAAAA4BmcGhGwc+fOQiFAQTfccIO2bdvmlk6hfNgGAaZi2gEAAAAAqg+nggA/Pz+nTubr61uqzqC82YwIMOVWYD8AAAAAAOXFqSAgPT1dOTk5xbbJyclRRkaGWzqF8mEwDgAAAAAAPI5TQcCVV16pxx9/vNg2Tz31lAYPHuyWTqF85IpVAwAAAADA0zhVLPDRRx/VgAED1LlzZ40aNUotWrRQUFCQUlJStH37dn355Zfy8fHR4sWLy7q/cCeTSfn3/xQLBAAAAADP4FQQ4O/vr6VLl2rKlCl64YUXlJiYKJPJJMMwFBISonvuuUfTpk2jRkAVY9gMCOll/kMrc9tWYG8AAAAAAOXBqSBAyisE+NJLL+mFF17Qzp07lZCQoLCwMMXGxtqtR4+qo16tGtLpvO9vtizS9OybKrZDAAAAAIAy53QQkM9isahVq1Zl0ReUs45D75A+/kAShQMBAAAAwFM4VSwQ1VO9xi30e26MJCnUlKqo/OEBAAAAAIBqiyDAw5mVa/1+uGWNagb6VGBvAAAAAABljSDAw+2KGGb9PsCUrjrBFHwEAAAAgOqMIMDDeddvb/3eT5kyWEUQAAAAAKo1ggAPl232s37fy7xNJiO3mNYAAAAAgKqOIMDDZZsvTQVoYz6gu9NnVWBvAAAAAABljSDAw/Xt2klJhr/1dVz2lgrsDQAAAACgrBEEeLjI2rV0/Lr/Wl+bRJEAAAAAAKjOCAKg2LjuSjXypgiYKrgvAAAAAICyRRAAO4wHAAAAAIDqjSAAeUz5/0MUAAAAAADVGUEAJEnGxSSAIAAAAAAAqjeCAEi6FATIIAgAAAAAgOqMIACSLtUGoFggAAAAAFRvBAEAAAAAAHgQggBcRI0AAAAAAPAEBAGQZFMjgCAAAAAAAKo1ggBIsl01AAAAAABQnREEAAAAAADgQQgCIMl2QgBTAwAAAACgOiMIwEUUCwQAAAAAT0AQAEm2NQIIAgAAAACgOiMIAAAAAADAgxAEQBKVAQAAAADAUxAEQBJTAwAAAADAUxAE4KKLQYBBEAAAAAAA1VmVCALOnTunqVOnqnfv3urXr586dOigv//978rOzrZrd/ToUQ0fPly9evVSx44d9f777xc618qVK9W9e3fFx8ere/fuWrFiRaE2M2fOVKdOndSrVy8NGzZMR48eLbP3BgAAAABAefKq6A4444cfftCXX36p1atXKzQ0VEePHlXHjh2VmZmpqVOnSpJyc3M1fPhwXX/99XryySd1+vRptW3bVnXq1NF1110nSTp48KCGDRumBQsWqE+fPlq2bJmGDx+uLVu2KDo6WpL0zTffaNq0adqyZYtq1aqlZ599VsOHD9eGDRtkNleJ3OSy5I8DyDEMnUnOUI0AH/1zxT5tPZIoSapf01/j45sqNMC74joJAAAAACi1KnFnGx4ersmTJys0NFSSFBUVpZEjR+rzzz+3tlmwYIG2bdumiRMnSpJq166tW2+9VS+88IK1zRtvvKFWrVqpT58+kqT4+HjFxsbqzTfftLZ5/vnnNXbsWNWqVUuSNHHiRP3xxx/6/vvvy/x9ViTbGgFPfLNVy3ed1ks/7tD3W4/r+63HNXPZPn2y5kCJ50nJyNaJxHSnrpmQmqmzyRml6TYAAAAAwEVVIggYMmSIbr/9drttfn5+ysi4dBO5ePFixcbGKigoyLqtS5cu2rhxo86fP29t07lzZ7vzdOnSRYsWLZKUNwVh06ZNdm1CQ0PVvHlza5vqKn9EgEmGfv7zpI4lphVqczQhXacupOv5BX/qx63HZRiGNh06r8PnUiVJGw+dV9cXFqn7i4v1yH9+L/Z632w8os7PL1KXFxbpwxX7nO7n+RTCAwAAAAAojSoRBDiyevVq3XDDDdbX+/btU0REhF2byMhISdL+/fuLbZO/P/9/i2vjSEZGhpKSkuy+qppLQUCeJ+f9UahNdk6uHv5qiz5cuV9/+2yjPlt7SNe+u0oD/7FMZ5IztPCPE0rJzJEkfbn+iIxiCg/+d/MxZecayjWkf6875FQf95xKVo+XFqv7i4u16dB5V94eAAAAAOCiKlEjoKBffvlFR44c0VNPPWXdlpqaKj8/P7t2vr6+1n35/5u/zbaN7X7b4xy1ceTFF1/UtGnTLvPdVBamEltk5eRq2a7T1tdP/TcvLMjMztWslfuVlWN/4//rnrP64rdDalc/VE1qB+mOj9db99ULvfSzyszOdXi9nScu6PfDCfr292M6lpimfadTrPu+/f2YOjSs4dxbAwAAAABYVWgQ8Nhjj2n69OnFttm+fbtatGhhfX306FGNHz9e8+fPV0hIiHV7QECA0tLsh7PnTx0ICAiw/q/tdIL8Nrb7bY+zbRMYGFhkHx9//HE99NBD1tdJSUlq0KBBse+rsjEMk2TKmxpQlKU2IUBByenZspjtw4RbZq2VJC3YcrxQ+2M2dQQMQzIMQybTpeMf+3qLvvjtcJHX23H8QpH7AAAAAABFq9CpAU888YQOHz5c7FfTpk2t7c+ePatrrrlGM2fOVPv27e3OFRMTo5MnT9ptO3HihCSpcePGxbaJiYmx7pdUbBtHfH19FRISYvdV1djWCChKQmpWkfs+WXNQOblFH1ucowlp6j19if44mrdCwYEzKcWGAJJkMZuUleN4JAEAAAAAoGgVGgSEhISofv36xX55eeUNWrhw4YKuvvpqTZkyRfHx8ZKkDz74wHqugQMHaufOnUpOTrZuW79+vTp16qQaNWpY22zYsMGuD+vXr9egQYMkSTVq1FCHDh3s2iQlJWnXrl3WNtVVwRoBl+PnP09c9rFHE9L0nw1HJElnnCgGuHLPGXV49n9ateeMElIzL/u6AAAAAOBpqkSxwPT0dF199dXq0aOHIiMjtX79eq1fv14zZ860thk2bJhat26tt956S5J05swZzZkzR0888YS1zcSJE7Vt2zb9+uuvkqQVK1Zox44duu+++6xtnnrqKX388cc6e/asJOnNN99UmzZtNHTo0PJ4qxXGKFUEkOdkUumq+Wdk5yg9K0f3fb7JqfbJGdka/eFadXp+kX76o/D0AwAAAABAYVWiWOCsWbO0dOlSLV26VK+++qrDNhaLRd99953uuece9erVS2lpaXrmmWd03XXXWdtER0drwYIFmjRpknx8fJSRkaEFCxYoOjra2ua6667TqVOndMUVV8jPz081atTQd999J7O5SmQml82ZqQFl3gdDWrjthI7b1A9wRk6uoXs+3agDLw0ro54BAAAAQPVhMopb4w2XJSkpSaGhoUpMTKwy9QIOT2mqBqbTOm2EqEvG+xXSh+s71bdOD7gcBAEAAAAAPJUr96HV+zE3XFb6CQKXrzQhgCTtOslKAgAAAABQEoIASFKxEwKCfKvEDBJd+dpy/X44oaK7AQAAAACVGkEAJEmGkTcWwFGNAFNFDhNw0dz1xS87CAAAAACejiAAki6tGuAoCDBXoSTg32sPKSeXshcAAAAAUBSCANhxdMufmJZV7v0oDWoFAAAAAEDRCAIgqfgaAVXNk/O2VnQXAAAAAKDSIgiApOKnBpSlN2/q4PZzbjyUoN8PJ2jNvrNidUwAAAAAsEcQAEkVFwS0qhtcJuf9v3d+1agP1ujb34+VyfkBAAAAoKoiCICd8i4LWNaFCGet3F+m5wcAAACAqoYgAAWUbkRAqL+3S+29zGX7K5iRlVum5wcAAACAqoYgAJIuTQ0orX6xtV1qX8Y5gHaevKCft51QVg6BAAAAAABIBAG46FKNgNJx9Ql/WY8IkKS7P9mgD5bvK/PrAAAAAEBV4FXRHUDlUtpigd4W16IEi7l8qhJsPZJo/f6T1Qf0858nZRhSh4ZhenBQc5nLqR8AAAAAUNEIAiDpUmWA0gYB/j4Wl9qXVxBgXHxfe08n6+n526zbV+45oy6Naqpvc9emNAAAAABAVcXUAEhyX42ACf2bqnGtQKfbW8p41YB8xsV849ZZ6wrtO5aQVi59AAAAAIDKgCAAdkp7W14ryFc/P9hXvz42QAdeGqaagT7Fti+uREBYgGsrEBQnf5zDUQc3/Yu2n1RObulGQgAAAABAVUEQAEm2xQIL3xD7ejn3azKuZyNJkrfFrKgw/7zzGsXfYJuLGREwb3wvp67rjL2nk/XKwp0O9y3afkrvLNnjtmsBAAAAQGVGEABJxdcIGN6uXqFtjubUPzWsZZHnLUpxQUBJUwyiwwNKOPsl+06n6O1ibvb/8b9dTp8LAAAAAKoyggBc5PiGfNIVzWVx8FvSt1mtQtu8HDQsYUCASlMiwN/btcKEAAAAAACCABTg7H15/xZ1nGpX0tSA0gQBxY0mAAAAAAA4RhAASbarBtjfuBd1r1031M/J8xbPq7hqgSUoxaEAAAAA4LG4lYIk+xoBXRvXtG6vXyNAJgfjBJx9Gl/S1ACL+fKf6ltMJqcDCQAAAABAHoIASLIdESA9PayVGtYMUK+m4RrWrq5W7D5dqL2ft0VNahdfzE+SYiOD3dbHYe3qqm1UqPW1yWQqMWhw1cmkdC3ZcUoZ2Tklti1p2gMAAAAAVEYEAbBjktSqXoiWP9Jfn93ZXd4Ws44lpjts++ZNHUo83z9uiLN7veGpQdbvP72jmyTp0ataFDrO0UiBNvVClZN76ebbbJKMEicfOO9cSqbiZyzRbbN/0+DXlmvCvzfqto/W6esNRyRJGdk52nc6WZJ0PDFNA19dphFvrVRqZrbb+gAAAAAAZc2rojuAyiH/dtrblCPjmzvs9n0YeEqpmdnab9TVe9kjlC5fp88bHR6op4e30gvf/6kbuzRQeJCv/pg2WFnZuaoR6CNJuq1XI4X6e+uJeVutxzWsWXhpwDE9ojX9px3W115ms1tHBGw9mqj0rFxJ0oGzqTpwNlWStGL3GfVvUUe3fLhWfx5P0rP/11q/7jmjfWdSJElv/bLHYZgBAAAAAJURQQAkSdk2vwqmP7622zdIki6u1HfGCNEnOVdKypse4Iw7ejfWjV0aKMg37xpBvl6yzRL8vC0a3a2hXRDwzuiOhc4T5OulhwfHasbCnZKkazpE6fVFu5zqgzMS07Icbs/ONfTFb4f05/EkSdIz87fZ7X9v6V5lZufq6eGt3NYXAAAAACgrTA2AJCmz9UhlGyX/OjziNVdeyhsK36R2kAa0qCMfL7Peu7nwjbut/BDAWa3qhTjcPrZnI93bv6n+fm1bje7W8LInBgxqGVFo2/2fbyqy/cs/7Sz2fLNW7tf+iyMEAAAAAKAyY0QAJEndbnxMaYl3yiu38M3sig2b1WflrZKkYFOarrWslPR/kqRZYzsrPStX/j7OjQ4ozoL7emvWyv26tkNUkW2CfL00eXBsqa+Vk5tb6nMUlJxOrQAAAAAAlR9BAKz8Q2tJqlVoe9e+daWVl17P8P5AmntcUl5xQX83Xb+NpNckadPFL0nLo1O1/0yKmtYJkuZ+XuiY6dmnlO5taElue32V08+6vWPDMG08lFDkterXKFyDoLRyWEUAAAAAQBVAEIAS+fr4aN9NKxXzee9LG7d/Vy7XbnjxS8cvfhUwQJIs0lDLOq3LbaGDRqQkKaeEe/LR3RrqkzUH3drXXIIAAAAAAFUANQLglJjYttoc2LvkhhWorumc9XujhJvymNqBbr9+bi5BAAAAAIDKjxEBcFr7h79XRuIJ+Zoqzw3vZ69N0s3G95Ikb12ao1/Sw3lfr9LXNCiIHAAAAABAVUAQAJf4hkZWdBfsJCnI+r2XcqzfOzNM/4FBzfT6ot1u60sOSQAAAACAKoCpAajSMm2yLB+bEQHO3JPf3C3arX3ZdfKCFm47oeOJadZtOblGidMUAAAAAKA8MSIAVVq2Lg3xtx0R4MzNd6Cve6cHTPl2myTJ22LS8kf66/stxzVj4U75eJl1R+/GCvP31rHEdGVfrGTobTFpRFw9tYkKdWs/AAAAAKA4BAGo0rJsfoW9bEYE+HiVPNjFJJPT17l/QFO9+cse5/qUY2jjwQQ9//12SVJGdm6RUxC+2XRUqx8bIC9L4f6u2H1avx9OUK+mtXToXKqiwwMVVz9U//vzpPx9LOrTrHaRfTh8LlXeFrMiQ/0kSZnZuTKZJG8H1wEAAADgWQgCUKXZBgFTvefoLuMHPZc1Rs3qD9aWI4luu47FbH8DPa5nI9UK8tH3W09o+/GkQu0n/HujU+c9fSFDiWlZCvbztgsv/jiaqDGz1kmSXvl5l3X7369tqyfmbZUkfXtvL9UO9lWdYD9ZzCZl5+Rq46EETf9phzYcPC+TSXr+mjY6fC5N/1yxT2aTdG//Zpo4qFmhfhiGoW3HkhQV5q8agT5O9R0AAABA1UQQgCqtfmRd6Xje9zVMyaphStYEr//qf7qqxGNNzg8IUMEH6bWDfTWhf1NJchgEFKd301pKyczWpkMJkqQeL/6izJxc/fuuburZpFax58wPASTp6rd/lSTVCPDW7Nu6avpPO7Rq71nrfsOQfth6XGv3nVNOrqEcSf9csU/XdojSXz/doJqB3po1tov8vC165eedemfJXvl7W7TskX6qE5w3kiArJ1c//nFCR8+naWjbSDWoEaD07EtTMPy8LDKbXfggAQAAAFQ4ggBUaf934+3aMPN/apq5U6E5eTfBoaYUt1+n4M1u5+gaDrc7o3awr7xSLx2XmZMrSRr9z7X6a3yMHh/SUhnZuU6f73xqlu6cs16nL2QU2peZnatsm8qJyRnZem3RLmvQ8NX6wxrTo5HeWbJXkpSWlaPf9p/XsHZ1JUnPL/hTH68+KEma/tOOQuevEeCtW3s0UlQNfw1uFanQAG+n+w0AAACgYhAEoEqrGRammo/+KElKm1Jb/qZMu9UD3CU2Ili7XxiibzYeUZuoULWul1fgz+zKsIKLLOaiqxPMXLZPvl4Whfq7dkNtGwLUCvLVmeS8178dOF+o7fzNR63f/3n8QqH9+UsvJqZlWUOAopxPzdIbi/PqH7wctFNLJscr2I8wAAAAAKjMqByGaiO/XoCPstxyvhs7N1DPJuG6pXtDDWhRR94Ws27s0tAaAkiS5TKCgIzsXO0/U/SohTcX71aGzfB7VzWpHVjsfvulFQuvrpAfBLz6884izxEdHlBo25nkDLWd+rOufG2Zftlx0qm+AgAAACh/BAGoNjIuBgHeJYwI6Nq4pqSSawTUr+Gvf9/VXc9f01amIhpfRg6grUcSdOBsarFt/vfn5d9IO7NiQr7cXCk7x34awuFzqXpr8W7NKWY0wB29Gxe5b9fJZN3x8XqlZ11+mAEAAACg7DA1ANVG/ogAf1OGaqUfVIzpmCTpnBGsBAVb2712Y3tJJS8f6MxNvuUyagRk5RR+Cl9QfiFBR94Z3VEWs0kdG4ap698XF9rvyhKBc9cf1uIdp+y22a5SUJT6NfyL3W8Y0oX0bPl5W5zuCwAAAIDyQRCAaiPL8JJMUm1TkibuGK2JvnnbMw2LHsiaoB9yu0uSosKKv4l1RUgJ8+Gjwvx1NCHNbltmjvOFAB0Z2LKO/LwtSkp3PAXC2+JaOJFfT8BZ13aIkr93yf90PP3fP/TeLR2LHE0BAAAAoGIwNQDVxkEjwuF2H1OORlhWF9pe0v2pMzewg9tEFrmvUXiA3hrdQcPa1rXbnlWKIOCjcV2sT9m9ihiN4MqIgOKM69lIqx8foCtb2X+ureqGyJmBED9tO6EtRxKLbZOTayg3t+QREgAAAADchxEBqDbq3fyO1i99W83DDIX4eis3O0PmbV9LkvyUWSbXDPIt/k+oY8Ma6nhzDQV/vUVf/HZYUt6SfpcrymZIflHTEtwVBDw1rKW8LGZ1aVRTP9vULGhXP9TpZROLGrVgGIYe+vJ3/XfzUXmZTbqrT4x6NAnX5kMJah0VovjmdbTnVLLOp2aqQc0At47iAAAAADwdQQCqjaYt4qQW/7S+NmelSdYgoPANaVkPWLcdUWB7c16aEQG2ffYyO77hL65uwRd3d9eoD9aUeB1vi0leF/tcr8BNeLeYcG04eM5uW/OIIO06mVzoPBcXINDZ5Ax99/sx1Q72kyT9suOU5m3KW8YwK8fQu0v36t2le63Hhfp7KzEt72dmMkmf3N5NvZvVKrHfAAAAAEpGEIDqy+Jr/dbXlDci4IFBzZw+vLRT220PD/K79KcW6OulhNTLW+Iwx7g0jL6o+/1An6IL9HWPCVeruiH683hSsdexHeng6DoFp00UNQohKT1L32w8ooe+/L3Y6xWUHwJIeWHCLbPWasdzV1F8EAAAAHADagSg+jKblWHk3dC2NB3SH/Ve0MS9d0oz+0oz+8ryYT995/OE/uX9spqbDhc6vKRVBVxxd58Y6w36u6M7OmwTGeJX4nnSsy6NJjCZTA7rBIzs3MDudbv6ofLzNuuTO7pKkt67paMeHhxb7HWybVY2cFQroeCWbcccBwsTv9jscghQlKU7T5XcCAAAAECJGBGAau2CAuSrJPmbMqVz2+z2mSS1vRiFJShIL/k9qFMXLlXQL3Wxe5vjawT6aMWjA5SUlqVGtQIdNn/pL22VkpGjCf/eWOQpc3LtpxVkFyi0t+C+3moTFWq3bf6EXkrNzFHgxaf80eGBmtC/qWYs3Fnkdd64qb31e0cjAsxOfjg5xRQCnHxlc63ed1a/7jnr1LkudxQFAAAAAHuMCEC1tqfFPbqgAOWavCSzt92XYb6Ug4UrSbPGdnHrtQveKtcM9CkyBJDybq5LqsFn+6RekkZ2qm9/zSKG8QeWUNSwoBoBPnb9KsjZIKA4naJr6vEhLZ1un8XqAgAAAIBbMCIA1Vr3m56U9KTDfUZGikwv1pMkeSlHbevbP0kv9YCAy7hZLqkav22NAEm6un09fbXhyKXjXbhmcbUCbOf8Oyo+WPAyYQHeLj+xt5hNahMVqpjagdp3OqXE9gkpZbPyAwAAAOBpGBEAj2WyXMrBvEw55XrtV0fGFdpmyPGN/LUdoqzft6obYrfPUqC9K0HAU8OLfhrvZbl0HsejDAqca1grp6+bz5o1FPOgv07wpYKPr/5vl9Iyy/fnBAAAAFRHBAHwXDZTA7yUd4M5oX8T67aeTUq3XF3HhmFF7vtLp/oa1q5u4S45uOmeenVrPTG0hebe3V1hNkP2pcKjDkqaWmCra6OaRe6zXZrQmakBzhQ6LOkcth4c1Fz/ndBLz/5fG7vt208Uv9oBAAAAgJIxNQAey2S2KMcwyWIyZLEGAU3VoEaA6oX5F5oq4KxeTcOVlW3oiaHFz3+f/pd2+n7LcetrwzAc3hyH+nvr7r5NCm2XCg/bd2U6gpfFrIkDm+mNxbsL7fO2GRHgTBDg6+16ppjf936xdbTvzH67fX2a11L7BmH6JeWk3XaDMgEAAABAqREEwKNly0sWZcn7YhAQ4OOlUV0bunSOWkE+OpN8af76Z3d2d+q4oAIF/AyVXCOgIEuB+28XD1ff5rUdBgFeFtsRAYWPK7itbVSoGtcK1P4zJc/1v3SOvJM8eEUzHTmfqp//vHTTn5mdtzqC7cgEKS8sAQAAAFA6TA2AR8u++CeQPzXgcrjt3tRw/Ua+4JN5V6v5d2gQpv9rX6/Qdm+zbY0AR8UC7bf5eVv0vwf7auWj/R1OeXAkf0RAsJ+3Pri1s92+/M/Uq8AHQgwAAAAAlB4jAuDRcmSRJAUoQzq1/bLOEWMcVk1Tlg4ZdZQhn5IPKIIhQ2aTa9lcaYMAs9mkN0Z10MODY9Xn5SUyDKl2sK9qBNouH1j4OEeX8bKYVb9GgNN36wVv8h2pbVMsUGJqAAAAAOAOBAHwaFkXg4AG5tPSu84N6S/oK0nylc4bQRqcMf2y+2IYUq6Ld7qFawRc3rXr1wjQN3/rqfUHzmtQqwi75QMdTVdwNXBwpLhpEMbFNKFZRLD9dpIAAAAAoNSYGgCPdtio47Zz1TAlq69ly2UfbxjS8cR0l44peENemvvzDg1r6K6+MWpcK7DYa+Rtu/zr5Cu49GFR/hofY/2eGAAAAAAoPUYEwKMFjJypjas+VGxNswJ9LJd1jo2bflNH7ZBUyloDknJySzciwB1P6gtyXCyw5Kf5JSnYd1vhgZemBJh0qR0DAgAAAIDSIwiAR2vetovUtkupzjFv8xPqaLghCDAMZRcIAlrVDSn2mIL30vk36Avu660v1x/W9Z3qX3Z/Cp7TljvyhoJBwNd/66EH5/6uXk3DFRt5aUqA7bVsQ4bkjGwdOJMik0lqVidYPl6FBzglpGbqv5uOKiEtS5LUpVFN9Wpaq/SdBwAAAKowggCglLKNSyMJLMq97PMYsq/WL0lv3tS+2GMKzrPPf9kmKlRtokIvuy/25yx815+VU7pH8+3qh6puqJ/dtk7RNbX8kf6F2tpd/eJlD59L1VWvL1dKZl7wEhXmr6lXt9bK3aeVn6U0jwjShoPn9d/Nx+zO99FtXdSsTpD19c4TF/T899uVkZWj+NjaevCK5vpszSGdS8lUQR0ahunaDlEOV1IoTnJGtjYdOm83oqFuqF+hGggAAABAeSAIAEopx6bURmmXIbymQ5RmLNypsymZ+uetndW0TvE3igXn2bt6g+oMR6eMCvNXrSAfnUnO1N19Y+z2lTR8f8F9vdWybojTfbUfEZBn6a7T1hBAko4mpOmuOeudOt9tH/1W5L7P1x3WhoPntetkssP9n6w5qOjwAHWKrmm3PTUzW7lG3koIft72U0zSs3LU/5WlOn0ho9D5Xr6+nW7o3MCpfgMAAADuUiWCgHPnzunNN9/UokWL5OXlpcTERI0cOVKPPPKIvLzy3sKBAwfUvXt3tWjRwu7Yl19+WV27drW+XrlypSZPnixfX19lZGRoxowZ6tOnj90xM2fO1AcffCA/Pz+FhYXpgw8+UFRUVNm/UVRJ2TZBgKUUQYBkyM/boqUP99PZ5Ew1KlC0z5HCNQJKcfki+NvUTogMyXuK7+Nl1rzxvbTtWKL6t3Ct4KKrIxUc1QjIyCrN51y8okKAfAfPplqDAMMwdNec9Vq0/ZSkvJ/HXX1i9NiQS/8O7Tp5wWEIIElLd54qdRBgGIZW7jmjnScuWLeZTCZ1j6mp1vXcMyoEAAAA1UuVCAJ++OEHffnll1q9erVCQ0N19OhRdezYUZmZmZo6daq13VVXXaXZs2cXeZ6DBw9q2LBhWrBggfr06aNly5Zp+PDh2rJli6KjoyVJ33zzjaZNm6YtW7aoVq1aevbZZzV8+HBt2LBBZjOLLKCwbF26UfYqzdSAize5wX7eCvbzduqYiBA/65P5qDB/hQX4XPb1ixJTK1DXd6qv1XvP6rlrWlu3N6gZoAY1Awq1L25EwLiejVy+vqMaARnZRX/ObaJC9MfRJLttLeuGaFSXBvrtwDmHxyzYcrzQtgAfi+be3UOS9OMfx/Xu0r2S7As67juTYg0B8vf969f9dkGAbd2H9g3C1KtpuN5ZkneuH7aeUNMnflDjWoGaNbaLGoYX/jxLsnLPGY2Ztc7hvnnje6pDwxp229Iyc7TjRJLMJpNa1g1xWFuhKPtOJ2vad38qMztXTw5r6TDUuZCepW82HtXJpEsrYPh6WXR1+3qFVqQAAABAxagSQUB4eLgmT56s0NC8/+iMiorSyJEj9fnnn9sFASV544031KpVK+sIgPj4eMXGxurNN9/Uq6++Kkl6/vnnNXbsWNWqlVdQbOLEiXruuef0/fffa8SIEe59Y6gWbIOA0owIuJxZ9z5eZs2/t7dW7j6t+OZ1iq3Ef7lMJpNeGRlXqnP8+85uupCRrfjmtV2/vs33j329VX+Njyl2RECzOsGFgoAnh7ZU72a1NLaIIKJX00N6/JutdtuC/bzUtn7evzlbjyZat+cHHccT0zRl/rZC58rMzpVhGNapD7k2QUDn6BqafGWsPlt7SAmpeQUMs3MN7T6VrK83HtGDVzQv8n0VlJ2Tq8Pn07Rkx+ki21z77ip1j6mpXEMa3DpSIzvXV78ZS+3qH6x5fKAiC9RrKMoHy/dp2a68681YuFMf3961UJt3luzV+8v2Ftr+3ZZjWvRQvFPXKcmR86nacfxCkfvNZql9gxqqGej+YAwAAKA6qBJBwJAhQwpt8/PzU0aG4+G2RVm8eLH69u1rt61Lly5atGiRpLwpCJs2bdKTTz5p3R8aGqrmzZtr0aJFBAFwyK5GgKn0IwJcFRXmrxu7NLzs65aHokYPOMO2lsDRhDQ9M3+bYospsndVm0jN23TUbpuvd/FPvTs0DCu8rcGlJ+kWm8NzLv6gnv3uT63cc8bh+Ro//oN1JIPtz9ViNslkMunv17bVv1buV0JalvacypuKcD41U4Zh6KNfD2j1vrNqUCNA9w1oqho2N7M//XFc8zcf07mUTK3dX3h0w+Qrmys719Dri3Zbt63Zl9du3f5z8raYChVB7P7iYm14apDCg3xVEtspDvvPpOjI+VSdSMx78h/g46WWdYOt76egPaeSZRiGTiZlaMXu03afi4+XWf1iaxc5oiUxLUs5uYaCfL2070yyhr6xQs6stNk8IkhPD2+lPs1cD6AAAACqsyoRBDiyevVq3XDDDXbbduzYoauvvlrnz59XYGCg7rjjDo0cOdK6f9++fXavJSkyMlL79++XJOv/RkREFNnGkYyMDLtQIikpqci2qH5ybEYENDMdkbYvcPrYK83rlS2LNuQ2l4xcKffyg4RKw8iRSbkyLgYk13WMuuwQQHJcrHDnScdPgxvXCnT4FNjRyge2WkSGaMF9vbX5cIKkvNEAA1te+nfANozIvXgHu3jHKRXHUbCTv8rD0LZ1NbRtXe0/k6L+ryyVJM3bdFTXd6qvZxf8aW0fFuCt+wc2k5S38sADczcrPcvx74i3xaRRXRuqVpCvXRBg68j5NIfbNx5K0BWtIpSQmqnF20+pT/NaqhNc/CiBQ+dS1Xv6kmLbzBzTSf/4eZf15zXtuz81e9UBh21bRAbrx4l9ChWRfGjuZn1zMdgJC/BWv+a1nQoBpLx6Dy//tJMgAAAAoIAqGQT88ssvOnLkiJ566inrNj8/PzVq1EhvvPGGIiIitGHDBg0aNEinTp3ShAkTJEmpqany9bV/6uXr66vU1FTr/vxtRbVx5MUXX9S0adPc8t5Q9eTaBAFDLeukuTc7fewHtves8y5+VXHvS5KftDm3iSb7P6d/3NC+VOczqfib+H/cEKfjienysZh1VZtInUkuPFLImRkTxS25aLs6w7ebjynI10uZxdQpkPJubH28zNpy5NK0goKrPOQXX5SkpnWCdLTAjbrt6/MpmQ5DgO4xNRUVFqDBrSNUq4Sn+ikZ2cVuf3DuZi3ZeVpxDcI0f0KvQu1cHbTSvXG4wgIu1bsoKgSQpB0nLigjO9du1YXE1CxrCCBJCalZdstBXh1XT7GR9qNDjiem6bO1h6xBzNajifrjaKJbltM8n5KpuesP62xyhqLDA9W0TlAJv532WkSGKDTAufofAAAAZalCg4DHHntM06dPL7bN9u3b7VYCOHr0qMaPH6/58+crJCTEuj0yMlJffPGF9XWnTp1055136u9//7s1CAgICCg0nSAjI0MBAQHW/fnbCrYJDCy6yNXjjz+uhx56yPo6KSlJDRqwJJinePjmEcr89Dn5mMqukn1V1N68V91yN0kaVqrzlLTK4HUd69u9zp97b6ukEQElsa0Tunb/OYfD8gv6YExn1QvzU9Mnf7Q5j30/bFdkSM/KVXq2/e+Q7WvbooND20Zq2tVtVDPQx6W6EEUFAY9+vUWvL9qlA2fzAs/fL46MKCjH2UfxF5nNkpfFcf+6Nq6paztE6eNVB7Tj4ooHaZk5dkHAhYzCP0tbw9vV1ZWtIwttf/6atrr67ZXWEObZ7/7Ul/f0sGvz57EkLd11SompWUpKz1JUmL+OJ6Yr7WL9iTB/H43r2ciugOOr/9upT9cccuKdO+bvbdGSyf2crskAAABQVio0CHjiiSd07733FtsmMvLSf+SdPXtW11xzjWbOnKn27duXeP4mTZro2LFjSktLk7+/v2JiYnTy5Em7NidOnFBMTN466Pn/66jNFVdcUeR1fH19C40igOdo2ayp1l/1tTJ3/6LujWu6tIRfyumDOrfzV/n6+pU4FLuqOH3isGpn51XhDzAcD0V3RXEfZ/OIoELbHN0Yl7aIojNBQsHVCiwWU6HrFhwRIEmh/t5KTMtSelaOMgo88bd9nZVz6fsgXy/VDnbu35xRXRroi98OS5Ld03S762TnWkOA4mQ7mLpyS/eGCvX3tq6EYMtsMsmriNVWWkQG66auDbVy9xlrEPDA3M06cDZFuYah1nVDdU+/JsX2x7uYFQ9u6R6tR/6zRVJecUFbiWlZGvn+KqVkFh/eHTmfqheubaslO04pMye3VCGAJKVl5eiK15bpHze01xWtImQYhlbvPat9Z1Ls2gX4WNQvto7eW7pHy3adVlpWjtpFhemVkXF24REAAMDlqtAgICQkxO6pfnEuXLigq6++WlOmTFF8fF7l6Q8++EB33323JOnf//63mjRpom7dulmPOXr0qGrXri1/f39J0sCBA7VmzRq7865fv16DBg2SJNWoUUMdOnTQhg0b9Je//EVS3tP9Xbt2lThyAZ6tc4/+Uo/+Lh8XePGrOlnwzvO67fQMSZKPyfETaFcUvHcO9LEoItRPQb5eenBQ4Sr7jp5Al3JAgFNBQMFh+V4XCwPasji4b/XzNisxTTqRmK7P19nfaG46fF4PfLFJZrNJMTZL73k5OlERAnwc/zP/jxvitHL3GW0+kqD9Z1IK1TSwXfkgX1aOfaN/3trZekN7Y+eGql/DXzFP/GDdbzGb5FVECJMfENiOAMhfkUCSDp9LK/Hn5lPM53BD5wZ6ZeFOnbqQodQCq0zsP5NSYgggST//eVI//3my2DZNagdqUKuIYtv8b9tJ683+hfRs3TVnvRY9FK9dJy9o/GcbS+yHlPd5XNUmUiPi6jnVHgAAoDhVokZAenq6rr76avXo0UORkZFav369JGnmzJnWIGDXrl2aP3++PvvsM3l5eenQoUOaNWuWxo8fbz3PxIkTNWvWLP3666/q1auXVqxYoR07dujLL7+0tnnqqad03333adKkSQoPD9ebb76pNm3aaOjQoeX7poEqKtt0qfCBt4of2u2MgjejSx/uX+zTcEdP/0s7NcCZEQUFn/Y77IeDbYE+XpIylJaVo99t6glI0smkDIdP8b1dGOEQ6Ov4CXKXRjWt0yq6/32xTiSl2+3PyTUKhSoFpwa0u7i8oslkshtCn89sKjwqIp/3xXPXr+FfZN9LKsjoXUIgUjPQR6cuZCgpLUtjZq21bl+x2/FqD5LUrE6QjpxPs04RKEmbqFA9PqRlsW3G92uqAa8s1VmbFRv2nU62Fqd0VkJa6f+eAAAApCoSBMyaNUtLly7V0qVL9eqrrzpsc8MNN2jGjBnq06ePvL29lZKSogcffFAPPvigtU10dLQWLFigSZMmycfHRxkZGVqwYIGio6Otba677jqdOnVKV1xxhfz8/FSjRg199913MhcxvBWAvWybf1Z83BAEFORXwlKAtk+Y85V+akDhbfMn9NL/vfPrpTYFGjl6Eu5oasBfOtXXKz/vdGn5yNKOCPhlUrzdSg43dK6vN3/ZY9cmK8fQqr2nteHgeeu2gsUMHX3WtixmU5E36/khw7iejZSama3D5/LOvfVooo4m5H1vW5Dx7dEdtPlQgj5ceWkFF+8i6g/kC/HLK8yXaxR/82/rRFK6fLzMTgcBzvxuhfp7a+WjAzT5P7/r+y1502YysnOVYXONiQObqUHNAL2+aFeRqztklVCgEgAAwFlVIgiYMGGCteBfUVq1aqWPPvqoxHP16dOn0PSAgu655x7dc889LvURQJ4s06Wq6P1yVksLHiqmdcnijyUq2CtRv+S219LcDgr2K77qelSYv4a2jdQPW09Yt5VyZoDDEQXhQfbLFDozIsDRtgn9m+rGLg3sCvlFhfnr1IUMZeXkavpPO+zei1Tyk3BbAQXmlIcH+iimtn1thYeujNUtPaJ148w12n9xCPvYf63TugPFF0UseO6CzKaib5QtF8PVGoE+enJYK+v2BVuO6d5/byrUvnfTWhrerp5dEBDkW/z/hd3cvaH+OJao1CKmAfh6mdW4VqC1RoGUN+rB16fw5zume7Q+WXOw8PtwcrSJv49F3WPC7YIA21Ughratq9jIYM397VDRQYBNnYj8Iof1wvxlMZu040SSVu89Ky+LWQNb1FG9sKJHWgAAAFSJIABA1eHnf+lJc6vc3dJ6x2vaO6uNpDZe0mhjsXplvOnUMe/e3EmNHvu+VNe1VTAI+EvH+oXmpxcqDOjCFIVaQb6Fagzk38iF+hcOPkp6Eh5XP9Q6zaBnk3BZzCbrsP742NoOj6kT7KcmtYOsQUBJIYC/t6XEQMJkMhW5akBR0xuK+owCL970T7u6tV5ftEv9YuuoaZ3CxSJt/V/7KF3VJrLQUo+Z2bk6cj5NjcID9cS8rXZBQHau4fB9TbqyucMgoKj354ivTXHDtfvsiwTm7yuqpoN0KQj4cv1hPfHNVmXnGqpfw19zbu+q4W+utK4s8WF4gH6Z1K/Y0QrJGdkyihmG4u9tcWnkScF+JqRmOV3QEgAAlD+CAABudd3V1+rkm88rQiUvsecKL1OuokzODe92t4Izg2JqBxaqXVBwaoC7Vi9wdEzziOBij5k5prO+3nhEA1rUUbOIYK16bIB2nLigIF+LOjSoUeRxRc3X//DWztYK/duOJWrb0SRd37m+w7YFOQoypKKnNxQVBOQ/eR/bs5HG9mzk1LUlydfLIl+vwiMXwoOKvkkteHP/6FUtFBbg47CtK/UnbKdSfLXhiMN9w9rW1fLdpx1OFckv1vj1hiPWm/4j59P00a8H7JaXPHg2VX/9ZL1qO1iJJDM7V19vPFJouyP/176e2kaFWl/XDvbV4NaRxU4Jyc7J1eDXl+vAmRS9f0sn6/KOGdk5Wn/gvDKzc/Xd78f0/dbjCrn4u9G4VqDeHNWhxGUVz6Vkas7qAzqZlLfEb9M6QRrbI/qyAwsAADwZQQAAt6pVs6bSHtmmlFN/XiyEVzo757+s2JN5T/fNqpg50o5uygovDWi/P78qfoifl5LS84b9h/i7/nkUXH7vr31jNKRNZBGt80SG+mlC/6bW1xEhfooIKXl5yvH9m8jLbNLJC3k3WnWCfTW+XxO7m+b45o5HFBSlQY3CRQQlqXEtx9uLykocFVosC+N6NtKiAisFFDcCw5Vwx/am2la9UD/VujjV5IYuDdSneS2dTc6UySSdTc7Urf9aJymvfsJX6w/r8Dn75RCPJxaeSrBoe/GFFp0xf/MxzS9QrHJ8vyZ65KoWRR6zbNdp7TudN9Lh7k826MBLwyRJYz4sPNXk9MXfs9MXMvTl+sMa26ORfLzMyjUMPf7NVm0/fmk5zoY1A+TvY9GCi1Mr8m0+nKDXbogrdRgwZ/UB/brnUtDo42VRzQBvBZQw/cQdLCaTrmoTqTZF/H5I0rGENK3ae1ZnkzOUkJalED9vXd+pPqMuAACXjSAAgNv5BwRIjTq75VwpPrWs31vkQkU9NypYLX94u7qFblgDC9ww5O+fMTJO//h5lxrVCtCVrYq/gXekYNHBaztGldkT0DrBfnpqeKuSG7rgLx3ra8Xu0zqRlKEx3aN1IjFNdcP8Nail4yX33DWS4nJN6N9US3fa30TbDukvyJW+Na4VqAX39dbGQ5cKMFrMJg1oUcfuZ1o31F91Q/NGZ/xmc/P8y45T+sXBSgqXe9NfN9Sv0PSK7BxDq/edLfKYLQVWtigow0FBw8zs3BKnmvzjf7v0j//tkpfZpOjwAO09nWK3f/epZIfHfff7MTWs6a+HBxcdTpTkj6OJemb+tss+3h0+WXNQa58Y6HC0RVJ6lga/tlwXMuyXY53+0w49PqSFagb6qG/z2nr4P1u0/XiS/tKxvh4bcvmfBwDAMxAEAKjcbIZem00VMyKgYBAQHR6oxAJLud3UtaF+O3BOZ5Mz9df4GOvUgcGtIzW4tesBQD5LgafRrhQKrAxCA7z10W1dnW7vaKi9swX5SisyxE+h/t6Kqx+mXScv3Xi2qx9W5DGu9q1NVGixT34Lal4nWP7eFqdXMbi9V2ONdGLaRlQNf+uqCgWdT8nU2v3nrL/3hgxrAcfEtCydTc6wa+/rbbEWbiwYXO04kVTkqJD6NfwLFUbMzjUKhQAl2XgwwaX2BR0qMMKiIiSmZelEYroa1QostG/XiQuFQoB8L/64Q5IU7OtlbfP+sr26vVcj1SkwCuh4Ypr1895w8LzOp2bKlWzVbDZpcOtItW8Q5vxBAIBKiyAAQKWWq0tPyCpqakCUzdz5gS3qSCr8JLhNVKh+fjDe7dcueGNVsEhhdeNoCkB5r9763DVtFB9bW4lpWWpTL1Rxxdz4FAxq3C00wFs/PdBHv+45K8Pmri3I10t7TiVrzb6z+u3ApREG4UE+alk3pFTXrBHoo6sKTD955D9blJqZo61HE9Xp+UV2+7zMJj08OFZ/jW9SqL7CuH/9ph8m9rG+jm9eW41rBWrLkQQ9OayVJn25WQfOFn0j/tFtXXTobKqmfGv/xP77+3tr2JsrJUnZuc79u2AYhnKNvJvuu+es157TeWGPbTHJJ4e21P+1r6cTSelKyXAufCmNWSv3a9H2vKkoO04k2a0Mkc82lKoT7Ku0rBxdSLcPBgoGBRcyslXH5vXyXac19qN1Li1T6sinqw9q3ZOD5F/CiiEAgMqPIABApZarS3eBlgoKAtrVD9ODg5rrz+OJ1iHI5TVa3VLgLtinmGHqlcFTw1pqxsKd+mvfmMs63tHnWpYjAgwHj0T9vC0a3q6eU8eXx2iF6PBARYcXflIsSbtPXtAVry23vnaleKErGtQI0M6TFxzuy8419OKPOxTs560dJ5Ls9p1ISs978nyRt8WsqVe3tr7+7r7eWrPvnHJyc/Xg3N8LjXzwtZg1tmcjJaVl6dX/7bJut53SkJlT8t3thoPnNP6zjdZCg0VpWidIdUL8Cj1NLytLdp6Stud9f8+nG0tsf3ffGI3t2Ujr9p9TUlqW/vaZ42PyVm7ItK6I8eHK/aUOAaS8gOH0hQw1DHc8yqMkRxPStGLXadkOsuoeU7PQkqYAgLJHEACgUjNkMzXgMmsEuOPeaOKgZnavy+qGq6CCy+xV9qkBd/bJu1G53H46urEur0KBl6M86xc4Uni1irK5zt+va6vZqw4otcCT5xV7zlifqD8xb6vDY1NsjvHxsu9vsJ+3rmiVVy/i9UW77ZZylCRf77w35F0gAPM2m+VjMSszJ1dZDuoSFDT3t8NFhgCNLw7H7xRdQ32a1XLYpqzEOJgKUGz72oHytpjVq2leP00mx8VMD55N1TXv/Kr0rMKfzaguDRTi7y2TpP4t6jj1b9lbv+zWit15xRT7zliiYF8v1Qnx1YyRcerYsOiVSGylZ+Vo+JsrdD7VflqVt8Wkb+/trXX7z6l7TLhiI4tfFQUA4B4EAQAqtVzTpRsAV6YGXNO+nv57seJ5/SLmKJdGeQUBTWyefNYK8lWwX+X/Z7s0YUXBZRmlsr3ZduUp6b/v6qbZvx7QzzarClT0fOmCwUlZ/V52iq6hTtGFb/h6vLhYxxPTiz022WYYe8FVMGw5Gu2Sv/Rjwd8ps9kkb4tJmTlyOJy+oNTMSyMN2kSFyM/LoitbR+juvk1KPLYsXdMhSglpWdp32nExRFut64WqX/M6dtu8zCbrspK2lu487TAEkKRHrsorMOiKOgWWoryQka0Lp7P18aoDTgcBh86lFgoBpLxlMYe8sUJS3iora59g6gEAlIfK/1+UADza5U4NePaaNhdvXmoWu+755SqnHEBXtorQP26I0/4zKRratm6lHxFQWg5XDSivD7sEPZvUUs8mtXT6QoaW7zqtxrUD1aGigwBz+QQBRSkYAlzTvp56Nq2lf63cb326v3TXaev+4n5/He2rG+p3cV/h9+XtZZYyc5wKAmwLfv7z1s7WVRkqmp+3RffEX34YYSkiCEhMy3TQWhrUso7LIYBU9FSogrUKimNbi6FHTLiC/Lz0vwJLdSalZ+t4YppiagcpMztX3289pnqh/uoWE+5ynwEAxSMIAFCp2RcLdP7xbYift8b0aFQGPcrjZTapbVSoth5N1B29G5fddSxmXdex5Crw1YWjG47KNjWgdrCv/tKpcvxMCn42Ff1RvXZje5lMJm05kmANAj5Yvs+639ENfVH7/L0tCg/yvbivcEiQP7rg0LlU9Xxxsfx9LJoyorXdKJp8tisDFDcqoarJey+Fg5BVey8tATlzTCe1iQpVbq6h+jUuLwApalROphPTMqxtbQKblnVDVDPQu1AQIMkabHzx2yE9M3+bTCZpyaR+DldUAABcPoIAAJVaru3ygRVULNARk8mkf9/VTVuPJKpr45oV3Z1qw9FNf3mNCKgkAw9cUnBViYqsWXBT14bWqR3tosIkHSrUpnUxSyf6eNmP3Pm/9pcKNjoKAkL9vXQmOUO5hnTs4siEW/+1rsR+FvzMqrKift4JNkPwQ/y8FRVWuhEQjqbsSNLKPWf0D5sijgV1aVRDfZrVlmQfGnh7mQoVQs2XP8Ljmfl5K0UYhrRgyzFN6N9UGw+dL7TkpJS3ikbvZrWsU0kAACUjCABQqVWGVQOKEuznrZ5Ny7e4WHXnaGh7ZakRUBkV/LyKumErD7Y32H/pVF81A3100OZJfIMa/hrQoo6jQyVJV7WO1PKL0wgsF9esz9exYZi1MF7/2Lwby0lXxuqVn3cqITVL51IcD4V3pKyXfCxPJYUanaJrqHMj5+bwF6e4GUlvLt5d7LH/e7CvmkUE203h8LWYi+y7o6keJpNJX204okf+s6XI61zbIUqv3di+2L4UdCY5Qz9vO6n0LOeWivS2mDSoVUSlmVoCAKVBEACgUrvcqQGomvy8HRWMqz5Dud2tYEhSkSMCbK9tMefdMLlidLeGio+trbPJGYoM9bMrUBdTO0i/TOqnXScvKL55XhAwtG1dDW1bV5K0au8ZfbX+iN3w83zHEtK06VCC9XV1HxHw8e1drYUdg3zd8595BUfl5K/Y4IwrXluu2IhgJdusHuFtMRf5u5qdW/jfeW+LSRsPni/2Oqv3nlVaZo5LhQbv+Hi9fj+c4HR7Sfrniv1aOrlfkVOW3v5ltxZsOV6mIWPjWoF69prWhYo4AoArCAIAVGr2ywdWrhEBcL/YiGANaFFHv+w4JSkvGBjXq1HFdqoSK3iDVpGFFd0RQkSF+Rc5jL1xrUDrUn8F5RdydOTHrcf1t882Wl9XrxoBhT/zUH9vtwUA+QqONPH3sSgz7dK/xw8Oaq4ODcOsr//350l9suag9fXOk/bLQgb7eRV5I+1oRICX2WxXFPHe/k1VKyiv6OF7y/bqZFKGTiSlq/WUn/TX+CZ69KoWTr2vP44mOtXO1qFzqbqQnq3QAO9C+44mpOmVn4ueKuEuO09eUNv6oZrQv2mZXwtA9UUQAKBSy7GZGtDd/Ke06dMK7A3KmknSv+KkrDZ5NwMmk0le5pXSppVlcr0eSQcUaL6gX3NbS4oqk2uUpYL3tBVZ56CyPmkvuGpIZe3n5Qjx97bWR7BuK4MlRguGPDd1baiZy/fKMKS4BmGa0L+JvGzmD3SPCdehc6n67cC5QueKjQzWsHb19POfJxxe67O1h7R81xm7bV4Wk7JzLwUEIzvXV3R4Xii0cs9ZnUzKKzqYa0jvLd2rnFzDbtpMu/qh1tEj+XJyDetqEjG1AvXAFc2L/Qz+uXyftl4MDooaDXHeZoqKl9nkcEnM0sjJNZRxsdbCR78eKLRqQ70wP13fqb4CfPjPewAl418KAJWb6dJ/SI3yWirNX1phXUH5KfysrWyMlSQf6bQRopHGzHK6qvtU1qkBlUnBqSWVbRWK0ph8sU5Ccka2TKa8OgsxtQuvmlBaBX+2jw1pob/2jVFmTq7qBPsWGjHg42XWx7d3LfacRQUy32857vD62TYjAmxDh0evilWgr0XzNx+zbrNdqSLfV/f0UJdGlwq72hYvjAjx09Vx9QodY+unP45bg4CilqzMsDnnrT0a6ZkRrYo9p6s2Hjqv695dJSmvvsH7y/YWapOYmqX7BjZz6byGYejzdYe1+XDx0y8KsphNGt6unnpRKweokggCAFRqTdr3kfa/VNHdQDVX25SkpZk3SW9VraG2foa02CfF+rrOYl/p1/L7v/bFPilKkZ9ez/6LzKbK+dnVCPSp6C6UmUGtIlyuxXA5HI00Ke3nWtSqAY74e1vsbr69bUKEZhHBemNUB/VqUkuPfF10McGb/7lWM0a2U++mteTtZZZhcy/vzJN725UrigoC7Pro5f7AyZmpP7/uPaNuMeEunXfNvrPFrv5QnG83H9O6Jwcp0NdL51MydTo5w27VCikvMGhXP9Th6h8AKg5BAIBKrWlcb+0xFij76CY1rxNc4euko3o5v+hV1Ug/fGnD2T0V15nLYJbUxPa/rVMufpWT/Gs/7fWJ5uk6KSe7+AMqQIs6/rqzVwOt2nNWd/RuXCn7WNlZlCOLcpQj9y3P5+1g9QY/b7Nm35Y3kuCztYf03e95T/lzcg27IoJeDm4ob+jSQF0a19TJpEtTJf44mqjnv98uKW84/8QvNlv3tW8QZv3e9SDAcSVA21EGPmVw0+to1M1jQ1qodb0QjZmVt3Tmmn3ndMPM1W6/dlFSMnN0LiVTD87drJ//PFlku7ZRofr23l4VurIJAHsEAQAqvabt+0jt+1R0N1AN5TS4Qjs+HKmo7EMK8PFSVVxZzlBepXWLyVT+QVl6giSpsfmkHlrdUyq/+w+nmSQ9lf/i+4tfcMkjkib7mjQvt5cmZY13yzm7x4QrwMei1MxLS/c9MbSlul98mr3/TIo1CMg1DLun7V5F/KEWLCjZJipU7y/bpzPJGYXabrZZLcCZIMC2zcmkdIe1GE5fuHSd8goC2tQLVe9mtdS4VqD2nyl9CjhzTCfFFFGU09b0n3Zo0fa8oq5HE9KKDQEkaevRRJ2+kKE6IVVjpYN9p5O1Zt85GVV4taI6wX7qF1ubkRgoEkEAAMBj1Yqor1pPVsK7VxeYVH41FQpaP32IOqetqqCrozyZTYb+Ylmp3bn1pW2ZJR9QgghJ66/L0bGENElSsJ+3IoI3Sds2SZKiT5zVUPNBbcxtpjcW7bYbBeDt5LSCIF8vrXikvz5Yvk+vLSp66Ht0zYASz2V7Y3/zh2tLbO9dBsueOgoC8rf989bO+nbzUbs6Ba7q0SRc/WLrONW2RsClqSHJBYoW3tS1oTUoWbT9pPaezgsoStO3fOdTMrVm31k5WGXSbc6lZurp//5RdhcoR5OuaO5yzQh4DoIAAABwWWqNeFabvp+iGkaSGtQMqNDlC1GGDq+xfvuY9xfSV1+45bQBkoqqLNFTUk8fKcPwUu/EN3VMYdZ9RY0IcMTfx6KbujbQ20t2W4f0t40KVau6IZKkumF+GtezUYnnqRfm2pPsekUsg1kajoKA/M+iaZ0gPXRlrNuvWRTbYCYt69KojpGd6uvF69paX59OzrAGAUXVVnBWelaOrnx9ud3ICxTv9yOuL5EJz0EQAAAALkujVl3UqNUPFd0NlLHff56juFX3Vci1fU3Z6mDerZ9zu0iSujaq6fJQ5zohfvr0jm5atuu0WtQN0Yh2dV2eq35jl4Y6m5ypA2dLHn7fIjJEg1u7v4ijo6CtolbrsF31wTYIKFi/wXYkRVHLLjpr3+mUcg8B/tKxvrrH1Cy5YSWSmpmjKd9uk5Q3rQYoCkEAAAAAitR24M3a6u0vndmlFnWDnR6aXxrHti5RveOLJEl+ytS/xnWWj8Wiro0v76asW0y4y9X0bYX6e+vxoS0v+3h3cDgioKKCAJtRGek2QYCPpfBSkvmyskt3U5qWdWkKQrfGNXVFGa+Y0SIyRL2bVb2lERPTsqxBQHZZzqFAlUcQAAAAgCKZLRa17T+yXK956nSONQgIMyVrQOOL8/hzUqScYg6sxizZ6QpUmtLkq1zl3WBX1IgA21EZaZlFjwiwbffx6gOqG3r5xQKPnE+zft+1cU3d2Sfmss9VndmGQzm5pa/LgOqLIAAAAACVSqbJ1/r9s94fSy9+XIG9qRzqSdrmJ502QnRr5uPabkTLqxxGZzhiG0CcsFmyseC0DdsRAf/ZcMRt1/f3cd9SltWNxS4IYEQAikYQAAAAgEolsHZ0RXeh0qptStKPvo9rV26Uor8Mkipgebg7kjN0jc/F1SN+k0ZdXEQgfIuPtO9SiHNfZrau8UlzcIbSif49QNpGGOCIrwwt9EnWKSNM8zImSOpR0V1CJUUQAAAAgEqlVbfBWrPjHtU4s14NawbI35ubvpzUc7Kc+N36urn5qHSuYvpSS1ItR/lD2sWviwIkxZZFTnG+DM5ZTZiU95nH6oiyU/4jaXRFdwmVFEEAAAAAKhWT2azut02v6G5UKhZJv339qur9MVNhRqK8zCb5elVMQGIobzlA26r0ZpNJ3hazWES0ghmGlJW3ukVITkLF9gWVGkEAAAAAUAV0+csk6S+TKrobMknyqehOwLGsNOmFSEmSt5FZwZ1BZVYxFUYAAAAAAO5luVSjgSAAxWFEAAAAAABUB2azMgxv+ZqyVC/niH577YaK7pFDpqYD1XnEXyu6Gx6NIAAAAAAAqol0k498laVQpahL4sKK7o5jGxbqcMueatC0bUX3xGMxNQAAAAAAqontdYZVdBecknB0d0V3waMxIgAAAAAAqonu4/+pk0ceU2ZackV3pZCji95V95NfSJJysjIquDeejSAAAAAAAKqRiPpNKroLDh1dGymdzPs+Nyu9Yjvj4ZgaAAAAAAAoezarGuQyIqBCMSIAAAAAAFDmTF6XgoDQLR9q467vK7A3rms4+m3Vqhdd0d1wC4IAAAAAAECZs/gGWL9vlr1bSq5aBQMPpyZVdBfchqkBAAAAAIAy16THNTqhWhXdDYgRAQAAAACAclCjdl3lPLVTJ08crOiuXJbIOvUrugtuQxAAAAAAACgXFi+vSruqgSdhagAAAAAAAB6EIAAAAAAAAA9CEAAAAAAAgAchCAAAAAAAwIMQBAAAAAAA4EEIAgAAAAAA8CAEAQAAAAAAeBCCAAAAAAD/3969R0VZ5nEA/87AiNFwyxBEMTV2oVAu4gi7JIxQcjZzlyxvZcpuaeyeSsi8bK54S49batoxV/embe6uqwetdd3yHInxlpFAaQtecAFNNENhHG6BM/z2Dw7v8ZVL1soM8H4/f/E+z2/eeR78nfdlfj7zvESkISwEEBEREREREWkICwFEREREREREGsJCABEREREREZGGsBBAREREREREpCEsBBARERERERFpCAsBRERERERERBrCQgARERERERGRhrAQQERERERERKQhLAQQERERERERaYi7qwfQG4kIAMBms7l4JERERERERKQFrZ8/Wz+PdoaFgC5QU1MDAAgODnbxSIiIiIiIiEhLampq4OPj02mMTm6nXEDfSXNzMy5dugQvLy/odDpXD6dDNpsNwcHB+PLLL+Ht7e3q4RC1wRyl7o45Sj0B85S6O+YodXc9JUdFBDU1NQgKCoJe3/kuAFwR0AX0ej0GDRrk6mHcNm9v726d0ETMUerumKPUEzBPqbtjjlJ31xNy9NtWArTiZoFEREREREREGsJCABEREREREZGGsBCgYR4eHliyZAk8PDxcPRSidjFHqbtjjlJPwDyl7o45St1db8xRbhZIREREREREpCFcEUBERERERESkISwEEBEREREREWkICwFEREREREREGsJCgIbt2bMHJpMJY8aMQWJiIoqKilw9JOqldu7ciXHjxiE5ORkmkwmTJk1CeXm50i8iWL58OUaOHInRo0dj+vTpuH79uuoc169fxzPPPIPRo0dj5MiRWLZsGW7d4qS4uBhmsxkJCQkYNWoUdu/e7YzpUS+yceNG6HQ6WCwWVfuWLVsQExOD+Ph4jB8/HhUVFar+pqYmzJkzB6NGjUJMTAxeeuklNDU1qWIqKirw2GOPIT4+HiNHjsTmzZu7ejrUy5SWluKJJ57A2LFjER4ejri4OOTn5wPgdZRcr7GxEZmZmYiMjERiYiJiY2OxZ88epZ85Sq7Q1NSEhQsXwt3dXfW3Zytn3d+PHDmCuLg4JCYmIi4uDocPH76j8/xehDQpLy9PvLy85OzZsyIi8s4778jAgQPFZrO5eGTUGxkMBvnwww9FRMThcMgzzzwjoaGh8s0334iIyNq1ayUiIkLq6+tFROTnP/+5TJgwQXWOCRMmyHPPPSciInV1dRIeHi5r165V+m02mwwcOFC2b98uIiJnzpwRo9EoeXl5XT4/6h0qKipk8ODBAkByc3OV9uzsbBkwYIBUVlaKiMiyZcskKipKHA6HEvPiiy9KSkqK2O12sdvt8vDDD8uLL76o9DscDomKipLXXntNRES+/vprCQgIkOzsbOdMjnq8r7/+WoYMGSIHDx4UEZEbN27I2LFj5e9//7uI8DpKrveb3/xGhgwZIlarVURECgsLpU+fPvL555+LCHOUnK+srEzi4uJkxowZAkDKyspU/c66v5eXl4u3t7ccOnRIREQsFot4e3tLeXl5V039trAQoFGPP/64TJ06VTl2OBwSEBAgb731lgtHRb3Vk08+qTo+fvy4AJCPP/5Y7Ha7+Pv7y+bNm5X+oqIiASAnT54UEZETJ04IADl9+rQS8/bbb4u/v7/Y7XYREdmwYYMMGDBAmpublZhJkybJxIkTu3Jq1ItMnDhRNm/e3KYQEB0dLQsXLlSOrVaruLu7yz//+U8REbl69aqq2CUism/fPjEYDHLt2jUREXn//ffFYDBITU2NEjNv3jwZOXJkF8+Keou5c+fKtGnTVG0lJSVSUVHB6yh1C4899phMmjRJ1ebv7y/r1q1jjpJLfPHFF1JSUiK5ubntFgKcdX/PzMyUuLg41XubTCZ5+eWX79hcvw9+NUCjcnJyMGrUKOVYr9cjJiYGBw4ccOGoqLfatWuX6rhv374AWpYRnjx5EpWVlap8fOCBB3D33Xcr+ZiTkwOj0YjQ0FAlxmQyobKyEidPnlRiYmJioNPpVDE5OTldNi/qPfbu3QuDwYCUlBRVe1VVFT777DNVfvr4+OCHP/yhkp+HDh3CjRs3VDEmkwk3btzAwYMHAbTkZ2hoKIxGoyqmsLAQ1dXVXTk16iV2796NhIQEVVtISAiCgoJ4HaVu4YknnsDhw4dx4cIFAMD+/ftRWVmJgIAA5ii5xPDhwxESEtJunzPv77d+7mqNcfXnLhYCNOjatWuw2WwICAhQtQcGBqKsrMxFoyItOXbsGIKCghAfH4/S0lIAUOWjTqdDQECAko+lpaXt5iuAb425fv06qqqqumwu1PPV1dVh0aJFePPNN9v0teZXZ9fL0tJSuLu7o1+/fkq/v78/3NzcvlMOE3Wkrq4OZWVlcDgcePrppxEfH4+UlBR88MEHAMDrKHULaWlpWLx4MSIiIvDAAw/g0UcfxZNPPonJkyczR6nbceb9vaMYV9//3V367uQS9fX1AAAPDw9Vu4eHh9JH1FUaGxvxxhtvYOPGjTAYDLeVj/X19e32t/bdTsw999xz5ydDvcLixYuRnp6OAQMGtNlI6Hbzs0+fPm3O26dPH1VM60qYm89x83sQdcRqtQJoydXc3FxERkYiJydHKQbwOkrdwR//+EesXr0aBQUFuP/++3HixAkcOHAAer2eOUrdjjPv7x3lravv/1wRoEGenp4AWj6Q3ayxsVHpI+oqzz//PKZMmYLHH38cwO3lo6enZ7v9N7/+dmKIblVYWIi8vDykp6e323+7+XnrDsJAy07DzE+6E9zc3AAAEyZMQGRkJAAgOTkZSUlJ2LBhA6+j5HIigvnz5+P555/H/fffDwCIjIzEv//9b6xatYo5St2OM+/vHcW4OmdZCNCgfv36wcfHB1euXFG1f/XVVxg2bJiLRkVasHDhQnh6emLFihVKW2vO3ZqPV65cUfqGDRvWbr7e/PqOYnx8fPg/BNShffv2oaGhAUlJSTCbzZg6dSoAICMjA2azGc3NzQDa5ufN18thw4bBbrfj2rVrSn9lZSUcDsdt5fDQoUO7ZnLUa/j7+8PDwwMDBw5Utd93330oKyvjdZRcrrKyEtXV1RgyZIiqfejQocjOzmaOUrfTUU52xf29oxhXf+5iIUCjkpKSUFBQoByLCAoLC/Hwww+7cFTUm61evRpffvklNm7cCAAoKChAQUEBIiIi4O/vr8rHU6dOoa6uTsnH5ORk1NbW4uzZs0pMfn4++vfvj4iICCWmsLBQ9bzh/Px85jR1avHixSgsLITFYoHFYsGOHTsAAOvXr4fFYoHJZEJ0dLQqP202G86ePavkVkJCAgwGgyomPz8fBoNB2dwtOTkZZ86cQW1trSomJiYGfn5+zpgq9WBubm6Ij4/H5cuXVe1XrlzB4MGDeR0ll7v33nvh4eHRJkcvX74MT09P5ih1O35+fk67vycnJ6vO0Rrj8rx16TMLyGXy8vLE29tbSkpKRETk3XfflYEDB4rNZnPxyKg3+t3vfifh4eFy7NgxOX78uBw/flyWLFkiW7duFZGWZwtHRkYqzxZ+9tln23228OzZs0VEpL6+XkaMGNHus4X/9re/iYjI2bNnxcvLi88Wpu+krKyszeMDs7OzJSgoSK5evSoiIitWrGj3OcM/+clPxOFwiMPhkHHjxqmeM2y32yUqKkpWrVolIiKVlZUSGBioes4wUWf2798vfn5+cv78eRFpefSah4eH7N27V0R4HSXXmz17toSGhkpVVZWIiBQUFIjBYJD169eLCHOUXKejxwc66/5eXl4u3t7ecuTIEREROXTokHh7e0t5eXlXTfm26ERuKqmRpuzZswcrV67EXXfdBb1ej02bNiE8PNzVw6JepqamBr6+vsoS65tt3boVaWlpEBGsWLEC7733Htzd3fGDH/wAb7/9Nnx9fZVYq9WKF154ASUlJWhqakJqaiqysrJUjxAqKirCr371KzQ3N6OhoQGvvvoqJk6c6IxpUi+QkZGBTz75BHl5eYiMjERYWJiyQmDz5s34/e9/j759+8LPzw9btmzBoEGDlNc2NjZi3rx5OHr0KADgxz/+MdasWaPaHOjixYtIT09HdXU1GhoaMGvWLPzyl7907iSpR9u+fTvWrl0Lo9EIu92OjIwMTJkyBQB4HSWXq6+vx9KlS3HgwAF4enqipqYGM2fORGZmJnQ6HXOUnK6pqQnjxo2D1WrFiRMnEBsbi+DgYNVjrZ11fz98+DDmzZuHPn36oLGxEWvWrMGYMWO6+DfQORYCiIiIiIiIiDSEewQQERERERERaQgLAUREREREREQawkIAERERERERkYawEEBERERERESkISwEEBEREREREWkICwFEREREREREGsJCABEREREREZGGsBBAREREmiMiuHTp0vd6bUVFxR0eDRERkXOxEEBERNTLffrppzCbzdDpdAgLC8Py5csBAFarFUuXLoXVanXaWMrLy7F06dI27ampqXjzzTedMoa6ujqkpqbi3Llz7fY/8sgjeOuttwAATz31FBYsWKDqz8zMxHvvvdfVwyQiIuoyLAQQERH1cqNHj4bFYgEALFy4EFlZWQBaCgHLli1zeiFg2bJlbdqHDh2KwMBAp4whMzMTCQkJSEhIaNNnt9tx7NgxPPTQQwCAI0eOtIn785//jHnz5qG0tNQp4yUiIrrT3F09ACIiIiJnrQY4deoU/vGPf+Dy5cvt9n/22WfQ6/WIjIzEhQsXUFFRgfj4eFWM0WjEzJkzkZWVhe3btztj2ERERHcUVwQQERFpUHFxMaZOnQoAmDp1KsxmM/bs2QMAqK2txaxZsxAdHY3ExESkpqbiwoULAFr+hzwuLg46nQ67du3Cz372M4SEhCAqKgoAsGnTJsTGxmLs2LEwmUxYuXIlRAQA8NFHHyEjIwMAYDabYTabcezYMcyfPx9DhgyB2WxWjfHdd99FVFQUYmNjER0djV27dil9zz33HAIDAzFjxgwsWLAAiYmJCA0Nxf79+zud9+7duxEXFwdPT09Ve0ZGBsxmM37605/Cx8cHycnJGDNmDO69916kpqa2GVtSUhL27t2Lpqam2/6dExERdRtCREREmgBAtm7dqhyXlZUJACkrK1PFTZs2TaZNmyYOh0NERFatWiUPPvig2O121et+8YtfiMPhkJqaGjGbzSIiYjKZ5IsvvhARkdraWomIiJB33nlHOXdubq609+fHkiVLJDExUTnev3+/GI1GOX36tIiInDx5Uvr27StHjx5VYmbOnCl+fn5y6tQpERHZsGGDDB48uNPfwfjx4yU9Pb3D/pSUFFmzZo2IiKSlpckrr7zSbtxXX30lAKSgoKDT9yMiIuqOuCKAiIiIFKWlpdixYwdefvll6PUtfybMnj0bxcXFyj4DrWbMmAG9Xg+j0Yjc3FwAwK5duzB8+HAAwN13341HH30UH3zwwXcex8qVK5GamorQ0FAAwIgRI5CSkoJVq1ap4qKjoxEWFgagZZXBhQsXUF1d3eF5r1y5gnvuuafD/qKiIjz44IMAWlZNtP58K19fX+V8REREPQ33CCAiIiJFUVERRARz5syBwWBQ2u+77z5UVlaqYgcNGtTm9RcvXsRLL72Eq1evwmAwoLy8HEOHDv3O4/jPf/6DpKQkVVtISIjq6wEAEBQUpPzs5eUFALDZbPDz82v3vNevX4e7e/t//thsNly8eBHh4eEAgNOnTys/36r1d9NZ0YGIiKi7YiGAiIiI2ti+ffu3foB3c3NTHZ8/fx6PPPIIli9fjldeeQUAsHTp0jYrCe6km8eg0+kAQNmToD2+vr64ceOGqm3btm3Ytm0bqqqq0LdvX8yYMQN1dXVoaGjA3Llz4ebmhvXr1yv7IABQztHZ6gIiIqLuil8NICIi0qjWpf8A0NzcjLq6OuV/wM+cOaOKzcrKwunTpzs9X35+PhoaGjBlyhSl7dbN9G5+T7vdjoaGhnbPNXz4cJw7d07V9t///hcjRozodAzfJjAwEFVVVaq2tLQ0WCwWJCUlYfr06bBYLJg8eTJSUlJw+PBhWCwWVREAgHKOgICA/2s8RERErsBCABERkUb169cPer0e1dXVyM/PR1paGoYNG4Zp06bh9ddfxzfffAMA+Pjjj5GdnY2QkJBOzxcWFgadToecnBwAQENDQ5v9Afz9/QG0LKnfvXs3srKy2j3XokWL8P7776OkpARAy1cWPvzwQ7z66qv/15zj4+PbFBhaffLJJ/jRj34EADh69Kjyc3vOnTsHX19fZT8EIiKinkQnna2fIyIioh7v008/xfz583Hw4EGEhobiqaeeUj6AL1iwAPv27YPRaMTatWsRHx+P2tpazJ07FwcPHsSAAQPg5eWFdevWISQkBJ9//jnS09ORl5eH2NhYTJ8+HS+88ILyXlu2bMHq1asRHByMgIAAiAgOHDiA8ePH469//SsA4Omnn0ZxcTHuuusubN26FX/605+wc+dOWK1WPPTQQ/jXv/4FAPjLX/6CdevWwcPDA01NTfj1r3+NyZMnA2h53N+OHTsAtGxa+Oyzz2LmzJnKuP7whz+0u3qgpKQEMTExuHTpEoxGo9Le2NgIb29vnDhxAmFhYejfvz927tzZ5rGBrZYsWYLz589j27Zt//e/DxERkbOxEEBERESaMmfOHPTv3x+LFi36Xq+3Wq0wmUz46KOPEBwcfIdHR0RE1PX41QAiIiLSlN/+9rcoLi5WvsLwXc2aNQubNm1iEYCIiHosrgggIiIiTbp27Rr69evntNcRERF1FywEEBEREREREWkIvxpAREREREREpCEsBBARERERERFpCAsBRERERERERBrCQgARERERERGRhrAQQERERERERKQhLAQQERERERERaQgLAUREREREREQawkIAERERERERkYb8D5e3hlPZYboLAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -805,26 +697,20 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2830.0.\n" - ] - } - ], + "outputs": [], "source": [ - "accept = SimulatedAnnealing(start_temperature=1_000,\n", - " end_temperature=1,\n", - " step=1 - 1e-3,\n", - " method=\"exponential\")\n", + "accept = SimulatedAnnealing(\n", + " start_temperature=1_000,\n", + " end_temperature=1,\n", + " step=1 - 1e-3,\n", + " method=\"exponential\",\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxIterations(10_000))\n", @@ -834,24 +720,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" @@ -871,26 +746,20 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found solution with objective 2990.0.\n" - ] - } - ], + "outputs": [], "source": [ - "accept = SimulatedAnnealing(start_temperature=1_000,\n", - " end_temperature=1,\n", - " step=1 - 1e-3,\n", - " method=\"exponential\")\n", + "accept = SimulatedAnnealing(\n", + " start_temperature=1_000,\n", + " end_temperature=1,\n", + " step=1 - 1e-3,\n", + " method=\"exponential\",\n", + ")\n", "\n", "alns = make_alns()\n", "res = alns.iterate(init_sol, select, accept, MaxRuntime(60)) # one minute\n", @@ -900,24 +769,13 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "res.plot_objectives(ax=ax, lw=2)" diff --git a/examples/capacitated_vehicle_routing_problem.ipynb b/examples/capacitated_vehicle_routing_problem.ipynb index 8d56ed5..4bc026b 100644 --- a/examples/capacitated_vehicle_routing_problem.ipynb +++ b/examples/capacitated_vehicle_routing_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "4761e952-3831-4409-b75f-97a0c1414041", "metadata": { "id": "4761e952-3831-4409-b75f-97a0c1414041" @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "c8958300-e8ac-42bc-9543-d7ebcb0e364b", "metadata": { "id": "c8958300-e8ac-42bc-9543-d7ebcb0e364b" @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "343632a7", "metadata": { "id": "343632a7" @@ -76,15 +76,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "da0dfed7", "metadata": { "id": "da0dfed7" }, "outputs": [], "source": [ - "data = vrplib.read_instance('data/ORTEC-n242-k12.vrp')\n", - "bks = SimpleNamespace(**vrplib.read_solution('data/ORTEC-n242-k12.sol'))" + "data = vrplib.read_instance(\"data/ORTEC-n242-k12.vrp\")\n", + "bks = SimpleNamespace(**vrplib.read_solution(\"data/ORTEC-n242-k12.sol\"))" ] }, { @@ -99,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "776916f5", "metadata": { "id": "776916f5" @@ -118,12 +118,12 @@ " [data[\"node_coord\"][loc][0] for loc in [0] + route + [0]],\n", " [data[\"node_coord\"][loc][1] for loc in [0] + route + [0]],\n", " color=cmap[idx],\n", - " marker='.'\n", + " marker=\".\",\n", " )\n", - " \n", + "\n", " # Plot the depot\n", " kwargs = dict(label=\"Depot\", zorder=3, marker=\"*\", s=750)\n", - " ax.scatter(*data[\"node_coord\"][0], c=\"tab:red\", **kwargs) \n", + " ax.scatter(*data[\"node_coord\"][0], c=\"tab:red\", **kwargs)\n", "\n", " ax.set_title(f\"{name}\\n Total distance: {solution.cost}\")\n", " ax.set_xlabel(\"X-coordinate\")\n", @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "f951a07d-ff46-44a3-ba74-844858bfe843", "metadata": { "colab": { @@ -143,18 +143,7 @@ "id": "8f19d325", "outputId": "2c9bb974-4e8e-4cd1-fad5-668aa93c18fd" }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_solution(bks, name=\"Best known solution\")" ] @@ -171,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "ed998203-e6ee-4c5b-9e52-fe7d99ac3c59", "metadata": { "id": "ed998203-e6ee-4c5b-9e52-fe7d99ac3c59" @@ -183,7 +172,7 @@ " Solution state for CVRP. It has two data members, routes and unassigned.\n", " Routes is a list of list of integers, where each inner list corresponds to\n", " a single route denoting the sequence of customers to be visited. A route\n", - " does not contain the start and end depot. Unassigned is a list of integers, \n", + " does not contain the start and end depot. Unassigned is a list of integers,\n", " each integer representing an unassigned customer.\n", " \"\"\"\n", "\n", @@ -199,7 +188,7 @@ " Computes the total route costs.\n", " \"\"\"\n", " return sum(route_cost(route) for route in self.routes)\n", - " \n", + "\n", " @property\n", " def cost(self):\n", " \"\"\"\n", @@ -216,13 +205,15 @@ " return route\n", "\n", " raise ValueError(f\"Solution does not contain customer {customer}.\")\n", - " \n", + "\n", + "\n", "def route_cost(route):\n", " distances = data[\"edge_weight\"]\n", " tour = [0] + route + [0]\n", "\n", - " return sum(distances[tour[idx]][tour[idx + 1]]\n", - " for idx in range(len(tour) - 1))" + " return sum(\n", + " distances[tour[idx]][tour[idx + 1]] for idx in range(len(tour) - 1)\n", + " )" ] }, { @@ -247,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "e34acdfb-c269-46cd-875d-348c7fd45716", "metadata": { "id": "e34acdfb-c269-46cd-875d-348c7fd45716" @@ -260,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "7c3d8c4a-2a4b-4866-a281-454f7c3bb61c", "metadata": { "id": "7c3d8c4a-2a4b-4866-a281-454f7c3bb61c" @@ -304,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "95537882", "metadata": { "id": "95537882" @@ -382,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "56191127", "metadata": { "id": "56191127" @@ -429,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "1ceb1d6e", "metadata": { "colab": { @@ -439,20 +430,9 @@ "id": "1ceb1d6e", "outputId": "173c9006-baa1-4c96-bfae-9deb731212cd" }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_solution(nearest_neighbor(), 'Nearest neighbor solution')" + "plot_solution(nearest_neighbor(), \"Nearest neighbor solution\")" ] }, { @@ -469,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "f850b236", "metadata": { "id": "f850b236" @@ -485,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "c9da2b44", "metadata": { "id": "c9da2b44" @@ -502,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "d06ff996", "metadata": { "colab": { @@ -512,42 +492,24 @@ "id": "d06ff996", "outputId": "019c9c13-f487-4c67-adc7-597c3fbdbe7c" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best heuristic objective is 132156.\n", - "This is 6.8% worse than the optimal solution, which is 123750.\n" - ] - } - ], + "outputs": [], "source": [ "solution = result.best_state\n", "objective = solution.objective()\n", "pct_diff = 100 * (objective - bks.cost) / bks.cost\n", "\n", "print(f\"Best heuristic objective is {objective}.\")\n", - "print(f\"This is {pct_diff:.1f}% worse than the optimal solution, which is {bks.cost}.\")" + "print(\n", + " f\"This is {pct_diff:.1f}% worse than the optimal solution, which is {bks.cost}.\"\n", + ")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "f309ec78-2dfa-4d5e-9d9d-7355357ed382", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "result.plot_objectives(ax=ax)" @@ -563,23 +525,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "97a55721-4627-48bc-bddd-3eee492e28f7", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_solution(solution, 'Simple ALNS')" + "plot_solution(solution, \"Simple ALNS\")" ] }, { @@ -597,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "59de74b2-7dbb-4893-ba1a-57f895685d69", "metadata": { "id": "WlBmF77PIDGy" @@ -607,6 +558,7 @@ "MAX_STRING_REMOVALS = 2\n", "MAX_STRING_SIZE = 12\n", "\n", + "\n", "def string_removal(state, rnd_state):\n", " \"\"\"\n", " Remove partial routes around a randomly chosen customer.\n", @@ -657,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "SeJWYINg20Fn", "metadata": { "id": "SeJWYINg20Fn" @@ -673,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "Rx2-Q0V-28Lx", "metadata": { "id": "Rx2-Q0V-28Lx" @@ -690,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "V8oOY04m3mf3", "metadata": { "colab": { @@ -700,18 +652,7 @@ "id": "V8oOY04m3mf3", "outputId": "9d222fce-d1c1-44f2-dbc3-b3f6a4636532" }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "result.plot_objectives(ax=ax)" @@ -719,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "XLrbh5loClBZ", "metadata": { "colab": { @@ -729,34 +670,17 @@ "id": "XLrbh5loClBZ", "outputId": "1e3b5ca8-49d1-4ad6-fcc3-449958839953" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best heuristic objective is 127505.\n", - "This is 3.0% worse than the optimal solution, which is 123750.\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "solution = result.best_state\n", "objective = solution.objective()\n", "pct_diff = 100 * (objective - bks.cost) / bks.cost\n", "\n", "print(f\"Best heuristic objective is {objective}.\")\n", - "print(f\"This is {pct_diff:.1f}% worse than the optimal solution, which is {bks.cost}.\")\n", - "plot_solution(solution, 'String removals')" + "print(\n", + " f\"This is {pct_diff:.1f}% worse than the optimal solution, which is {bks.cost}.\"\n", + ")\n", + "plot_solution(solution, \"String removals\")" ] }, { diff --git a/examples/cutting_stock_problem.ipynb b/examples/cutting_stock_problem.ipynb index 78200c5..f5146a0 100644 --- a/examples/cutting_stock_problem.ipynb +++ b/examples/cutting_stock_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -57,33 +57,26 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Each available beam is of length: 1000\n", - "Number of beams to be cut (orders): 180\n" - ] - } - ], + "outputs": [], "source": [ "# The first line lists the number of lines for beam orders.\n", "# The second line is the length of the available beams. Each\n", "# following line is an order of (length, amount) tuples.\n", - "with open('data/640.csp') as file:\n", + "with open(\"data/640.csp\") as file:\n", " data = file.readlines()\n", "\n", "NUM_LINES = int(data[0])\n", "BEAM_LENGTH = int(data[1])\n", "\n", "# Beams to be cut from the available beams\n", - "BEAMS = [int(length)\n", - " for datum in data[-NUM_LINES:]\n", - " for length, amount in [datum.strip().split()]\n", - " for _ in range(int(amount))]\n", + "BEAMS = [\n", + " int(length)\n", + " for datum in data[-NUM_LINES:]\n", + " for length, amount in [datum.strip().split()]\n", + " for _ in range(int(amount))\n", + "]\n", "\n", "print(\"Each available beam is of length:\", BEAM_LENGTH)\n", "print(\"Number of beams to be cut (orders):\", len(BEAMS))" @@ -107,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -115,7 +108,7 @@ " \"\"\"\n", " Solution state for the CSP problem. It has two data members, assignments\n", " and unassigned. Assignments is a list of lists, one for each beam in use.\n", - " Each entry is another list, containing the ordered beams cut from this \n", + " Each entry is another list, containing the ordered beams cut from this\n", " beam. Each such sublist must sum to at most BEAM_LENGTH. Unassigned is a\n", " list of ordered beams that are not currently assigned to one of the\n", " available beams.\n", @@ -124,7 +117,7 @@ " def __init__(self, assignments, unassigned=None):\n", " self.assignments = assignments\n", " self.unassigned = []\n", - " \n", + "\n", " if unassigned is not None:\n", " self.unassigned = unassigned\n", "\n", @@ -132,8 +125,9 @@ " \"\"\"\n", " Helper method to ensure each solution state is immutable.\n", " \"\"\"\n", - " return CspState(copy.deepcopy(self.assignments),\n", - " self.unassigned.copy())\n", + " return CspState(\n", + " copy.deepcopy(self.assignments), self.unassigned.copy()\n", + " )\n", "\n", " def objective(self):\n", " \"\"\"\n", @@ -147,24 +141,26 @@ " \"\"\"\n", " _, ax = plt.subplots(figsize=(12, 6))\n", "\n", - " ax.barh(np.arange(len(self.assignments)), \n", - " [sum(assignment) for assignment in self.assignments], \n", - " height=1)\n", + " ax.barh(\n", + " np.arange(len(self.assignments)),\n", + " [sum(assignment) for assignment in self.assignments],\n", + " height=1,\n", + " )\n", "\n", " ax.set_xlim(right=BEAM_LENGTH)\n", " ax.set_yticks(np.arange(len(self.assignments), step=10))\n", "\n", " ax.margins(x=0, y=0)\n", "\n", - " ax.set_xlabel('Usage')\n", - " ax.set_ylabel('Beam (#)')\n", + " ax.set_xlabel(\"Usage\")\n", + " ax.set_ylabel(\"Beam (#)\")\n", "\n", " plt.draw_if_interactive()" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -186,19 +182,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "degree_of_destruction = 0.25\n", "\n", + "\n", "def beams_to_remove(num_beams):\n", " return int(num_beams * degree_of_destruction)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -249,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -275,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -285,6 +282,7 @@ " which beam would minimise that beam's waste once the ordered\n", " beam is inserted.\n", " \"\"\"\n", + "\n", " def insertion_cost(assignment, beam): # helper method for min\n", " if beam <= wastage(assignment):\n", " return wastage(assignment) - beam\n", @@ -294,11 +292,12 @@ " while len(state.unassigned) != 0:\n", " beam = state.unassigned.pop(0)\n", "\n", - " assignment = min(state.assignments,\n", - " key=partial(insertion_cost, beam=beam))\n", + " assignment = min(\n", + " state.assignments, key=partial(insertion_cost, beam=beam)\n", + " )\n", "\n", " if beam <= wastage(assignment):\n", - " assignment.append(beam) \n", + " assignment.append(beam)\n", " else:\n", " state.assignments.append([beam])\n", "\n", @@ -314,17 +313,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial solution has objective value: 81\n" - ] - } - ], + "outputs": [], "source": [ "rnd_state = rnd.RandomState(SEED)\n", "\n", @@ -336,20 +327,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "result.plot_objectives(ax=ax)" @@ -421,23 +390,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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AXFwcEhMTzR3KE2/fvn1o3LgxfvnlF3Tt2tXc4RARET2SeGsPERER0WNowoQJOHLkiFFZ8RopGo3GDBERERE9HphIISIiInoMHTt2DJMmTVIWqL1w4QKmT5+O7t27w9/f38zRERERPbqYSCEiIqIHIjMzExqNBr/99hsuX74MjUaD+Ph4c4f1xOjVqxeSk5MRGhqK4OBgREVFoVOnTvjuu+/MHRoREdEjjWukEBERERERERGZiDNSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIiIiIiIiEzGRQkRERERERERkIiZSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIiIiIiIiEzGRQkRERERERERkIiZSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIqpQcnNzodFo4OnpCZVKheDgYGg0GtSrVw8hISEYMmQIDh069EBjiIuLw4QJEx7oMZ5kK1euxGeffWbuMIiIiO4JEylERERUodjZ2SEhIQGvvvoqAGDNmjVISEjA4cOHsWHDBqjVajRs2BAffPDBA4shLi4OEydOfGDtP+mYSCEiokeZlbkDICIiIjJV9erVMXPmTFSpUgVjxoyBp6cnYmJizB0WERERPUE4I4WIiIgeOaNHj0bVqlUxduxY6PV6pTwjIwNvvPEGfH19ERQUhHr16mHOnDlG+2ZlZWHo0KGoX78+GjZsiNDQULz++us4c+YMAKBnz56YN28eAECj0UCj0aBbt27KLUdubm7w9fXFli1b0KZNGwQEBEClUmHlypVK+2+//Tb8/PwQFBSEOnXqYPLkydDpdACA6dOno2rVqlCpVAgNDcWvv/4KAFiyZAmCgoJQqVIl9OzZ87b9P3XqFHr06AFvb2/Url0bTZo0wbJly5TtW7ZsgUajgbW1NWJiYjBhwgSEhYXBw8MDTZo0wdatW0u0uW7dOjRt2hQBAQHw9fVF9+7dcfbsWWX7O++8o/R1xYoViImJQZMmTaBWq9G5c2cAwIoVKxAdHY1GjRpBo9EgLCwMP/30k9FxWrZsid9++w2XL19Wzu+bb76pbE9KSsLLL78MHx8fBAYGIiQkxOgamnIddDodxo0bhwYNGqBRo0Zo0KABBgwYgISEhNueVyIiIpMIERERUQUUGxsrAOTs2bOlbu/du7cAkN27d4uISEFBgYSHh0twcLAkJSWJiMjOnTvFzs5Opk+fruw3cOBAefrpp6WgoEBERK5cuSK1a9eWBQsWlDh2aWJiYsTR0VEGDhwohYWFYjAYpHXr1vLrr79KQUGBREZGSoMGDZQYjh8/LtWrV5eePXsqbSxdulQAyMaNG43anjdvnrz++uu3PS+JiYlSuXJl6du3rxQWFoqIyKpVq8TS0lLmzp1rVNfHx0cqVaokM2fOFBERvV4vL730ktjY2MiJEyeUeitWrBALCwuZPXu2iIgUFhZKz549pUaNGpKSkqLU27JliwCQRo0aKfsvWLBAnn/+eRERadeuncyaNUupf/DgQXFzc5OVK1eWOIc+Pj4l+paamioBAQHStm1bycrKEhGR//3vf+Lo6CijR48u0UZZ12HKlClSr149pY309HRp0aKFxMbG3vbcEhERmYKJFCIiIqqQ7pRIGT16tACQpUuXiojIt99+a/S62EsvvSSOjo6SnZ0tIiL16tWTgQMHGtVZuXKl7Nq1q8SxSxMTEyMA5PLly0pZUlKSZGZmyoIFCwRAicTBjBkzBIBs3bpVRETy8vLEzc1N+vTpY1QvIiJC/vrrr7JOiXJ8tVot165dMyrv1KmTODk5SWZmplLm4+MjAQEBYjAYlLLk5GSxtraWfv36iYiIwWAQHx8fCQ4ONmrv/PnzAkAmTZqklBUnUt5//32lLC8vTy5evCgiIidOnBCdTmfUTs+ePaVDhw4l+lBaIqX4vCckJBiVDx06VCwtLeXMmTNGbZR1HZ599ll56qmnjNrYtm2brF27tsQxiYiI7hZv7SEiIqJHkogAAFQqFQBgw4YNAIAWLVoY1atfvz4yMzOxZ88eAEDbtm3xzTffoEePHli9ejVyc3Px/PPPIzw83ORju7m5oVq1asrrqlWrwsHBAevXrwcAREREGNWPjIwEUHT7DADY2NigT58++PXXX5Geng4AOHr0KPLy8tCoUaPbHnv9+vXw8/ODu7t7iWNkZGQgPj6+RP+LzxEAVKlSBbVq1VLqnThxAufOnStx3mrWrAlnZ2ds3ry5RAwhISHKv21sbFCjRg0AgL29PYYNG4bGjRujQYMG0Gg02LBhA06fPn3bPt3cN1tbW4SGhpbom16vx59//mlUXtZ1aNu2LTZu3Ih27dphyZIlyMjIQMuWLdG+fXuT4iAiIrodJlKIiIjokXTu3DkAgK+vLwDg+vXrAIAOHTooa29oNBrMnTsXHh4eSE1NBQB8+umnmDdvHk6fPo1OnTqhatWqGDJkCDIyMkw+tqOjY6nlxTG4ubkZlVeuXBkAkJycrJS9+OKLyM3NVdYQ+fbbb/Hiiy/e8djXr18v0X5ZxwAAJyenEnXd3Nxw6dIlo5hXrVpldN40Gg3s7e1RWFhYYv/S+p+dnY3WrVvjr7/+wpo1a/D3338jISEBzz33HPLz8+/Yr+JYXF1dTe5bWddh+PDhWLJkCfLy8tC7d2+4u7ujT58+uHr1qklxEBER3Q6f2kNERESPnLy8PGzatAnVq1dXZnBUqVIFALB161Y4OzuXua+FhQUGDx6MwYMH4/jx45g3bx5mzZqFzMxMfP/99+WKqziGGzduwNPTUylPSUkBAKNZJMWLoH777bcYOHAgli5din379pl0jBs3bpQoL+0YAJQZL7fWLZ5FUhxz79698emnn97x+GWJj4/HiRMnsGzZMnh4eNxTG1WqVMHFixdLjRco2bfb6dGjB3r06IELFy7g22+/xfTp03HhwgVs3779nmIjIiIqxhkpRERE9MiZMmUKrl+/jvfffx8WFkUfZ9q1awcA2L9/v1Hd9PR0vPDCC0ry4eWXX0ZOTg4AIDAwEJ9++imeffZZHDhwQNlHrVYD+Pf2ofXr15eavLhVcQy7du0yKt+5cycAlLi15MUXX8SePXvw0UcfITw8XJl5cadjnDlzRplJcvMxnJyc0KxZM6PyQ4cOGb2+fv06zp49q9SrU6cOfH19S5w3APjqq69KPPWoLMWzToqvR7ErV66UqKtWq5VzKyJYuXIl8vLy0K5dO+Tl5Rldi+K+WVpa4umnnzYplrFjxypPHKpZsyZiY2MxaNCgEu0SERHdCyZSiIiI6JFx6dIlvP7665g+fTqmTZuGmJgYZVvfvn0RGRmJUaNG4dq1awCKHpX71ltvwcLCQrkdZtOmTfj888+VL/LJyck4fPgwnnrqKaWtWrVqAQAuXryI9PR0dOnSBVlZWXeMrziG2NhY5TaUU6dOYcaMGejZsydatWpVor5arca4cePw0ksvmXQOJkyYACcnJ4wYMUJ5pPLq1avxxx9/4IMPPoCDg4NR/YyMDMyaNQsAYDAYMGbMGFhYWGDcuHEAitaYmTlzJrZv344FCxYo++3cuRPjx483ee2YZs2aoXLlyvj888+Vc7V582Zs2rSpRN1atWrh+vXryM/Px4kTJ9CrVy9YWlpi2LBh8Pf3xzvvvIPs7GwAwO7du7FgwQKMHDlSuS538r///Q8zZsxQzk9WVhb27NljdI2JiIjulUqKP0UQERERVQC5ubmIjIzE1atXkZSUhLp168La2hoFBQVQqVSIiorCkCFDjBY8LZaZmYlx48Zh5cqVcHR0hKWlJTp06IDY2FjY2toCABYuXIjvvvsOycnJsLKyQmFhIbp06YJx48bB2toaAJS1NQ4cOABbW1v07dsX7777LiIiInDy5ElkZWUhODgYL7zwAsaPH18ihvHjx2PlypWwsbGBXq9H//79MXbsWFhZlbyrumvXrti1axfOnz9fYjZHWU6dOoWxY8di165dsLa2hrOzM0aPHo0ePXoY1fP19YVWq0WDBg2wZMkSnDt3DjVq1MAnn3yCqKgoo7p//vknJk6ciAsXLqBKlSpwdXVFbGwsWrZsCQCYOnUqFixYgNOnT8Pf3x8uLi7Yu3evURu7du3CyJEjcerUKdSpUwd16tTB5cuX8eeffyI4OBiLFy9GcHAwrl27hl69euHChQtQq9UYOXKkkkhKSkrC2LFjsXHjRtjZ2cHKygqvv/46hgwZohznTtfht99+w5dffonExESo1WoUFhaiTZs2mDJlym1v+yIiIjIFEylEREREZjRlyhTk5uZi6tSp973t4kTKwoUL73vbRERETyouNktERERkRkuXLsXy5cvNHQYRERGZiGukEBERET1kDRs2hMFgwIYNG1CtWjXUrl3b3CERERGRiXhrDxEREdFD5ufnBwsLC1SuXBnff/896tSpc1/b37JlC4YPH44jR47AwcEB3t7e2L17t7IGDBEREd07JlKIiIiIiIiIiEzEW3uIiIiIiIiIiEzERAoRERERERERkYn41B4yO4PBgMuXL8PR0REqlcrc4RAREREREdFjTkSQmZmJ6tWrw8Li7uaYMJFCZnf58mXUrFnT3GEQERERERHRE+bChQvw8vK6q32YSCGzc3R0BFA0gJ2cnMwcDRERERERET3uMjIyULNmTeX76N1gIoXMrvh2HicnJyZSiIiIiIiI6KG5l+UluNgsEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYhP7aEKo+niprC0szR3GERERERUhqXTdOYOgYjovsjS6+95X85IISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhETKQQEREREREREZmIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhETKQQEREREREREZmIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhEVuYOgJ5sS5cuxeTJkwEAx4Ydg4XaAl6veMGxvqOZIyMiKmLQGXBtxTVcX3cddT6oA2t3a6PtuYm5SFqeBCkUFKYVQu2iRo2Xayj1Cq4V4MpPV6DP1kOfo0cl/0qo1qcaLGz+/VtG+t50XP/jOlRqFaRQUKl2JXh084CFNf/eQUREj4cCgwGfXE/GrpwcOFpYIF8Eg9wq4ynHkp/7h126hA1ZmTgSGGRUfjwvDx8nJyPToIclVKhsZYnRVT1QQ61+WN0gAsAZKWRmffr0wenTpwEAgZ8EwsbTBuc+PYfCzEIzR0ZEBBQkF+DstLPQpesAQ8nt+ZfzcX7WeXj29kStMbUQMDEAunRdUX0A+jw9zn5wFrbetvD7j1/R9jQdLi289G8bV/JxYc4FuD/nDr//+KHWf2oh51QOrq249rC6SURE9MDNu5GCTVlZ+K6mN77z9kGshydGXLmMY3l5RvXisrKwMye7xP4igtcuXUSAjTV+9vHFjz4+qKFWY/jlSyXqEj1oT2wipWPHjnBxccGECRPMHcpjpUOHDnd1Xj08PPDMM88AAFQWKnj28QQMwPXV1x9glEREpjHkG+A12AsuLVxK3Z60IgnOzZxhW90WAGBhY4GaQ2rCppoNACAzIROFKYWoEl0FAKCyVMGtrRvSd6ajIKUAAJB3MQ8wAA7BDkVtqC1gH2iPrMNZD7h3RERED8+xvDyE2NrC0dISABBsawtHCwvsyslR6uQYDJh5PRkD3SqX2D/dYMBVnQ5NK9krZU0r2eNQXh7S9foH3wGimzyxiZTVq1dDo9GYO4zHztq1a+/qvGZlZaFhw4bK6+Jp7Dmnc8rahYjoobH1soWNh02p2ww6AzITMmFfx954n5q2sLQv+pBYeKMQKkuV8hoArFysAAFyjhe9z9kH2sPSyRJp/0sDAOiydMj8OxOWTpYgIiJ6XDzt6Ii/cnJwubBo5vmO7Czc0OtR2erf33efX09GTxcXo7JiLpaWCLerhLWZGdCJQCeCtZkZsFOpYGfxxH6tJTPhGilkNikpKcjIyEDVqlWVspxTOVBZq2DILWUOPRFRBVKQVADRCfTZepybdQ66DB2sHKzg3skdlfwrAQCsq1hD9P+unQIAutSi234KU4s+SFo5WaHW6Fq48MUFXF97HYWphbBytoJnT0/zdIyIiOgB6OLsgjyDoEviWbhbWSGxoADRDo5o7+gEADiSl4eDeXl4x70qVmWkl9rGF1418M7ly2h9+hQAIE8EsR6esFapHlo/iIAKNCPll19+gUajgUqlwpo1a9CpUydUr14dnTt3xoQJExAeHg6tVouwsDDMnz9f2W/Hjh1o2rQpVCoVlixZgi5duqBu3bro3bs38vPzlXo6nQ5Dhw6Fj48P2rZti/fff7/UOGbMmIH69esjIiICTZs2xZYtW5RtxbcDjRo1Cq+++ioiIiIQFhaG06dPY9myZejQoQMCAgLw3XffmdTn9957D76+vtBqtfj444/Rrl072Nvb47PPPgMA7N69G61atUKzZs3QrFkzTJ48Gfp/pq3dvO+HH36I1q1bo3bt2lizZg0OHDiAHj16IDAwEG+++abRMXU6HcaMGYOQkBCEhYWhdevWOHDgAAAgNjYWjo6O8Pb2xtSpUwEAX331FXx9fVGvXj2cPXsWCQkJeOaZZ9CyZUu0aNECXbp0wcWLF03qb7H8/HxkZGQgKSkJAJQ+GQoNuL72OuwD7SGFcldtEhE9bPqcoveupBVJqNanGvzf84dTYyecff8s8i4V3e/tqHGEuooayauSIQaBId+A6xuuAypADEXvcwUpBUj8OBGVoyujzgd1EPhJINy0brBy5N86iIjo8fFLWhq+vpGCZT6+WF3LD7/4+CLUzhYWAAwimJx0FeOqesCijKSIXgSvX7wEJ0tLbPYPwGb/AIx2rwovLjRLZlBhEindunVTEgh79uzB77//jm3btsHOzg7ff/89Vq1ahbi4OPzxxx8YP348tm3bBgBo0aIFfv75ZwDA1q1b8euvv2Lfvn3Yvn07Fi9erLT/8ccfY/Xq1di3bx82bdqE2rVrY8+ePUYxfPXVV/jss8+wceNG7Nq1C5MmTUKHDh1w9uxZAP/eDrR8+XJMnjwZu3btQp06ddCvXz8YDAasXbsWs2fPxuuvv46srDvf2z5lyhQMGDAAf/31F4KCgrB+/XrMnj0b1tbWSE5ORnR0NMaOHYv4+Hj8+eef+PXXX/Hhhx+W2Lc44TNq1Ci89NJL2LBhA5YuXYr4+Hh888032Lp1q3LM8ePHY8OGDdi5cyf27NmD3r174+mnn0Z6ejomTpyIF198ETVr1sS7774LABg8eDCCgoKwYcMG1KpVCzt27EC9evWwfft27NixA40aNUL//v3v6lpPmzYNzs7OqFevHgDgtddeAwBcXXwVzuHOsHKxgsqaWWUiqthU/3zQc2nmAusqRU/ocW3pCnUVNW5svgGg6HZFv//4wVBgwJmpZ3Bu1jlUaVcFsIByu0/KuhRYWFvATesGALBysIKVixUSP0yE6JlUJiKiR5+I4OPka+jh4gJv66LfmUG2ttiWnY2vbqTgx7RUNLKrhEBb2zLb2JKVhd25ORhexR1qlQpqlQrN7e3x0sULOF9Q8LC6QgSgAiVSbjZgwAAAQEBAAH766Sds3rwZ1apVAwBUrVoVUVFRWLt2bYn9evfuDQCws7NDeHg4EhISlG2zZs1C//79Ubly0cJF3bt3h5ubm9H+U6dOxYABA+Dh4QEAiI6ORlBQEGbMmGFUr3Xr1nB3dwcANG/eHPv27UPXrl0BAC1btkRWVhZOnTplcn+rVKmCjh07AgBefPFFDBkyBLNnz4aXlxc6dOgAALC3t0ffvn0xZ84co309PDzQqlUrJZakpCRERkYCACpXrozg4GDs378fAJCbm4tPP/0Ur7/+OhwcihY1fPnll2EwGPD1118DAPr164f4+HjlSTqXLhWtgl2jRg0ARU/ZiY2NVY7fo0cPxMXFITc31+T+jh07Funp6UhPT4ezszPee+89AIDKWgWPrh7QpetKPF6UiKiiUbsV/QVM7Wr8lzB1FTUKkguM6nkN8oL/OH/UeqcW7GrZAfqi9VcAID8pH+oqxm1Yu1sj/0q+MrOFiIjoUXZDr0eGwVDiMcVeajU2ZGbiv9nZ2J+bi5jz5xBz/hzm3yj6g0TM+XN47eIFAMC5ggJYAfC4qY1qajUMItiazQXa6eGqkPOGvby8jF4fPHgQgwcPRnZ2NqysrHDs2DElwXCz6tWrK/92dHRERkYGACA9PR1XrlyBn5+fUX1vb2/l35mZmTh//jwCAgKM6gQEBODgwYNGZcVJHQCoVKkS3N3dYWVVdCrt7e2VY95rfwHg0KFDuHLlCrRarVKWlZUFtVqNwsJCqP95A7k1llvL7O3tlVhOnTqFvLw8oz5aWlrC19dX6WNYWBiCgoLwww8/IDY2Fj/++CP69u2r1BcRjBs3Drt374aVlRXy8/MhIrh27Rp8fHxM6q+NjQ1sbIoWb2zTpg1WrlwJAPDs6QkRQe6ZXLi2dDWpLSIic1G7qaF2V0OXpjMq16XrYF/73wVos45mwaGug/I6+3g2rFysUCmg6D1b7aIuscB2cZvFC3ATERE9ylwtLWGtUiFZZ/w7M1mng53KAvO8ahqV/5qehnevXsUi73+/X1RVW0EHIFWng+s/371u6HTQAbBV8fclPVwVcsRZWv67SvOuXbvw/PPPY9CgQdixYwfi4uLQvn17iJSc7nzzfiqVqtQ6N1Pd46JENx+ntNcA7njsO+0PACEhIYiLi1P+27t3L86cOaMkUcra99ayu4kFKJqV8sMPPwAAVqxYgRdeeEHZ1r9/f+zcuRPr1q3D1q1blduq7vYYxerUqYMjR44AAPIu5CH5t2SITkr8dZaIqCJyf9YdafFp0GcXrZeSdSQL+Vfy4ar9Nxl8YfYF5CcVrdmlz9Yj+bdkePbyhMrin1uDWrog/3I+Mg9kAgAMBQak/JkCW19bWFfl7DwiInr0WahUeN7JGcvT05VHFR/Jy0N8djbaOzma1EaUvQMqW1ri29QbStnXN1LgYGGBFvb2t9mT6P6rkDNSbrZjxw6oVCrl1hkAKCgogLW16R8unZ2dUa1aNZw5c8ao/Pz588q/ixdZvfWWnNOnT6N58+b3GP29CwkJwfz582EwGGDxz+O8rl27hkmTJmH27Nn31GZAQABsbW1x6tQpREVFASha6DUxMRG9evVS6vXt2xfvvfcevvjiC9SpU0eZZQMA27Ztw6hRo+DoWPSGV1CO+xEzMzPx0UcfwWAoekJP4vREZRv/CktEFYFBZ0DiR4kw5BS9T12YewFqNzW83yia0eimdYMh14Cz08/Cwq7ofct3hC/sfOyUNhxCHJD4cWLRrUBSlHxxjnBWttvXtof3UG9cW3UNyauTYcgzwMbLBp7d/022EBERPerGVK2KL65fx0sXzsPOwgLZBgPedq+K/3Mxnokec/4crv+TbIk5fw4t7B0wqHJlOFla4puaNfFxcjJ6nUuEAKhkYYGvvWqiGhecpYeswidSgoODodfrsXXrVmi1WqSkpGDr1q14+umn76qdN998E19++SXefPNNVK5cGcuXL8eVK1eM6rz77ruYMmUKhg4diqpVq2Ljxo04evQoVqxYcT+7ZJI33ngDM2fOxPz58zF48GCICCZPnqyszXIv7OzsMHz4cMyZMwe9evWCvb09FixYAAsLCwwaNEip5+Pjg1atWmHkyJH4/fffjdoIDg7G1q1bMXbsWFhZWWH58uX3HI+joyP0ej0yMjLg7OyMunPrwtKu9Nk5RETmYGFlAb+xfretU6VDFVTpUKXM7TVfq1nmtmJOjZzg1MjpruMjIiJ6VNhZWGBk1ap3rHfz7Ty3qmNji6+87vx7lehBqzCJlHXr1mHMmDEAAK1WizfeeAPdunVDhw4dEBsbi/79+6N27dqoVq0agoKCsG7dOowYMQL9+vXDq6++CgDo1asXvv32W3z//fdYt24dAGDEiBGYMWMGRo4cicuXL6Nhw4YICAhAREQEmjVrhoULF0Kn02HKlCkYPHgwMjIy0LZtW9jZ2SmPYq5Vq5bSfkJCAhITE+Hk5ARPT09Mnz4dV69eRXR0NH7++WflNphhw4Zh+vTpaN++fZl9nj59OhYuXIi0tDRotVrMnz9fWb/E3d0df/75J95++23MmzcP9vb2aNmypbIw68379u/fH2PGjMFLL71kdB6mT5+uxGtra4sxY8Zg0qRJMBgMiIiIgJ2dHezt7bFhwwY4OzsbxdavXz+cOnUKbdq0MSr/9ttv8corryAkJARBQUEIDAxUjvn1119j1KhRyjFFBBMnTrz3QUFERERERERUwajkXhe3ILpPOCOFiIiI6NGwdJruzpWIiB4BWXo9wk+dRHp6Opyc7m5mMBeiICIiIiIiIiIyERMpREREREREREQmqjBrpDyOEhISMGzYsFK3tWjRAlOmTHm4ARERERERERFRuTCR8gBpNBrExcWZOwwiIiIiIiIiuk94aw8RERERERERkYmYSCEiIiIiIiIiMhETKUREREREREREJmIihYiIiIiIiIjIREykEBERERERERGZiIkUIiIiIiIiIiITMZFCRERERERERGQiJlKIiIiIiIiIiEzERAoRERERERERkYmYSCEiIiIiIiIiMhETKUREREREREREJip3IiUjIwOZmZn3IxYiIiIiIiIiogqt3IkUFxcXdO3a9X7EQkRERERERERUoZU7kRIWFoYNGzbcj1iIiIiIiIiIiCq0cidSAgMDy7y1Z/DgweVtnoiIiIiIiIiowrAqbwMNGjSAVqtF586d4eXlBUtLS2Xbjh07yts8PUF29tkJJycnc4dBRERERGWJMXcARET3R0ZGBuDsfE/7qkREynNwOzs7eHp6lrotKSkJOTk55WmengAZGRlwdnZGeno6EylERERERET0wJXne2i5Z6Q0bdoUW7ZsKXVb69aty9s8EREREREREVGFUe4ZKdnZ2bC3t79f8dATiDNSiIiIiIiI6GEy64wUe3t7ZGZm4uuvv8bBgwcBFK2bMnDgQDg6Opa3eSIiIiIiIiKiCqPcM1L+/vtvPP300zAYDPD19QUAJCYmwtLSEhs2bECDBg3uR5z0GOOMFCIiIiIiInqYzDojZfjw4ZgyZQpefvllWFgUPU3ZYDDg22+/xbBhw7B58+byHoKIiIiIiIiIqEKwKG8DWVlZGDRokJJEAQALCwsMHDgQ2dnZ5W2eiIiIiIiIiKjCKHciJScnB7m5uaWW89HHRERERERERPQ4KfetPc8++yxatmyJN954A/7+/gCAU6dOYc6cOejUqVO5AyQiIiIiIiIiqijKnUiZOnUqLCwsMGTIEOTn50NEYGtri+HDh2PSpEn3I0YiIiIiIiIiogqh3E/tKZaXl4dTp04BAAICAmBra3s/mqUnAJ/aQ0RERERERA9Teb6HlnuNlC+//BIAYGtri5CQEISEhECn0yE8PByrVq0qb/NERERERERERBVGuRMpS5YsKVHm4OCA1atXY/r06eVtnoiIiIiIiIiowrinNVLOnz+PxMREAEBaWhq2b9+OW+8QSk1NRVpaWnnjIyIiIiIiIiKqMO4pkbJgwQJMnDgRAKBSqRAVFWW0XaVSoWrVqnjvvffKHyERERERERERUQVR7sVmW7dujS1bttyveOgJxMVmiYiIiIiI6GEy62KzK1asKHNbSkpKeZsnIiIiIiIiIqowyp1IcXV1LXNb9+7dy9s8EREREREREVGFUe5ESkZGBl5++WXUqFEDlpaWRv9t3br1fsRIRERERERERFQh3NNiszcbNmwYrKyssGDBAowePRqfffYZ8vPzsWLFCtja2t6PGImIiIiIiIiIKoRyJ1KOHTuG+Ph4AMD06dOVJ/hER0ejS5cu5W2eiIiIiIiIiKjCKPetPTfPOsnPz0dhYaHyOjExsbzNExERERERERFVGOVOpADAvHnzUFBQgODgYPTp0wc//vgjXn75ZVhY3JfmiYiIiIiIiIgqhHLf2jNu3DisWbMGaWlpGD9+PNq3b4/ly5fDw8MDy5cvvx8xEhERERERERFVCCoRkfI0kJGRAZVKBUdHR6Xsxo0bcHNzK3dw9GTIyMiAs7Mz0tPT4eTkZO5wiIiIiIiI6DFXnu+h5b73xsXFBV27djUqYxKFiIiIiIiIiB5H5U6khIWFYcOGDfcjFiIiIiIiIiKiCq3ciZTAwEBkZmaWum3w4MHlbZ6IiIiIiIiIqMIo92KzDRo0gFarRefOneHl5QVLS0tl244dO8rbPBERERERERFRhVHuxWbt7Ozg6elZ6rakpCTk5OSUp3l6AnCxWSIiIiIiInqYyvM9tNwzUpo2bYotW7aUuq1169blbZ6IiIiIiIiIqMIo94yU7Oxs2Nvb36946AnEGSlERERERET0MJn18cf29va4cOECYmNj8fbbbwMAfv31V5w8ebK8TRMRERERERERVSjlTqTs2LEDgYGB+PXXX7Fu3ToAQGFhIbp06YJNmzaVO0AiIiIiIiIiooqi3ImUcePGYdOmTfj777/h4eEBAOjRowe2bNmCqVOnljtAIiIiIiIiIqKKotyJFBFBZGQkAEClUinl7u7u0Ov15W2eiIiIiIiIiKjCKHciJT09HZmZmSXKL1y4gOvXr5e3eSIiIiIiIiKiCqPcjz/u06cPIiIiMHDgQCQnJ+O7777DsWPHsGjRIrzzzjv3I0YiIiIiIiIiogqh3I8/BoCvvvoK77//Ps6fPw8A8Pb2xrvvvotBgwaVO0B6/PHxx0RERERERPQwled76H1JpBTLysoCADg4ONyvJukJwEQKERERERERPUzl+R5a7lt7iu3cuRNHjx4FAAQHByMiIuJ+NU1EREREREREVCGUO5Fy9uxZ9OzZE3v37jUqDwsLw5IlS+Dr61veQxARERERERERVQjlfmrPgAEDEBISggMHDiArKwtZWVlISEhAvXr1EBMTcz9iJCIiIiIiIiKqEMo9IyUlJQVbt241KmvQoAG+/fZbhISElLd5IiIiIiIiIqIKo9wzUqpXr15quYjAx8dHeb1r167yHoqIiIiIiIiIyKzKnUjp1q0bunXrhri4OJw5cwZnzpxBXFwc+vfvj379+uH8+fM4f/48hg8ffj/iJSIiIiIiIiIym3I//tjC4va5GJVKBRGBSqWCXq8vz6HoMcXHHxMREREREdHDZNbHH0dERGDJkiW4XT5GRNC7d+/yHoqIiIiIiIiIyKzKnUj58MMPsWbNGqSmpsLNzQ2RkZFo0KBBiXoffPBBeQ9FRERERERERGRW95xIOXr0KPr164f9+/cbzUZRqVRo1qwZvvvuO9SqVUspb9WqVfkiJSIiIiIiIiIys3tabPbcuXNo27Ytmjdvjvj4eKSlpUGn0yEtLQ3x8fFo3LgxtFotrly5cr/jJSIiIiIiIiIym3tabPbFF19Eu3bt0KtXrzLrLF26FBs3bsRXX31VrgDp8cfFZomIiIiIiOhhKs/30HtKpDRr1gzx8fF3rNe8eXP897//vdvm6QlTPIDrzq0LSztLc4dDRERE9EhaOk1n7hCIiO6o7rGj5g4BQPkSKfd0a4+tra1J9WxsbO6leSIiIiIiIiKiCumeEil5eXnQ6/W3raPX65Gfn39PQRERERERERERVUT3lEiJjo7G2LFjb1vnvffeQ7t27e4pKCIiIiIiIiKiiuieHn88evRotGnTBk2aNEGvXr0QFBQEBwcHZGdn4+jRo1i6dCmsra2xadOm+x0vEREREREREZHZ3FMixc7ODnFxcYiNjcXUqVORnp4OlUoFEYGTkxNeffVVTJw4kWukEBEREREREdFj5Z4SKUDRQrLTp0/H1KlTcfz4caSlpcHFxQWBgYGwtOSTV4iIiIiIiIjo8XPPiZRilpaWCA4Ovh+xEBERERERERFVaPe02CwRERERERER0ZOIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhETKQQEREREREREZmIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITGRl7gDoybVq1SrMmzcPOTk5AIBjbx6DurIaVs5WqN6/Omxr2Jo5QiJ6HBl0BlxbcQ3X111HnQ/qwNrd2mh7bmIukpYnQQoFhWmFULuoUePlGrB2t4ah0IDk35KRfSwbKisV9Nl6qCur4dnLEzYeNkobhamFuLzwMvTZehgKDXCLcoNbG7eH3VUiIqISCgwGfHI9GbtycuBoYYF8EQxyq4ynHB2VOsk6HWKvXsGJ/Hxs9A8o0caFggJ8kHwNaXo9svQGhNrZYnRVD1Sy4N/p6cnAkU5mM3fuXPTu3RsTJkwAAFTtVhUFSQVwqOeAxI8Toc/VmzdAInrsFCQX4Oy0s9Cl6wBDye35l/NxftZ5ePb2RK0xtRAwMQC6dF1RfQD6bD1St6fC+w1v1BpdC/4T/KGyUuHC3AtKG2IQnPv0HOz87eD3nh98R/ji2sprSN+b/rC6SUREVKZ5N1KwKSsL39X0xnfePoj18MSIK5dxLC8PAPDf7Gy8dvECyvoknm0w4MUL5xFoY4MfvH3wi68vrul0mHD16sPrBJGZMZFyHyUkJOCzzz4zdxhmk56eDq1WC1tbWyxcuPCO9adOnYo+ffrgk08+AQA4hzsDAthUtwH0QNqOtAcbMBE9cQz5BngN9oJLC5dStyetSIJzM2fYVi+aEWdhY4GaQ2rCplrRbBNLB0v4DPeBlXPRhE6VhQr2dexRkFSgtJF5IBP5l/JROboyAMDKyQouzV2Q/HvyA+wZERGRaY7l5SHE1haOlpYAgGBbWzhaWGDXP7PELQEs8vZGfdvSZ4dvzcrCZZ0O/V2LZlpaqVTo4+qKPzIzcLmw8KH0gcjcmEi5j570RIqzszPi4uLg6elpUv3GjRvDysoK27ZtAwDc+PMGbKrbwCHEAba+tsg6kvUgwyWiJ5Ctl63RLTg3M+gMyEzIhH0de+N9atrC0r7ow6aFlQXsfOyUbYWphUj9b6qSNAGA7CPZsK5mDUtbS6XMrpYd8s7lQZ/NmXZERGReTzs64q+cHCXpsSM7Czf0elS2Kvq91dTeHvYWlmXuf6WwEFYAnC3/reNuaQUB8FduzoMMnajC4BopZFYpKSnIyMgAAGQfy4bvSF9Y2lrCytkKuWdzzRwdET1JCpIKIDqBPluPc7POQZehg5WDFdw7uaOSfyWjuoWphTj32TnkX8pHlfZV4NHF4992rhXAysn412vxDJaC5ALY2duBiIjIXLo4uyDPIOiSeBbuVlZILChAtIMj2js6mbR/dbUaOhSto+JuVfT7LUlXdAtsUqHuQYVNVKE8FjNShgwZArVajeDgYHz//fcAgO+++w6NGzdW6rzwwgtwdnbGe++9h6ysLAwePBj169dHo0aN0KlTJyQmJgIATp06Ba1WC5VKhW+++QbdunVD/fr14eLiAgBYvHgxwsLC0Lp1a0RGRmLs2LFK+fTp03H16lVotVpotVqcPXv2tnEPHDgQnp6e6N+/P8aMGYO2bdtCrVZj5cqVAIC1a9ciPDwcLVq0QLNmzTBv3rxS9x09ejRatmyJevXqYc+ePdi8eTM6d+6MgIAATJ8+3eiYt+v7K6+8ArVajTp16uCbb74BAEyaNAmenp5o3LgxcnNzsXnzZrRu3RparRaRkZEYMGAA0tLS7uWyAYCy0CwAVKpTCWemnkFhWiEs1BaQArnndomI7pY+p2i2SNKKJFTrUw3+7/nDqbETzr5/FnmX8ozqql3VCJgYgDof1UHmwUxc+vaSss1QYIDKSmVUX6VWKduIiIjM6Ze0NHx9IwXLfHyxupYffvHxRaidrclfDFs7OKCGWo0516/DIIIcgwHfpd6ABQA9+PmdngyPRSJlzpw5aN68OZ577jn069cPAPDHH39g//79uHz5MgBg9uzZaN++PaZMmYLBgwfj4sWL2L9/P/bt24f69evj2WefhV6vR0BAAOLi4gAAy5Ytw48//ogDBw4gMDAQly9fRv/+/bFkyRJs2bIFv/32G7766isAQJ8+fTBmzBh4enoiLi4OcXFxqFWr1m3jnj9/Ptq3b4/ff/8dvXr1wqZNm/Dee+/BysoKhw8fRrdu3fD1119jx44d+O233zBlyhT89NNPRvv+8ccfGDRoELZv347OnTvjpZdewrFjx7By5UqsXr0a7777rlFC53Z9//LLL9GhQweEhYXh5ZdfBgCMHz8e3t7e+O9//ws7OzusWbMG3bp1Q1xcHOLj46FWq/H222/f1fXKz89HRkYGMjIyoNf/O83dvZM7RAQp61JgKDRAZa26TStERPeXSlX0nuPSzAXWVYqe5OPa0hXqKmrc2Hyj1H3Urmp4dvdE6rZUJdliYW0B0Rl/kJRCUbYRERGZi4jg4+Rr6OHiAm/rot91Qba22Jadja9upJjUhq2FBb6v6Y08MaDv+XN489JFxLi6wQKA821uCSJ6nDw2n+g6duyI1atXAwAKCwuRlpYGDw8P/PHHHwCKEivPPPMMzpw5g59//hkjRoyA1T9T0d555x0cPXoUv/76q1GbvXv3ho2NDSwsLLBr1y4kJSVBr9crMzjc3d2xZs2acseu0Wig0WgAALGxsejYsSM+/PBDtG7dGqGhoQCAKlWqoEuXLpgzZ47Rvg0bNkRAQNEjyZo3b45Dhw7hueeeAwAEBQXBzc0NBw4cAACT+t6vXz+sXLkSWVlF65Ps3LkToaGhsP1nsamRI0di4MCBAIq+dHTr1g1r1669q/5OmzYNzs7OcHZ2Nko2qSxUsPGwQd7lPOjSdSUeSUpE9CCp3dRF/3dVG5dXUaMguWgxWTEIxGCcJLGuVvRelX8pv+h1VWvoMoynNhc/9Yfva0REZE439HpkGAyooTb+XeelVmNDZqbJ7Xiq1ZhWrTp+8vHF/JpFC9PqANS2KX0dMqLHzWOVSDl8+DASExOxY8cOtGzZEs8884ySSFm7di2eeeYZHD58GCKiJB8AwNXVFW5ubjh48KBRm15eXkavNRoN+vXrh6eeegpt2rTBV199hZCQkHLHfutxAODQoUPYv3+/cpuQVqvF9u3bUXjLStjVqlVT/l2pUqUSZfb29khPL3rkpil979SpE6ytrbF8+XIARbdI9e/fX6lfUFCA119/Hc2aNYNWq8Xo0aNx9S4fdTZ27Fikp6ejbt26SE9PR/v27ZVtunQdrJytkHcuDw71HO6qXSKi8lC7qaF2V0OXVjIJYl25KAGS9t80pKxPKbEdAKxcixLU9sH2KLhSAH3evzPuchNzYev776K1RERE5uBqaQlrlQrJOuPfdck6HexUpn813J2TbfR6b24uqlpZQWPHdcDoyfDYJFKCgoLg5+eH1atXY/Xq1ejYsSM6duyIjRs3Ij09HRkZGXB3d7+rNi0tjT/wqlQqfPfddzh48CAaN26Md999FxqNplxrhJR2nGJPPfWUcptQXFwcEhISsHPnzjvue2uZiOn3Ktra2qJ79+74/vvvUVBQgN27d6NFixbK9g4dOiA1NRVbtmxBXFzcPT2lyMbGBk5OTjh27Bi2b9+OUaNGAQBS/kxB/pX8or8GWwAuzV3uum0iovJwf9YdafFpytN1so5kIf9KPly1rkqd1O2p0GUWfQA1FBiQvCoZNl42sKtV9OHRMdQRNjVscGNj0e1Aukwd0v6bBveOd/c7iIiI6H6zUKnwvJMzlqenI/2fW+yP5OUhPjsb7Z0cTW7nzUuXcK6gaLZmhl6PuSnXMcq9KixVvDWfngyP1VN7im/v0el0mDFjBgICAlBYWIjx48dDq9UCAOrVqwegaFFZHx8fAEBqaipu3LiB+vXr37b9S5cu4fz584iMjMRHH32Ed955B7Vq1cKmTZvQtWtXWFj8m5cqKCiAiMDmHqe3hYSE4Pjx40Zlhw4dwooVKzB+/Ph7atPUvvfr1w9arRZffvklnnnmGWXdgJSUFBw5cgRjxoxR+lXwzxvovZg5cyamTp2qJHqSVyfDppoNso//8/QeO/7llojuL4POgMSPEmHIKVr09cLcC1C7qeH9hjcAwE3rBkOuAWenn4WFXdF7uu8IX+WRx/bB9sg9l4vEjxJhYWsBQ74BNtVt4NPfBxZWRfVVFir4DPPB5UWXcWbKGRgKDXB/3h3OTZzN0GMiIiJjY6pWxRfXr+OlC+dhZ2GBbIMBb7tXxf+5FP3R4O/cXMxIvoZLhYW4rtcj5vw5RNrb49XKVZQ2WtjbY/DFC/CwKnrs8SC3yujgZNpTf4geB49VIuXZZ5/FnDlzlIVSHRwcEBUVhTlz5mD37t0AAD8/P/Tu3RuffvoptFotLC0tMWPGDNStWxedO3e+bfsnT57Ee++9hy1btkCtVsNgMEBEULt2bQBFa6akp6dDRPDZZ5/B3t4er7/++j31ZfTo0dBoNNiwYQOio6NRWFiIcePG3THG2zG17y1atIC3tzdGjRpldLuTm5sbPDw8sHnzZmVR3xUrVtxzPEOHDsXQoUORkZEBZ2dnBM0MYvKEiB4oCysL+I31u22dKh2qoEqHKqVus65sjer/V/2Ox1G7qeEz3OeeYiQiInqQ7CwsMLJq1TK3N7CzwyLv2/8O+7h6jfsdFtEj5bG5tQcAtFotbG1t8eyzzyplHTt2hIeHBxo2bKiUffXVV6hevTo0Gg0aNWqEhIQE/PHHH7CyslIeXwwAw4YNw3vvvafsFxQUhNq1ayMyMhJarRadOnXCF198gQYNGgAA2rRpgyZNmiAiIgJr1qxBjx49bhvvsGHDsG7dOqxbtw5arVZZ4BUAgoOD8fvvv+M///kPwsPD0bp1a7Rq1QoxMTEl9h01ahQ2b96MYcOGKefhxo0biI6OxtWrVzF9+nQsXLjwjn0vplKp8H//939GC9kWl//yyy9ISEhAaGgonn/+eVj/s9q3VqvFuXPnoNVqlWPOnTvX1EtHRERERERE9EhQyd0soEH0ABTPSKk7ty5npBARERHdo6XTdHeuRERkZnWPHTV3CAD+/R6anp4Op7u8Ne2xmpFCRERERERERPQgMZFCRERERERERGSix2qx2Ypm3bp1mD59eqnbunXrhjfeeOMhR0RERERERERE5cFEygPUvn17tG/f3txhEBEREREREdF9wlt7iIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIiIiIiIiEzGRQkRERERERERkIiZSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIiIiIiIiE1mZOwCiYjv77ISTk5O5wyAiIiJ6NMWYOwAioicDZ6QQEREREREREZmIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyER9/TGYnIgCAjIwMM0dCRERERERET4Li75/F30fvBhMpZHYpKSkAgJo1a5o5EiIiIiIiInqSZGZmwtnZ+a72YSKFzM7NzQ0AcP78+bsewEQVWUZGBmrWrIkLFy7AycnJ3OEQ3Rcc1/S44timxxHHNT2u7sfYFhFkZmaievXqd70vEylkdhYWRUv1ODs78w2eHktOTk4c2/TY4bimxxXHNj2OOK7pcVXesX2vf8jnYrNERERERERERCZiIoWIiIiIiIiIyERMpJDZ2djYIDY2FjY2NuYOhei+4timxxHHNT2uOLbpccRxTY8rc49tldzLs36IiIiIiIiIiJ5AnJFCRERERERERGQiJlKIiIiIiIiIiEzERAoRERERERERkYmYSCGz+/XXXxEWFoaWLVsiKioKhw8fNndIRGWaMGECNBoNtFqt8t8LL7ygbBcRTJo0CY0aNUJ4eDj+7//+D+np6UZtpKeno1+/fggPD0ejRo0wceJEcLkqetgKCgowZswYWFlZITExscT2L7/8Eo0bN0bz5s3x7LPP4tKlSyX2f+utt9CkSRM0btwYb775JgoKCozqXLp0CR07dkTz5s3RqFEjzJs370F2iQjA7cf2gAED0LRpU6P38CFDhpTYn2ObKpqlS5ciOjoabdu2RVhYGLp37240vu/X548jR45Aq9WiVatWaNKkCVasWPEwukdPqDuN65vfq4v/mzRpklEbZhvXQmRGu3btEkdHRzlx4oSIiCxatEhq1KghGRkZZo6MqHSxsbGyZcuWMrfPmDFDGjRoIDk5OSIi8uKLL0qnTp2M6nTq1EkGDhwoIiLZ2dlSr149mTFjxgOLmehWZ8+elaZNm0r//v0FgJw9e9Zo+/Lly6VatWqSnJwsIiITJ04UjUYjer1eqTN06FBp166d6HQ60el08tRTT8nQoUOV7Xq9XjQajUyZMkVERK5duyYeHh6yfPnyB99BemLdaWzHxMSUKLsVxzZVRGq1WtatWyciRWOwX79+EhgYKHl5eSJyfz5/ZGRkSI0aNeSHH34QEZHjx4+Lg4OD7Nq164H3j55MdxrXUVFRd2zDXOOaiRQyqy5dukivXr2U13q9Xjw8PGTWrFlmjIqobLdLpOh0OnF3d5d58+YpZYcPHxYA8vfff4uIyIEDBwSAHDt2TKnzxRdfiLu7u+h0ugcaO1GxgwcPysmTJ2XLli2lftls2LChjBkzRnmdlpYmVlZW8ttvv4mIyPXr140+/IiI/PHHH6JWqyUlJUVERFatWiVqtVoyMzOVOu+88440atToAfaMnnR3Gtt3SqRwbFNF1a1bN6PXe/bsEQASHx9/3z5/zJw5U6pVqyYGg0Gp0717d3nhhRceZNfoCXa7cS1y50SKOcc1b+0hs9q0aROaNGmivLawsEDjxo2xceNGM0ZFdG/+/vtvJCcnG43punXrwt7eXhnTmzZtgoODAwIDA5U6YWFhSE5Oxt9///3QY6YnU0hICAICAkrdduPGDezfv99oHDs7O6NOnTrKON62bRsKCwuN6oSFhaGwsBBbt24FUDTWAwMD4eDgYFRn3759SE1NfRDdIrrt2DYFxzZVVMuWLTN6bWtrCwDIz8+/b58/Nm3ahMaNG0OlUhnV2bRp0wPrFz3ZbjeuTWHOcc1ECplNSkoKMjIy4OHhYVTu6emJs2fPmikqojv79ttvodVq0bx5c8TExOD06dMAgDNnzgCA0ZhWqVTw8PBQxvSZM2dKHfMAOO6pQigeh7d7bz5z5gysrKxQuXJlZbu7uzssLS051qnCmzZtGrRaLVq0aIHXX38dSUlJyjaObXpU/O9//0P16tXRvHnz+/b5o6w66enpuHHjxgPrC1Gxm8d1sbfeegtRUVFo1aoVxowZg8zMTGWbOcc1EylkNjk5OQAAGxsbo3IbGxtlG1FF4+3tjYYNG2Ljxo3Yvn07atWqhcaNG+PSpUsmjemcnJxStxdvIzI3U8extbV1iX2tra051qlCq1OnDlq1aoXNmzdjy5YtyM/PR9OmTZGVlQWAY5seDfn5+fjoo48we/ZsqNXq+/b5g2ObzOnWcQ0AGo0Gzz77LLZu3Yo1a9bg4MGDePrpp6HX6wGYd1wzkUJmU6lSJQAlp27l5+cr24gqmpdeegnDhw+HlZUVLCwsMG7cONja2mLOnDkmjelKlSqVur14G5G5mTqOb32KCVD0tBOOdarI/vOf/6Bv376wsLCAWq3GJ598gvPnz+Onn34CwLFNj4ZXXnkFPXv2RJcuXQCY/r59p3HLsU3mdOu4BoDPPvsM0dHRAAAHBwd8+OGH2LVrFzZv3gzAvOOaiRQym8qVK8PZ2dloSi0AXL16FX5+fmaKiujuWFpawtfXF6dPn1bG7a1jOikpSdnm5+dX6pgv3kZkbmWN45vfm/38/KDT6ZCSkqJsT05Ohl6vN2ms16pV64HFT3Q3nJyc4O7urtyiybFNFd2YMWNQqVIlTJ48WSm7X58/yqrj7OwMNze3+9sRopuUNq5L4+/vDwBG79nmGtdMpJBZtWnTBn/99ZfyWkSwb98+PPXUU2aMiqhsb731Vomyy5cvw9vbGw0aNIC7u7vRmD569Ciys7OVMd22bVtkZWXhxIkTSp29e/eiatWqaNCgwYPvANEduLq6omHDhkbjOCMjAydOnFDGcatWraBWq43q7N27F2q1Gq1atQJQNNaPHz+u3DJRXKdx48ZwdXV9SL0hMnbre3h+fj5SUlLg7e0NgGObKrbp06fjwoULmD17NgDgr7/+wl9//XXfPn+0bdsW+/btg4gY1eHncnqQyhrX165dw9SpU43qXrp0CQCU92yzjutyPfOHqJx27dolTk5OcvLkSRER+f7776VGjRqSkZFh5siISufr6yurVq1SXn/99ddia2srR48eFRGRGTNmSGhoqOTk5IiIyMsvvyydOnUyaqNTp04yePBgERHJycmR+vXrGz3vnuhhKesRscuXL5fq1avL9evXRURk8uTJotFoRK/XK3WGDh0qHTp0EL1eL3q9XqKjo2Xo0KHKdp1OJxqNRt5//30REUlOThZPT09Zvnz5g+8YPfHKGtvW1tayZ88e5fV7770n7u7ucu3aNaWMY5sqorlz50q9evXkf//7n+zZs0f27NkjsbGxsmDBAhG5P58/MjIypEaNGrJ48WIRETlx4oQ4OjrKrl27HkIP6Ul0u3F99uxZcXNzU97HdTqdxMTESFBQkOTm5iptmGtcq0RuSs0QmcGvv/6KqVOnws7ODhYWFpgzZw7q1atn7rCISrV48WLMnz8fBoMBBQUFsLGxwZQpU5TVxUUEkydPxsqVK2FlZYXatWvjiy++gIuLi9JGWloa3njjDZw8eRIFBQXo3Lkzxo8fb/RYNqIHqaCgANHR0UhLS8OBAwcQERGBmjVrGj2GcN68efjqq69ga2sLV1dXfPnll/Dy8lK25+fn45133sF///tfAECzZs3w8ccfGy3odvHiRbz66qtITU1Fbm4uBg0ahNdee+3hdZSeOHca259//jmWLl0KKysr5OTkwN3dHR988IHR5w6ObapoMjMz4eLiAoPBUGLbggULMGDAgPv2+ePw4cMYMmQIDAYDcnNz8Z///AcvvPDCw+gmPWHuNK579eqFTz75BL///jtsbGyQnZ2N2rVrY/r06cqMFMB845qJFCIiIiIiIiIiE3GNFCIiIiIiIiIiEzGRQkRERERERERkIiZSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERER0UN16dKlh7ofEdH9xEQKERE90nbv3g2tVguVSoWgoCBMmjQJAJCWloYJEyYgLS3tocWSmJiICRMmlCjv3LkzPv3004cWR3n98ssv0Gg0UKlU5g7lkVLW9X8cHD9+XPk5i4uLU8pXrlyJlStXlqttU8fbp59+is6dO5frWEDJmLOysqDVamFra4uFCxeWud+lS5fg4eFh9i/yCxcuNLoGj6K5c+figw8+KHXbjz/+iEaNGgEANmzYAE9PT6Pt27Ztw0svvQSDwfDA4yQiKgsTKURE9EgLDw9XvlSMGTMG48ePB1CUSJk4ceJDT6RMnDixRHmtWrVKfBmoyLp164bPPvvM3GE8csq6/o+DwMDAUr+8349EiqnjzdPTE35+fuU6FlAyZgcHB8TFxd3xZ9TW1haBgYGws7Mrdwzl8agnUnbs2IFvvvmmzOTy9u3b0aJFC6Vuy5Ytjbb37t0b9vb2+Oijjx54rEREZbEydwBERESPu0dpNgpRRdW7d2/07t3bbMevXLkytm3bZrbjPy5GjhyJYcOGwdLSstTt27dvR2xsLICiREpps5BGjRqFwMBADBkyBI6Ojg8yXCKiUnFGChERPXaOHDmCXr16AQB69eoFrVaLX3/9FUDRNP5BgwahYcOGiIqKQufOnXH+/HkARR/amzZtCpVKhWXLluH5559HQEAANBoNAGDOnDmIiIhA69atERYWhqlTp0JEAACbN2/GsGHDAABarRZarRb/+9//MGrUKPj6+kKr1RrF+P3330Oj0SAiIgINGzbEsmXLlG0DBw6Ep6cn+vfvj9GjRyMqKgqBgYFYv369UicvLw8DBw5EREQE2rRpg7Zt22Lt2rWlno9JkybB0dERfn5+yl9xt23bBnd3d2V6/JAhQ+Di4oKBAwca7bt69Wo899xzqFOnDoYOHWq0TafTYfTo0dBoNIiKikJ0dDQOHToEADh16pRyK8g333yDbt26oX79+nBxcbnjvmU5efIkOnTogMaNG6N+/fp44403kJeXBwCYOXMmgoKC4Ovri48++ghPPfUUfH19ERMTg9zcXKWNh339ASApKQk9e/aERqNBaGgo+vbtixs3bph0zJuV95zu27cPUVFR0Gq1aNasGV566SVcvXoVCQkJSgyJiYkAgLFjx8LT0xMDBgwo83qMGjUK69atw7p166DVavH8888r29auXYvw8HC0aNECzZo1w7x584z2/d///ofQ0FA0btwYzz//PE6cOHGbKw8sXry4xO0/HTt2hIuLC0aNGoXXXnsNzZs3R4MGDbBv3757ihkArl27hn79+iE8PByRkZE4e/YsAODGjRul3v7z2WefoUmTJmjTpg2aNWt2x5k169atQ3h4OCIiItCgQQPMnj1b2darVy+4uLgot4dt3bq1RJ/79++PhIQELFy4EFqtFq+88oqyrfg9pUWLFmjUqBHefvttpKenK9tnzJiB+vXrIyIiAk2bNsWWLVtKPZevvvoqIiIiEBYWhtOnT2PZsmXo0KEDAgIC8N133xn15+rVq+jevTuaNGmCli1bIiYmRhnbpbl48SJ2796Ntm3bljgvWq0WDRs2xIkTJ5SftS1btmD58uXQarVYt26dUr9mzZrw8vLCH3/8cdvzTUT0wAgREdFjAIAsWLBAeX327FkBIGfPnjWq17t3b+ndu7fo9XoREXn//fclODhYdDqd0X4vvfSS6PV6yczMFK1WKyIiYWFhcvDgQRERycrKkgYNGsiiRYuUtrds2SKl/WqNjY2VqKgo5fX69evFwcFBjh07JiIif//9t9ja2sp///tfpU5MTIy4urrK0aNHRURk5syZ4u3trWz/4IMPpFWrVsrrb775RmJiYso8PzExMdKzZ0/l9TvvvCMAJD4+XkRE8vPzpU2bNiX68sEHH4iISHJystja2srmzZuVOmPHjpVWrVpJXl6eiIgsXrxYqlSpIhkZGUodANKuXTvJy8sTvV4v4eHhJu97s7y8PKlVq5ZMnTpViTcqKkoGDx6s1FmwYIFYWlrKRx99JCIimZmZEhISIiNGjFDqmOP6N2vWTAYNGiQiIgaDQfr06SPR0dHK9tsdszT3ek7r1q0r33zzjYiI6HQ6ad26tWzZssUohpt/XmJiYkqMKQDKPmXVOXTokFSqVEkSEhJEpGjs1KhRQxYvXiwiRdelcuXK8vHHH4uISHZ2tkRFRZV67m5W2vmNiooSX19fuXr1qoiIDB8+3OjnojSlxSwi4uPjI2FhYZKZmSkiIl27dpX+/fuXqFP8PrNr1y5xcHCQ9PR0ERE5fvy4+Pv7l3ncw4cPi7W1tWzfvl1ERC5cuCDu7u7KeSnuT2xs7B37fHMdkaL3FEdHRzlx4oSIiFy7dk2qVasm+/fvFxGRL7/8Ury8vJTztH79erGxsZEzZ84Ytevn5yfXrl0TEZE+ffpIZGSk/PzzzyIisnbtWnFwcFDOj0jR2B49erTy+pVXXjEa27datmyZ2NnZlbn9p59+kpCQEBERiYuLkypVqpRZt3379jJ06NAytxMRPUickUJERE+MM2fO4Oeff8bbb78NC4uiX4GDBw/GkSNHSqw50L9/f1hYWMDBwUH5y+2yZcsQEhICALC3t8czzzxT5iyQ25k6dSo6d+6MwMBAAED9+vXRrl07vP/++0b1GjZsiKCgIABFsxzOnz+P1NRUAEULX6ampip/ce7VqxdGjBhR5jE7duyI9evXQ6fTASianRAeHo7Vq1cDKPrrd6tWrUrsV3wrRZUqVVC3bl0kJCQAAHJzc/Hpp59i6NChsLGxUerm5eVh6dKlJdqwsbGBhYUFdu3adVf7Flu8eDEuX76szPqwtrbGsGHD8M033yApKUmpp1Kp8MYbbwAoWvti0KBBmDt3LnQ6nVmu/5YtWxAfH4/Ro0cr8b3zzjvYsGED9u7de8djluVezumlS5dw7tw5AIClpSW+/PJLNGjQ4LbHuRcffvghWrdujdDQUABFY6dLly6YM2cOgKJrmZWVhSFDhgAAKlWqhH79+t3z8dq0aQMPDw8ART8nxWP0XnTq1AkODg4AgFatWt22rUuXLqGwsFBZfLZOnTr48ccfy6z/wQcfKLN0AMDLywt9+vTB1KlT7zneYlOnTsXzzz+P2rVrAwDc3d0xZcoUuLm5KdsHDBignKfo6GgEBQVhxowZRu20bt0a7u7uAIDmzZtj37596Nq1KwCgZcuWyMrKwqlTpwD8O7ZHjhyp7D9o0CBs2LABp0+fLjXOpKQkuLq6ltmPw4cPIzg4GEDRzMLif5fGxcXF6GefiOhh4hopRET0xDh8+DBEBG+99RbUarVS7uPjg+TkZKO6Xl5eJfa/ePEi3nzzTVy/fh1qtRqJiYmoVavWXcdx6NAhtGnTxqgsICDA6PYeAKhevbry7+J1ADIyMuDq6oo33ngDq1evhre3N7p164Z+/fqVuH3oZtHR0cjOzsaOHTvg4+ODWrVqwdvbG8uXL8fUqVOxevVq9O/fv8R+N8fg5OSEjIwMAEW3meTl5WHatGlGtyd4eHgoyZ5it57Lu9m32KFDh1CtWjVUqlRJKQsICIBer8eRI0eUL4geHh6wtbVV6vj7+yMnJwfnzp3DkSNHHvr1P3ToECwtLY3qBQQEAAAOHjyIJk2a3PaYZbmXczpt2jQMHz4cy5YtQ+/evfHSSy8pX7Tvp0OHDuHq1atG4zEtLU25LkePHkW1atWMFm319va+5+Pd+nNSPEbL29bN4700HTp0QMuWLdGgQQO0b98evXv3Rvfu3cusf+jQoRKJq4CAAHzxxRcoLCw0GpN3q7T3lJdeegkAkJmZifPnzyvj7uZjHzx40KisWrVqyr8rVaoEd3d3WFkVfV2wt7cHACV5e+jQIVhYWKBbt27KPjqdDj4+Prhy5Qr8/f1LxJmenq60V5ojR44oCbijR4+iXr16ZdZVq9W4evVqmduJiB4kJlKIiOiJ88MPP9zxC/CtCyGeO3cOTz/9NCZNmqT8BXbChAkP9OkZN8dQvE6C/LMmR+3atXH8+HGsXr0aixYtQps2bTBixIgyn2Th5OSEli1bYvXq1fDx8cGzzz4LHx8fjB8/HhcvXsS+fftKXd/h1vNQfPxiH3/8MVq3bm1yP+523wehol7/ss7T3dS93TkdMmQIunbtih9++AHz58/Hhx9+iI0bNyIiIqLURw/r9fq7iulmTz31FBYtWmRy/fI8aru0n5P70RZQcrzfzNbWFn/++Sd27dqFhQsX4pVXXsHnn3+O7du33zZZcDu3xq/X6++pnXt1a/9Lu/63npNNmzaZPE5cXFxQWFhoVHb16lX06tULBoMBu3fvxunTp7F582b89ddfqFmzJrRaLdq3b48xY8YY7VdYWPhAEoFERKbgrT1ERPRYKr51AwAMBgOys7OVv24eP37cqO748eNx7Nix27a3d+9e5ObmomfPnkpZQUFBmcfU6XRGi5zeLCQkRJkeX+z06dOoX7/+bWO42aZNm5CZmYnOnTvj119/xeeff15iQc9bdezYEatXr8bGjRvx9NNPo2HDhqhRowY++ugjBAYG3tWX0ICAANja2pY4l7Nnz77jk03uZd+QkBBcuXIFOTk5Stnp06dhaWlpNP3/2rVryM/PN6pTqVIl+Pj4mOX6h4SEQK/XK4uWFscE4K6u952Yck5/+eUXeHh4YMSIETh48CBCQkLwww8/APh3xlNmZqayb/EtK7dzc59zcnKg1+sREhJSIo5Dhw5h0qRJAIC6deviypUrRj8fxQv+PgylxXwvjh07hkOHDiEiIgJz587Fzp07sXPnThw4cKDU+mX93AcGBiqzURwdHe94DW6OPysrCyKCkJAQnDlzxqjeL7/8giNHjsDR0RHe3t7lfs8prT8GgwEnT540Kn/ttdeQkpJS6j6enp4lZp15enoiLi4Os2bNgoWFBfbs2YOlS5ciOzsb27ZtQ1xcXIkkClC0AHDxTDQiooeNiRQiInosVa5cGRYWFkhNTcXevXsxYMAA+Pn5oXfv3vjwww+Vp73Ex8dj+fLlJaa93yooKAgqlQqbNm0CULRGyK3rYxSvLZCamooVK1Zg/Pjxpbb17rvvYtWqVcoXkMOHD2PdunX4z3/+Y3L/vv/+e/z888/K68LCQtSpU+e2+zz77LM4fvw49Hq9Mk3/mWeewZw5c/Dss8+afGwAsLOzw/DhwzF79mzli9HJkycxc+bM207Hv9d9+/Tpg+rVq2PWrFlKf2fOnImXX37Z6MuUpaUl5s6dC6DoS+b8+fPx2muvwcrKyizXv3Xr1mjWrJkyU0hE8PHHHyM6Otrotp7yMuWcDhw4EFeuXFH20el0yphxc3ODt7c34uPjARQlCUxZa8Td3V05Xrdu3XDs2DGMHj0a+/btw4YNGwAUXatx48bBx8cHQNG1dHBwUNZMyc3NxTfffHMfzoJpSov5XuzcuRNTpkxRZmgUFhbCxsamzNuURo8ejd27dyvn+NKlS1i8eDHeffddpY5Go8HOnTshItDpdPjll19uG39ERASysrKU95TiJN3FixcxevRoVK1aFUDRe86iRYtw7do1AMDGjRtx9OjR266rdCfFY3vq1KnK07+WLVuGY8eOoXLlyqXuExkZifz8fFy8eLHEtp07d6JJkyZQq9WIj49HQEAAqlSpUubxT506hZYtW95z/ERE5WKuVW6JiIjuh127dilP/AgMDJSJEycq20aNGiX16tWTiIgI2bFjh4gUPTFk8ODBEhgYKFqtVjp16iQnT54UEZH9+/dLRESEAJCIiAj5/PPPjY41b9488fX1lZYtW0q3bt2ka9eu4uzsLH369FHq9OnTRzQajURGRsqxY8fknXfeER8fH3F2dpZnn31Wqbdo0SIJDQ2V8PBw0Wg0smTJEmXbW2+9JR4eHuLh4SHvvPOOHDt2zCiuv//+W9auXStRUVHSsmVLadmypURHRytP+Lmd2rVry6xZs5TXq1atEmtra6Mncaxdu1ZCQ0MFgERFRUlKSooMGDBAnJ2dxcfHRz788EMRESksLJQxY8ZIYGCgtGrVSp566inZs2ePiIhcuXJFuS6hoaHy7rvvGsVxu33LcuLECWnXrp00atRIQkJCZMiQIZKTk6NsX7Bggfj4+MiXX34p0dHR4uPjI/379zeq87Cvv4jI1atXpXv37hIaGioNGjSQPn36yPXr10065s3Ke07Hjh0rjRo1Eq1WK02aNJG3335beVqRiMiaNWuUfUeOHCn/93//Jx4eHvLyyy/LsWPHjI69YsUKERE5evSohISESIsWLaRfv35KW+vWrZPGjRtLWFiYNG/eXD755BOjWOPj46VBgwbSsGFD6dChg3z66afKeCu+Hjf78ccfjcbkyZMnpWfPnsqYnDFjhsTFxRnVKX76zK1KizkqKkpsbGwkMDBQfvzxR/n5558lMDBQbGxspE2bNpKSkmJU5/PPP5fjx49Lt27dJDw8XLRarURERMjvv/9e5vUrPsdNmjSR8PBwCQkJKXG9k5OT5emnn5bQ0FB54YUX5MsvvyxxXrZv3y6BgYHSrFkzGTNmjLJv8XtK8+bNpVWrVrJ161ajtj/66CMJCQmRsLAwCQ8Pl02bNinbbj2XP/74o9L/p59+Wul/8fVfu3atiBSN7Z49e0rdunVFq9VKz549JSkp6bbnoHnz5kZPWCsWExOjPAFo5MiRt30K2ZkzZ8Te3l6ysrJueywiogdFJXKbmz+JiIiIHhELFy7EhAkTkJiYaO5QiKgMe/bswaBBg7B7925YW1vfUxsDBw5EaGgohg4dep+jIyIyDW/tISIiIiKihyIsLAwjR47E8OHD72n/RYsWwcHBQXnMORGROXBGChERET3yZs6ciblz5yIxMRFNmzbF2rVrjR6vS0QVS0pKSplrqTyI/YiI7icmUoiIiIiIiIiITMRbe4iIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhETKQQEREREREREZmIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhETKQQEREREREREZmIiRQiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyERMpREREREREREQmYiKFiIiIiIiIiMhETKQQEREREREREZmIiRQiIiKq8HJzc6HRaODp6QmVSoXg4GBoNBqEhISgZs2aiIyMxG+//WbuMBWrVq2Cq6sr9u7da+5QzC4hIQETJkxAWlqauUMhIiK6L5hIISIiogrPzs4OCQkJePXVVwEAa9asQUJCAg4dOoSTJ0/C398fnTt3xubNm80caREnJyf4+PigUqVK5g7F7BISEjBx4kQmUoiI6LHBRAoRERE90mxtbTFixAiICL7//ntzhwMAaN26NRISEhAcHGzuUIiIiOg+YyKFiIiIHnk6nQ4AkJKSYlReUFCA9957D/7+/qhbty7q1KmDyZMnQ6/XAwCOHz8OjUYDBwcHaLVazJkzB+Hh4ahZsyaCg4OxfPlyo/YSEhLQp08fhIaGomHDhggNDcXEiRORn5+v1Pniiy8QHBwMlUqFhQsXAgC2b98OjUYDa2trDBgwALNnz0aLFi3g7u4OlUp129kaWVlZePvtt+Hn54egoCClD8V9zszMhEajgZubG3x9ffHLL78gMjIS/v7+8PPzw5w5c0q0efz4cXTu3Bk+Pj4ICAhAy5YtsWXLFmX7kiVLoNFooFKpMH78eEyYMAHNmjWDs7MzXFxcTD4Xw4cPx/jx4wEAzzzzDDQaDZo1a6ZsLywsxKRJk1CnTh0EBQXBz88PI0aMQHZ2tlKnb9++8Pb2hkqlwtatW9G1a1cltmHDhgEAFi9ejCZNmqBRo0Zo0KABOnbsiJUrV5Z5TomIiMpFiIiIiB4RsbGxAkDOnj2rlKWkpEinTp0EgHzyySdG9bt06SKenp5y8uRJERE5ceKEeHp6yquvvmpULyoqSipVqiRvv/22GAwGERGZOHGiqFQqiYuLU+pNmzZNevXqJfn5+cqxIyMjZdiwYUbtnT17VgDIggULjMp9fHykWrVqMnv2bBERSU1NFRcXF0lNTS21vwUFBRIZGSkNGjSQpKQkERE5fvy4VK9eXXr27GlUNyYmRmxsbKRPnz5SUFAgIiILFy4UAPLdd98p9c6cOSNubm7Sq1cvKSwsFBGRWbNmiVqtlu3btxu1CUCqV68uv//+u7Kvq6vrXZ2LBQsWlLhmxbp16yZeXl5y4sQJERG5evWq1KtXT1q0aKHEdnMbTz31lFy9elVEisbCW2+9Jdu3bxdra2s5fvy4iIjodDoZNmyYREVFlXpOiYiIyouJFCIiInpkFCdS6tatK6GhoVKjRg1RqVRSpUoVGTVqlJJAEBHZvHmzAJAPP/zQqI1JkyaJSqWSxMREpSwqKkocHR0lOztbKSsoKJCqVatKy5YtlbIrV66USHrMnTtXKlWqpCRgRG6fSAkMDDQqO3v2rOj1+lL7W5xAWLlypVH5jBkzBIBs3bpVKYuJiREAcuHCBaO6DRs2FB8fHyW+/v37i6WlpVy+fFmpYzAYxN/fX9q0aWO0LwCJjo42Kjt16tRdnYuyEilbtmwRAPLZZ58ZlS9fvlwAyKJFi0q0sXjxYqUsMzNTkpKS5KOPPhInJyfJyclRtl2+fFk+//xzISIiehB4aw8RERE9cooXmz116hR69+6N6OhojBs3Dmq1WqmzYcMGAECLFi2M9q1fvz5EBHFxcUblAQEBRovDqtVqNGzYELt27YLBYAAAuLi44KuvvkKzZs1Qv359aDQavP/++8jJycHVq1dNir1evXpGr319fWFhUfpHsvXr1wMAIiIijMojIyMBAOvWrTMqd3V1hZeXl1FZeHg4zp07h0uXLgEoOi/+/v6oVq2aUkelUiEkJAQ7duxAYWGh0f4hISFGr/39/QGU/1zcbd9ujcXBwQFVq1ZFVFQUcnJy0LhxY8yePRsXL15EtWrV8MYbb9wxBiIionthZe4AiIiIiO6Vra0tPv/8c9SqVQsjRozAl19+qWy7fv06AODll1+GtbW1Ul5QUAAPDw9kZGQYteXk5FSifTc3NxQUFCA5ORkeHh4YOHAg1q5di40bN6Jhw4YAgIULF+LFF180WhvkdhwdHU3uX3Ef3NzcjMorV64MAEhOTjapDwBw6dIleHl54fr168q6KjdLT0+Hq6srUlNTUbVq1TvGW95zcbd9KyuWsLAwxMfH4+OPP8Y777yDoUOHomXLlvj4448RHh5+xziIiIjuFhMpRERE9Ehzc3PD4MGD8dlnn2Hs2LHw9fUFAFSpUgUA8NNPPyE0NPSO7aSnp5coS0lJgbW1Ndzd3ZGbm4uff/4Zr776qpI4eNCK+3Djxg14enoaxQUA7u7uRvXL6gMA1KhRQ2nT09MT+/fvv+e47se5uLlvpcV7a99uJywsDEuWLEFmZiaWLl2KCRMm4Omnn0ZiYiJcXV3vKT4iIqKy8NYeIiIieuS99dZbUKlUeP/995Wydu3aAUCJhIFer0ffvn1x7Ngxo/LTp08jJydHeV1YWIiEhARERETAwsICOp0Oer2+xG04V65cud/dURT3YdeuXUblO3fuBAC0b9/eqDwtLQ0XL140Ktu9ezd8fHyUREq7du1w6tQpZGVlGdWLj4/HkCFDTIrrbs5F8e1WIgKg6AlGFy9evOu+lWXx4sX47bffABTNWHn55Zcxc+ZMZGRk4OzZsya1QUREdDeYSCEiIqJHnpeXF3r27IlFixbh/PnzAACtVotu3bph8uTJOH36NICiBMD48eNx8uRJ1KlTx6gNGxsbTJgwQfnCP23aNCQnJ2Py5MkAir6ka7VaLFmyBGfOnAEAXLhwAfPmzXtg/erbty8iIyMRGxur3Opy6tQpzJgxAz179kSrVq2M6js4OGDcuHHKOieLFi1CQkICJk+eDJVKBQCYMGECbGxsMGzYMKXelStX8PrrryM4ONikuO7mXNSqVQsAcPHiReh0OvTt2xdnzpxRrs+MGTOU63Pt2jXExsaiRYsW6NOnj0mxnDhxAtOmTUNqaioAwGAwYNu2bahevbrJ/SEiIrorZl7sloiIiOiOcnJyJDQ0VDw8PJSn9nTt2tWoTkJCggCQmjVrStu2bUWk6Mk7sbGx4u/vrzzp57XXXpOUlBSjfaOioiQqKkp++OEHiYyMFC8vLwkKCpJffvnFqN7ly5elR48e4unpKREREfLcc8/JsGHDlJgWLVoks2fPlrp16yqx9OvXT/7++28JDQ0VtVotrq6uEhoaKn/88YdJfc/IyJBhw4aJr6+vBAYGSkBAgEyaNMno8cAiRU/t8fHxkfXr10uLFi3Ez89PfH195YsvvijR5okTJ6Rr165So0YN0Wg0EhYWJvPnz1e2r1u3TkJDQwWAeHh4SGhoqOzfv/+uz0WxQYMGiY+PjwQHB8uQIUOU8oKCApkwYYIEBARIYGCg+Pr6yvDhwyUrK0upM2TIEKlZs6bSbqdOnYziSEhIkJiYGOX61qtXT7p06SJHjhwx6fwSERHdLZXIP392ISIiInpCabVaACjxJJ9HyYABAxAXF4fExERzh0JERPRY4609REREREREREQmYiKFiIiIiIiIiMhETKQQERHRE+v48ePQaDTYu3cv9u7dC41G88jdGpOZmQmNRoPffvsNly9fhkajQXx8vLnDIiIiemxxjRQiIiIiIiIiIhNxRgoRERERERERkYmYSCEiIiIiIiIiMhETKUREREREREREJrIydwBEBoMBly9fhqOjI1QqlbnDISIiIiIioseciCAzMxPVq1eHhcXdzTFhIoXM7vLly6hZs6a5wyAiIiIiIqInzIULF+Dl5XVX+zCRQmbn6OgIoGgAOzk5mTkaIiIiIiIietxlZGSgZs2ayvfRu8FECpld8e08Tk5OTKQQERERERHRQ3Mvy0twsVkiIiIiIiIiIhMxkUJEREREREREZCImUoiIiIiIiIiITMREChERERERERGRiZhIISIiIiIiIiIyEZ/aQxVG08VNYWlnaVLdpdN0DzgaIiKiJ0vdY0fNHQIREdEjgTNSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIiIiIiIiEzGRQkRERERERERkIiZSiIiIiIiIiIhMxEQKEREREREREZGJmEghIiIiIiIiIjIREylERERERERERCZiIoWIiIiIiIiIyERMpBARERERERERmYiJFCIiIiIiIiIiEzGRQkRERERERERkIiZSiIiIiIiIiIhMxEQKEREREREREZGJrMwdANH48eMBAMeHH4foBVIo8B3tC4e6DhC9IHVHKtL/lw6oAH2OHnY+dkjVVYarFYcv0cNSIILZ15Ox4MYNrPPzQw21tdH2I3l5+Ox6MgoMgms6HapaWWFqNU+jemsyMrAkLRUCIEmnQz1bW3xSvQYAYPb1ZGzKyoKTxb/5fT2Afbm5WF/LDzWtjY9HRERERGQu/CZKZrVgwQLMnDkTAOAX64czE85AINBl6QAAunQdrvxwBf7j/WFb0xaGQgPOfXIOwy5fwiJvH3OGTvTEuFRYgJGXL8PX2hr6Urafyc/HG5cu4muvmvC3sUGuwYDu5xJxXadHDXVRnd8z0vFDaiq+8aoJB0tLnC3IR49z54zaGVu1KsIr2Suv47KyMCflOpMoRERERFSh8NYeMqt3330XXl5eAICkJUnw6OEBALjx5w0AgMpKBdeWrrCtaQsAsFBbwK2NG/bk5iJZpzNP0ERPmByDYHq16uji7Fzq9lnXr6OTkzP8bWwAAHYWFvikenXU+icBohPBR9eu4c0q7nCwtAQA1LK2wdwaXkobvV1cEWJrZ9TuyvR0dHEq/ZhERERERObCRMpDNnDgQHh6emLAgAH3pb0VK1agUaNG96Wt+2HhwoWIi4szuf6VK1cQEhICAFBZquDYwBEAkHcpDwBg5WSF6v2rG+2jUqsAAAViuA8RE9Gd1LaxgU8Zs0IKRBCXnYUmlYyTIHVsbOH0T9IkITcXKXo9GtsZ12lSqZLy78pWVqh00209aXo9/peTjWednO5XN4iIiIiI7gve2vOQzZ8//74lUQDAzc0NderUuW/tldfChQuh1Wqh1WrvWPfkyZMAAHd3dwBA1e5VlW2GvLKTJLmnclHf1rbEGg1E9PCdLyhAgQjS9XoMvXQRKTo9XC0tMbhyZYT+kzg5mZ8PRwsL/Dc7G4vTUpFrENSytsZb7lVQ1UpdartrMjLQ0t5eScYQEREREVUUnJHyiNNqtfj555/NHcY9uXGj6Padv//+GwCgdr7pC5WUvo8uU4fUbal4t6rHgw6PiEyQoS9aNWXW9esYU9UDi3188JSjA/qdP4dT+fkAgHSDHtkGA5akp+GLGl743tsbKhXQ7/x55BtKT5quykhHF2eXh9UNIiIiIiKTPRGJlKysLPTp0we1atXCU089hRkzZsDX1xdBQUGYMmUKNBoNVCoV1qxZg06dOqF69ero3LkzAODq1avo3r07mjRpgpYtWyImJkZJAACATqfD6NGjodFoEBUVhejoaBw6dMjo+JMnT4aPjw+ioqIwYsQI6PX/Ltc4YsQI2Nraws/PT1l09ZNPPkGNGjXQsGFDJCcnl9mvzZs3o2nTplCpVEhMTATw761D/fv3x+jRoxEVFYXAwECsX79e2S8vLw8DBw5EREQE2rRpg7Zt22Lt2rXK9tv1+ZdffinzfPXv3x8JCQnKrJRXXnml1Ljz8/ORkZEB639uFbh8+XLJSqqSRaIXXJh3AVW7VkWDW24RICLzsFQV/bB2cnJCDXVRMrSLswtqqNX4OS21qA5U0AN42c0NthYWsFSp8GaVKrhQWIi47KwSbZ7Kz0eyTofIm279ISIiIiKqKJ6IRMrIkSNx6tQpHDlyBBs3boTBYMDFixcxZswYvPfee/jss88AAHv27MHvv/+Obdu2we6fL+pdu3aFv78/9u7di+3bt8POzg69e/dW2h4/fjx27tyJXbt2YevWrXjxxRfRunVrZGZmAgB+/vlnfPzxx9iyZQu2bt2KHj16YOXKlcr+M2bMQPfu3REcHIy33noLAPD222/Dx8cH27ZtU257KU2bNm1KzEaZP38+2rdvj9WrV+PFF1/E1q1b8frrr2Pw4MFKnVmzZuHkyZPYtWsXNm/ejL59+2LJkiXK9tv1uVu3bmWer++++w4ajQYDBgxAXFwcvvzyy1LjnjZtGpydnZW1XYqTRec+OYcLcy8UVRLgzLQzyE8q+ou2GAQXv74Ih2AHuEW5lXlOiOjh8vjnMeQet9yiU12txsXCwjLrVLVSwwpQ6txsZXo6Ojs7w0JVSkaViIiIiMjMHvtESlZWFhYsWIDXXntNSY4MHToUqlI+oBevXRIQEICffvoJW7ZsQXx8PEaOHKnUGTRoEDZs2IDTp08jNzcXn376KYYOHQqbf55W0bt3b+Tl5WHp0qUAipIWnTt3hp+fHwAgIiICGo3G6Lgvvvgi1q1bhytXrgAA9u3bh9q1a8PR0fGe+92wYUMEBQUBKLr95/z580hNLfrr8KVLl5Camor09HQAQK9evTBixAgAuGOfb3e+TDV27P+3d99hUVzrH8C/u4D0oohgoyiKBRFRRFFgsRs1YkRFE0UNGuPV2BVjjC1EY4kajSXRqIm9xht+Eb0qWK5dY6xg7yKI9CYs5/cHl4kroMsKLML38zx54sw5M/POzNld9t0z50xFYmIiEhMTYWNjg5o1awIA7MbboeaI3H8b1TNCnal1oG+de12f/vYUepZ6sOqWm1g6kZqKhy9fFumaEFHxs9HTQ209vXyzaMVlK1H9f4mTvEFlX62ToFQiG0CN1xIwSiEQmpwEP87WQ0RERERlVLkfbPb27dt4+fKllMgAAAMDA1SrVi1f3bxpePNcuXIFcrkc/v7+0rrs7GzY2dnh6dOnSEtLQ0ZGBubOnYvly5dLdaytraWkxfXr19G5c2eV/dra2qos+/r6onbt2tiwYQOCg4Oxfv16DBkyRPOTBlCjxj8z3eQlZJKSklC5cmWMGjUKoaGhsLW1hb+/PwYOHCgNDvu2c65bt660/vXrpS59fX0p8fTtt99i6NChUlnM7hgAQJUO//Q6id4ejcynmbDpZ4P0u+kAgP3JSehmZobahcwkQkSlJ6iKJda8iMMnlSvDXEcHJ1NTcedlJuZWrw4gt3dKN1MzbIqPR3NDQ8hlMvwa/wI1dHXhY2Kisq//pqbCVk8PtnxtExEREVEZVe4TKYUpqEeKTiGzQxw6dKjAssuXLwMAFi5cCF9fX42PLZPJEBgYiPXr12PcuHE4efKkNF6Kpl6NN+94QuSO4FqvXj1ERUUhNDQUGzZsQLt27TBhwgQsWLBA2qawcy7sGJoaMmQI/v77byxduhTXR10H/jfu5PN/P0fy2WRY9bTC8z+fAwBuz/qnR8xtgNOiEpWSl0Jg2MMHSPrfwLATnjyBja4elvyvN1kfCwuk5Cgx+OEDGP9vCuPVtWqjoYGBtI9ZNjb4LuYZet+/B2O5HOY6Oviltq3KlMdA3iCz7I1CRERERGVXuU+k1K1bF3p6erhz5w58fHwA5A52+uzZs7du6+zsjJycHNy8eVN6TAYAPv/8c3zzzTdwdHSEgYEBoqKiVBIpy5cvh4uLC7y9vdGwYUPcuXNHZb8PHjxQ6SEDAIGBgZg9ezaCg4PRo0ePAhM9xeXQoUNwc3ODn58f/Pz88OOPPyI4OBgLFix46zlbWlq+cd/yV74UpaSkwNjY+K3nMnv2bCxduhQNlzeEjmH+5Izzeud867bPzc63johKRiWZDBts7d5YZ0gVSwypUvj7g5Fcjlk21d96rEU1ahY5PiIiIiKi0lTux0gxMTHB0KFDsXLlSqSn5z4WsnLlSujqvj2H5OvrC09PT4SEhCDnf7/E7tixA5GRkbC0tIShoSHGjRuH5cuXS4/y3Lx5E0uXLkXjxo0BAF988QV+//13KZly9uxZnD59Ot+xHBwcoFAo8MMPP0hjj5SU3377TWWQ2qysLNSvXx/A28/5baysrKRr4eHhgZSU/DNyEBEREREREb2vyn0iBch99MbR0RGNGjVC586dYWJigmrVqkFPTw9hYWEYO3YsgNxBWXfu3Kmy7e7du5GVlQVnZ2f4+vpi165dKjPczJ49Gz169EDr1q3h4+ODkSNHYsuWLVLSISAgAJMmTYKvry98fHywdu1afPTRRwgLC0NQUJDKsQIDA9GuXbt8Y6gU5vDhwwgICJCOc/z4cYwdOxZhYWEICwvD5MmTERUVpVLn8uXLCAgIwLZt2+Dt7Q1vb2/s27cPmzZtUuuc33a9Ro8ejf3796NNmzb48MMP32nAXCIiIiIiIqKyRibyBs4ox+Lj42FmZiaN6ZGTkwNjY2McPHgQbdq00XJ0//j2229hb2+PAQMGaDuUUpWUlARzc3M0XFnwoz0F4aM9RERExath5HVth0BERFRq8r6HJiYmwqyI429WiB4pISEh2Lhxo7S8Zs0a2Nrawt3dXYtR5bp69Sr27t2LrKws/Pvf/0avXr20HRIRERERERERFaLcDzYLAB06dMCcOXOwbt06ZGdnw8LCAqGhoahUBqbXTE9Px4gRI1C9enVMmDABhoaG2g6JiIiIiIiIiApRIRIpXbp0QZcuXbQdRoFatGiBp0+fFloeEBCA6OjoAstCQ0NhYmJSUqERERERERER0WsqRCLlffbq7DpEREREREREpF0VYowUIiIiIiIiIqLiwEQKEREREREREZGamEghIiIiIiIiIlITEylERERERERERGpiIoWIiIiIiIiISE1MpBARERERERERqYmJFCIiIiIiIiIiNTGRQkRERERERESkJiZSiIiIiIiIiIjUxEQKEREREREREZGaNEqkJCUlITk5ubhjISIiIiIiIiIq0zRKpFhYWKB3797FHQsRERERERERUZmmUSLF3d0dBw4cKO5YiIiIiIiIiIjKNI0SKU5OToU+2jN8+PB3CoiIiIiIiIiIqKzS1WQjFxcXKBQK+Pn5oVatWtDR0ZHKjh8/XmzBERERERERERGVJTIhhCjqRoaGhrCxsSmw7NmzZ0hLS3vnwKjiSEpKgrm5ORITE2FmZqbtcIiIiIiIiKice5fvoRr1SGnVqhXCw8MLLPP19dVkl0REREREREREZZ5GPVJSU1NhbGxcEvFQBcQeKURERERERFSaSr1HirGxMZKTk/Hzzz/j8uXLAHLHTQkKCoKpqakmuyQiIiIiIiIiKvM06pFy6dIldOzYETk5ObC3twcA3Lt3Dzo6Ojhw4ABcXFyKO04qx9gjhYiIiIiIiEpTqfdIGTduHL755ht8+umnkMtzZ1DOycnBL7/8grFjx+Lw4cOa7JaIiIiIiIiIqEyTa7JRSkoKhg0bJiVRAEAulyMoKAipqanFFhwRERERERERUVmiUSIlLS0N6enpBa7n1MdEREREREREVF5p9GhPt27d4OXlhVGjRqFu3boAgFu3bmHFihXo0aNHsQZIRERERERERFRWaJRICQkJgVwux8iRI5GZmQkhBAwMDDBu3DjMnj27uGMkIiIiIiIiIioTNJq1J09GRgZu3boFAHB0dISBgUGxBUYVB2ftISIiIiIiotL0Lt9DNRojZfXq1QAAAwMDODs7w9nZGdnZ2WjZsiX27t2ryS6JiIiIiIiIiMo8jRIp27Zty7fOxMQEoaGhmDdv3jsHRURERERERERUFqk9RsqDBw9w7949AEBCQgKOHTuG158Kio+PR0JCQnHGR0RERERERERUZqidSFm3bh1mzZoFAJDJZPDx8VEpl8lkqFatGr766qvijZCIiIiIiIiIqIzQaLBZX19fhIeHl0Q8VAFxsFkiIiIiIiIqTaU+2Ozu3bsLLYuLi9Nkl0REREREREREZZ5GiZTKlSsXWtanTx+NgyEiIiIiIiIiKss0SqQkJSXh008/Rc2aNaGjo6Py35EjR4o7RiIiIiIiIiKiMkHtwWZfNXbsWOjq6mLdunWYMmUKlixZgszMTOzevRsGBgbFHSMRERERERERUZmgUSIlMjISJ06cAADMmzdPmsGnU6dO6NWrV/FFR0RERERERERUhmj0aM+rvU4yMzORlZUlLd+7d++dgyIiIiIiIiIiKos0SqQAwKpVq/Dy5Us0atQIAwYMwKZNm/Dpp59CLtd4l0REREREREREZZpGj/ZMnz4df/75JxISEvD111+jS5cu2LVrF6ytrbFr167ijpGIiIiIiIiIqEyQCSFEUTdKSkqCTCaDqamptO7FixeoUqVKsQZHFUNSUhLMzc2RmJgIMzMzbYdDRERERERE5dy7fA/V6DkcCwsL9O7dW2UdkyhEREREREREVN5plEhxd3fHgQMHijsWIiIiIiIiIqIyTaNEipOTE5KTkwssGz58+DsFRERERERERERUVmk02KyLiwsUCgX8/PxQq1Yt6OjoSGXHjx8vtuCIiIiIiIiIiMoSjQabNTQ0hI2NTYFlz549Q1pa2jsHRhUHB5slIiIiIiKi0vQu30M16pHSqlUrhIeHF1jm6+uryS6JiIiIiIiIiMo8jXqkpKamwtjYuCTioQqIPVKIiIiIiIioNJX69MfGxsZ4+PAhZsyYgfHjxwMA9uzZg5s3b2qyOyIiIiIiIiKi94JGiZTjx4/DyckJe/bsQVhYGAAgKysLvXr1wqFDh4o1QCIiIiIiIiKiskKjRMr06dNx6NAhXLp0CdbW1gCAvn37Ijw8HCEhIcUaIBERERERERFRWaFRIkUIgdatWwMAZDKZtN7KygpKpbJ4IiMiIiIiIiIiKmM0SqQkJiYiOTk53/qHDx/i+fPn7xwUEREREREREVFZpNH0xwMGDICHhweCgoIQGxuLX3/9FZGRkdiwYQMmTZpU3DESEREREREREZUJGk1/DAA//fQTvv32Wzx48AAAYGtri2nTpmHYsGHFGiCVf5z+mIiIiIiIiErTu3wP1TiRkiclJQUAYGJi8i67oQqMiRQiIiIiIiIqTe/yPVSjR3vynDp1CtevXwcANGrUCB4eHu+yOyIiIiIiIiKiMk2jRMrdu3fRr18/nDt3TmW9u7s7tm3bBnt7++KIjYiIiIiIiIioTNFo1p7BgwfD2dkZf//9N1JSUpCSkoKLFy+icePGCAwMLO4YiYiIiIiIiIjKBI16pMTFxeHIkSMq61xcXPDLL7/A2dm5WAIjIiIiIiIiIiprNOqRUqNGjQLXCyFgZ2cnLZ8+fVqzqIiIiIiIiIiIyiCNEin+/v7w9/dHREQE7ty5gzt37iAiIgKDBg3CwIED8eDBAzx48ADjxo0r7niJiIiIiIiIiLRGo+mP5fI3519kMhmEEJDJZFAqlRoHRxUDpz8mIiIiIiKi0lTq0x97eHhg27ZteFMORgiB/v37a7J7IiIiIiIiIqIySaNEyvz58/Hnn38iPj4eVapUQevWreHi4pKv3nfffffOARIRERERERERlRVFSqRcv34dAwcOxF9//aXSG0Umk8HT0xO//vorHBwcpPXe3t7FFykRERERERERkZapPdjs/fv30b59e7Rp0wYnTpxAQkICsrOzkZCQgBMnTqB58+ZQKBR4+vRpScZLRERERERERKQ1ag82O2TIEHTu3BkBAQGF1tm+fTsOHjyIn376qdgCpPKPg80SERERERFRaXqX76Fq90iJiop6YxIFAPr27YurV68WKQAiIiIiIiIioveF2mOkGBgYqFVPX19f42CoYnOesR/mrrO1HQYRERERERGVc8p0pcbbqt0jJSMjA0rlmw+kVCqRmZmpcTBERERERERERGWZ2omUTp06YerUqW+s89VXX6Fz587vHBQRERERERERUVmk9qM9U6ZMQbt27dCiRQsEBASgQYMGMDExQWpqKq5fv47t27ejUqVKOHToUEnGS0RERERERESkNWonUgwNDREREYEZM2YgJCQEiYmJkMlkEELAzMwMI0aMwKxZszhGChERERERERGVW2onUoDcgWTnzZuHkJAQREVFISEhARYWFnBycoKOjk5JxUhEREREREREVCYUKZGSR0dHB40aNSruWIiIiIiIiIiIyjS1B5slIiIiIiIiIqromEghIiIiIiIiIlITEylERERERERERGpiIoWIiIiIiIiISE1MpBARERERERERqYmJFCIiIiIiIiIiNTGRQkRERERERESkJiZSiIiIiIiIiIjUxEQKEREREREREZGamEghIiIiIiIiIlITEylERERERERERGpiIoWIiIiIiIiISE262g6AKraZM2di9+7dAIBHPw7CY92XkOnI4DDVAQY1DbQcHRERUclLupCEF+EvILIFRLZAzsscVO1aFRatLAAAOZk5eBH+AkkXkiCTy6BMV8K4oTGse1lDrv/Pb2Kpkal4tusZAEAoBfSr68Omvw10Tf75c0+ZoUTMrhik30+HyBLIychB1W5VUblt5VI9ZyIiIm1LupgEAOjSpQv09PSwYsUKNG7cWK1t2SOFtG7w4MEAAOsB36HRykaw6W+DewvvQZmu1G5gREREpeDF4Rcwb2UOhykOqDOtDqr5VcOj1Y+Q8TADAJB+Px2xf8ai9ojacAh2gMNkB6RcSsGTX59I+1CmKnF/yX2YtzRHnWl1UOerOsjJzMGT9U9UjvVg2QPomuuizpd1UHdGXZi5myHtVlqpni8REZG2pd1Jw9MNTwEAYWFh+PTTT9G5c2ckJyertT0TKaR1O3fuBADoVa4OALBobQEogYTjCdoLioiIqJRY+1tLvU8AwLiBMSCAlzEvAQByAzksO1hCr4oeAEDHWAeVvSoj8WwiRI4AALyMfYmcjBwYNzIGAMjkMhg3NEbK1RRpv0kXk5D5NBNVP6gqravauSos21uW9CkSERGVKc//7zlMnE2k5U8++QTZ2dlYv369Wtu/V4mUs2fPonbt2sjIyCjSdn5+fli8eHEJRZVr6tSpsLe3h0KhKNHjaGr9+vWIiIjQdhgF+vvvv1WWZXIZDOwNkHItpZAtiIiIyg9De0PIdGQAAJEt8DzsOfRr6MO4cW5SxNDWENU+rKayjUxPBigB5OQu69fQh351fSSeTIQQAjmZOUg6nwRds38e60k6nwRjR2PI5DJpnY6xDgxq81FaIiKqWFKupcDA7p/PP7lcjubNm+PgwYNqbf9ejZFiamoKJycn6OnpFWk7BwcH2NjYlFBUuebOnQt9ff0ym6xYv349FApFmUv0pKWlIS0tt0vxs23TkXz2Gax6WkHXXBfpd9O1HB0REVHpefLrEyScTIBBTQPYT7SHjoFOoXXTbqXB1M0UMt3cpIi8khz2k+3x8MeHuDHxBpRpSsh0Zag9ora0TeajTBg6GCJ6e3Tu4zwywMzNDJYdLVWSK0REROVZdko2ctJzoGuqmg6xsbHB2bNn1drHe5VIadCggdoZoleVdG8U0ly1av/8wlat7yxk3huN2zNuw8zNDOKl0GJkREREpavGoBqo/nF1xOyJwZ2QO6gzvQ70LPL/eJT5JBMpV1NQd0ZdaZ0yXYl7C+7BzM0M1XpXg3gp8OLIC+hWfmWg2TQl4o/Eo/qg6rDpa4OXcS9xN+QulMlKWPtbl8o5EhERaVtOZm53zrwfI/Lo6+tLP/K/jdYe7dm5cydcXV0hk8kQGhqKHj16wMHBASEhIUhMTMSnn34KNzc3dO7cGfHx8bh27RoUCgVkMpnU6+Orr76SHqdZsGAB2rdvD0dHR/z666/ScSZPnqzyyM2tW7ek/fz888/o27cvGjZsiD59+iA9PR2zZs2Ct7c3mjRpgr/++kvaT3x8PIYMGYKWLVvCx8cHXl5e+O9//6vRuf/73/9G7dq1UaVKFXz88ccAgIyMDBgbG+Py5csAgJ9++gm2trZwc3NDSkoKLl68iA8++ABeXl5o27YtevXqhUePHkn7zMjIQFBQEDw8PNCuXTu0b98e+/btAwAMGjQIFy9elHqlfPbZZwDw1n0CwMmTJ9G0aVM0b94cXbt2xeLFiyGTyaBQKHDr1i0AwI0bN9ClSxe0atUKbdq0wdixY5GeXnhvkszMTCQlJSEpKQn+/v7SeplMjmo9q0GuJ0fGgwzIKvHXMSIiqlhkOjJU+6gahBCIC4vLV65MV+Lh6oeoNawWKlWtJK2PPxqPrLgsWPW0gkwmg1xfDkM7Q9ydexfK1P8N3i4DdC10UcWnCgCgkmUlVPatjLiDcRCCP14QEVHFkDfjnchW/ezLzMyEkZGRevso9qjU5O/vjyVLlgDI/SL+xx9/YP/+/Zg+fTqmTZuGZcuW4dy5c0hJScEPP/yARo0a5Xts5ptvvsHgwYNx/vx5uLm54dChQ/j+++8xcuRIabTd+fPnS7PCAICjo6O0nz///BNbtmzBxYsXcf78efj5+eHjjz/G0aNH0a1bN4wfP17a7vHjx4iKisKJEydw5MgRfPvtt+jZsycSEhKKfO4ffvgh5syZAwMDA2zcuBEAcPjwYaSlpSE0NBQAMHz4cLi4uCA8PBwmJiY4fvw4GjdujGPHjuH48eNwc3PDoEGDpH3+8MMPuHnzJk6fPo3Dhw/j448/xrZt2wAAv/76K1xdXTF48GBERERg9erVAPDWfaakpKBHjx4YNGgQzp8/j127dmH79u0AgIiICDg6OiIzMxOdO3eGn58fTp06hSNHjuDWrVsYO3Zsoec/d+5cmJubw9zcHA4ODiplMrkMelX1kJ2UjUpWlQrZAxERUfmRk52jsiyTy6BvrY+MJ6pjwuW8zMGDHx6gateqMHUxVSl7+ewldC10Idf750+7SlaVoExWIjUqFQCgV0VPpYcKkJtMycnIgTKZM+UREVHFoGuiC7mhHNnJ2Srro6OjUadOHbX2USYGm+3bty8AoH79+qhatSpsbGxgZGQEuVwOT09PlZ4hBalWrRrat28PAFAoFEhNTZV6S7xJ7969oaOjA319fbRo0QJKpRKOjo4AAC8vL5Xj1qtXD3v27IGurq5Urqenh9OnT2t0zh988AGePXuG8+fPAwBCQ0PRs2dPKZGSkpICpVIJc3NzAMCAAQMwY8YMafu+ffsiIiJC6vnx+PFjxMfHIzExEQAQEBCACRMmvDGGt+1z8+bNSElJwciRIwEARkZGCAoKUtnH5s2bERcXh+HDhwMAdHV1MWTIEPzyyy/IzMws8LhTp05FYmIiEhMTMWLECHTp0kWlPCs+C8oMJUwamxS4PRERUXlye8btfOuyE7NVHusRSoGHKx7CvKW5NMNP4plEqbeJroUuspOypVl8ACArIQtA7vgpAGDsZIzsBNU/GrOTsiGrJIOOSeHjsRAREZU3Jo1MkHH/nx8shBC4cOECOnTooNb2ZWKMlOrVq0v/NjIyUlk2NjaWkgOFqVGjhvRvU9PcX2iSkpKKfFx9ff1Cj6unp4dNmzbh999/B5A7qm98fDyio6PfepyCVKtWDe7u7ggNDUWLFi0QFRWFmTNnQqFQIC4uDkePHlW5iUIITJ8+HWfOnIGuri4yMzMhhEBMTAzs7OwwatQohIaGwtbWFv7+/hg4cOBbB5Z92z6vX7+O6tWrw9DQUNrG1tZWZR9XrlyBUqlEu3btpHUZGRmoWbMmnj59Cnt7+3zH1dfXl6513pzdYWFhyEqIxosjL5CdlA1dY11YtLEo+oUlIiJ6z2Q+yUTyxWSYuub+DZNwIgGZTzNRY3Du3zciR+DRz48gN5DD0N5QGow94b8JMHQwhI6xDixaWSA2NBYvwl/Asr0lRI7A833PoVdFD4aOuZ/jVXyrIO5AHJL+SoJZMzMo05WIPxaPKu2qcLBZIiKqUKp2q4p78+9Jy5s2bYKOjg4CAwPV2r5MJFJ0dHTeuPy253ZfrS+TydTaRp3jvmrRokUICQnBuXPnpF4r9vb27/RMcbdu3bB371707t0bTZo0gaenJywsLLBv3z6Eh4dj0qRJUt1BgwbhxYsXOHDgAExNTXHv3j04ODhIx69Xrx6ioqIQGhqKDRs2oF27dpgwYQIWLFhQ6PHfts+C5F3fV1WtWlXj2YpCQkKwatUqAMCzTZMg082CQU0D1PqsFnQM+esYERGVf9UHVEdMaAxi/y8WQgjIIIPdGDsY18+d/jjlUgoST+X+uJP3f2nbT3J/FKpUrRLsJ9jj2a5nSDyZiJysHOhV1oPdRDtp9h9dM13YT7TH0y1PERsaCwjArIUZrHpYleLZEhERaZ9RHSNUD6yOx6sfo0uXLtDT08P+/fuljhlvUyYSKe+Do0ePonnz5lISBQBevnz5Tvvs3r07ZsyYgZ9//hkffvghdHR00KVLF/zxxx948uQJGjRooHL8yZMnSzf29WMfOnQIbm5u8PPzg5+fH3788UcEBwdLiRS5/J+nuFJSUmBsbPzWfTZs2BArV65Eenq61CvlwYMHKnWcnZ2xbNkyJCcnS/vJyspCUFAQ1q5dKz0KVZgBAwage/fuMDc3R61//QZz19lqXz8iIqLywLKjJSw7WhZabupqCuf1zm/dj7GTMep8+eZnuw0dDN9ah4iIqCIwczXDYzxGWFgYzMzMirRtmRgj5X3QqFEjXLp0CbGxsQCAEydO4OnTp++0z2bNmqF69erYuHEjvL29AeT2Utm9ezfc3NzyHf/IkSPIzs59tnnXrl0q5b/99hu2bt0qLWdlZaF+/frSspWVFeLj4wEAHh4eSElJees+BwwYABMTE6xYsQIAkJ6eLg2O+2qdWrVqYe7cudK6JUuWQC6XvzWJQkRERERERPS+0do33bCwMAQHBwPIHSB29+7dCAgIQHR0NObNm4dKlSohOjoa69evR0JCAvr27YuYmBgAwNixY/HVV1/h1q1bUvmgQYOwbNky9OzZU6qzYMEC/Oc//8H27duRkJCA7t27Y82aNQgICJDqfP/99wgLC0NYWBiA3OmSu3TpIs3Yo1AosHXrVkybNg33799HixYt4OLiAkdHR9jY2GDevHnQ0dHBtWvXsGXLFiQkJKBnz57Yu3evWtehW7duiIuLQ6VKuTPUdO3aFUIIdO/eXaXeL7/8gs8++wzOzs5o0KABnJycAOQOKvvzzz8jICAA8+bNw5YtWwAAhoaG2LRpk7T96NGjERQUhDZt2uDDDz+EqanpW/fZpEkT/PHHHxgxYgQ2b96MWrVqoW/fvjh27Ji0X319fezfvx9ffPEFmjRpgipVqqBBgwZYvny5uk2BiIiIiIiI6L0hE+8yyAeVe7GxsbCy+ufZ6c2bN2PGjBm4efNmsR0jKSkJ5ubmqD12Ox/tISIiIiIiohKnTFfi+ufXkZiYyEd7qHh5e3vj+fPnAIDMzEysWbMGn3zyiZajIiIiIiIiItIODmJBb/Thhx+iU6dOMDMzQ3p6Ojp06ICpU6dqOywiIiIiIiIirWAipYTMmzdPGnfldd988w3atm1byhFp5rvvvsN3332n7TCIiIiIiIiIygQmUkpIcHCwNJguEREREREREZUPHCOFiIiIiIiIiEhNTKQQEREREREREamJiRQiIiIiIiIiIjUxkUJEREREREREpCYmUoiIiIiIiIiI1MREChERERERERGRmphIISIiIiIiIiJSExMpRERERERERERqYiKFiIiIiIiIiEhNTKQQEREREREREamJiRQiIiIiIiIiIjUxkUJEREREREREpCYmUoiIiIiIiIiI1MREChERERERERGRmphIISIiIiIiIiJSk0wIIbQdBFVsSUlJMDc3R2JiIszMzLQdDhEREREREZVz7/I9lD1SiIiIiIiIiIjUxEQKEREREREREZGamEghIiIiIiIiIlITEylERERERERERGpiIoWIiIiIiIiISE1MpBARERERERERqUlX2wEQ5c3AnZSUpOVIiIiIiIiIqCLI+/6Z9320KJhIIa2Li4sDANSuXVvLkRAREREREVFFkpycDHNz8yJtw0QKaV2VKlUAAA8ePChyA6aKKSkpCbVr18bDhw9hZmam7XDoPcF2Q0XFNkNFxTZDmmC7oaJimykeQggkJyejRo0aRd6WiRTSOrk8d6gec3NzvhFQkZiZmbHNUJGx3VBRsc1QUbHNkCbYbqio2GbenaY/5HOwWSIiIiIiIiIiNTGRQkRERERERESkJiZSSOv09fUxY8YM6OvrazsUek+wzZAm2G6oqNhmqKjYZkgTbDdUVGwz2icTmsz1Q0RERERERERUAbFHChERERERERGRmphIISIiIiIiIiJSExMpRERERERERERqYiKFtG7Pnj1wd3eHl5cXfHx8cPXqVW2HRFowc+ZMuLq6QqFQSP999NFHUrkQArNnz4abmxtatmyJTz75BImJiSr7SExMxMCBA9GyZUu4ublh1qxZ4DBQ5c/Lly8RHBwMXV1d3Lt3L1/56tWr0bx5c7Rp0wbdunXD48eP820/ZswYtGjRAs2bN8cXX3yBly9fqtR5/PgxunfvjjZt2sDNzQ2rVq0qyVOiEvamNjN48GC0atVK5b1n5MiR+bZnm6lYtm/fjk6dOqF9+/Zwd3dHnz59VNpOcX0mXbt2DQqFAt7e3mjRogV2795dGqdHJeBtbebV95i8/2bPnq2yD7aZimPv3r3o2rUr2rdvj7Zt28LNzQ1btmxRqcP3mTJOEGnR6dOnhampqbhx44YQQogNGzaImjVriqSkJC1HRqVtxowZIjw8vNDyRYsWCRcXF5GWliaEEGLIkCGiR48eKnV69OghgoKChBBCpKamisaNG4tFixaVWMxU+u7evStatWolBg0aJACIu3fvqpTv2rVLVK9eXcTGxgohhJg1a5ZwdXUVSqVSqjN69GjRuXNnkZ2dLbKzs0WHDh3E6NGjpXKlUilcXV3FN998I4QQIiYmRlhbW4tdu3aV/AlSsXtbmwkMDMy37nVsMxWPnp6eCAsLE0Lk3t+BAwcKJycnkZGRIYQons+kpKQkUbNmTbFx40YhhBBRUVHCxMREnD59usTPj4rf29qMj4/PW/fBNlNxdO7cWWzYsEFa/ve//y1kMpn4+++/pXV8nynbmEghrerVq5cICAiQlpVKpbC2thY//PCDFqMibXhTIiU7O1tYWVmJVatWSeuuXr0qAIhLly4JIYT4+++/BQARGRkp1fnxxx+FlZWVyM7OLtHYqfRcvnxZ3Lx5U4SHhxf4pbhZs2YiODhYWk5ISBC6urri3//+txBCiOfPn6v8sSuEEP/3f/8n9PT0RFxcnBBCiL179wo9PT2RnJws1Zk0aZJwc3MrwTOjkvK2NvO2RArbTMXk7++vsnz27FkBQJw4caLYPpOWLl0qqlevLnJycqQ6ffr0ER999FFJnhqVkDe1GSHenkhhm6lYzp07J7KysqTlpKQkAUDs2bNHCFF8f/uyzZQcPtpDWnXo0CG0aNFCWpbL5WjevDkOHjyoxaiorLl06RJiY2NV2krDhg1hbGwstZVDhw7BxMQETk5OUh13d3fExsbi0qVLpR4zlQxnZ2c4OjoWWPbixQv89ddfKu3E3Nwc9evXl9rJ0aNHkZWVpVLH3d0dWVlZOHLkCIDctuTk5AQTExOVOhcuXEB8fHxJnBaVoDe1GXWwzVRMO3bsUFk2MDAAAGRmZhbbZ9KhQ4fQvHlzyGQylTqHDh0qsfOikvOmNqMOtpmKpXnz5tDV1QUAZGVlYeHChWjUqBE6dOgAoPj+9mWbKTlMpJDWxMXFISkpCdbW1irrbWxscPfuXS1FRdr0yy+/QKFQoE2bNggMDMTt27cBAHfu3AEAlbYik8lgbW0ttZU7d+4U2JYAsD1VEHn3+U3vKXfu3IGuri4sLS2lcisrK+jo6LAtVWBz586FQqFA27Zt8a9//QvPnj2TythmCABOnjyJGjVqoE2bNsX2mVRYncTERLx48aLEzoVKx6ttJs+YMWPg4+MDb29vBAcHIzk5WSpjm6mY/vWvf8HKygoHDx7E/v37pYQ832fKPiZSSGvS0tIAAPr6+irr9fX1pTKqOGxtbdGsWTMcPHgQx44dg4ODA5o3b47Hjx+r1VbS0tIKLM8ro/JP3XZSqVKlfNtWqlSJbamCql+/Pry9vXH48GGEh4cjMzMTrVq1QkpKCgC2GcrtUbBgwQIsX74cenp6xfaZxHZTfr3eZgDA1dUV3bp1w5EjR/Dnn3/i8uXL6NixI5RKJQC2mYrqxx9/xPPnz6UfEp8+fQpA/b9p2Ga0h4kU0hojIyMA+bs8ZmZmSmVUcQwdOhTjxo2Drq4u5HI5pk+fDgMDA6xYsUKttmJkZFRgeV4ZlX/qtpPXZ1sBcmdlYVuqmL788kt8/PHHkMvl0NPTw/fff48HDx5IsyewzdBnn32Gfv36oVevXgDUf695W5tguym/Xm8zALBkyRJ06tQJAGBiYoL58+fj9OnTOHz4MAC2mYpMV1cXc+bMQU5ODr7//nsAfJ95HzCRQlpjaWkJc3NzlS7UABAdHY06depoKSoqK3R0dGBvb4/bt29L7eH1tvLs2TOprE6dOgW2pbwyKv8KayevvqfUqVMH2dnZiIuLk8pjY2OhVCrVaksODg4lFj+VDWZmZrCyspIeLWSbqdiCg4NhZGSEOXPmSOuK6zOpsDrm5uaoUqVK8Z4IlZqC2kxB6tatCwAq7zVsMxXH6wl6uVyO+vXr49q1awD4PvM+YCKFtKpdu3Y4f/68tCyEwIULF6SBlqjiGDNmTL51T548ga2tLVxcXGBlZaXSVq5fv47U1FSprbRv3x4pKSm4ceOGVOfcuXOoVq0aXFxcSv4ESOsqV66MZs2aqbSTpKQk3LhxQ2on3t7e0NPTU6lz7tw56OnpwdvbG0BuW4qKipIe7cir07x5c1SuXLmUzoZKy+vvPZmZmYiLi4OtrS0AtpmKbN68eXj48CGWL18OADh//jzOnz9fbJ9J7du3x4ULFyCEUKnDv4HeX4W1mZiYGISEhKjUffz4MQBI7zVsMxWLm5tbvnVPnz5FjRo1AIDvM+8D7U4aRBXd6dOnhZmZmbh586YQQojffvtN1KxZUyQlJWk5Mipt9vb2Yu/evdLyzz//LAwMDMT169eFEEIsWrRING3aVKSlpQkhhPj0009Fjx49VPbRo0cPMXz4cCGEEGlpaaJJkyZi0aJFpXQGVJoKm8p2165dokaNGuL58+dCCCHmzJkjXF1dhVKplOqMHj1adO3aVSiVSqFUKkWnTp3E6NGjpfLs7Gzh6uoqvv32WyGEELGxscLGxkbs2rWr5E+MSkxhbaZSpUri7Nmz0vJXX30lrKysRExMjLSObabiWblypWjcuLE4efKkOHv2rDh79qyYMWOGWLdunRCieD6TkpKSRM2aNcXmzZuFEELcuHFDmJqaitOnT5fCGVJxe1ObuXv3rqhSpYr0/pOdnS0CAwNFgwYNRHp6urQPtpmKQyaTidDQUGn5t99+E3K5XBw7dkxax/eZsk0mxCvpKSIt2LNnD0JCQmBoaAi5XI4VK1agcePG2g6LStnmzZuxZs0a5OTk4OXLl9DX18c333wjjXYvhMCcOXPw+++/Q1dXF/Xq1cOPP/4ICwsLaR8JCQkYNWoUbt68iZcvX8LPzw9ff/21ypRv9H57+fIlOnXqhISEBPz999/w8PBA7dq1VaadXLVqFX766ScYGBigcuXKWL16NWrVqiWVZ2ZmYtKkSfjvf/8LAPD09MTChQtVBmN79OgRRowYgfj4eKSnp2PYsGH4/PPPS+9Eqdi8rc0sW7YM27dvh66uLtLS0mBlZYXvvvtO5XOIbaZiSU5OhoWFBXJycvKVrVu3DoMHDy62z6SrV69i5MiRyMnJQXp6Or788kt89NFHpXGaVIze1mYCAgLw/fff448//oC+vj5SU1NRr149zJs3T+qRArDNVCTLli3Dli1bIJfLkZOTA5lMhi+//BLdunWT6vB9pmxjIoWIiIiIiIiISE0cI4WIiIiIiIiISE1MpBARERERERERqYmJFCIiIiIiIiIiNTGRQkRERERERESkJiZSiIiIiIiIiIjUxEQKEREREREREZGamEghIiIiIiIiIlITEylERERERFSqHj9+XKrbEREVJyZSiIjovXbmzBkoFArIZDI0aNAAs2fPBgAkJCRg5syZSEhIKLVY7t27h5kzZ+Zb7+fnh8WLF5daHO9q586dcHV1hUwm03Yo75XC7n95EBUVJb3OIiIipPW///47fv/993fat7rtbfHixfDz83unYwH5Y05JSYFCoYCBgQHWr19f6HaPHz+GtbW11r/Ir1+/XuUevI9WrlyJ7777rsCyTZs2wc3NDQBw4MAB2NjYqJQfPXoUQ4cORU5OTonHSURUGCZSiIjovdayZUvpS0VwcDC+/vprALmJlFmzZpV6ImXWrFn51js4OOT7MlCW+fv7Y8mSJdoO471T2P0vD5ycnAr88l4ciRR125uNjQ3q1KnzTscC8sdsYmKCiIiIt75GDQwM4OTkBENDw3eO4V2874mU48ePY+3atYUml48dO4a2bdtKdb28vFTK+/fvD2NjYyxYsKDEYyUiKoyutgMgIiIq796n3ihEZVX//v3Rv39/rR3f0tISR48e1drxy4uJEydi7Nix0NHRKbD82LFjmDFjBoDcREpBvZAmT54MJycnjBw5EqampiUZLhFRgdgjhYiIyp1r164hICAAABAQEACFQoE9e/YAyO3GP2zYMDRr1gw+Pj7w8/PDgwcPAOT+0d6qVSvIZDLs2LEDPXv2hKOjI1xdXQEAK1asgIeHB3x9feHu7o6QkBAIIQAAhw8fxtixYwEACoUCCoUCJ0+exOTJk2Fvbw+FQqES42+//QZXV1d4eHigWbNm2LFjh1QWFBQEGxsbDBo0CFOmTIGPjw+cnJywf/9+qU5GRgaCgoLg4eGBdu3aoX379ti3b1+B12P27NkwNTVFnTp1pF9xjx49CisrK6l7/MiRI2FhYYGgoCCVbUNDQ/Hhhx+ifv36GD16tEpZdnY2pkyZAldXV/j4+KBTp064cuUKAODWrVvSoyBr166Fv78/mjRpAgsLi7duW5ibN2+ia9euaN68OZo0aYJRo0YhIyMDALB06VI0aNAA9vb2WLBgATp06AB7e3sEBgYiPT1d2kdp338AePbsGfr16wdXV1c0bdoUH3/8MV68eKHWMV/1rtf0woUL8PHxgUKhgKenJ4YOHYro6GhcvHhRiuHevXsAgKlTp8LGxgaDBw8u9H5MnjwZYWFhCAsLg0KhQM+ePaWyffv2oWXLlmjbti08PT2xatUqlW1PnjyJpk2bonnz5ujZsydu3LjxhjsPbN68Od/jP927d4eFhQUmT56Mzz//HG3atIGLiwsuXLigUcwAEBMTg4EDB6Jly5Zo3bo17t69CwB48eJFgY//LFmyBC1atEC7du3g6en51p41YWFhaNmyJTw8PODi4oLly5dLZQEBAbCwsJAeDzty5Ei+cx40aBAuXryI9evXQ6FQ4LPPPpPK8t5T2rZtCzc3N4wfPx6JiYlS+aJFi9CkSRN4eHigVatWCA8PL/BajhgxAh4eHnB3d8ft27exY8cOdO3aFY6Ojvj1119Vzic6Ohp9+vRBixYt4OXlhcDAQKltF+TRo0c4c+YM2rdvn++6KBQKNGvWDDdu3JBea+Hh4di1axcUCgXCwsKk+rVr10atWrXwf//3f2+83kREJUYQERGVAwDEunXrpOW7d+8KAOLu3bsq9fr37y/69+8vlEqlEEKIb7/9VjRq1EhkZ2erbDd06FChVCpFcnKyUCgUQggh3N3dxeXLl4UQQqSkpAgXFxexYcMGad/h4eGioI/WGTNmCB8fH2l5//79wsTERERGRgohhLh06ZIwMDAQ//3vf6U6gYGBonLlyuL69etCCCGWLl0qbG1tpfLvvvtOeHt7S8tr164VgYGBhV6fwMBA0a9fP2l50qRJAoA4ceKEEEKIzMxM0a5du3zn8t133wkhhIiNjRUGBgbi8OHDUp2pU6cKb29vkZGRIYQQYvPmzaJq1aoiKSlJqgNAdO7cWWRkZAilUilatmyp9ravysjIEA4ODiIkJESK18fHRwwfPlyqs27dOqGjoyMWLFgghBAiOTlZODs7iwkTJkh1tHH/PT09xbBhw4QQQuTk5IgBAwaITp06SeVvOmZBNL2mDRs2FGvXrhVCCJGdnS18fX1FeHi4Sgyvvl4CAwPztSkA0jaF1bly5YowMjISFy9eFELktp2aNWuKzZs3CyFy74ulpaVYuHChEEKI1NRU4ePjU+C1e1VB19fHx0fY29uL6OhoIYQQ48aNU3ldFKSgmIUQws7OTri7u4vk5GQhhBC9e/cWgwYNylcn733m9OnTwsTERCQmJgohhIiKihJ169Yt9LhXr14VlSpVEseOHRNCCPHw4UNhZWUlXZe885kxY8Zbz/nVOkLkvqeYmpqKGzduCCGEiImJEdWrVxd//fWXEEKI1atXi1q1aknXaf/+/UJfX1/cuXNHZb916tQRMTExQgghBgwYIFq3bi22bt0qhBBi3759wsTERLo+QuS27SlTpkjLn332mUrbft2OHTuEoaFhoeVbtmwRzs7OQgghIiIiRNWqVQut26VLFzF69OhCy4mIShJ7pBARUYVx584dbN26FePHj4dcnvsROHz4cFy7di3fmAODBg2CXC6HiYmJ9Mvtjh074OzsDAAwNjbGBx98UGgvkDcJCQmBn58fnJycAABNmjRB586d8e2336rUa9asGRo0aAAgt5fDgwcPEB8fDyB34Mv4+HjpF+eAgABMmDCh0GN2794d+/fvR3Z2NoDc3gktW7ZEaGgogNxfv729vfNtl/coRdWqVdGwYUNcvHgRAJCeno7Fixdj9OjR0NfXl+pmZGRg+/bt+fahr68PuVyO06dPF2nbPJs3b8aTJ0+kXh+VKlXC2LFjsXbtWjx79kyqJ5PJMGrUKAC5Y18MGzYMK1euRHZ2tlbuf3h4OE6cOIEpU6ZI8U2aNAkHDhzAuXPn3nrMwmhyTR8/foz79+8DAHR0dLB69Wq4uLi88TiamD9/Pnx9fdG0aVMAuW2nV69eWLFiBYDce5mSkoKRI0cCAIyMjDBw4ECNj9euXTtYW1sDyH2d5LVRTfTo0QMmJiYAAG9v7zfu6/Hjx8jKypIGn61fvz42bdpUaP3vvvtO6qUDALVq1cKAAQMQEhKicbx5QkJC0LNnT9SrVw8AYGVlhW+++QZVqlSRygcPHixdp06dOqFBgwZYtGiRyn58fX1hZWUFAGjTpg0uXLiA3r17AwC8vLyQkpKCW7duAfinbU+cOFHaftiwYThw4ABu375dYJzPnj1D5cqVCz2Pq1evolGjRgByexbm/bsgFhYWKq99IqLSxDFSiIiowrh69SqEEBgzZgz09PSk9XZ2doiNjVWpW6tWrXzbP3r0CF988QWeP38OPT093Lt3Dw4ODkWO48qVK2jXrp3KOkdHR5XHewCgRo0a0r/zxgFISkpC5cqVMWrUKISGhsLW1hb+/v4YOHBgvseHXtWpUyekpqbi+PHjsLOzg4ODA2xtbbFr1y6EhIQgNDQUgwYNyrfdqzGYmZkhKSkJQO5jJhkZGZg7d67K4wnW1tZSsifP69eyKNvmuXLlCqpXrw4jIyNpnaOjI5RKJa5duyZ9QbS2toaBgYFUp27dukhLS8P9+/dx7dq1Ur//V65cgY6Ojko9R0dHAMDly5fRokWLNx6zMJpc07lz52LcuHHYsWMH+vfvj6FDh0pftIvTlStXEB0drdIeExISpPty/fp1VK9eXWXQVltbW42P9/rrJK+Nvuu+Xm3vBenatSu8vLzg4uKCLl26oH///ujTp0+h9a9cuZIvceXo6Igff/wRWVlZKm2yqAp6Txk6dCgAIDk5GQ8ePJDa3avHvnz5ssq66tWrS/82MjKClZUVdHVzvy4YGxsDgJS8vXLlCuRyOfz9/aVtsrOzYWdnh6dPn6Ju3br54kxMTJT2V5Br165JCbjr16+jcePGhdbV09NDdHR0oeVERCWJiRQiIqpwNm7c+NYvwK8PhHj//n107NgRs2fPln6BnTlzZonOnvFqDHnjJIj/jclRr149REVFITQ0FBs2bEC7du0wYcKEQmeyMDMzg5eXF0JDQ2FnZ4du3brBzs4OX3/9NR49eoQLFy4UOL7D69ch7/h5Fi5cCF9fX7XPo6jbloSyev8Lu05Fqfumazpy5Ej07t0bGzduxJo1azB//nwcPHgQHh4eBU49rFQqixTTqzp06IANGzaoXf9dptou6HVSHPsC8rf3VxkYGOA///kPTp8+jfXr1+Ozzz7DsmXLcOzYsTcmC97k9fiVSqVG+9HU6+df0P1//ZocOnRI7XZiYWGBrKwslXXR0dEICAhATk4Ozpw5g9u3b+Pw4cM4f/48ateuDYVCgS5duiA4OFhlu6ysrBJJBBIRqYOP9hARUbmU9+gGAOTk5CA1NVX6dTMqKkql7tdff43IyMg37u/cuXNIT09Hv379pHUvX74s9JjZ2dkqg5y+ytnZWeoen+f27dto0qTJG2N41aFDh5CcnAw/Pz/s2bMHy5Ytyzeg5+u6d++O0NBQHDx4EB07dkSzZs1Qs2ZNLFiwAE5OTkX6Euro6AgDA4N813L58uVvndlEk22dnZ3x9OlTpKWlSetu374NHR0dle7/MTExyMzMVKljZGQEOzs7rdx/Z2dnKJVKadDSvJgAFOl+v40613Tnzp2wtrbGhAkTcPnyZTg7O2Pjxo0A/unxlJycLG2b98jKm7x6zmlpaVAqlXB2ds4Xx5UrVzB79mwAQMOGDfH06VOV10fegL+loaCYNREZGYkrV67Aw8MDK1euxKlTp3Dq1Cn8/fffBdYv7HXv5OQk9UYxNTV96z14Nf6UlBQIIeDs7Iw7d+6o1Nu5cyeuXbsGU1NT2NravvN7TkHnk5OTg5s3b6qs//zzzxEXF1fgNjY2Nvl6ndnY2CAiIgI//PAD5HI5zp49i+3btyM1NRVHjx5FREREviQKkDsAcF5PNCKi0sZEChERlUuWlpaQy+WIj4/HuXPnMHjwYNSpUwf9+/fH/PnzpdleTpw4gV27duXr9v66Bg0aQCaT4dChQwByxwh5fXyMvLEF4uPjsXv3bnz99dcF7mvatGnYu3ev9AXk6tWrCAsLw5dffqn2+f3222/YunWrtJyVlYX69eu/cZtu3bohKioKSqVS6qb/wQcfYMWKFejWrZvaxwYAQ0NDjBs3DsuXL5e+GN28eRNLly59Y3d8TbcdMGAAatSogR9++EE636VLl+LTTz9V+TKlo6ODlStXAsj9krlmzRp8/vnn0NXV1cr99/X1haenp9RTSAiBhQsXolOnTiqP9bwrda5pUFAQnj59Km2TnZ0ttZkqVarA1tYWJ06cAJCbJFBnrBErKyvpeP7+/oiMjMSUKVNw4cIFHDhwAEDuvZo+fTrs7OwA5N5LExMTacyU9PR0rF27thiugnoKilkTp06dwjfffCP10MjKyoK+vn6hjylNmTIFZ86cka7x48ePsXnzZkybNk2q4+rqilOnTkEIgezsbOzcufON8Xt4eCAlJUV6T8lL0j169AhTpkxBtWrVAOS+52zYsAExMTEAgIMHD+L69etvHFfpbfLadkhIiDT7144dOxAZGQlLS8sCt2ndujUyMzPx6NGjfGWnTp1CixYtoKenhxMnTsDR0RFVq1Yt9Pi3bt2Cl5eXxvETEb0TbY1yS0REVBxOnz4tzfjh5OQkZs2aJZVNnjxZNG7cWHh4eIjjx48LIXJnDBk+fLhwcnISCoVC9OjRQ9y8eVMIIcRff/0lPDw8BADh4eEhli1bpnKsVatWCXt7e+Hl5SX8/f1F7969hbm5uRgwYIBUZ8CAAcLV1VW0bt1aREZGikmTJgk7Ozthbm4uunXrJtXbsGGDaNq0qWjZsqVwdXUV27Ztk8rGjBkjrK2thbW1tZg0aZKIjIxUievSpUti3759wsfHR3h5eQkvLy/RqVMnaYafN6lXr5744YcfpOW9e/eKSpUqqczEsW/fPtG0aVMBQPj4+Ii4uDgxePBgYW5uLuzs7MT8+fOFEEJkZWWJ4OBg4eTkJLy9vUWHDh3E2bNnhRBCPH36VLovTZs2FdOmTVOJ403bFubGjRuic+fOws3NTTg7O4uRI0eKtLQ0qXzdunXCzs5OrF69WnTq1EnY2dmJQYMGqdQp7fsvhBDR0dGiT58+omnTpsLFxUUMGDBAPH/+XK1jvupdr+nUqVOFm5ubUCgUokWLFmL8+PHSbEVCCPHnn39K206cOFF88sknwtraWnz66aciMjJS5di7d+8WQghx/fp14ezsLNq2bSsGDhwo7SssLEw0b95cuLu7izZt2ojvv/9eJdYTJ04IFxcX0axZM9G1a1exePFiqb3l3Y9Xbdq0SaVN3rx5U/Tr109qk4sWLRIREREqdfJmn3ldQTH7+PgIfX194eTkJDZt2iS2bt0qnJychL6+vmjXrp2Ii4tTqbNs2TIRFRUl/P39RcuWLYVCoRAeHh7ijz/+KPT+5V3jFi1aiJYtWwpnZ+d89zs2NlZ07NhRNG3aVHz00Udi9erV+a7LsWPHhJOTk/D09BTBwcHStnnvKW3atBHe3t7iyJEjKvtesGCBcHZ2Fu7u7qJly5bi0KFDUtnr13LTpk3S+Xfs2FE6/7z7v2/fPiFEbtvu16+faNiwoVAoFKJfv37i2bNnb7wGbdq0UZlhLU9gYKA0A9DEiRPfOAvZnTt3hLGxsUhJSXnjsYiISopMiDc8/ElERET0nli/fj1mzpyJe/fuaTsUIirE2bNnMWzYMJw5cwaVKlXSaB9BQUFo2rQpRo8eXczRERGph4/2EBERERFRqXB3d8fEiRMxbtw4jbbfsGEDTExMpGnOiYi0gT1SiIiI6L23dOlSrFy5Evfu3UOrVq2wb98+lel1iahsiYuLK3QslZLYjoioODGRQkRERERERESkJj7aQ0RERERERESkJiZSiIiIiIiIiIjUxEQKEREREREREZGamEghIiIiIiIiIlITEylERERERERERGpiIoWIiIiIiIiISE1MpBARERERERERqYmJFCIiIiIiIiIiNTGRQkRERERERESkJiZSiIiIiIiIiIjUxEQKEREREREREZGamEghIiIiIiIiIlITEylERERERERERGpiIoWIiIiIiIiISE1MpBARERERERERqUlX2wEQEZVlSqUSWVlZ2g6DiIio1Onp6UFHR0fbYRARlTlMpBARFUAIgejoaCQkJGg7FCIiIq2xsLCAjY0NZDKZtkMhIiozmEghIipAXhKlWrVqMDIy4h+QRERUoQghkJaWhpiYGABA9erVtRwREVHZwUQKEdFrlEqllESxtLTUdjhERERaYWhoCACIiYlBtWrV+JgPEdH/cLBZIqLX5I2JYmRkpOVIiIiItCvvs5DjhRER/YOJFCKiQvBxHiIiquj4WUhElB8TKUREREREREREamIihYionDhz5gwUCgVkMhkaNGgAhUIBd3d3ODo64ssvv4RSqSyW48ycORP37t0rln2VR8V1HxISEjBz5sx8M0f9/vvv+P3334s/cMqnTZs26Ny5s7bDKFBxtIOdO3fC1dWVPQ4KUdBr2dPTEw0aNMCYMWOQkZGh9r7c3Nywe/fuYostIiIC69evf6d9HD9+HK1atYJMJuN7OhFREcmEEELbQRARlSUZGRm4e/cuHBwcYGBgIK23D/6/Uo3j3rxuGm0nk8mwbt06DB48GADw119/wcPDA4sXL8a//vWvd45LJpMhPDwcCoXinfelkZnmpXy8RI02e9f7cO/ePTg4OODu3buwt7eX1uft712/RGlDkw1NSvV4lwMva7ztvXv3UK9ePQgh8OTJE1SrVq0YI3t3xdUOIiIi4OvrC238OXi9QcNSPV7DyOsabff6a/nJkydo0qQJRowYgZCQELX2ERAQgBEjRhTb++bMmTMRERGBiIiId9pPYe8zryrsM5GIqCJjjxQionKuWbNmcHZ2xuHDh7UdSoXG+/B+2bJlCyZNmgSlUolt27ZpOxwqQ2rUqAGFQoH9+/ervc3WrVu1l3wmIqJix0QKEVEFkJWVpdJ9f8GCBXB1dYWPjw98fHxw7NgxqezOnTvo0qULvL294eXlhb59+yIqKgovXryQvgiMHTsWCoUCK1euLO1Tea+pex+uXbuGgIAAALm/ZCsUCuzZsweTJ09GWFgYwsLCoFAo0LNnT2lf+/btQ8uWLdG2bVt4enpi1apVUllQUBBsbGwwaNAgBAcHo3379tDT0+MjQm+wc+dOTJw4Ea1bt8bmzZtVyrKzsxEcHIwmTZrAx8cH7u7uWLJkiVSekpKC4cOHS+Wenp7YuHGjVB4dHY0+ffqgRYsW8PLyQmBgIF68eAEAWLp0KRo0aAB7e3ssWLAAHTp0gL29PQIDA5Geng4AGrcDADh58iSaNm2K5s2bo2fPnrhx40ZxX7oK4fXX8puue0BAACwsLDBz5kxpXUpKCoYNG4ZmzZrBx8cHfn5+ePDggcoxFi5ciCZNmsDb2xvNmzfHjBkzkJ2dje+//x7r16/HxYsXoVAooFAopLZx5swZeHt7w9PTE56enpgzZ47K44RRUVFo06YNmjRpgg8++ACnTp0qoStERFS+6Wo7ACIiKlmhoaGIjIzEvHnzAAA//fQT1q5di1OnTsHCwgInTpxA+/btERkZCTs7O4waNQotW7bE7NmzAQCBgYE4efIkBg8ejIiICMhkMixZsoS/rhZRUe5Do0aNsHXrVjg4OGDr1q1Sl/tevXohJiYGgOojHVevXoW/vz9OnDiBpk2b4vnz53B1dYW5uTn69++PNWvWYPDgwdi7dy/Cw8Mxb948zJo1C7q6/DOgIFeuXEGNGjVQpUoV9O/fH1988YX0aAMAfP311/jPf/6DU6dOwdjYGMePH8eHH36IsWPHAgCGDx+OpKQk/PXXX9DV1cWmTZuwYMECfPLJJwCA3r17w8vLCzt27AAAjBgxAv3798f+/fsxZswYmJubIygoCDKZDAcPHkRKSgpat26N6dOnY+HChZg/f75G7SAlJQU9evTA1KlTMWHCBKSlpeGDDz4ovQtbTvz99984dOgQFi9eDODt172g3ijDhw8HAJw/fx5yuRxz585F165dcenSJejo6OCnn37CDz/8gHPnzqFatWq4ceMGmjVrhnHjxmH8+PFISkrK92hPbGwsOnXqhC1btqBr165ITU2Fl5cXdHV1MXXqVOTk5KBXr15o3749li1bBqVSKbVJIiIqGvZIISIqh+bNmweFQoEmTZqgb9++CA4ORteuXQEAISEhCAoKgoWFBQDA09MTjo6OWLNmDQDg8ePHePjwofQrZkhICDp27KiV83jfvct9KIr58+fD19cXTZs2BQBUrVoVvXr1wooVK1Tqubq6wtXVFQAwY8YMdO/eXfOTK8c2b96MAQMGAAD69u0LHR0dqVdKeno6Fi9ejJEjR8LY2BgA0LZtW3zxxRcAcnt0bdmyBePGjZMSVf3790fv3r0BAOHh4Thx4gQmTpwoHW/YsGE4cOAAbt++La2TyWQYNWoUAMDExATDhg3DypUrkZ2dXWjcb2sHmzdvRkpKCkaOHAkAMDIywsCBA9/xalUMea/lunXrokuXLvj999+lZIi6r788d+7cwdatWzF+/HjI5bl/ig8fPhzXrl2TEiMhISEIDAyUxuapX78+ZsyYgUqVKhUa4/Lly1GrVi3pPcbY2Bgff/yxFMfBgwdx/fp1jB8/HgCgo6ODoKCgd7wyREQVE3+KIiIqh4KDg6WBEZ8/f46PPvoIvXr1wsaNG/HgwQOsW7cOoaGhUv2srCwkJycDAGbNmoWBAwciPDwcAQEBGDp0KOrXr6+N03jvvct9KIorV64gOjpa5VfvhISEfAND1qpVS6PzqGj++OMPfPXVVwAAa2trKBQKbN68GdOmTcOtW7eQkZEBR0dHlW3yHtu4evUqAKiUy+VyTJ8+HUDuvZLL5fD395fKs7OzYWdnh6dPn6Ju3brScV+9f3Xr1kVaWhru378v1Xnd29rB9evXUb16dRgaGkrltra2Rbo2FVXeazk5OVl6rDEvwazu6y/P1atXIYTAmDFjoKenJ623s7NDbGwskpOT8eDBg3xtbPLkyW+M8cqVK3j69KlKHCkpKdDT00NWVhauX78OHR0d2NnZSeW8/0REmmEihYionKtatSq++OIL9OnTB3fu3AEATJw4EUOGDCmwvp+fHx49eoStW7dizZo1WLRoEXbs2AE/P79SjLr8Kep9KKoOHTpgw4YNb6yjo6NTLMcqz06cOIHY2FiVR16io6MRFRWFixcvFts1PHToUIncD3Xawas49XHRmJqaYtGiRfD19cWFCxfg5uYGoOjXHQA2btwoPS72Kk2SqXmcnZ2LNJMP7z8RkWb4aA8RUQWQ94iBrq4ubG1tERUVpVK+bds27Nq1C0DuIJvm5ub47LPPcPbsWfTq1Qtr166V6r76h/e7/MFfERXlPuR1+QeAnJwcpKam5luflpYGpVIJZ2fnfPu6cuWKNM4NqW/Lli349ddfpfEnIiIicPr0aRgYGGDz5s1wdHSEgYGBlAzLs3DhQqSlpaFx48YAoFKelZUljY3j7OyMnJwc3Lx5U2X7zz//HHFxcdJyTEwMMjMzpeXbt2/DyMhI6k2gSTto2LAhnj59Kg1MCiDfAKf0dgqFAs2bN8fChQsBoMivv7w28vo2X3/9NSIjI2FqagpbW9t8bWzNmjV48uQJANX7n5GRgaysLDg7O+PWrVvIycmRymJiYqRHxBo2bAilUon79+9L5bz/RESaYSKFiKice/nyJTZs2ABHR0c4OTlh2rRp2LBhg/QHdGxsLGbNmgVnZ2cAwJQpU3DlyhVp+6ysLJVHe6ysrBAfH4+YmBi0a9eudE/mPVbU+2BpaQm5XI74+HicO3dOekQo7/oDgL+/PyIjIzFlyhRcuHABBw4cAJB7z6ZPn67ShZ/eTqlU4ujRo2jfvr3KenNzc/To0QNbt26FgYEBxo0bh5UrVyItLQ0AEBYWhj179sDIyAh16tRB//79sWTJEmmcobVr1+Ly5csAAF9fX3h6eiIkJET6wrtjxw5ERkbC0tJSOqaOjo40K1ZKSgrWrFmDzz//XErGadIOBgwYABMTE2nMjPT0dJUkKalv3Lhx2LFjBx4+fFjk119eG5k/fz4yMjIA5PaE2rVrl/Q4z7Rp0/Drr78iNjYWQO4At/Pnz5fGTHn1/o8fPx4HDhzAqFGjkJqaKo2zJITAnDlzYGVlBSC310zDhg3x/fffA8ht75x5jYhIM3y0h4ionDhz5oz0DP28efOwfv16KJVKvHjxAk5OTvjzzz+hq6uL4cOHIyUlBV26dIGlpSV0dHSwZMkSODk5AQC++OILDBkyBMbGxkhPT0fjxo0xa9Ys6ThfffUVpk6dCnNzc0ydOlUr51qWFdd9MDY2xsSJEzFw4ECYmJhg0aJFAIAhQ4agT58+8PLygoODg/Tr9h9//IEvv/wSX331FSpVqoTevXsjMDAQQO501WFhYQByf00PDQ2FiYlJaV+aMi0xMRGdOnXC48ePMXbsWCxbtkwqW7t2LS5cuICHDx/C09MT27Ztg1KpRMuWLWFpaQlzc3Ns3bpVqv/TTz9h3LhxcHV1RZUqVVCzZk2VgUd3796NMWPGwNnZGdbW1rC2tsa2bdtU4rG2toaRkRE6d+6MqKgo+Pj4YM6cOVK5Ju3AxMQEf/zxB0aMGIFNmzbBxsYGffr0wYkTJ6BQKLBmzZp843JUZK+/lo8fPy4lKfr27YspU6agY8eO6Nev3xuve0F++uknTJgwAa6urqhevTpMTU2xd+9eKVE2fPhwJCYmol27dqhcuTL09fWxe/duqbx3795Yt24d2rZtC3Nzc3To0AH6+vr4z3/+g/Hjx2PVqlUwNjaGl5eXNN6PXC7Hnj17MHToUDg7O6NGjRro27cvdu7ciYCAACxcuBBt27YtyUtKRFRuyIQQQttBEBGVJRkZGdJUp4UNFkhEVFLWr1+PmTNn4t69e9oOhd5BYmIizM3NAeTO7PTBBx/gyy+/1HJURcfPRCKi/PhoDxERERFRMfP390dcXBwyMjJw48YNNGvWTNshERFRMWEihYiIiKiMWLp0KebNmydNp/vqwLD0fvH09ISPjw+8vLwwZMgQdO3aVdshERFRMeGjPUREr2E3ZiIiolz8TCQiyo89UoiIiIiIiIiI1MREChFRIdhhj4iIKjp+FhIR5cdEChHRa/T09AAAaWlpWo6EiIhIu/I+C/M+G4mICNDVdgBERGWNjo4OLCwsEBMTAwAwMjKCTCbTclRERESlRwiBtLQ0xMTEwMLCAjo6OtoOiYiozOBgs0REBRBCIDo6GgkJCdoOhYiISGssLCxgY2PDHxSIiF7BRAoR0RsolUpkZWVpOwwiIqJSp6enx54oREQFYCKFiIiIiIiIiEhNHGyWiIiIiIiIiEhNTKQQEREREREREamJiRQiIiIiIiIiIjUxkUJEREREREREpKb/B6DaWkIvDw2MAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "figure = plt.figure(\"operator_counts\", figsize=(12, 6))\n", - "figure.subplots_adjust(bottom=0.15, hspace=.5)\n", + "figure.subplots_adjust(bottom=0.15, hspace=0.5)\n", "result.plot_operator_counts(figure, title=\"Operator diagnostics\")" ] }, @@ -453,58 +411,34 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Heuristic solution has objective value: 75\n" - ] - } - ], + "outputs": [], "source": [ "print(\"Heuristic solution has objective value:\", solution.objective())" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "solution.plot()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of beams used is 75, which is 1 more than the optimal value 74.\n" - ] - } - ], + "outputs": [], "source": [ "obj = solution.objective()\n", - "print(\"Number of beams used is {0}, which is {1} more than the optimal value {2}.\"\n", - " .format(obj, obj - OPTIMAL_BEAMS, OPTIMAL_BEAMS))" + "print(\n", + " \"Number of beams used is {0}, which is {1} more than the optimal value {2}.\".format(\n", + " obj, obj - OPTIMAL_BEAMS, OPTIMAL_BEAMS\n", + " )\n", + ")" ] }, { diff --git a/examples/permutation_flow_shop_problem.ipynb b/examples/permutation_flow_shop_problem.ipynb index 2ed7c5c..74ea58b 100644 --- a/examples/permutation_flow_shop_problem.ipynb +++ b/examples/permutation_flow_shop_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "e7abfb7a", "metadata": {}, "outputs": [], @@ -14,7 +14,6 @@ "import numpy as np\n", "import numpy.random as rnd\n", "import matplotlib.pyplot as plt\n", - "import matplotlib.cm as cm\n", "\n", "from alns import ALNS\n", "from alns.accept import SimulatedAnnealing\n", @@ -24,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "e92a956d", "metadata": {}, "outputs": [], @@ -34,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "1b9b14f2", "metadata": {}, "outputs": [], @@ -69,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "1e8b657b", "metadata": {}, "outputs": [], @@ -78,19 +77,22 @@ "class Data:\n", " n_jobs: int\n", " n_machines: int\n", - " bkv: int # best known value\n", + " bkv: int # best known value\n", " processing_times: np.ndarray\n", - " \n", + "\n", " @classmethod\n", " def from_file(cls, path):\n", - " with open(path, 'r') as fi:\n", + " with open(path, \"r\") as fi:\n", " lines = fi.readlines()\n", - " \n", - " n_jobs, n_machines, _, bkv, _ = [int(num) for num in lines[1].split()]\n", + "\n", + " n_jobs, n_machines, _, bkv, _ = [\n", + " int(num) for num in lines[1].split()\n", + " ]\n", " processing_times = np.genfromtxt(lines[3:], dtype=int)\n", - " \n", + "\n", " return cls(n_jobs, n_machines, bkv, processing_times)\n", - " \n", + "\n", + "\n", "DATA = Data.from_file(\"data/tai50_20_8.txt\")" ] }, @@ -104,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "79f56d8c-e8c6-4436-aede-1b4aabf14c7e", "metadata": {}, "outputs": [], @@ -135,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "835f20ab", "metadata": {}, "outputs": [], @@ -150,7 +152,7 @@ " start = completion - DATA.processing_times\n", "\n", " # Plot each job using its start and completion time\n", - " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n", + " cmap = plt.get_cmap(\"rainbow\", n_jobs)\n", " machines, length, start_job, job_colors = zip(\n", " *[\n", " (i, DATA.processing_times[i, j], start[i, j], cmap(j - 1))\n", @@ -162,7 +164,7 @@ " _, ax = plt.subplots(1, figsize=(12, 6))\n", " ax.barh(machines, length, left=start_job, color=job_colors)\n", "\n", - " ax.set_title(f\"{name}\\n Makespan: {compute_makespan(schedule)}\") \n", + " ax.set_title(f\"{name}\\n Makespan: {compute_makespan(schedule)}\")\n", " ax.set_ylabel(f\"Machine\")\n", " ax.set_xlabel(f\"Completion time\")\n", " ax.set_yticks(range(DATA.n_machines))\n", @@ -173,23 +175,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "c98304b2", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot(rnd.choice(range(DATA.n_jobs), size=DATA.n_jobs, replace=False), 'A random schedule')" + "plot(\n", + " rnd.choice(range(DATA.n_jobs), size=DATA.n_jobs, replace=False),\n", + " \"A random schedule\",\n", + ")" ] }, { @@ -202,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "c9d39e8c", "metadata": {}, "outputs": [], @@ -242,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "6144cb0e-284b-4abd-981c-722002925d2b", "metadata": {}, "outputs": [], @@ -296,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "9c1ea3da", "metadata": {}, "outputs": [], @@ -316,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "ff11a5d3", "metadata": {}, "outputs": [], @@ -326,7 +320,7 @@ " Randomly remove a number adjacent jobs from the solution.\n", " \"\"\"\n", " destroyed = deepcopy(state)\n", - " \n", + "\n", " start = rnd_state.randint(DATA.n_jobs - n_remove)\n", " jobs_to_remove = [state.schedule[start + idx] for idx in range(n_remove)]\n", "\n", @@ -348,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "2bb06bab", "metadata": {}, "outputs": [], @@ -377,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "33eb4baf", "metadata": {}, "outputs": [], @@ -400,19 +394,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "7fc0f4d1-ffa2-4f71-ab09-cc4e6d9cc0a6", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial solution objective is 3929.\n", - "This is 5.9% worse than the best known value 3709.\n" - ] - } - ], + "outputs": [], "source": [ "init = NEH(DATA.processing_times)\n", "objective = init.objective()\n", @@ -424,21 +409,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "f3c771d3", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot(init.schedule, \"NEH\")" ] @@ -453,11 +427,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "67376595", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "alns = ALNS(rnd.RandomState(SEED))\n", @@ -470,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "52a42a27-e982-4b22-ba98-c6cff32733e1", "metadata": {}, "outputs": [], @@ -506,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "50d07c30", "metadata": {}, "outputs": [], @@ -516,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "96ae1785-9a55-4289-848a-b419adac4b57", "metadata": {}, "outputs": [], @@ -526,21 +498,10 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "98099f7e-582e-4664-b3ed-2b32cc251dfb", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "result.plot_objectives(ax=ax)" @@ -548,19 +509,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "35137d49", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best heuristic objective is 3780.\n", - "This is 1.9% worse than the best known value 3709.\n" - ] - } - ], + "outputs": [], "source": [ "solution = result.best_state\n", "objective = solution.objective()\n", @@ -572,21 +524,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "ab663489", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "name = \"ALNS with random & adjacent removal + greedy repair\"\n", "plot(result.best_state.schedule, name)" @@ -612,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "13e73142", "metadata": {}, "outputs": [], @@ -653,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "4228e899-6b60-4789-8a25-46a85fe1450a", "metadata": {}, "outputs": [], @@ -668,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "389f79d0-94ec-405e-b696-8a74d62d1069", "metadata": {}, "outputs": [], @@ -690,21 +631,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "97de15f6-3560-4c76-a5ad-c253b79d27a7", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "result.plot_objectives(ax=ax)" @@ -712,19 +642,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "b3374c6f-3782-4f85-8b45-9bbfdf91ea88", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best heuristic objective is 3775.\n", - "This is 1.8% worse than the best known value 3709.\n" - ] - } - ], + "outputs": [], "source": [ "solution = result.best_state\n", "objective = solution.objective()\n", @@ -736,21 +657,10 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "95d33e4b-5ec4-4f2a-bb3c-a01be4eb11e1", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "name = \"ALNS with random & adjacent removal + greedy repair with local search\"\n", "plot(result.best_state.schedule, name)" @@ -769,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "77907e0b-a63e-464d-b311-dc4c111bb400", "metadata": {}, "outputs": [], @@ -784,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "3f4509d1-4742-4215-836a-8fcb9a46dda5", "metadata": {}, "outputs": [], @@ -798,7 +708,7 @@ " num_destroy=len(alns.destroy_operators),\n", " num_repair=len(alns.repair_operators),\n", " )\n", - " \n", + "\n", " iters = 2000 / (n_remove * 2) # higher destroy rates use less iterations\n", " accept = SimulatedAnnealing.autofit(init.objective(), 0.05, 0.50, iters)\n", " stop = MaxRuntime(30)\n", @@ -808,21 +718,10 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "e57a6cc4-5e2c-40ac-8c54-a366cafd5a4e", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=[8, 6])\n", "\n", diff --git a/examples/resource_constrained_project_scheduling_problem.ipynb b/examples/resource_constrained_project_scheduling_problem.ipynb index 9316ec6..7158f43 100644 --- a/examples/resource_constrained_project_scheduling_problem.ipynb +++ b/examples/resource_constrained_project_scheduling_problem.ipynb @@ -1,22 +1,22 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "import copy\n", - "import re\n", - "from dataclasses import dataclass\n", - "from functools import lru_cache\n", - "from typing import List, Tuple\n", - "\n", - "import matplotlib.pyplot as plt\n", +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "import copy\n", + "import re\n", + "from dataclasses import dataclass\n", + "from functools import lru_cache\n", + "from typing import List, Tuple\n", + "\n", + "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import numpy.random as rnd\n", "\n", @@ -24,282 +24,285 @@ "from alns.accept import HillClimbing\n", "from alns.select import SegmentedRouletteWheel\n", "from alns.stop import MaxIterations" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "SEED = 5432" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "# The resource-constrained project scheduling problem\n", - "\n", - "The following explanation is largely based on [this paper](https://pms2020.sciencesconf.org/300164/document).\n", - "\n", - "The goal of the RCPSP is to schedule a set of project activities $V = \\{ 0, 1, 2, \\ldots, n \\}$, such that the makespan of the project is minimised.\n", - "Each activity $i \\in V$ has a duration $d_i \\in \\mathbb{N}$.\n", - "Precedence constraints impose that an activity $i \\in V$ can only start after all its predecessor activities have been completed.\n", - "The precedence constraints are given by a set of edges $E \\subset V \\times V$, where $(i, j) \\in E$ means that $i$ must be completed before $j$ can commence.\n", - "Resource constraints, on the other hand, impose that an activity can only be scheduled if sufficient resources are available.\n", - "There are $K = \\{ 1, 2, \\ldots, m \\}$ renewable resources available, with $R_k$ indicating the availability of resource $k$.\n", - "Each activity $i \\in V$ requires $r_{ik}$ units of resource $k$.\n", - "A solution to the RCPSP is a schedule of activities $S = \\{ S_0, S_1, \\ldots, S_n \\}$, where $S_i$ is the starting time of activity $i$.\n", - "The project starts at time $S_0 = 0$, and completes at $S_n$, where activities $0$ and $n$ are dummy activities that represent the start and completion of the project, respectively.\n", - "\n", - "In this notebook, we solve an instance of the RCPSP using ALNS.\n", - "In particular, we solve instance `j9041_6` of the [PSPLib](http://www.om-db.wi.tum.de/psplib/library.html) benchmark suite.\n", - "This instance consists of 90 jobs, and four resources.\n", - "The optimal makespan of this instance is known to be between 123 and 135.\n", - "We find a solution with a makespan of 141, just 4% above the best known solution to this instance.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Data instance\n", - "\n", - "We use the [dataclass](https://docs.python.org/3/library/dataclasses.html#dataclasses.dataclass) decorator to simplify our class representation a little." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "@dataclass(frozen=True)\n", - "class ProblemData:\n", - " num_jobs: int\n", - " num_resources: int\n", - "\n", - " duration: np.ndarray # job durations\n", - " successors: List[List[int]] # job successors\n", - " predecessors: List[List[int]] # job predecessors\n", - " needs: np.ndarray # job resource needs\n", - " resources: np.ndarray # resource capacities\n", - "\n", - " def __hash__(self) -> int:\n", - " return id(self)\n", - "\n", - " @property\n", - " def first_job(self) -> int:\n", - " return 0\n", - "\n", - " @property\n", - " def last_job(self) -> int:\n", - " return self.num_jobs - 1\n", - "\n", - " @property\n", - " @lru_cache(1)\n", - " def all_predecessors(self) -> List[List[int]]:\n", - " pred = [set() for _ in range(self.num_jobs)]\n", - "\n", - " for job, pre in enumerate(self.predecessors):\n", - " for p in pre:\n", - " pred[job] |= pred[p] | {p}\n", - "\n", - " return [sorted(p) for p in pred]\n", - "\n", - " @property\n", - " @lru_cache(1)\n", - " def all_successors(self) -> List[List[int]]:\n", - " succ = [set() for _ in range(self.num_jobs)]\n", - "\n", - " for job, suc in zip(reversed(range(self.num_jobs)),\n", - " reversed(self.successors)):\n", - " for s in suc:\n", - " succ[job] |= succ[s] | {s}\n", - "\n", - " return [sorted(s) for s in succ]\n", - "\n", - " @classmethod\n", - " def read_instance(cls, path: str) -> \"ProblemData\":\n", - " \"\"\"\n", - " Reads an instance of the RCPSP from a file.\n", - " Assumes the data is in the PSPLib format.\n", - "\n", - " Loosely based on:\n", - " https://github.com/baobabsoluciones/hackathonbaobab2020.\n", - " \"\"\"\n", - " with open(path) as fh:\n", - " lines = fh.readlines()\n", - "\n", - " prec_idx = lines.index(\"PRECEDENCE RELATIONS:\\n\")\n", - " req_idx = lines.index(\"REQUESTS/DURATIONS:\\n\")\n", - " avail_idx = lines.index(\"RESOURCEAVAILABILITIES:\\n\")\n", - "\n", - " successors = []\n", - "\n", - " for line in lines[prec_idx + 2: req_idx - 1]:\n", - " _, _, modes, num_succ, *jobs, _ = re.split(\"\\s+\", line)\n", - " successors.append(list(map(lambda x: int(x) - 1, jobs)))\n", - "\n", - " predecessors = [[] for _ in range(len(successors))]\n", - "\n", - " for job in range(len(successors)):\n", - " for succ in successors[job]:\n", - " predecessors[succ].append(job)\n", - "\n", - " needs = []\n", - " durations = []\n", - "\n", - " for line in lines[req_idx + 3: avail_idx - 1]:\n", - " _, _, _, duration, *consumption, _ = re.split(\"\\s+\", line)\n", - "\n", - " needs.append(list(map(int, consumption)))\n", - " durations.append(int(duration))\n", - "\n", - " _, *avail, _ = re.split(\"\\s+\", lines[avail_idx + 2])\n", - " resources = list(map(int, avail))\n", - "\n", - " return ProblemData(len(durations),\n", - " len(resources),\n", - " np.array(durations),\n", - " successors,\n", - " predecessors,\n", - " np.array(needs),\n", - " np.array(resources))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "instance = ProblemData.read_instance('data/j9041_6.sm')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "DELTA = 0.75 # resource utilisation threshold\n", - "ITERS = 5_000\n", - "\n", - "START_TRESH = 5 # start threshold for RRT\n", - "STEP = 20 / ITERS # step size for RRT\n", - "\n", - "THETA = 0.9 # weight decay parameter\n", - "WEIGHTS = [25, 5, 1, 0] # weight scheme weights\n", - "SEG_LENGTH = 100 # weight scheme segment length\n", - "\n", - "Q = int(0.2 * instance.num_jobs)\n", - "\n", - "LB = 123 # lower bound on optimal makespan\n", - "UB = 135 # upper bound on optimal makespan" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Solution state" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "@lru_cache(32)\n", - "def schedule(jobs: Tuple[int]) -> Tuple[np.ndarray, np.ndarray]:\n", - " \"\"\"\n", - " Computes a serial schedule of the given list of jobs. See Figure 1\n", - " in Fleszar and Hindi (2004) for the algorithm. Returns the schedule,\n", - " and the resources used.\n", - "\n", - " Fleszar, K. and K.S. Hindi. 2004. Solving the resource-constrained\n", - " project scheduling problem by a variable neighbourhood search.\n", - " _European Journal of Operational Research_. 155 (2): 402 -- 413.\n", - " \"\"\"\n", - " used = np.zeros((instance.duration.sum(), instance.num_resources))\n", - " sched = np.zeros(instance.num_jobs, dtype=int)\n", - "\n", - " for job in jobs:\n", - " pred = instance.predecessors[job]\n", - " t = max(sched[pred] + instance.duration[pred], default=0)\n", - "\n", - " needs = instance.needs[job]\n", - " duration = instance.duration[job]\n", - "\n", - " # This efficiently determines the first feasible insertion point\n", - " # after t. We compute whether resources are available, and add the\n", - " # offset s of the first time sufficient are available for the\n", - " # duration of the job.\n", - " res_ok = np.all(used[t:] + needs <= instance.resources, axis=1)\n", - " for s in np.flatnonzero(res_ok):\n", - " if np.all(res_ok[s:s + duration]):\n", - " sched[job] = t + s\n", - " used[t + s:t + s + duration] += needs\n", - " break\n", - "\n", - " return sched, used[:sched[instance.last_job]]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "pycharm": { - "name": "#%%\n" - } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "SEED = 5432" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# The resource-constrained project scheduling problem\n", + "\n", + "The following explanation is largely based on [this paper](https://pms2020.sciencesconf.org/300164/document).\n", + "\n", + "The goal of the RCPSP is to schedule a set of project activities $V = \\{ 0, 1, 2, \\ldots, n \\}$, such that the makespan of the project is minimised.\n", + "Each activity $i \\in V$ has a duration $d_i \\in \\mathbb{N}$.\n", + "Precedence constraints impose that an activity $i \\in V$ can only start after all its predecessor activities have been completed.\n", + "The precedence constraints are given by a set of edges $E \\subset V \\times V$, where $(i, j) \\in E$ means that $i$ must be completed before $j$ can commence.\n", + "Resource constraints, on the other hand, impose that an activity can only be scheduled if sufficient resources are available.\n", + "There are $K = \\{ 1, 2, \\ldots, m \\}$ renewable resources available, with $R_k$ indicating the availability of resource $k$.\n", + "Each activity $i \\in V$ requires $r_{ik}$ units of resource $k$.\n", + "A solution to the RCPSP is a schedule of activities $S = \\{ S_0, S_1, \\ldots, S_n \\}$, where $S_i$ is the starting time of activity $i$.\n", + "The project starts at time $S_0 = 0$, and completes at $S_n$, where activities $0$ and $n$ are dummy activities that represent the start and completion of the project, respectively.\n", + "\n", + "In this notebook, we solve an instance of the RCPSP using ALNS.\n", + "In particular, we solve instance `j9041_6` of the [PSPLib](http://www.om-db.wi.tum.de/psplib/library.html) benchmark suite.\n", + "This instance consists of 90 jobs, and four resources.\n", + "The optimal makespan of this instance is known to be between 123 and 135.\n", + "We find a solution with a makespan of 141, just 4% above the best known solution to this instance.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Data instance\n", + "\n", + "We use the [dataclass](https://docs.python.org/3/library/dataclasses.html#dataclasses.dataclass) decorator to simplify our class representation a little." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "@dataclass(frozen=True)\n", + "class ProblemData:\n", + " num_jobs: int\n", + " num_resources: int\n", + "\n", + " duration: np.ndarray # job durations\n", + " successors: List[List[int]] # job successors\n", + " predecessors: List[List[int]] # job predecessors\n", + " needs: np.ndarray # job resource needs\n", + " resources: np.ndarray # resource capacities\n", + "\n", + " def __hash__(self) -> int:\n", + " return id(self)\n", + "\n", + " @property\n", + " def first_job(self) -> int:\n", + " return 0\n", + "\n", + " @property\n", + " def last_job(self) -> int:\n", + " return self.num_jobs - 1\n", + "\n", + " @property\n", + " @lru_cache(1)\n", + " def all_predecessors(self) -> List[List[int]]:\n", + " pred = [set() for _ in range(self.num_jobs)]\n", + "\n", + " for job, pre in enumerate(self.predecessors):\n", + " for p in pre:\n", + " pred[job] |= pred[p] | {p}\n", + "\n", + " return [sorted(p) for p in pred]\n", + "\n", + " @property\n", + " @lru_cache(1)\n", + " def all_successors(self) -> List[List[int]]:\n", + " succ = [set() for _ in range(self.num_jobs)]\n", + "\n", + " for job, suc in zip(\n", + " reversed(range(self.num_jobs)), reversed(self.successors)\n", + " ):\n", + " for s in suc:\n", + " succ[job] |= succ[s] | {s}\n", + "\n", + " return [sorted(s) for s in succ]\n", + "\n", + " @classmethod\n", + " def read_instance(cls, path: str) -> \"ProblemData\":\n", + " \"\"\"\n", + " Reads an instance of the RCPSP from a file.\n", + " Assumes the data is in the PSPLib format.\n", + "\n", + " Loosely based on:\n", + " https://github.com/baobabsoluciones/hackathonbaobab2020.\n", + " \"\"\"\n", + " with open(path) as fh:\n", + " lines = fh.readlines()\n", + "\n", + " prec_idx = lines.index(\"PRECEDENCE RELATIONS:\\n\")\n", + " req_idx = lines.index(\"REQUESTS/DURATIONS:\\n\")\n", + " avail_idx = lines.index(\"RESOURCEAVAILABILITIES:\\n\")\n", + "\n", + " successors = []\n", + "\n", + " for line in lines[prec_idx + 2 : req_idx - 1]:\n", + " _, _, modes, num_succ, *jobs, _ = re.split(\"\\s+\", line)\n", + " successors.append(list(map(lambda x: int(x) - 1, jobs)))\n", + "\n", + " predecessors = [[] for _ in range(len(successors))]\n", + "\n", + " for job in range(len(successors)):\n", + " for succ in successors[job]:\n", + " predecessors[succ].append(job)\n", + "\n", + " needs = []\n", + " durations = []\n", + "\n", + " for line in lines[req_idx + 3 : avail_idx - 1]:\n", + " _, _, _, duration, *consumption, _ = re.split(\"\\s+\", line)\n", + "\n", + " needs.append(list(map(int, consumption)))\n", + " durations.append(int(duration))\n", + "\n", + " _, *avail, _ = re.split(\"\\s+\", lines[avail_idx + 2])\n", + " resources = list(map(int, avail))\n", + "\n", + " return ProblemData(\n", + " len(durations),\n", + " len(resources),\n", + " np.array(durations),\n", + " successors,\n", + " predecessors,\n", + " np.array(needs),\n", + " np.array(resources),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "instance = ProblemData.read_instance(\"data/j9041_6.sm\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "DELTA = 0.75 # resource utilisation threshold\n", + "ITERS = 5_000\n", + "\n", + "START_TRESH = 5 # start threshold for RRT\n", + "STEP = 20 / ITERS # step size for RRT\n", + "\n", + "THETA = 0.9 # weight decay parameter\n", + "WEIGHTS = [25, 5, 1, 0] # weight scheme weights\n", + "SEG_LENGTH = 100 # weight scheme segment length\n", + "\n", + "Q = int(0.2 * instance.num_jobs)\n", + "\n", + "LB = 123 # lower bound on optimal makespan\n", + "UB = 135 # upper bound on optimal makespan" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Solution state" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "@lru_cache(32)\n", + "def schedule(jobs: Tuple[int]) -> Tuple[np.ndarray, np.ndarray]:\n", + " \"\"\"\n", + " Computes a serial schedule of the given list of jobs. See Figure 1\n", + " in Fleszar and Hindi (2004) for the algorithm. Returns the schedule,\n", + " and the resources used.\n", + "\n", + " Fleszar, K. and K.S. Hindi. 2004. Solving the resource-constrained\n", + " project scheduling problem by a variable neighbourhood search.\n", + " _European Journal of Operational Research_. 155 (2): 402 -- 413.\n", + " \"\"\"\n", + " used = np.zeros((instance.duration.sum(), instance.num_resources))\n", + " sched = np.zeros(instance.num_jobs, dtype=int)\n", + "\n", + " for job in jobs:\n", + " pred = instance.predecessors[job]\n", + " t = max(sched[pred] + instance.duration[pred], default=0)\n", + "\n", + " needs = instance.needs[job]\n", + " duration = instance.duration[job]\n", + "\n", + " # This efficiently determines the first feasible insertion point\n", + " # after t. We compute whether resources are available, and add the\n", + " # offset s of the first time sufficient are available for the\n", + " # duration of the job.\n", + " res_ok = np.all(used[t:] + needs <= instance.resources, axis=1)\n", + " for s in np.flatnonzero(res_ok):\n", + " if np.all(res_ok[s : s + duration]):\n", + " sched[job] = t + s\n", + " used[t + s : t + s + duration] += needs\n", + " break\n", + "\n", + " return sched, used[: sched[instance.last_job]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } }, "outputs": [], "source": [ @@ -307,516 +310,479 @@ " \"\"\"\n", " Solution state for the resource-constrained project scheduling problem.\n", "\n", - " We use a list representation of the scheduled jobs, where job i is\n", - " scheduled before j if i precedes j (i.e., the jobs are sorted\n", - " topologically).\n", - " \"\"\"\n", - "\n", - " def __init__(self, jobs: List[int]):\n", - " self.jobs = jobs\n", - " \n", - " def __copy__(self):\n", - " return RcpspState(self.jobs.copy())\n", - "\n", - " @property\n", - " def indices(self) -> np.ndarray:\n", - " \"\"\"\n", - " Returns a mapping from job -> idx in the schedule. Unscheduled\n", - " jobs have index +inf.\n", - " \"\"\"\n", - " indices = np.full(instance.num_jobs, np.inf, dtype=int)\n", - "\n", - " for idx, job in enumerate(self.jobs):\n", - " indices[job] = idx\n", - "\n", - " return indices\n", - "\n", - " @property\n", - " def unscheduled(self) -> List[int]:\n", - " \"\"\"\n", - " All jobs that are not currently scheduled, in topological order.\n", - " \"\"\"\n", - " return sorted(set(range(instance.num_jobs)) - set(self.jobs))\n", - "\n", - " def objective(self) -> int:\n", - " s, _ = schedule(tuple(self.jobs))\n", - " return s[instance.last_job]\n", - "\n", - " def plot(self):\n", - " \"\"\"\n", - " Plots the current schedule. The plot includes a Gantt chart, the\n", - " lower and upper bounds on an optimal makespan, and bar charts for\n", - " resource use.\n", - " \"\"\"\n", - " fig = plt.figure(figsize=(12, 6 + instance.num_resources))\n", - "\n", - " hr = [1] * (instance.num_resources + 1)\n", - " hr[0] = 6\n", - "\n", - " gs = plt.GridSpec(nrows=1 + instance.num_resources,\n", - " ncols=1,\n", - " height_ratios=hr)\n", - "\n", - " s, u = schedule(tuple(self.jobs))\n", - " idcs = np.argsort(s)\n", - "\n", - " gantt = fig.add_subplot(gs[0, 0])\n", - " gantt.axvspan(LB, UB, alpha=0.25, color='grey')\n", - " gantt.barh(np.arange(instance.num_jobs),\n", - " instance.duration[idcs],\n", - " left=s[idcs])\n", - "\n", - " gantt.set_xlim(0, self.objective())\n", - " gantt.set_ylim(0, instance.last_job)\n", - " gantt.invert_yaxis()\n", - "\n", - " gantt.set_title(\"Gantt chart\")\n", - "\n", - " for res in range(instance.num_resources):\n", - " res_ax = fig.add_subplot(gs[res + 1, 0], sharex=gantt)\n", - " res_ax.bar(np.arange(u.shape[0]), u[:, res], align='edge')\n", - "\n", - " res_ax.set_ylim(0, instance.resources[res])\n", - " res_ax.set_ylabel(f\"R{res + 1}\")\n", - "\n", - " if res == instance.num_resources - 1:\n", - " res_ax.set_xlabel(\"Time\")\n", - "\n", - " plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Destroy operators" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def most_mobile_removal(state, rnd_state):\n", - " \"\"\"\n", - " This operator unschedules those jobs that are most mobile, that is, those\n", - " that can be 'moved' most within the schedule, as determined by their\n", - " scheduled predecessors and successors. Based on Muller (2009).\n", - "\n", - " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", - " for the Resource-constrained Project Scheduling Problem. In _MIC\n", - " 2009: The VIII Metaheuristics International Conference_.\n", - " \"\"\"\n", - " state = copy.copy(state)\n", - " indices = state.indices\n", - "\n", - " # Left and right limits. These are the indices of the job's last\n", - " # predecessor and first successor in the schedule. That indicates\n", - " # the extent of the job's movement.\n", - " ll = np.array([np.max(indices[instance.predecessors[job]], initial=0)\n", - " for job in range(instance.num_jobs)])\n", - "\n", - " rl = np.array([np.min(indices[instance.successors[job]],\n", - " initial=instance.num_jobs)\n", - " for job in range(instance.num_jobs)])\n", - "\n", - " mobility = np.maximum(rl - ll, 0)\n", - " mobility[[instance.first_job, instance.last_job]] = 0\n", - " p = mobility / mobility.sum()\n", - "\n", - " for job in rnd_state.choice(instance.num_jobs, Q, replace=False, p=p):\n", - " state.jobs.remove(job)\n", - "\n", - " return state" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def non_peak_removal(state: RcpspState, rnd_state):\n", - " \"\"\"\n", - " Removes up to Q jobs that are scheduled in periods with limited resource\n", - " use. Those jobs might be grouped together better when they are rescheduled.\n", - " Based on Muller (2009).\n", - "\n", - " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", - " for the Resource-constrained Project Scheduling Problem. In _MIC\n", - " 2009: The VIII Metaheuristics International Conference_.\n", - " \"\"\"\n", - " state = copy.copy(state)\n", - "\n", - " start, used = schedule(tuple(state.jobs))\n", - " end = start + instance.duration\n", - "\n", - " # Computes a measure of resource utilisation in each period, and\n", - " # determines periods of high resource use.\n", - " used = used / instance.resources\n", - " high_util = np.argwhere(np.mean(used, axis=1) > DELTA)\n", - "\n", - " # These are all non-peak jobs, that is, jobs that are completely\n", - " # scheduled in periods of limited resource use.\n", - " jobs = [job for job in range(instance.num_jobs)\n", - " if np.all((high_util <= start[job]) | (high_util >= end[job]))]\n", - "\n", - " for job in rnd_state.choice(jobs, min(len(jobs), Q), replace=False):\n", - " state.jobs.remove(job)\n", - "\n", - " return state" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def segment_removal(state, rnd_state):\n", - " \"\"\"\n", - " Removes a whole segment of jobs from the current solution.\n", - " \"\"\"\n", - " state = copy.copy(state)\n", - " offset = rnd_state.randint(1, instance.num_jobs - Q)\n", - "\n", - " del state.jobs[offset:offset + Q]\n", - "\n", - " return state" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Repair operators\n", - "\n", - "We only define a single repair operator: `random_insert`.\n", - "This operator takes the unscheduled jobs, and randomly inserts them in feasible locations in the schedule.\n", - "Together with a justification technique (shown below) that further improves the resulting schedule, this results in a new, hopefully improved solution." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def justify(state):\n", - " \"\"\"\n", - " Helper method that double-justifies the schedule. Based on the\n", - " justification technique of Valls et al. (2005).\n", - "\n", - " Valls, V. Ballestín, F. and S. Quintanilla. 2005. Jusitfication and\n", - " RCPSP: A technique that pays. _ European Journal of Operational\n", - " Research_. 165 (2): 375 -- 386.\n", - " \"\"\"\n", - " # We first right-justify the current schedule. That more or less means\n", - " # that we schedule jobs from the right, such that no job can be started\n", - " # later without increases the makespan.\n", - " makespan = state.objective()\n", - " used = np.zeros((makespan, instance.num_resources))\n", - " sched = np.zeros(instance.num_jobs, dtype=int)\n", - "\n", - " for job in reversed(state.jobs):\n", - " needs = instance.needs[job]\n", - " duration = instance.duration[job]\n", - "\n", - " t = min(sched[instance.successors[job]], default=makespan)\n", - " res_ok = np.all(used[:t] + needs <= instance.resources, axis=1)\n", - "\n", - " for s in reversed(np.flatnonzero(res_ok[:t - duration + 1])):\n", - " if np.all(res_ok[s:s + duration]):\n", - " sched[job] = s\n", - " used[s:s + duration, :] += needs\n", - " break\n", - "\n", - " # Right-justify the schedule, and then left-justify it again. This\n", - " # results in a double-justified schedule that is hopefully better\n", - " # than what we got initially.\n", - " right_justified = np.argsort(sched)\n", - " sched, _ = schedule(tuple(right_justified))\n", - " left_justified = np.argsort(sched).tolist()\n", - "\n", - " return RcpspState(left_justified)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def random_insert(state, rnd_state):\n", - " \"\"\"\n", - " Randomly inserts jobs into the schedule. The resulting solution state\n", - " is guaranteed to be feasible.\n", - " \"\"\"\n", - " indices = state.indices\n", - " preds = instance.all_predecessors\n", - " succs = instance.all_successors\n", - "\n", - " for job in state.unscheduled:\n", - " # Left and right insertion limits. The job must be inserted\n", - " # between these indices - the interval is [ll, rl).\n", - " ll = np.max(indices[preds[job]], initial=-1) + 1\n", - " rl = np.min(indices[succs[job]], initial=len(state.jobs))\n", - "\n", - " idx = rnd_state.randint(ll, rl) if ll < rl else ll\n", - " state.jobs.insert(idx, job)\n", - "\n", - " indices[indices >= idx] += 1\n", - " indices[job] = idx\n", - "\n", - " return justify(state)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Initial solution\n", - "\n", - "Our solution representation is a list of jobs.\n", - "We can thus easily generate an initial solution as the list of all jobs, in the (topological) order we got them." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial solution has objective 172.\n" - ] - } - ], - "source": [ - "init_sol = RcpspState(list(range(instance.num_jobs)))\n", - "print(f\"Initial solution has objective {init_sol.objective()}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": 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TB2t0ng8EZgAAAGSb7XsAAAAApE4oBQAAAEDqchpKLV26NMaPHx/l5eUxaNCg+MxnPhObN29udU6SJLFo0aKorq6O3r17x+TJk+PZZ5/N0YwBAAAAyIac9pSqr6+POXPmxPjx4+Ptt9+OhQsXxpQpU+I3v/lN9O3bNyIili9fHitWrIhbbrkljjvuuPjmN78ZZ555ZmzevDnKy8tzOX3IKn2bAAAAKCYlSZIkuZ7Efn/84x9j0KBBUV9fH6effnokSRLV1dVRW1sb8+fPj4iI5ubmqKysjGXLlsWsWbMO+5xNTU1RUVERO3fujH79+nX2jwAdlutG50IxAIDsam5ujhdeeCHKysqitLQ019PpMvbu3RvNzc1RU1MTZWVluZ4O0AFHmsXkVU+pnTt3RkRE//79IyJiy5Yt0dDQEFOmTMmcU1ZWFpMmTYoNGzYc8Dmam5ujqamp1RcAAAAA+SVvQqkkSWLevHkxceLEGDVqVERENDQ0REREZWVlq3MrKyszx95t6dKlUVFRkfkaPHhw504cAAAAgHbLaU+pv3TZZZfF008/HY888kibYyUlJa0eJ0nSZmy/a665JubNm5d53NTUJJiiS7B9DgAAgGKSF6HU5ZdfHnfffXc89NBDcfTRR2fGq6qqIuLPK6aOOuqozHhjY2Ob1VP7lZWV2XdMQcl1r6kIgRkAAADZl9Pte0mSxGWXXRZ33HFH/OIXv4hhw4a1Oj5s2LCoqqqKurq6zNiePXuivr4+TjnllLSnCwAAAECW5HSl1Jw5c2LdunXx4x//OMrLyzN9oioqKqJ3795RUlIStbW1sWTJkqipqYmamppYsmRJ9OnTJ6ZPn57LqQMAAADwHuQ0lFqzZk1EREyePLnV+M033xxf/OIXIyLi6quvjjfffDMuvfTS2LFjR0yYMCHWr18f5eXlKc8WAAAAgGwpSZIkyfUkOlNTU1NUVFTEzp07o1+/frmeDgAAUCSam5vjhRdeiLKysigtLc31dLqMvXv3RnNzc9TU1OgXDF3UkWYxedHoHMi9NBuqa5wOAABAThudAwAAAFCchFIAAAAApE4oBQAAAEDq9JQCIkKfJwAAANIllAIOK80m6O0lTAMAAOiabN8DAAAAIHVCKQAAAABSJ5QCAAAAIHV6SgGHpW8TAAAA2SaUAg4rnxudp0UwBwAAkF227wEAAACQOqEUAAAAAKkTSgEAAACQOj2lgMPSTwkAAIBsE0oBh1VMjc4FcAAAAOmwfQ8AAACA1AmlAAAAAEidUAoAAACA1OkpBRxWtvss5XOPqoPNTa8pAACA7LJSCgAAAIDUCaUAAAAASJ1QCgAAAIDU6SkFpE5/JgAAAIRSQJeWz03Ts02YBwAAFBLb9wAAAABInVAKAAAAgNQJpQAAAABInZ5SQJemzxIAAEDXJJQCOAL50FBdAAcAABQS2/cAAAAASJ1QCgAAAIDUCaUAAAAASJ2eUgBHQD8nAACA7BJKARyBjjQ6F2QBAAAcnO17AAAAAKROKAUAAABA6oRSAAAAAKROTymAI6A/FAAAQHYJpQA6SUeaoxcigR4AAHAgtu8BAAAAkDqhFAAAAACpE0oBAAAAkDo9pQA6iV5KAAAAByeUAugkHWl0LsgCAACKhe17AAAAAKROKAUAAABA6mzfA+gktuIBAAAcnFAKoIvoSI+qgxGYAQAAuWb7HgAAAACpE0oBAAAAkDqhFAAAAACp01MKoIvQBwoAACgkQimAIpTNpumdQQAHAACFz/Y9AAAAAFInlAIAAAAgdUIpAAAAAFKnpxRAEdKzCQAAyDWhFACd6mBN1QVjAABQ3GzfAwAAACB1QikAAAAAUieUAgAAACB1ekoB0Kn0jgIAAA5EKAVApzpYo/O0CMUAACA/2b4HAAAAQOqEUgAAAACkTigFAAAAQOr0lAKgU+npBAAAHIhQCoC8c7Dm6AIuAAAoHLbvAQAAAJA6oRQAAAAAqbN9D4C8Y5seAAAUPqEUAHnnYD2lDkWQBQAAXYvtewAAAACkTigFAAAAQOqEUgAAAACkTk8pAPKO/lAAAFD4hFIAFISONEdPi5ANAADasn0PAAAAgNQJpQAAAABInVAKAAAAgNTpKQVAQdC3CQAAuhahFAAFIZ8bnXeEkA0AgEJn+x4AAAAAqRNKAQAAAJC6vAmlli5dGiUlJVFbW5sZS5IkFi1aFNXV1dG7d++YPHlyPPvss7mbJAAAAABZkRc9pR577LFYu3ZtfPjDH241vnz58lixYkXccsstcdxxx8U3v/nNOPPMM2Pz5s1RXl6eo9kCkI/0YAIAgK4l56HU7t274wtf+EL84Ac/iG9+85uZ8SRJYuXKlbFw4cKYNm1aRETceuutUVlZGevWrYtZs2blasoAdCH50ABdYAYAAG3lfPvenDlzYurUqXHGGWe0Gt+yZUs0NDTElClTMmNlZWUxadKk2LBhw0Gfr7m5OZqamlp9AQAAAJBfcrpS6rbbbouNGzfG448/3uZYQ0NDRERUVla2Gq+srIwXX3zxoM+5dOnSWLx4cXYnCgAAAEBW5Wyl1LZt22Lu3Lnxr//6r9GrV6+DnldSUtLqcZIkbcb+0jXXXBM7d+7MfG3bti1rcwYAAAAgO3K2Umrjxo3R2NgYY8eOzYzt27cvHnrooVi1alVs3rw5Iv68Yuqoo47KnNPY2Nhm9dRfKisri7Kyss6bOABdin5OAACQn3IWSv3t3/5t/PrXv2419qUvfSlGjBgR8+fPj+HDh0dVVVXU1dXFmDFjIiJiz549UV9fH8uWLcvFlAHogvKh0fnBCMwAAChmOQulysvLY9SoUa3G+vbtGwMGDMiM19bWxpIlS6KmpiZqampiyZIl0adPn5g+fXoupgwAAABAluS00fnhXH311fHmm2/GpZdeGjt27IgJEybE+vXro7y8PNdTAwAAAOA9KEmSJMn1JDpTU1NTVFRUxM6dO6Nfv365ng4AAFAkmpub44UXXoiysrIoLS3N9XS6jL1790Zzc3PU1NToFwxd1JFmMXm9UgoACsHB+lrpKQUAQDHrlusJAAAAAFB8hFIAAAAApE4oBQAAAEDq9JQCgE6mdxQAALQllAKAHDlYA/R8J2QDACAbbN8DAAAAIHVCKQAAAABSJ5QCAAAAIHV6SgFAjujNBABAMRNKAUAe6qpN0LNJaAcAUNhs3wMAAAAgdUIpAAAAAFInlAIAAAAgdXpKAUAe0k8JAIBCJ5QCgDx0sEbnwioAAAqF7XsAAAAApE4oBQAAAEDqhFIAAAAApE5PKQDIQ3pHAQBQ6IRSAJCHNDoHAKDQ2b4HAAAAQOqEUgAAAACkTigFAAAAQOr0lAKAPHSw3lEH6zWV7e8DAACdzUopAAAAAFInlAIAAAAgdUIpAAAAAFKnpxQAdCF6QAEAUCiEUgDQhWh0DgBAobB9DwAAAIDUCaUAAAAASJ1QCgAAAIDU6SkFAF2IHlAAABQKoRQAFLFsN07vCEEbAEBxsn0PAAAAgNQJpQAAAABInVAKAAAAgNTpKQUARUw/JwAAckUoBQBFLB8anR+MwAwAoLDZvgcAAABA6oRSAAAAAKROKAUAAABA6vSUAoAipm8TAAC5IpQCAHIqm83WhWwAAF2H7XsAAAAApE4oBQAAAEDqhFIAAAAApE5PKQAgp/SBAgAoTkIpACAvZbMBeoTwCwAg39i+BwAAAEDqhFIAAAAApM72PQAgL9luBwBQ2IRSAEBeynZPqXwmgAMAipHtewAAAACkTigFAAAAQOqEUgAAAACkTk8pACAv6bMEAFDYhFIAQF4qpkbnhyKcAwAKle17AAAAAKROKAUAAABA6oRSAAAAAKROTykAIC/ppQQAUNiEUgBAXsrnRucCMwCA9872PQAAAABSJ5QCAAAAIHVCKQAAAABSp6cUAJCX9G0CAChsQikAoGCk1RxdYAYA8N7ZvgcAAABA6oRSAAAAAKROKAUAAABA6vSUAgAKhl5PAABdh1AKAKCd0mqong8EfQBAZ7F9DwAAAIDUCaUAAAAASJ3tewAA7WRLGwDAeyeUAgDIY9nsXyVMAwDyie17AAAAAKROKAUAAABA6oRSAAAAAKROTykAgDymDxQAUKiEUgAARSKbTdMjBGYAwHtj+x4AAAAAqRNKAQAAAJC6nIdSL7/8clx00UUxYMCA6NOnT5x00kmxcePGzPEkSWLRokVRXV0dvXv3jsmTJ8ezzz6bwxkDAAAA8F7ltKfUjh074tRTT42Pf/zjce+998agQYPid7/7Xbzvfe/LnLN8+fJYsWJF3HLLLXHcccfFN7/5zTjzzDNj8+bNUV5enrvJAwB0MXpAAQD5JKeh1LJly2Lw4MFx8803Z8aOOeaYzP9PkiRWrlwZCxcujGnTpkVExK233hqVlZWxbt26mDVrVtpTBgDosrLd6DwtwjQAKEw53b539913x7hx4+Lzn/98DBo0KMaMGRM/+MEPMse3bNkSDQ0NMWXKlMxYWVlZTJo0KTZs2HDA52xubo6mpqZWXwAAAADkl5yGUr///e9jzZo1UVNTE/fff3/Mnj07rrjiivjhD38YERENDQ0REVFZWdnqusrKysyxd1u6dGlUVFRkvgYPHty5PwQAAAAA7ZbTUKqlpSU+8pGPxJIlS2LMmDExa9as+Lu/+7tYs2ZNq/NKSkpaPU6SpM3Yftdcc03s3Lkz87Vt27ZOmz8AAAAAHZPTnlJHHXVUnHDCCa3Gjj/++Pjf//t/R0REVVVVRPx5xdRRRx2VOaexsbHN6qn9ysrKoqysrJNmDADQdenNBADkk5yGUqeeemps3ry51djzzz8fQ4cOjYiIYcOGRVVVVdTV1cWYMWMiImLPnj1RX18fy5YtS32+AADFJh+aowvTAKAw5TSUuvLKK+OUU06JJUuWxHnnnRePPvporF27NtauXRsRf962V1tbG0uWLImampqoqamJJUuWRJ8+fWL69Om5nDoAAAAA70FOQ6nx48fHnXfeGddcc01cf/31MWzYsFi5cmV84QtfyJxz9dVXx5tvvhmXXnpp7NixIyZMmBDr16+P8vLyHM4cAAAAgPeiJEmSJNeT6ExNTU1RUVERO3fujH79+uV6OgAAXYrte9Bxzc3N8cILL0RZWVmUlpbmejpdxt69e6O5uTlqamr0C4Yu6kizmJyulAIAIL8JhACAziKUAgCgQzqyikrIBQDs1y3XEwAAAACg+AilAAAAAEid7XsAAHSIrXgAwHshlAIAIDVpfZqfwAwA8p/tewAAAACkTigFAAAAQOqEUgAAAACkTk8pAABSo9cTALCfUAoAgLyWzeboQjEAyB+27wEAAACQOqEUAAAAAKkTSgEAAACQOj2lAADIa/pAAUBhEkoBAJDXstnovKsSzAFQiGzfAwAAACB1QikAAAAAUieUAgAAACB1ekoBAJDX9FMCgMIklAIAoGh0pGm6UAwAOoftewAAAACkTigFAAAAQOqEUgAAAACkTk8pAACKhv5QAJA/hFIAABSNjjQ67ygBGAAcmu17AAAAAKROKAUAAABA6oRSAAAAAKROTykAAIpGmn2e0uxflUt6ZwHQUVZKAQAAAJA6oRQAAAAAqRNKAQAAAJA6PaUAAKAT6LUEAIcmlAIAgDxXaE3TBXYARNi+BwAAAEAOCKUAAAAASJ1QCgAAAIDU6SkFAAB5Tg8mAAqRUAoAAPJcPjQ6F4wBkG227wEAAACQOqEUAAAAAKkTSgEAAACQOj2lAAAgz+nnBEAhEkoBAAAdlg9N2NMiHATILtv3AAAAAEidUAoAAACA1AmlAAAAAEidnlIAAECH6bMEQEcJpQAAgFR1pDm68Aug8Ni+BwAAAEDqhFIAAAAApE4oBQAAAEDq9JQCAABSpT8UABFCKQAAIGWHanQusAIoHrbvAQAAAJA6oRQAAAAAqbN9DwAASJUtegBECKUAAIA8cqh+U13RTy8amuspAOQt2/cAAAAASJ1QCgAAAIDUCaUAAAAASJ2eUgAAQN4opCbozc3N8cILL+R6GgB5SygFAABwBPKhCfuDs0fmegoAWWP7HgAAAACpE0oBAAAAkDqhFAAAAACp01MKAADgCLS3Cfv+RudlZWVRWlraSbMC6LqEUgAAAEegI43Of3rR0E6YCUBhsH0PAAAAgNQJpQAAAABInVAKAAAAgNTpKQUAAHAEOtroHIADE0oBAAB0krN/9GJWn+/B2SOz+nwAuWT7HgAAAACpE0oBAAAAkDqhFAAAAACp01MKAACgk/z0oqFRVlYWpaWluZ4KQN4RSgEAAHQRk296tt3XaI4O5Cvb9wAAAABInVAKAAAAgNTZvgcAANBF2IoHFBKhFAAAQBfRkZ5SXdFPLxqa6ykAKbB9DwAAAIDUCaUAAAAASJ1QCgAAAIDU5bSn1Ntvvx2LFi2Kf/3Xf42GhoY46qij4otf/GJ8/etfj27d/pyXJUkSixcvjrVr18aOHTtiwoQJ8f3vfz9GjtTgDwAAKC7F0Oh879690dzcnOtpACnIaSi1bNmyuOmmm+LWW2+NkSNHxuOPPx5f+tKXoqKiIubOnRsREcuXL48VK1bELbfcEscdd1x885vfjDPPPDM2b94c5eXluZw+AABA3uu6zdFfPODoH26YmvI8gM6S01Dq//7f/xuf/vSnY+rUP7+oHHPMMfG//tf/iscffzwi/rxKauXKlbFw4cKYNm1aRETceuutUVlZGevWrYtZs2a1ec7m5uZWqXpTU1MKPwkAAAAA7ZHTnlITJ06Mn//85/H8889HRMRTTz0VjzzySHzqU5+KiIgtW7ZEQ0NDTJkyJXNNWVlZTJo0KTZs2HDA51y6dGlUVFRkvgYPHtz5PwgAAAAA7ZLTlVLz58+PnTt3xogRI6J79+6xb9+++Na3vhUXXnhhREQ0NDRERERlZWWr6yorK+PFFw+8lPOaa66JefPmZR43NTUJpgAAAADyTE5Dqdtvvz1+9KMfxbp162LkyJGxadOmqK2tjerq6pg5c2bmvJKSklbXJUnSZmy/srKyKCsr69R5AwAAdBVdrTn6/kbnNTU1/tsOClxOQ6mrrroqFixYEBdccEFERIwePTpefPHFWLp0acycOTOqqqoiIjKfzLdfY2Njm9VTAAAAFIazf/RiHKzReT7ThB3aJ6c9pd54443o1q31FLp37x4tLS0RETFs2LCoqqqKurq6zPE9e/ZEfX19nHLKKanOFQAAAIDsyelKqXPOOSe+9a1vxZAhQ2LkyJHx5JNPxooVK+LLX/5yRPx5215tbW0sWbIkampqoqamJpYsWRJ9+vSJ6dOn53LqAAAAALwHOQ2lvve978W1114bl156aTQ2NkZ1dXXMmjUrvvGNb2TOufrqq+PNN9+MSy+9NHbs2BETJkyI9evXR3l5eQ5nDgAAAMB7UZIkSZLrSXSmpqamqKioiJ07d0a/fv1yPR0AAKBINDc3xwsvvBBlZWVRWlqa6+l0GRqdQ9d3pFlMTldKAQAAQHscs+Cedl+jATnkp5w2OgcAAACgOAmlAAAAAEidUAoAAACA1OkpBQAAQJehPxQUDqEUAAAABa0jzdGzTZgGbdm+BwAAAEDqhFIAAAAApM72PQAAAAqarXOQn4RSAAAAkAX50Lsq1wSAtIftewAAAACkTigFAAAAQOqEUgAAAACkTk8pAAAAyAL9lKB9hFIAAACQBV210bkwjVyxfQ8AAACA1AmlAAAAAEidUAoAAACA1OkpBQAAAFmgNxO0j1AKAAAAyIo0m70LAbs+2/cAAAAASJ1QCgAAAIDUCaUAAAAASJ2eUgAAAEBW6PNEewilAAAAgKxIs9F5RwjN8ovtewAAAACkTigFAAAAQOqEUgAAAACkTk8pAAAAICv0bKI9hFIAAABAl5PvTdUPRGjXmu17AAAAAKROKAUAAABA6oRSAAAAAKROTykAAACgy+lIf6Zc96FK6/t3ld5VVkoBAAAAkDqhFAAAAACpE0oBAAAAkDo9pQAAAICi0FV6LRULoRQAAABACnLdaD0tLc1vHNF5tu8BAAAAkDqhFAAAAACpE0oBAAAAkDo9pQAAAABSUCyN1puamqJi5eHPs1IKAAAAgNQV/EqpJEki4s8pHQAAQFqam5tj9+7d8eabb0aPHgX/n15Z8/bbb8e+ffuiqakpysrKcj0doAP2ZzD7M5mDKfhXxj/96U8RETF48OAczwQAAACgeOzatSsqKioOerzgQ6n+/ftHRMTWrVsP+Yug8DU1NcXgwYNj27Zt0a9fv1xPhxxRB+ynFohQB7xDLRChDniHWmA/tdAxSZLErl27orq6+pDnFXwo1a3bn9tmVVRUKCAiIqJfv35qAXVAhlogQh3wDrVAhDrgHWqB/dRC+x3JwiCNzgEAAABInVAKAAAAgNQVfChVVlYW1113nU9tQC0QEeqAd6gFItQB71ALRKgD3qEW2E8tdK6S5HCfzwcAAAAAWVbwK6UAAAAAyD9CKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHUFHUqtXr06hg0bFr169YqxY8fGww8/nOsp0cmWLl0a48ePj/Ly8hg0aFB85jOfic2bN7c6J0mSWLRoUVRXV0fv3r1j8uTJ8eyzz+ZoxqRh6dKlUVJSErW1tZkxdVA8Xn755bjoootiwIAB0adPnzjppJNi48aNmeNqofC9/fbb8fWvfz2GDRsWvXv3juHDh8f1118fLS0tmXPUQWF66KGH4pxzzonq6uooKSmJu+66q9XxI7nvzc3Ncfnll8fAgQOjb9++ce6558ZLL72U4k9BNhyqFvbu3Rvz58+P0aNHR9++faO6ujouvvji2L59e6vnUAtd3+FeE/7SrFmzoqSkJFauXNlqXB0UhiOpheeeey7OPffcqKioiPLy8vjYxz4WW7duzRxXC9lRsKHU7bffHrW1tbFw4cJ48skn47TTTouzzjqrVRFReOrr62POnDnxy1/+Murq6uLtt9+OKVOmxOuvv545Z/ny5bFixYpYtWpVPPbYY1FVVRVnnnlm7Nq1K4czp7M89thjsXbt2vjwhz/calwdFIcdO3bEqaeeGqWlpXHvvffGb37zm/jOd74T73vf+zLnqIXCt2zZsrjpppti1apV8dxzz8Xy5cvj29/+dnzve9/LnKMOCtPrr78eJ554YqxateqAx4/kvtfW1sadd94Zt912WzzyyCOxe/fuOPvss2Pfvn1p/RhkwaFq4Y033ognnngirr322njiiSfijjvuiOeffz7OPffcVuepha7vcK8J+911113xq1/9Kqqrq9scUweF4XC18Lvf/S4mTpwYI0aMiAcffDCeeuqpuPbaa6NXr16Zc9RCliQF6qMf/Wgye/bsVmMjRoxIFixYkKMZkQuNjY1JRCT19fVJkiRJS0tLUlVVldxwww2Zc956662koqIiuemmm3I1TTrJrl27kpqamqSuri6ZNGlSMnfu3CRJ1EExmT9/fjJx4sSDHlcLxWHq1KnJl7/85VZj06ZNSy666KIkSdRBsYiI5M4778w8PpL7/tprryWlpaXJbbfdljnn5ZdfTrp165bcd999qc2d7Hp3LRzIo48+mkRE8uKLLyZJohYK0cHq4KWXXko+8IEPJM8880wydOjQ5MYbb8wcUweF6UC1cP7552feJxyIWsieglwptWfPnti4cWNMmTKl1fiUKVNiw4YNOZoVubBz586IiOjfv39ERGzZsiUaGhpa1UZZWVlMmjRJbRSgOXPmxNSpU+OMM85oNa4Oisfdd98d48aNi89//vMxaNCgGDNmTPzgBz/IHFcLxWHixInx85//PJ5//vmIiHjqqafikUceiU996lMRoQ6K1ZHc940bN8bevXtbnVNdXR2jRo1SGwVu586dUVJSkllZqxaKQ0tLS8yYMSOuuuqqGDlyZJvj6qA4tLS0xD333BPHHXdcfOITn4hBgwbFhAkTWm3xUwvZU5Ch1Kuvvhr79u2LysrKVuOVlZXR0NCQo1mRtiRJYt68eTFx4sQYNWpURETm/quNwnfbbbfFxo0bY+nSpW2OqYPi8fvf/z7WrFkTNTU1cf/998fs2bPjiiuuiB/+8IcRoRaKxfz58+PCCy+MESNGRGlpaYwZMyZqa2vjwgsvjAh1UKyO5L43NDREz5494/3vf/9Bz6HwvPXWW7FgwYKYPn169OvXLyLUQrFYtmxZ9OjRI6644ooDHlcHxaGxsTF2794dN9xwQ3zyk5+M9evXx2c/+9mYNm1a1NfXR4RayKYeuZ5AZyopKWn1OEmSNmMUrssuuyyefvrpeOSRR9ocUxuFbdu2bTF37txYv359q33f76YOCl9LS0uMGzculixZEhERY8aMiWeffTbWrFkTF198ceY8tVDYbr/99vjRj34U69ati5EjR8amTZuitrY2qqurY+bMmZnz1EFx6sh9VxuFa+/evXHBBRdES0tLrF69+rDnq4XCsXHjxvjHf/zHeOKJJ9p9T9VBYdn/QSif/vSn48orr4yIiJNOOik2bNgQN910U0yaNOmg16qF9ivIlVIDBw6M7t27t0koGxsb2/xrGIXp8ssvj7vvvjseeOCBOProozPjVVVVERFqo8Bt3LgxGhsbY+zYsdGjR4/o0aNH1NfXx3e/+93o0aNH5l6rg8J31FFHxQknnNBq7Pjjj8986IXXhOJw1VVXxYIFC+KCCy6I0aNHx4wZM+LKK6/MrKRUB8XpSO57VVVV7NmzJ3bs2HHQcygce/fujfPOOy+2bNkSdXV1mVVSEWqhGDz88MPR2NgYQ4YMybx/fPHFF+OrX/1qHHPMMRGhDorFwIEDo0ePHod9D6kWsqMgQ6mePXvG2LFjo66urtV4XV1dnHLKKTmaFWlIkiQuu+yyuOOOO+IXv/hFDBs2rNXxYcOGRVVVVava2LNnT9TX16uNAvK3f/u38etf/zo2bdqU+Ro3blx84QtfiE2bNsXw4cPVQZE49dRTY/Pmza3Gnn/++Rg6dGhEeE0oFm+88UZ069b6LU/37t0z/xKqDorTkdz3sWPHRmlpaatzXnnllXjmmWfURoHZH0i98MIL8bOf/SwGDBjQ6rhaKHwzZsyIp59+utX7x+rq6rjqqqvi/vvvjwh1UCx69uwZ48ePP+R7SLWQPQW7fW/evHkxY8aMGDduXJx88smxdu3a2Lp1a8yePTvXU6MTzZkzJ9atWxc//vGPo7y8PPOvnxUVFdG7d+8oKSmJ2traWLJkSdTU1ERNTU0sWbIk+vTpE9OnT8/x7MmW8vLyTB+x/fr27RsDBgzIjKuD4nDllVfGKaecEkuWLInzzjsvHn300Vi7dm2sXbs2IsJrQpE455xz4lvf+lYMGTIkRo4cGU8++WSsWLEivvzlL0eEOihku3fvjt/+9reZx1u2bIlNmzZF//79Y8iQIYe97xUVFfGVr3wlvvrVr8aAAQOif//+8Q//8A8xevToNh+iQX47VC1UV1fH5z73uXjiiSfipz/9aezbty/zHrJ///7Rs2dPtVAgDvea8O4wsrS0NKqqquJDH/pQRHhNKCSHq4Wrrroqzj///Dj99NPj4x//eNx3333xk5/8JB588MGIUAtZlZsP/UvH97///WTo0KFJz549k4985CNJfX19rqdEJ4uIA37dfPPNmXNaWlqS6667LqmqqkrKysqS008/Pfn1r3+du0mTikmTJiVz587NPFYHxeMnP/lJMmrUqKSsrCwZMWJEsnbt2lbH1ULha2pqSubOnZsMGTIk6dWrVzJ8+PBk4cKFSXNzc+YcdVCYHnjggQO+L5g5c2aSJEd23998883ksssuS/r375/07t07Ofvss5OtW7fm4KfhvThULWzZsuWg7yEfeOCBzHOoha7vcK8J7zZ06NDkxhtvbDWmDgrDkdTCP//zPyfHHnts0qtXr+TEE09M7rrrrlbPoRayoyRJkqTzoy8AAAAAeEdB9pQCAAAAIL8JpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABIXY9cT6CztbS0xPbt26O8vDxKSkpyPR0AAACAgpYkSezatSuqq6ujW7eDr4cq+FBq+/btMXjw4FxPAwAAAKCobNu2LY4++uiDHi/4UKq8vDwi/vyL6NevX45nkzujrrv/gOPPLP7EAY8dbPxw16Q1t4Nd19E55LN8vnekq6ve73yYA12TvwOyz+8UAEhDU1NTDB48OJPJHEzBh1L7t+z169evqEOpbmV9Djjer1+/Ax472Pjhrklrbge7rhDvcT7fO9LVVe93PsyBrsnfAdnndwoApOlwbZQ0OgcAAAAgdQW/Uoric8yCe9qM/eGGqTmYSeE42O/0QOOHOuY+0Jnyuea66tzyed7FpD2vwZ1x7wqtDjryd5e/7wCgc1gpBQAAAEDqhFIAAAAApE4oBQAAAEDq9JQCIuLQPTYgbR3poUPX5b4CABQnK6UAAAAASJ1QCgAAAIDUCaUAAAAASJ2eUkDqOtIvKNc9Z/J5bhxaR+7doXqsdeSabOrI3A52nTrlvdL/DQB4L6yUAgAAACB1QikAAAAAUieUAgAAACB1ekqRVWn1VOmq9NgoLvncl4j85/UCAKDwpNXvtKuwUgoAAACA1AmlAAAAAEidUAoAAACA1AmlAAAAAEidRuekJh8asLWncVy+zA06Q0ebJebzn6GuqKs2tlcjPsggbcXY+BUAioGVUgAAAACkTigFAAAAQOqEUgAAAACkTk8pOIxi6Y8CafNniM6Q7V5P6hQg/+jdB4XDSikAAAAAUieUAgAAACB1QikAAAAAUpfTnlIPPfRQfPvb346NGzfGK6+8EnfeeWd85jOfyRxPkiQWL14ca9eujR07dsSECRPi+9//fowcObLd32vUdfdHt7I+mcf79xV3pF9QV7yGdLkP6fFnCIB85e8hKD75/N+Eem6Rj3K6Uur111+PE088MVatWnXA48uXL48VK1bEqlWr4rHHHouqqqo488wzY9euXSnPFAAAAIBsyulKqbPOOivOOuusAx5LkiRWrlwZCxcujGnTpkVExK233hqVlZWxbt26mDVrVppTBQAAACCLsrpSaseOHfHDH/4wK8+1ZcuWaGhoiClTpmTGysrKYtKkSbFhw4aDXtfc3BxNTU2tvgAAAADIL1ldKbV169b40pe+FBdffPF7fq6GhoaIiKisrGw1XllZGS+++OJBr1u6dGksXrz4PX9/AIC0FFMfoY70R4GurKv1GHovfYnSuqYj9CFlv1z/GaK1doVSh1t11Bm9nkpKSlo9TpKkzdhfuuaaa2LevHmZx01NTTF48OCszwsAAACAjmtXKPW+973vkIHQ4QKj9qiqqoqIP6+YOuqoozLjjY2NbVZP/aWysrIoKyvLyhwAAAAA6BztCqXKy8tj4cKFMWHChAMef+GFF7LWgHzYsGFRVVUVdXV1MWbMmIiI2LNnT9TX18eyZcuy8j0AAAAAyI12hVIf+chHIiJi0qRJBzz+vve9L5IkOeLn2717d/z2t7/NPN6yZUts2rQp+vfvH0OGDIna2tpYsmRJ1NTURE1NTSxZsiT69OkT06dPb8+0AQAAAMgz7Qqlpk+fHm+++eZBj1dVVcV11113xM/3+OOPx8c//vHM4/29oGbOnBm33HJLXH311fHmm2/GpZdeGjt27IgJEybE+vXro7y8vD3TBgAAACDPtCuU+ru/+7tDHq+srIxLLrnkiJ9v8uTJh1xZVVJSEosWLYpFixYd8XMCAAAAkP+6ZeuJGhoa4vLLL49jjz02W08JAAAAQIFqVyj12muvxRe+8IX467/+66iuro7vfve70dLSEt/4xjdi+PDh8ctf/jL+5V/+pbPmCgAAAECBaNf2va997Wvx0EMPxcyZM+O+++6LK6+8Mu67775466234t577z1oA3QAAAAA+EvtCqXuueeeuPnmm+OMM86ISy+9NI499tg47rjjYuXKlZ00PQAAAAAKUbu2723fvj1OOOGEiIgYPnx49OrVq12NzQEAAAAgop0rpVpaWqK0tDTzuHv37tG3b9+sTwoAAHjHMQvuaTP2hxumHvJYWtcAQEe1K5RKkiS++MUvRllZWUREvPXWWzF79uw2wdQdd9yRvRkCAAAAUHDaFUrNnDmz1eOLLrooq5MBAAAAoDi0K5S6+eabO2seAAAAABSRdoVSAAAA79WB+lNF6FEFUGza9el7AAAAAJANQikAAAAAUieUAgAAACB1ekoBAAAddqD+UPt7Qx3qGABYKQUAAABA6oRSAAAAAKROKAUAAABA6vSUAgAAACggB+rpF/Hnvn4H6/eXzWue/tppRzRPK6UAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASF2PXE8AAABgv2MW3NNm7A83TM3BTKB4HOzP3YHGD3XMn1Xay0opAAAAAFInlAIAAAAgdUIpAAAAAFKnpxQAAACQFR3pQ9XR3lXteT79rvJTl1gptXr16hg2bFj06tUrxo4dGw8//HCupwQAAADAe5D3odTtt98etbW1sXDhwnjyySfjtNNOi7POOiu2bt2a66kBAAAA0EF5v31vxYoV8ZWvfCUuueSSiIhYuXJl3H///bFmzZpYunRpm/Obm5ujubk583jnzp0REdHS/Ear85qamg44vv/YwcYL6ZrDPV8+XxORn79T9+7w10Tk5+/UvTv8NRH5+Tt17w5/TUR+/k7du8NfE5Gfv9N8vuZwz+fe5e81R/J8XVFXuw9d+c+dP6vuXTFdc7jny4drIiKSJDng8f1KksOdkUN79uyJPn36xL/927/FZz/72cz43LlzY9OmTVFfX9/mmkWLFsXixYvTnCYAAAAA77Jt27Y4+uijD3o8r1dKvfrqq7Fv376orKxsNV5ZWRkNDQ0HvOaaa66JefPmZR6/9tprMXTo0Ni6dWtUVFR06nzJb01NTTF48ODYtm1b9OvXL9fTIUfUAfupBSLUAe9QC0SoA96hFthPLXRMkiSxa9euqK6uPuR5eR1K7VdSUtLqcZIkbcb2Kysri7KysjbjFRUVCoiIiOjXr59aQB2QoRaIUAe8Qy0QoQ54h1pgP7XQfkeyMCivG50PHDgwunfv3mZVVGNjY5vVUwAAAAB0HXkdSvXs2TPGjh0bdXV1rcbr6urilFNOydGsAAAAAHiv8n773rx582LGjBkxbty4OPnkk2Pt2rWxdevWmD179hFdX1ZWFtddd90Bt/RRXNQCEeqAd6gFItQB71ALRKgD3qEW2E8tdK68/vS9/VavXh3Lly+PV155JUaNGhU33nhjnH766bmeFgAAAAAd1CVCKQAAAAAKS173lAIAAACgMAmlAAAAAEidUAoAAACA1AmlAAAAAEhdQYdSq1evjmHDhkWvXr1i7Nix8fDDD+d6SnSypUuXxvjx46O8vDwGDRoUn/nMZ2Lz5s2tzkmSJBYtWhTV1dXRu3fvmDx5cjz77LM5mjFpWLp0aZSUlERtbW1mTB0Uj5dffjkuuuiiGDBgQPTp0ydOOumk2LhxY+a4Wih8b7/9dnz961+PYcOGRe/evWP48OFx/fXXR0tLS+YcdVCYHnrooTjnnHOiuro6SkpK4q677mp1/Ejue3Nzc1x++eUxcODA6Nu3b5x77rnx0ksvpfhTkA2HqoW9e/fG/PnzY/To0dG3b9+orq6Oiy++OLZv397qOdRC13e414S/NGvWrCgpKYmVK1e2GlcHheFIauG5556Lc889NyoqKqK8vDw+9rGPxdatWzPH1UJ2FGwodfvtt0dtbW0sXLgwnnzyyTjttNPirLPOalVEFJ76+vqYM2dO/PKXv4y6urp4++23Y8qUKfH6669nzlm+fHmsWLEiVq1aFY899lhUVVXFmWeeGbt27crhzOksjz32WKxduzY+/OEPtxpXB8Vhx44dceqpp0ZpaWnce++98Zvf/Ca+853vxPve977MOWqh8C1btixuuummWLVqVTz33HOxfPny+Pa3vx3f+973Mueog8L0+uuvx4knnhirVq064PEjue+1tbVx5513xm233RaPPPJI7N69O84+++zYt29fWj8GWXCoWnjjjTfiiSeeiGuvvTaeeOKJuOOOO+L555+Pc889t9V5aqHrO9xrwn533XVX/OpXv4rq6uo2x9RBYThcLfzud7+LiRMnxogRI+LBBx+Mp556Kq699tro1atX5hy1kCVJgfroRz+azJ49u9XYiBEjkgULFuRoRuRCY2NjEhFJfX19kiRJ0tLSklRVVSU33HBD5py33norqaioSG666aZcTZNOsmvXrqSmpiapq6tLJk2alMydOzdJEnVQTObPn59MnDjxoMfVQnGYOnVq8uUvf7nV2LRp05KLLrooSRJ1UCwiIrnzzjszj4/kvr/22mtJaWlpctttt2XOefnll5Nu3bol9913X2pzJ7veXQsH8uijjyYRkbz44otJkqiFQnSwOnjppZeSD3zgA8kzzzyTDB06NLnxxhszx9RBYTpQLZx//vmZ9wkHohaypyBXSu3Zsyc2btwYU6ZMaTU+ZcqU2LBhQ45mRS7s3LkzIiL69+8fERFbtmyJhoaGVrVRVlYWkyZNUhsFaM6cOTF16tQ444wzWo2rg+Jx9913x7hx4+Lzn/98DBo0KMaMGRM/+MEPMsfVQnGYOHFi/PznP4/nn38+IiKeeuqpeOSRR+JTn/pURKiDYnUk933jxo2xd+/eVudUV1fHqFGj1EaB27lzZ5SUlGRW1qqF4tDS0hIzZsyIq666KkaOHNnmuDooDi0tLXHPPffEcccdF5/4xCdi0KBBMWHChFZb/NRC9hRkKPXqq6/Gvn37orKystV4ZWVlNDQ05GhWpC1Jkpg3b15MnDgxRo0aFRGRuf9qo/DddtttsXHjxli6dGmbY+qgePz+97+PNWvWRE1NTdx///0xe/bsuOKKK+KHP/xhRKiFYjF//vy48MILY8SIEVFaWhpjxoyJ2trauPDCCyNCHRSrI7nvDQ0N0bNnz3j/+99/0HMoPG+99VYsWLAgpk+fHv369YsItVAsli1bFj169IgrrrjigMfVQXFobGyM3bt3xw033BCf/OQnY/369fHZz342pk2bFvX19RGhFrKpR64n0JlKSkpaPU6SpM0Yheuyyy6Lp59+Oh555JE2x9RGYdu2bVvMnTs31q9f32rf97upg8LX0tIS48aNiyVLlkRExJgxY+LZZ5+NNWvWxMUXX5w5Ty0Utttvvz1+9KMfxbp162LkyJGxadOmqK2tjerq6pg5c2bmPHVQnDpy39VG4dq7d29ccMEF0dLSEqtXrz7s+WqhcGzcuDH+8R//MZ544ol231N1UFj2fxDKpz/96bjyyisjIuKkk06KDRs2xE033RSTJk066LVqof0KcqXUwIEDo3v37m0SysbGxjb/GkZhuvzyy+Puu++OBx54II4++ujMeFVVVUSE2ihwGzdujMbGxhg7dmz06NEjevToEfX19fHd7343evTokbnX6qDwHXXUUXHCCSe0Gjv++OMzH3rhNaE4XHXVVbFgwYK44IILYvTo0TFjxoy48sorMysp1UFxOpL7XlVVFXv27IkdO3Yc9BwKx969e+O8886LLVu2RF1dXWaVVIRaKAYPP/xwNDY2xpAhQzLvH1988cX46le/Gsccc0xEqINiMXDgwOjRo8dh30OqhewoyFCqZ8+eMXbs2Kirq2s1XldXF6ecckqOZkUakiSJyy67LO644474xS9+EcOGDWt1fNiwYVFVVdWqNvbs2RP19fVqo4D87d/+bfz617+OTZs2Zb7GjRsXX/jCF2LTpk0xfPhwdVAkTj311Ni8eXOrseeffz6GDh0aEV4TisUbb7wR3bq1fsvTvXv3zL+EqoPidCT3fezYsVFaWtrqnFdeeSWeeeYZtVFg9gdSL7zwQvzsZz+LAQMGtDquFgrfjBkz4umnn271/rG6ujquuuqquP/++yNCHRSLnj17xvjx4w/5HlItZE/Bbt+bN29ezJgxI8aNGxcnn3xyrF27NrZu3RqzZ8/O9dToRHPmzIl169bFj3/84ygvL8/862dFRUX07t07SkpKora2NpYsWRI1NTVRU1MTS5YsiT59+sT06dNzPHuypby8PNNHbL++ffvGgAEDMuPqoDhceeWVccopp8SSJUvivPPOi0cffTTWrl0ba9eujYjwmlAkzjnnnPjWt74VQ4YMiZEjR8aTTz4ZK1asiC9/+csRoQ4K2e7du+O3v/1t5vGWLVti06ZN0b9//xgyZMhh73tFRUV85Stfia9+9asxYMCA6N+/f/zDP/xDjB49us2HaJDfDlUL1dXV8bnPfS6eeOKJ+OlPfxr79u3LvIfs379/9OzZUy0UiMO9Jrw7jCwtLY2qqqr40Ic+FBFeEwrJ4WrhqquuivPPPz9OP/30+PjHPx733Xdf/OQnP4kHH3wwItRCVuXmQ//S8f3vfz8ZOnRo0rNnz+QjH/lIUl9fn+sp0cki4oBfN998c+aclpaW5LrrrkuqqqqSsrKy5PTTT09+/etf527SpGLSpEnJ3LlzM4/VQfH4yU9+kowaNSopKytLRowYkaxdu7bVcbVQ+JqampK5c+cmQ4YMSXr16pUMHz48WbhwYdLc3Jw5Rx0UpgceeOCA7wtmzpyZJMmR3fc333wzueyyy5L+/fsnvXv3Ts4+++xk69atOfhpeC8OVQtbtmw56HvIBx54IPMcaqHrO9xrwrsNHTo0ufHGG1uNqYPCcCS18M///M/Jsccem/Tq1Ss58cQTk7vuuqvVc6iF7ChJkiTp/OgLAAAAAN5RkD2lAAAAAMhvQikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUtcj1xPobC0tLbF9+/YoLy+PkpKSXE8HAAAAoKAlSRK7du2K6urq6Nbt4OuhchpKLV26NO644474z//8z+jdu3eccsopsWzZsvjQhz6UOSdJkli8eHGsXbs2duzYERMmTIjvf//7MXLkyCP6Htu3b4/Bgwd31o8AAAAAwAFs27Ytjj766IMez2koVV9fH3PmzInx48fH22+/HQsXLowpU6bEb37zm+jbt29ERCxfvjxWrFgRt9xySxx33HHxzW9+M84888zYvHlzlJeXH/Z77D9n27Zt0a9fv079eYDCNeq6+9uMPbP4E4c9Bh2VVl11pLbz+RoAAHKvqakpBg8efNjcJqeh1H333dfq8c033xyDBg2KjRs3xumnnx5JksTKlStj4cKFMW3atIiIuPXWW6OysjLWrVsXs2bNOuz32L9lr1+/fkIpoMO6lfVpM7b/NeVQx6Cj0qqrjtR2Pl8DAED+OFwbpbxqdL5z586IiOjfv39ERGzZsiUaGhpiypQpmXPKyspi0qRJsWHDhgM+R3NzczQ1NbX6AgAAACC/5E2j8yRJYt68eTFx4sQYNWpUREQ0NDRERERlZWWrcysrK+PFF1884PMsXbo0Fi9e3LmTBQCAFB2z4J42Y3+4Yeohj6V1DQB0VN6slLrsssvi6aefjv/1v/5Xm2PvXu6VJMlBl4Bdc801sXPnzszXtm3bOmW+AAAAAHRcXqyUuvzyy+Puu++Ohx56qFVX9qqqqoj484qpo446KjPe2NjYZvXUfmVlZVFWVta5EwYAAADgPclpKJUkSVx++eVx5513xoMPPhjDhg1rdXzYsGFRVVUVdXV1MWbMmIiI2LNnT9TX18eyZctyMeUu60DLrSOyv+Q6re9DutqzxP9Qx4qtDvx+/qyYflZyz99DHI7X5vzgzyqQK7Y855echlJz5syJdevWxY9//OMoLy/P9JCqqKiI3r17R0lJSdTW1saSJUuipqYmampqYsmSJdGnT5+YPn16LqcOAAAAwHuQ01BqzZo1ERExefLkVuM333xzfPGLX4yIiKuvvjrefPPNuPTSS2PHjh0xYcKEWL9+fZSXl6c8WwAAAACyJefb9w6npKQkFi1aFIsWLer8CQEAAACQirxodA4d0ZF9vQBA19OR3oYAQP7rlusJAAAAAFB8hFIAAAAApM72PUhRPm8ttAUCALKrWD5CvNB+HgDSY6UUAAAAAKkTSgEAAACQOqEUAAAAAKnTU4rUFFNPgY78rMX0+wEgN/T+oStQi3Rl6hfax0opAAAAAFInlAIAAAAgdbbvUVQ68tHMAPnkQK9XEYX5MfMAABQ2K6UAAAAASJ1QCgAAAIDUCaUAAAAASJ2eUuRcR/ujAPyljvSMa881h3u+Q11D4VEjHae/I1CsOvu9ynt5fwO5YqUUAAAAAKkTSgEAAACQOtv38lg2l2pm6/scyRwKjW0GAABEHPq9tveGAO1npRQAAAAAqRNKAQAAAJA6oRQAAAAAqetQT6mWlpbo1q1tntXS0hIvvfRSDBky5D1PDKAYFdNH9Wb744/hcPRQLC7uHQDkv3atlGpqaorzzjsv+vbtG5WVlXHdddfFvn37Msf/+Mc/xrBhw7I+SQAAAAAKS7tWSl177bXx1FNPxf/8n/8zXnvttfjmN78ZGzdujDvuuCN69uwZERFJknTKRAEAAAAoHO0Kpe6666649dZbY/LkyRER8dnPfjamTp0a55xzTtx9990REVFSUpL1SUIx68i2EltRIL/4c8fhqJH85u9VgPzUFVs+ZKuFxaGO5cvPeiTatX3v1VdfjaFDh2YeDxgwIOrq6mLXrl3xqU99Kt54442sTxAAAACAwtOuUGrw4MHx3HPPtRorLy+P9evXx5tvvhmf/exnszo5AAAAAApTu0KpKVOmxM0339xm/K/+6q/i/vvvj169emVtYgAAAAAUrnb1lFq8eHFs3779gMfKy8vjZz/7Wfz4xz/OysSybdR190e3sj6Zx+/lY8fTugags3R0X7rXMgByJa0+m4e6BoDsatdKqfe///0xcuTIAx5raGiIa665Ji655JKsTAwAAACAwtWuUOq1116LL3zhC/HXf/3XUV1dHd/97nejpaUlvvGNb8Tw4cPjl7/8ZfzLv/xLZ80VAAAAgALRru17X/va1+Khhx6KmTNnxn333RdXXnll3HffffHWW2/FvffeG5MmTeqseQIcUFpbbQFoy5ZeSF+x/Lmz9RKKQ7tCqXvuuSduvvnmOOOMM+LSSy+NY489No477rhYuXJlJ00PAAAAgELUru1727dvjxNOOCEiIoYPHx69evXSQwoAAACAdmtXKNXS0hKlpaWZx927d4++fftmfVIAAAAAFLZ2bd9LkiS++MUvRllZWUREvPXWWzF79uw2wdQdd9yRvRkCABSxXPfHK7Q+NZC2bPe/pGP0IYX81K5QaubMma0eX3TRRVmdDAAAAADFoV2h1M0339xZ8wAAAACgiLSrpxQAAAAAZINQCgAAAIDUCaUAAAAASJ1QCgAAAIDUtavROQCQPQf6OOkIHykNAEBxsFIKAAAAgNQJpQAAAABIne17QOoOtGXpDzdMPej4oa4BAADem/a8Pz/UMe/PaS8rpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNT1yPUEAAAA6DzHLLinzdgfbph60PH2XnO45+vINUBxsFIKAAAAgNQJpQAAAABIne17AAAAAAUkra22B7vm6a+ddkTztFIKAAAAgNQJpQAAAABInVAKAAAAgNR1iZ5Sq1evjm9/+9vxyiuvxMiRI2PlypVx2mlHtj8RAAAASEdavYwoDHm/Uur222+P2traWLhwYTz55JNx2mmnxVlnnRVbt27N9dQAAAAA6KC8Xym1YsWK+MpXvhKXXHJJRESsXLky7r///lizZk0sXbq0zfnNzc3R3Nycebxz586IiGhpfqPVeU1NTQcc33/sYOOFdM3hni+fr4nIz9+pe3f4ayLy83faFe5dNrl3/twV0zWHe758viYiP3+n+XzN4Z7Pvcvfaw73fPl8TUR+/k7du8NfE5Gfv1P37vDXROTn79S9e+dYRESSJAc8vl9JcrgzcmjPnj3Rp0+f+Ld/+7f47Gc/mxmfO3dubNq0Kerr69tcs2jRoli8eHGa0wQAAADgXbZt2xZHH330QY/n9UqpV199Nfbt2xeVlZWtxisrK6OhoeGA11xzzTUxb968zOPXXnsthg4dGlu3bo2KiopOnS/5rampKQYPHhzbtm2Lfv365Xo65Ig6YD+1QIQ64B1qgQh1wDvUAvuphY5JkiR27doV1dXVhzwvr0Op/UpKSlo9TpKkzdh+ZWVlUVZW1ma8oqJCAREREf369VMLqAMy1AIR6oB3qAUi1AHvUAvspxba70gWBuV1o/OBAwdG9+7d26yKamxsbLN6CgAAAICuI69DqZ49e8bYsWOjrq6u1XhdXV2ccsopOZoVAAAAAO9V3m/fmzdvXsyYMSPGjRsXJ598cqxduza2bt0as2fPPqLry8rK4rrrrjvglj6Ki1ogQh3wDrVAhDrgHWqBCHXAO9QC+6mFzpXXn7633+rVq2P58uXxyiuvxKhRo+LGG2+M008/PdfTAgAAAKCDukQoBQAAAEBhyeueUgAAAAAUJqEUAAAAAKkTSgEAAACQOqEUAAAAAKkr6FBq9erVMWzYsOjVq1eMHTs2Hn744VxPiU62dOnSGD9+fJSXl8egQYPiM5/5TGzevLnVOUmSxKJFi6K6ujp69+4dkydPjmeffTZHMyYNS5cujZKSkqitrc2MqYPi8fLLL8dFF10UAwYMiD59+sRJJ50UGzduzBxXC4Xv7bffjq9//esxbNiw6N27dwwfPjyuv/76aGlpyZyjDgrTQw89FOecc05UV1dHSUlJ3HXXXa2OH8l9b25ujssvvzwGDhwYffv2jXPPPTdeeumlFH8KsuFQtbB3796YP39+jB49Ovr27RvV1dVx8cUXx/bt21s9h1ro+g73mvCXZs2aFSUlJbFy5cpW4+qgMBxJLTz33HNx7rnnRkVFRZSXl8fHPvax2Lp1a+a4WsiOgg2lbr/99qitrY2FCxfGk08+GaeddlqcddZZrYqIwlNfXx9z5syJX/7yl1FXVxdvv/12TJkyJV5//fXMOcuXL48VK1bEqlWr4rHHHouqqqo488wzY9euXTmcOZ3lsccei7Vr18aHP/zhVuPqoDjs2LEjTj311CgtLY177703fvOb38R3vvOdeN/73pc5Ry0UvmXLlsVNN90Uq1atiueeey6WL18e3/72t+N73/te5hx1UJhef/31OPHEE2PVqlUHPH4k9722tjbuvPPOuO222+KRRx6J3bt3x9lnnx379u1L68cgCw5VC2+88UY88cQTce2118YTTzwRd9xxRzz//PNx7rnntjpPLXR9h3tN2O+uu+6KX/3qV1FdXd3mmDooDIerhd/97ncxceLEGDFiRDz44IPx1FNPxbXXXhu9evXKnKMWsiQpUB/96EeT2bNntxobMWJEsmDBghzNiFxobGxMIiKpr69PkiRJWlpakqqqquSGG27InPPWW28lFRUVyU033ZSradJJdu3aldTU1CR1dXXJpEmTkrlz5yZJog6Kyfz585OJEyce9LhaKA5Tp05NvvzlL7camzZtWnLRRRclSaIOikVEJHfeeWfm8ZHc99deey0pLS1Nbrvttsw5L7/8ctKtW7fkvvvuS23uZNe7a+FAHn300SQikhdffDFJErVQiA5WBy+99FLygQ98IHnmmWeSoUOHJjfeeGPmmDooTAeqhfPPPz/zPuFA1EL2FORKqT179sTGjRtjypQprcanTJkSGzZsyNGsyIWdO3dGRET//v0jImLLli3R0NDQqjbKyspi0qRJaqMAzZkzJ6ZOnRpnnHFGq3F1UDzuvvvuGDduXHz+85+PQYMGxZgxY+IHP/hB5rhaKA4TJ06Mn//85/H8889HRMRTTz0VjzzySHzqU5+KCHVQrI7kvm/cuDH27t3b6pzq6uoYNWqU2ihwO3fujJKSkszKWrVQHFpaWmLGjBlx1VVXxciRI9scVwfFoaWlJe6555447rjj4hOf+EQMGjQoJkyY0GqLn1rInoIMpV599dXYt29fVFZWthqvrKyMhoaGHM2KtCVJEvPmzYuJEyfGqFGjIiIy919tFL7bbrstNm7cGEuXLm1zTB0Uj9///vexZs2aqKmpifvvvz9mz54dV1xxRfzwhz+MCLVQLObPnx8XXnhhjBgxIkpLS2PMmDFRW1sbF154YUSog2J1JPe9oaEhevbsGe9///sPeg6F56233ooFCxbE9OnTo1+/fhGhForFsmXLokePHnHFFVcc8Lg6KA6NjY2xe/fuuOGGG+KTn/xkrF+/Pj772c/GtGnTor6+PiLUQjb1yPUEOlNJSUmrx0mStBmjcF122WXx9NNPxyOPPNLmmNoobNu2bYu5c+fG+vXrW+37fjd1UPhaWlpi3LhxsWTJkoiIGDNmTDz77LOxZs2auPjiizPnqYXCdvvtt8ePfvSjWLduXYwcOTI2bdoUtbW1UV1dHTNnzsycpw6KU0fuu9ooXHv37o0LLrggWlpaYvXq1Yc9Xy0Ujo0bN8Y//uM/xhNPPNHue6oOCsv+D0L59Kc/HVdeeWVERJx00kmxYcOGuOmmm2LSpEkHvVYttF9BrpQaOHBgdO/evU1C2djY2OZfwyhMl19+edx9993xwAMPxNFHH50Zr6qqiohQGwVu48aN0djYGGPHjo0ePXpEjx49or6+Pr773e9Gjx49MvdaHRS+o446Kk444YRWY8cff3zmQy+8JhSHq666KhYsWBAXXHBBjB49OmbMmBFXXnllZiWlOihOR3Lfq6qqYs+ePbFjx46DnkPh2Lt3b5x33nmxZcuWqKury6ySilALxeDhhx+OxsbGGDJkSOb944svvhhf/epX45hjjokIdVAsBg4cGD169Djse0i1kB0FGUr17Nkzxo4dG3V1da3G6+rq4pRTTsnRrEhDkiRx2WWXxR133BG/+MUvYtiwYa2ODxs2LKqqqlrVxp49e6K+vl5tFJC//du/jV//+texadOmzNe4cePiC1/4QmzatCmGDx+uDorEqaeeGps3b2419vzzz8fQoUMjwmtCsXjjjTeiW7fWb3m6d++e+ZdQdVCcjuS+jx07NkpLS1ud88orr8QzzzyjNgrM/kDqhRdeiJ/97GcxYMCAVsfVQuGbMWNGPP30063eP1ZXV8dVV10V999/f0Sog2LRs2fPGD9+/CHfQ6qF7CnY7Xvz5s2LGTNmxLhx4+Lkk0+OtWvXxtatW2P27Nm5nhqdaM6cObFu3br48Y9/HOXl5Zl//ayoqIjevXtHSUlJ1NbWxpIlS6KmpiZqampiyZIl0adPn5g+fXqOZ0+2lJeXZ/qI7de3b98YMGBAZlwdFIcrr7wyTjnllFiyZEmcd9558eijj8batWtj7dq1ERFeE4rEOeecE9/61rdiyJAhMXLkyHjyySdjxYoV8eUvfzki1EEh2717d/z2t7/NPN6yZUts2rQp+vfvH0OGDDnsfa+oqIivfOUr8dWvfjUGDBgQ/fv3j3/4h3+I0aNHt/kQDfLboWqhuro6Pve5z8UTTzwRP/3pT2Pfvn2Z95D9+/ePnj17qoUCcbjXhHeHkaWlpVFVVRUf+tCHIsJrQiE5XC1cddVVcf7558fpp58eH//4x+O+++6Ln/zkJ/Hggw9GhFrIqtx86F86vv/97ydDhw5NevbsmXzkIx9J6uvrcz0lOllEHPDr5ptvzpzT0tKSXHfddUlVVVVSVlaWnH766cmvf/3r3E2aVEyaNCmZO3du5rE6KB4/+clPklGjRiVlZWXJiBEjkrVr17Y6rhYKX1NTUzJ37txkyJAhSa9evZLhw4cnCxcuTJqbmzPnqIPC9MADDxzwfcHMmTOTJDmy+/7mm28ml112WdK/f/+kd+/eydlnn51s3bo1Bz8N78WhamHLli0HfQ/5wAMPZJ5DLXR9h3tNeLehQ4cmN954Y6sxdVAYjqQW/vmf/zk59thjk169eiUnnnhictddd7V6DrWQHSVJkiSdH30BAAAAwDsKsqcUAAAAAPlNKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6oRSAAAAAKROKAUAAABA6nIaSi1dujTGjx8f5eXlMWjQoPjMZz4TmzdvbnVOkiSxaNGiqK6ujt69e8fkyZPj2WefzdGMAQAAAMiGnIZS9fX1MWfOnPjlL38ZdXV18fbbb8eUKVPi9ddfz5yzfPnyWLFiRaxatSoee+yxqKqqijPPPDN27dqVw5kDAAAA8F6UJEmS5HoS+/3xj3+MQYMGRX19fZx++umRJElUV1dHbW1tzJ8/PyIimpubo7KyMpYtWxazZs3K8YwBAAAA6IgeuZ7AX9q5c2dERPTv3z8iIrZs2RINDQ0xZcqUzDllZWUxadKk2LBhwwFDqebm5mhubs48bmlpif/6r/+KAQMGRElJSSf/BAAAAADFLUmS2LVrV1RXV0e3bgffpJc3oVSSJDFv3ryYOHFijBo1KiIiGhoaIiKisrKy1bmVlZXx4osvHvB5li5dGosXL+7cyQIAAABwSNu2bYujjz76oMfzJpS67LLL4umnn45HHnmkzbF3r3BKkuSgq56uueaamDdvXubxzp07Y8iQIbFt27bo169fdidNlzPquvvbjD2z+BMHHQcgdw712ux1GwAgfzU1NcXgwYOjvLz8kOflRSh1+eWXx9133x0PPfRQqwStqqoqIv68Yuqoo47KjDc2NrZZPbVfWVlZlJWVtRnv16+fUIroVtanzVi/fv0OOg5A7hzqtdnrNgBA/jtcG6WchlJJksTll18ed955Zzz44IMxbNiwVseHDRsWVVVVUVdXF2PGjImIiD179kR9fX0sW7YsF1MGOGLHLLjngON/uGHqAY/94YapnT0lKHiH+nMHAEB+yWkoNWfOnFi3bl38+Mc/jvLy8kwPqYqKiujdu3eUlJREbW1tLFmyJGpqaqKmpiaWLFkSffr0ienTp+dy6gAAAAC8BzkNpdasWRMREZMnT241fvPNN8cXv/jFiIi4+uqr480334xLL700duzYERMmTIj169cfdl8iAAAAAPkr59v3DqekpCQWLVoUixYt6vwJAQAAAJCKvGh0Dhy4D4oeKAAAXduh3uMd7Jj3hUCx6JbrCQAAAABQfIRSAAAAAKROKAUAAABA6vSUosuy177r6kj/BPebjspWL49DHTvcNRQeNZKubP5OO3Lv8kG2+xJls5eRv7/TpQ8VUEislAIAAAAgdUIpAAAAAFJn+x4FJx+WLufDHLIpm1ucAN7N6wWdQV3RGWxVBMguK6UAAAAASJ1QCgAAAIDUCaUAAAAASF3R9JQadd390a2sT+Zx2h+h66NbiehYr4Fsf+y4jyqHriGtvx/0R8l/2XzfAQCdLa3/fqEwWCkFAAAAQOqEUgAAAACkrmi270FH2XoJAAdWLH9H2laSrrTaE2hpAJB7VkoBAAAAkDqhFAAAAACpE0oBAAAAkDo9pfKYj4CGw+vInwd/TsgX+paky8dQw3vjz0PXlc3/rkirtxccic6u7c64htaslAIAAAAgdUIpAAAAAFInlAIAAAAgdXpKAQBAJ9CD5OD01KNQFcufYcgWK6UAAAAASF27Q6kkSWLLli3x9ttvR0TEnj174vbbb48f/vCH8eqrr2Z9ggAAAAAUnnZt39u8eXN84hOfiG3btsXw4cNj/fr18fnPfz7+8z//M5IkiT59+sSGDRuipqams+YLULR8zPKhFdPPmmvZ/shk8lu2750aAY5EIW7xzOaW3mxd85fXQS60a6XU/Pnz48QTT4xNmzbF2WefHWeffXYcffTRsWPHjtixY0eceuqpcf311x/x8z300ENxzjnnRHV1dZSUlMRdd93V6niSJLFo0aKorq6O3r17x+TJk+PZZ59tz5QBAAAAyEPtCqU2bNgQixcvjtGjR8c3v/nNeO655+If/uEforS0NHr27Bnz58+Phx566Iif7/XXX48TTzwxVq1adcDjy5cvjxUrVsSqVavisccei6qqqjjzzDNj165d7Zk2AAAAAHmmXdv3du/eHf3794+IiL59+0bfvn3jqKOOyhw/+uij4//9v/93xM931llnxVlnnXXAY0mSxMqVK2PhwoUxbdq0iIi49dZbo7KyMtatWxezZs064HXNzc3R3NycedzU1HTE8wEAAAAgHe1aKVVdXR1bt27NPF6+fHkMGjQo8/iPf/xjvP/978/KxLZs2RINDQ0xZcqUzFhZWVlMmjQpNmzYcNDrli5dGhUVFZmvwYMHZ2U+AAAAAGRPu0KpM844I/7zP/8z8/i//bf/FuXl5ZnH69evj4985CNZmVhDQ0NERFRWVrYar6yszBw7kGuuuSZ27tyZ+dq2bVtW5gMAAABA9rRr+95NN910yOPnn39+fOELX3hPE3q3kpKSVo+TJGkz9pfKysqirKwsq3MAAAAAILvatVLqUBoaGmLFihVx3HHHZeX5qqqqMs/7lxobG9usngIAAACga2nXSqnXXnst5syZE+vXr4/S0tJYsGBBXHbZZbFo0aL47//9v8fIkSPjX/7lX7IysWHDhkVVVVXU1dXFmDFjIiJiz549UV9fH8uWLcvK9wB4t2MW3NNm7A83TM3p9097DmRfruuK/JdWjRzq+6hTACBt7Qqlvva1r8VDDz0UM2fOjPvuuy+uvPLKuO++++Ktt96Ke++9NyZNmtSub7579+747W9/m3m8ZcuW2LRpU/Tv3z+GDBkStbW1sWTJkqipqYmamppYsmRJ9OnTJ6ZPn96u7wMAAABAfmlXKHXPPffEzTffHGeccUZceumlceyxx8Zxxx0XK1eu7NA3f/zxx+PjH/945vG8efMiImLmzJlxyy23xNVXXx1vvvlmXHrppbFjx46YMGFCrF+/vlVzdQAAAAC6nnaFUtu3b48TTjghIiKGDx8evXr1iksuuaTD33zy5MmRJMlBj5eUlMSiRYti0aJFHf4e5L9DbVeylQCgtY6+Zno9BaCYdeTvSH+v0hmyVYuHOtaVarFdjc5bWlqitLQ087h79+7Rt2/frE8KAAAAgMLWrpVSSZLEF7/4xSgrK4uIiLfeeitmz57dJpi64447sjdDAAAAAApOu0KpmTNntnp80UUXZXUyAAAAABSHdoVSN998c2fNAyCv6SmQLr9TAOBgOtJ3B8hP7eopBQAAAADZIJQCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHU9cj0B0uHjUYFCcLCPgAYAoOMO9h7rUP8d6X0Z2WClFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACp65HrCQBQ2I5ZcE+bsT/cMDUHMwEAAPKJlVIAAAAApE4oBQAAAEDqbN8jqw60TSfiz1t1bOGB/NHRP6sHO+bPNwAA0F5WSgEAAACQOqEUAAAAAKkTSgEAAACQui7RU2r16tXx7W9/O1555ZUYOXJkrFy5Mk477bRcT6tgtKdHzKGO6R8DAAAAHKm8Xyl1++23R21tbSxcuDCefPLJOO200+Kss86KrVu35npqAAAAAHRQ3od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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "init_sol.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Heuristic solution\n", - "\n", - "With our initial solution in hand, we can now use ALNS to further improve it.\n", - "We use a segmented roulette wheel operator selection strategy, and a simple hill-climbing acceptance criterion." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "rnd_state = rnd.RandomState(SEED)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "alns = ALNS(rnd_state)\n", - "\n", - "alns.add_destroy_operator(most_mobile_removal)\n", - "alns.add_destroy_operator(non_peak_removal)\n", - "alns.add_destroy_operator(segment_removal)\n", - "\n", - "alns.add_repair_operator(random_insert)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Heuristic solution has objective 141.\n" - ] - } - ], - "source": [ - "select = SegmentedRouletteWheel(WEIGHTS, THETA, SEG_LENGTH, 3, 1)\n", - "accept = HillClimbing()\n", - "stop = MaxIterations(ITERS)\n", - "\n", - "res = alns.iterate(init_sol, select, accept, stop)\n", - "sol = res.best_state\n", - "\n", - "print(f\"Heuristic solution has objective {sol.objective()}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sol.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Conclusion\n", - "\n", - "In this notebook we solved a challenging instance of the resource-constrained project scheduling problem, using several operators and enhancement techniques from the literature.\n", - "The resulting heuristic solution is competitive with other heuristics for this problem: the best known solution achieves a makespan of 135, and we find 141, just 4% higher." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} + " We use a list representation of the scheduled jobs, where job i is\n", + " scheduled before j if i precedes j (i.e., the jobs are sorted\n", + " topologically).\n", + " \"\"\"\n", + "\n", + " def __init__(self, jobs: List[int]):\n", + " self.jobs = jobs\n", + "\n", + " def __copy__(self):\n", + " return RcpspState(self.jobs.copy())\n", + "\n", + " @property\n", + " def indices(self) -> np.ndarray:\n", + " \"\"\"\n", + " Returns a mapping from job -> idx in the schedule. Unscheduled\n", + " jobs have index num_jobs.\n", + " \"\"\"\n", + " indices = np.full(instance.num_jobs, instance.num_jobs, dtype=int)\n", + "\n", + " for idx, job in enumerate(self.jobs):\n", + " indices[job] = idx\n", + "\n", + " return indices\n", + "\n", + " @property\n", + " def unscheduled(self) -> List[int]:\n", + " \"\"\"\n", + " All jobs that are not currently scheduled, in topological order.\n", + " \"\"\"\n", + " return sorted(set(range(instance.num_jobs)) - set(self.jobs))\n", + "\n", + " def objective(self) -> int:\n", + " s, _ = schedule(tuple(self.jobs))\n", + " return s[instance.last_job]\n", + "\n", + " def plot(self):\n", + " \"\"\"\n", + " Plots the current schedule. The plot includes a Gantt chart, the\n", + " lower and upper bounds on an optimal makespan, and bar charts for\n", + " resource use.\n", + " \"\"\"\n", + " fig = plt.figure(figsize=(12, 6 + instance.num_resources))\n", + "\n", + " hr = [1] * (instance.num_resources + 1)\n", + " hr[0] = 6\n", + "\n", + " gs = plt.GridSpec(\n", + " nrows=1 + instance.num_resources, ncols=1, height_ratios=hr\n", + " )\n", + "\n", + " s, u = schedule(tuple(self.jobs))\n", + " idcs = np.argsort(s)\n", + "\n", + " gantt = fig.add_subplot(gs[0, 0])\n", + " gantt.axvspan(LB, UB, alpha=0.25, color=\"grey\")\n", + " gantt.barh(\n", + " np.arange(instance.num_jobs), instance.duration[idcs], left=s[idcs]\n", + " )\n", + "\n", + " gantt.set_xlim(0, self.objective())\n", + " gantt.set_ylim(0, instance.last_job)\n", + " gantt.invert_yaxis()\n", + "\n", + " gantt.set_title(\"Gantt chart\")\n", + "\n", + " for res in range(instance.num_resources):\n", + " res_ax = fig.add_subplot(gs[res + 1, 0], sharex=gantt)\n", + " res_ax.bar(np.arange(u.shape[0]), u[:, res], align=\"edge\")\n", + "\n", + " res_ax.set_ylim(0, instance.resources[res])\n", + " res_ax.set_ylabel(f\"R{res + 1}\")\n", + "\n", + " if res == instance.num_resources - 1:\n", + " res_ax.set_xlabel(\"Time\")\n", + "\n", + " plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Destroy operators" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def most_mobile_removal(state, rnd_state):\n", + " \"\"\"\n", + " This operator unschedules those jobs that are most mobile, that is, those\n", + " that can be 'moved' most within the schedule, as determined by their\n", + " scheduled predecessors and successors. Based on Muller (2009).\n", + "\n", + " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", + " for the Resource-constrained Project Scheduling Problem. In _MIC\n", + " 2009: The VIII Metaheuristics International Conference_.\n", + " \"\"\"\n", + " state = copy.copy(state)\n", + " indices = state.indices\n", + "\n", + " # Left and right limits. These are the indices of the job's last\n", + " # predecessor and first successor in the schedule. That indicates\n", + " # the extent of the job's movement.\n", + " ll = np.array(\n", + " [\n", + " np.max(indices[instance.predecessors[job]], initial=0)\n", + " for job in range(instance.num_jobs)\n", + " ]\n", + " )\n", + "\n", + " rl = np.array(\n", + " [\n", + " np.min(\n", + " indices[instance.successors[job]], initial=instance.num_jobs\n", + " )\n", + " for job in range(instance.num_jobs)\n", + " ]\n", + " )\n", + "\n", + " mobility = np.maximum(rl - ll, 0)\n", + " mobility[[instance.first_job, instance.last_job]] = 0\n", + " p = mobility / mobility.sum()\n", + "\n", + " for job in rnd_state.choice(instance.num_jobs, Q, replace=False, p=p):\n", + " state.jobs.remove(job)\n", + "\n", + " return state" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def non_peak_removal(state: RcpspState, rnd_state):\n", + " \"\"\"\n", + " Removes up to Q jobs that are scheduled in periods with limited resource\n", + " use. Those jobs might be grouped together better when they are rescheduled.\n", + " Based on Muller (2009).\n", + "\n", + " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", + " for the Resource-constrained Project Scheduling Problem. In _MIC\n", + " 2009: The VIII Metaheuristics International Conference_.\n", + " \"\"\"\n", + " state = copy.copy(state)\n", + "\n", + " start, used = schedule(tuple(state.jobs))\n", + " end = start + instance.duration\n", + "\n", + " # Computes a measure of resource utilisation in each period, and\n", + " # determines periods of high resource use.\n", + " used = used / instance.resources\n", + " high_util = np.argwhere(np.mean(used, axis=1) > DELTA)\n", + "\n", + " # These are all non-peak jobs, that is, jobs that are completely\n", + " # scheduled in periods of limited resource use.\n", + " jobs = [\n", + " job\n", + " for job in range(instance.num_jobs)\n", + " if np.all((high_util <= start[job]) | (high_util >= end[job]))\n", + " ]\n", + "\n", + " for job in rnd_state.choice(jobs, min(len(jobs), Q), replace=False):\n", + " state.jobs.remove(job)\n", + "\n", + " return state" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def segment_removal(state, rnd_state):\n", + " \"\"\"\n", + " Removes a whole segment of jobs from the current solution.\n", + " \"\"\"\n", + " state = copy.copy(state)\n", + " offset = rnd_state.randint(1, instance.num_jobs - Q)\n", + "\n", + " del state.jobs[offset : offset + Q]\n", + "\n", + " return state" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Repair operators\n", + "\n", + "We only define a single repair operator: `random_insert`.\n", + "This operator takes the unscheduled jobs, and randomly inserts them in feasible locations in the schedule.\n", + "Together with a justification technique (shown below) that further improves the resulting schedule, this results in a new, hopefully improved solution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def justify(state):\n", + " \"\"\"\n", + " Helper method that double-justifies the schedule. Based on the\n", + " justification technique of Valls et al. (2005).\n", + "\n", + " Valls, V. Ballestín, F. and S. Quintanilla. 2005. Jusitfication and\n", + " RCPSP: A technique that pays. _ European Journal of Operational\n", + " Research_. 165 (2): 375 -- 386.\n", + " \"\"\"\n", + " # We first right-justify the current schedule. That more or less means\n", + " # that we schedule jobs from the right, such that no job can be started\n", + " # later without increases the makespan.\n", + " makespan = state.objective()\n", + " used = np.zeros((makespan, instance.num_resources))\n", + " sched = np.zeros(instance.num_jobs, dtype=int)\n", + "\n", + " for job in reversed(state.jobs):\n", + " needs = instance.needs[job]\n", + " duration = instance.duration[job]\n", + "\n", + " t = min(sched[instance.successors[job]], default=makespan)\n", + " res_ok = np.all(used[:t] + needs <= instance.resources, axis=1)\n", + "\n", + " for s in reversed(np.flatnonzero(res_ok[: t - duration + 1])):\n", + " if np.all(res_ok[s : s + duration]):\n", + " sched[job] = s\n", + " used[s : s + duration, :] += needs\n", + " break\n", + "\n", + " # Right-justify the schedule, and then left-justify it again. This\n", + " # results in a double-justified schedule that is hopefully better\n", + " # than what we got initially.\n", + " right_justified = np.argsort(sched)\n", + " sched, _ = schedule(tuple(right_justified))\n", + " left_justified = np.argsort(sched).tolist()\n", + "\n", + " return RcpspState(left_justified)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def random_insert(state, rnd_state):\n", + " \"\"\"\n", + " Randomly inserts jobs into the schedule. The resulting solution state\n", + " is guaranteed to be feasible.\n", + " \"\"\"\n", + " indices = state.indices\n", + " preds = instance.all_predecessors\n", + " succs = instance.all_successors\n", + "\n", + " for job in state.unscheduled:\n", + " # Left and right insertion limits. The job must be inserted\n", + " # between these indices - the interval is [ll, rl).\n", + " ll = np.max(indices[preds[job]], initial=-1) + 1\n", + " rl = np.min(indices[succs[job]], initial=len(state.jobs))\n", + "\n", + " idx = rnd_state.randint(ll, rl) if ll < rl else ll\n", + " state.jobs.insert(idx, job)\n", + "\n", + " indices[indices >= idx] += 1\n", + " indices[job] = idx\n", + "\n", + " return justify(state)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Initial solution\n", + "\n", + "Our solution representation is a list of jobs.\n", + "We can thus easily generate an initial solution as the list of all jobs, in the (topological) order we got them." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "init_sol = RcpspState(list(range(instance.num_jobs)))\n", + "print(f\"Initial solution has objective {init_sol.objective()}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "init_sol.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Heuristic solution\n", + "\n", + "With our initial solution in hand, we can now use ALNS to further improve it.\n", + "We use a segmented roulette wheel operator selection strategy, and a simple hill-climbing acceptance criterion." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "rnd_state = rnd.RandomState(SEED)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "alns = ALNS(rnd_state)\n", + "\n", + "alns.add_destroy_operator(most_mobile_removal)\n", + "alns.add_destroy_operator(non_peak_removal)\n", + "alns.add_destroy_operator(segment_removal)\n", + "\n", + "alns.add_repair_operator(random_insert)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "select = SegmentedRouletteWheel(WEIGHTS, THETA, SEG_LENGTH, 3, 1)\n", + "accept = HillClimbing()\n", + "stop = MaxIterations(ITERS)\n", + "\n", + "res = alns.iterate(init_sol, select, accept, stop)\n", + "sol = res.best_state\n", + "\n", + "print(f\"Heuristic solution has objective {sol.objective()}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "_, ax = plt.subplots(figsize=(12, 6))\n", + "res.plot_objectives(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "sol.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Conclusion\n", + "\n", + "In this notebook we solved a challenging instance of the resource-constrained project scheduling problem, using several operators and enhancement techniques from the literature.\n", + "The resulting heuristic solution is competitive with other heuristics for this problem: the best known solution achieves a makespan of 135, and we find 141, just 4% higher." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/travelling_salesman_problem.ipynb b/examples/travelling_salesman_problem.ipynb index 5fbf33f..6a0d7a7 100644 --- a/examples/travelling_salesman_problem.ipynb +++ b/examples/travelling_salesman_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -53,19 +53,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total optimal tour length is 564.\n" - ] - } - ], + "outputs": [], "source": [ - "DATA = tsplib95.load('data/xqf131.tsp')\n", + "DATA = tsplib95.load(\"data/xqf131.tsp\")\n", "CITIES = list(DATA.node_coords.keys())\n", "\n", "# Precompute the distance matrix - this saves a bunch of time evaluating moves.\n", @@ -77,7 +69,7 @@ " for col, coord2 in enumerate(COORDS, 1):\n", " DIST[row, col] = distances.euclidean(coord1, coord2)\n", "\n", - "SOLUTION = tsplib95.load('data/xqf131.opt.tour')\n", + "SOLUTION = tsplib95.load(\"data/xqf131.opt.tour\")\n", "OPTIMAL = DATA.trace_tours(SOLUTION.tours)[0]\n", "\n", "print(f\"Total optimal tour length is {OPTIMAL}.\")" @@ -85,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -98,25 +90,16 @@ " if only_nodes:\n", " nx.draw_networkx_nodes(graph, DATA.node_coords, node_size=25, ax=ax)\n", " else:\n", - " nx.draw_networkx(graph, DATA.node_coords, node_size=25, with_labels=False, ax=ax)" + " nx.draw_networkx(\n", + " graph, DATA.node_coords, node_size=25, with_labels=False, ax=ax\n", + " )" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "draw_graph(DATA.get_graph(), only_nodes=True)" ] @@ -139,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -153,7 +136,7 @@ " def __init__(self, nodes, edges):\n", " self.nodes = nodes\n", " self.edges = edges\n", - " \n", + "\n", " def objective(self):\n", " \"\"\"\n", " The objective function is simply the sum of all individual edge lengths,\n", @@ -187,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -206,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -217,8 +200,9 @@ " \"\"\"\n", " destroyed = copy.deepcopy(current)\n", "\n", - " worst_edges = sorted(destroyed.nodes,\n", - " key=lambda node: DIST[node, destroyed.edges[node]])\n", + " worst_edges = sorted(\n", + " destroyed.nodes, key=lambda node: DIST[node, destroyed.edges[node]]\n", + " )\n", "\n", " for idx in range(edges_to_remove(current)):\n", " del destroyed.edges[worst_edges[-(idx + 1)]]\n", @@ -228,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -238,10 +222,10 @@ " contiguous edges.\n", " \"\"\"\n", " destroyed = copy.deepcopy(current)\n", - " \n", + "\n", " node_idx = rnd_state.choice(len(destroyed.nodes))\n", " node = destroyed.nodes[node_idx]\n", - " \n", + "\n", " for _ in range(edges_to_remove(current)):\n", " node = destroyed.edges.pop(node)\n", "\n", @@ -250,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -259,10 +243,10 @@ " Random removal iteratively removes random edges.\n", " \"\"\"\n", " destroyed = copy.deepcopy(current)\n", - " \n", - " for idx in rnd_state.choice(len(destroyed.nodes),\n", - " edges_to_remove(current),\n", - " replace=False):\n", + "\n", + " for idx in rnd_state.choice(\n", + " len(destroyed.nodes), edges_to_remove(current), replace=False\n", + " ):\n", " del destroyed.edges[destroyed.nodes[idx]]\n", "\n", " return destroyed" @@ -279,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -295,7 +279,7 @@ " return False\n", "\n", " to_node = state.edges[to_node]\n", - " \n", + "\n", " if from_node == to_node and step != len(state.nodes) - 1:\n", " return True\n", "\n", @@ -304,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -314,28 +298,29 @@ " with those not visited.\n", " \"\"\"\n", " visited = set(current.edges.values())\n", - " \n", + "\n", " # This kind of randomness ensures we do not cycle between the same\n", " # destroy and repair steps every time.\n", " shuffled_idcs = rnd_state.permutation(len(current.nodes))\n", " nodes = [current.nodes[idx] for idx in shuffled_idcs]\n", "\n", " while len(current.edges) != len(current.nodes):\n", - " node = next(node for node in nodes \n", - " if node not in current.edges)\n", + " node = next(node for node in nodes if node not in current.edges)\n", "\n", " # Computes all nodes that have not currently been visited,\n", " # that is, those that this node might visit. This should\n", " # not result in a subcycle, as that would violate the TSP\n", " # constraints.\n", - " unvisited = {other for other in current.nodes\n", - " if other != node\n", - " if other not in visited\n", - " if not would_form_subcycle(node, other, current)}\n", + " unvisited = {\n", + " other\n", + " for other in current.nodes\n", + " if other != node\n", + " if other not in visited\n", + " if not would_form_subcycle(node, other, current)\n", + " }\n", "\n", " # Closest visitable node.\n", - " nearest = min(unvisited,\n", - " key=lambda other: DIST[node, other])\n", + " nearest = min(unvisited, key=lambda other: DIST[node, other])\n", "\n", " current.edges[node] = nearest\n", " visited.add(nearest)\n", @@ -354,41 +339,22 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial solution objective is 870.0.\n" - ] - } - ], + "outputs": [], "source": [ "random_state = rnd.RandomState(SEED)\n", "state = TspState(CITIES, {})\n", - " \n", + "\n", "init_sol = greedy_repair(state, random_state)\n", "print(f\"Initial solution objective is {init_sol.objective()}.\")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "draw_graph(init_sol.to_graph())" ] @@ -404,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -419,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -432,47 +398,29 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best heuristic objective is 576.0.\n", - "This is 2.1% worse than the optimal solution, which is 564.\n" - ] - } - ], + "outputs": [], "source": [ "solution = result.best_state\n", "objective = solution.objective()\n", "pct_diff = 100 * (objective - OPTIMAL) / OPTIMAL\n", "\n", "print(f\"Best heuristic objective is {objective}.\")\n", - "print(f\"This is {pct_diff:.1f}% worse than the optimal solution, which is {OPTIMAL}.\")" + "print(\n", + " f\"This is {pct_diff:.1f}% worse than the optimal solution, which is {OPTIMAL}.\"\n", + ")" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "result.plot_objectives(ax=ax, lw=2)" @@ -487,20 +435,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "draw_graph(solution.to_graph())" ] diff --git a/pyproject.toml b/pyproject.toml index e8f462d..3e8bd27 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,12 +13,6 @@ packages = [ {include = "alns"}, ] classifiers = [ - "License :: OSI Approved :: MIT License", - "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", "Intended Audience :: Developers", "Intended Audience :: Science/Research", "Development Status :: 5 - Production/Stable",