diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..e69de29 diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml new file mode 100644 index 0000000..0abf1dc --- /dev/null +++ b/.github/workflows/lint.yml @@ -0,0 +1,50 @@ +name: Lint +on: + pull_request: + workflow_dispatch: + push: + +jobs: + lint: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 1 + + - name: Install uv + uses: astral-sh/setup-uv@v5 + with: + enable-cache: true + cache-dependency-glob: "**/pyproject.toml" + + - name: Set up Python ${{ matrix.python-version }} + run: uv python install ${{ matrix.python-version }} + + - name: Install dependencies + run: uv sync --extra dev + + - name: Install pre-commit + run: uv pip install pre-commit + + - name: List Python package versions + run: uv pip list + + - name: Run notebook clearing check first (no diff) + env: + RUFF_OUTPUT_FORMAT: github + run: | + uv run pre-commit run jupyter-notebook-clear-output --all-files + + - name: Switch to a temporary branch + run: | + git checkout -b _ci_branch_ + + - name: Run pre-commit on all files + env: + RUFF_OUTPUT_FORMAT: github + run: | + uv run pre-commit run \ + --show-diff-on-failure \ + --color=always \ + --all-files diff --git a/.github/workflows/pypi_upload.yml b/.github/workflows/pypi_upload.yml new file mode 100644 index 0000000..676568d --- /dev/null +++ b/.github/workflows/pypi_upload.yml @@ -0,0 +1,35 @@ +name: Publish Python distributions to PyPI + +on: + release: + types: [published] + +jobs: + build-n-publish: + if: ${{ github.repository == 'xopt-org/bax_algorithms' }} + name: Build and publish Python distributions to PyPI + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + - name: Set up Python 3.11 + uses: actions/setup-python@v1 + with: + python-version: 3.11 + - name: Install pypa/build + run: >- + python -m + pip install + build + --user + - name: Build a source tarball + run: >- + python -m + build + --sdist + --outdir dist/ + . + - name: Publish distribution to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml new file mode 100644 index 0000000..b26474f --- /dev/null +++ b/.github/workflows/tests.yml @@ -0,0 +1,40 @@ +name: Tests + +on: + pull_request: + push: + release: + types: + - published + +jobs: + test: + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.10", "3.11", "3.12", "3.13"] + + name: Python ${{ matrix.python-version }} + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 1 + + - name: Set up uv + uses: astral-sh/setup-uv@v5 + with: + enable-cache: true + cache-dependency-glob: "**/pyproject.toml" + + - name: Set up Python ${{ matrix.python-version }} + run: uv python install ${{ matrix.python-version }} + + - name: Install dependencies + run: uv sync --extra dev + + - name: List Python package versions + run: uv pip list + + - name: Run tests + run: uv run pytest diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..a3a1842 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,36 @@ +# See https://pre-commit.com for more information +# See https://pre-commit.com/hooks.html for more hooks +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks.git + rev: v5.0.0 + hooks: + - id: no-commit-to-branch + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-ast + - id: check-case-conflict + - id: check-json + - id: check-merge-conflict + - id: check-symlinks + - id: check-xml + - id: check-yaml + exclude: "^(python/bax_algorithms/_version.py)$" + + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.12.2 + hooks: + - id: ruff-check + args: [--fix] + types_or: [python, pyi, jupyter] + - id: ruff-format + types_or: [python, pyi, jupyter] + + - repo: local + hooks: + - id: jupyter-notebook-clear-output + name: jupyter-notebook-jupyter-clear + files: \.ipynb$ + stages: [pre-commit] + language: system + entry: jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace + exclude: "^.*(TODO|TODO2).ipynb$" diff --git a/Example Function Subset Algorithm.ipynb b/Example Function Subset Algorithm.ipynb deleted file mode 100644 index 82aaa0e..0000000 --- a/Example Function Subset Algorithm.ipynb +++ /dev/null @@ -1,652 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "5dda575b", - "metadata": {}, - "source": [ - "# First try to expand BAX algo functionality\n", - "\n", - "Trying out user defined functions. NB: using main Xopt BAX hooks, need some discussion re: pathwise rewrite.\n", - "\n", - "Based off of https://github.com/xopt-org/Xopt/blob/main/docs/examples/single_objective_bayes_opt/bax_tutorial.ipynb" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "27da5fca-d74f-4371-9ee1-b1c057585926", - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "\n", - "from xopt import Xopt\n", - "from xopt.vocs import VOCS\n", - "from xopt.generators.bayesian.bax_generator import BaxGenerator\n", - "from xopt.generators.bayesian.bax.algorithms import GridOptimize\n", - "from xopt.evaluator import Evaluator\n", - "from xopt.generators.bayesian.bax.visualize import visualize_virtual_objective\n", - "\n", - "import numpy as np\n", - "import random\n", - "\n", - "import os\n", - "import math\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Ignore all warnings\n", - "import warnings\n", - "\n", - "warnings.filterwarnings(\"ignore\")\n", - "\n", - "\n", - "os.environ[\"KMP_DUPLICATE_LIB_OK\"] = \"True\"\n", - "\n", - "# random seeds for reproducibility\n", - "rand_seed = 2\n", - "\n", - "torch.manual_seed(rand_seed)\n", - "np.random.seed(rand_seed) # only affects initial random observations through Xopt\n", - "random.seed(rand_seed)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "36411817-b954-4c93-912c-2f8eac6f62be", - "metadata": {}, - "outputs": [], - "source": [ - "# define variables and function objectives\n", - "vocs = VOCS(\n", - " variables={\"x\": [0, math.pi]},\n", - " observables=[\"y1\"],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "195d19ff", - "metadata": {}, - "outputs": [], - "source": [ - "# define a test function to optimize\n", - "def sin_function(input_dict):\n", - " return {\"y1\": np.sin(input_dict[\"x\"])}" - ] - }, - { - "cell_type": "markdown", - "id": "7f2f88bb", - "metadata": {}, - "source": [ - "## New: DiscreteSubsetAlgorithm\n", - "\n", - "This provides the base subset functionality for a user defined function" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "66a789d6", - "metadata": {}, - "outputs": [], - "source": [ - "from bax_algorithms.base_discrete import DiscreteSubsetAlgorithm" - ] - }, - { - "cell_type": "markdown", - "id": "8f7720a7", - "metadata": {}, - "source": [ - "Define anything you want in the algo_fn. Need to add some requirements on shapes" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e83ad199", - "metadata": {}, - "outputs": [], - "source": [ - "def algo_fn(y_vals, grid):\n", - " idxs = torch.where((y_vals > 0.4) & (y_vals < 0.6))\n", - " \n", - " return grid[idxs[-2]], y_vals[idxs].unsqueeze(-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "d471a14a", - "metadata": {}, - "outputs": [], - "source": [ - "# Prepare BAX algorithm and generator options\n", - "# \"grid\" defines domain of the problem\n", - "algorithm = DiscreteSubsetAlgorithm(algo_fn=algo_fn, observable_names_ordered=['y1'], \n", - " grid=torch.linspace(0, np.pi, 100)[:, None])\n", - "\n", - "# construct BAX generator\n", - "generator = BaxGenerator(vocs=vocs, algorithm=algorithm)\n", - "generator.gp_constructor.use_low_noise_prior = True" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "c5ac8968", - "metadata": {}, - "outputs": [], - "source": [ - "# construct evaluator\n", - "evaluator = Evaluator(function=sin_function)\n", - "\n", - "# construct Xopt optimizer\n", - "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "b90a6211", - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(6)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "a0030b2f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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function, see\n", - " # https://botorch.org/docs/batching for details\n", - " # NOTE: we use the `torch.no_grad()` environment to speed up computation by\n", - " # skipping calculations for backpropagation\n", - " with torch.no_grad():\n", - " posterior = model.posterior(test_x.unsqueeze(1))\n", - " acq_val = acq(test_x.reshape(-1, 1, 1))\n", - "\n", - " # get mean function and confidence regions\n", - " mean = posterior.mean\n", - " L, u = posterior.mvn.confidence_region()\n", - "\n", - " # plot model and acquisition function\n", - " fig, ax = plt.subplots(3, 1, sharex=\"all\")\n", - " fig.set_size_inches(8, 6)\n", - "\n", - " # plot model posterior\n", - " ax[0].plot(test_x, mean, label=\"Posterior mean\")\n", - " ax[0].fill_between(test_x, L, u, alpha=0.25, label=\"Posterior confidence region\")\n", - "\n", - " # add data to model plot\n", - " ax[0].plot(X.data[\"x\"], X.data[\"y1\"], \"C1o\", label=\"Training data\")\n", - "\n", - " # plot true function\n", - " true_f = sin_function({\"x\": test_x})[\"y1\"]\n", - " ax[0].plot(test_x, true_f, \"--\", label=\"Ground truth\")\n", - "\n", - " # plot the function samples and their optima found by BAX\n", - " test_points = X.generator.algorithm_results[\"test_points\"]\n", - " posterior_samples = X.generator.algorithm_results[\"posterior_samples\"]\n", - " execution_paths = X.generator.algorithm_results[\"execution_paths\"]\n", - "\n", - " label1 = \"Function Samples\"\n", - " label2 = \"Sample Optima\"\n", - " for i in range(X.generator.algorithm.n_samples):\n", - " (samples,) = ax[1].plot(\n", - " test_points, posterior_samples[i], c=\"C0\", alpha=0.3, label=label1\n", - " )\n", - " ax[1].scatter(\n", - " *execution_paths[i], c=\"r\", marker=\"x\", s=80, label=label2, zorder=10\n", - " )\n", - " label1 = None\n", - " label2 = None\n", - "\n", - " # plot acquisition function\n", - " ax[2].plot(test_x, acq_val.flatten())\n", - "\n", - " ax[0].set_ylabel(\"y1\")\n", - " ax[1].set_ylabel(\"y1\")\n", - " ax[2].set_ylabel(r\"$\\alpha(x)$\")\n", - " ax[2].set_xlabel(\"x\")\n", - "\n", - " return fig, ax" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "b6b5e012", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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h35SpvxbiRCETxcZAQq0Qx5dp2SSyJol8kE3mzMJs/719Cfq3P0NJx2PMSz3PUmU7HmXfx8T/p72B1c2fZFFdMac3R2muiFAWeQX9RV/FimJiajItm5zpXnTTJmdao77WzQN/5dVu/AkVe+4jMrBx1Pa042eNvYCPWTcyr76cC+ZU8qZl9TSWhUZ3U5B/Z0IcNxJqx0BCrRDHlmnZxLMm8YxBImuS0s3CR8ZZw+LljhjrWoZY1zJIfWYrf/F/cdTxnZ4G2svPxp5+IaG5F1JaWkZ52CeN8sUxNTzpUDdtsqZb+pIx3Iud6KG480mKOx6jqP1xgrk+dijNXJq5uXD8u32PUVQ/lyVnreTi+bX4tz9wVCvXCSGOjoTaMZBQK8SrlzUsBtM6AymdRNYcVffYm8ixefdevLv+wfzYY3TbxXzFvAYAv0dhVeAm0uFm0k0XwsyL8ZRPozziozzsJ+iTICvGn227dd5ZwyKjm9hdL2MmB3nRs4gnd/Tx7NY2HjKvIaAY9DpRdqvTOM15Cdi/R3H+1tvvlGArxKskoXYMJNQK8cokcyaDKTfIpnWrsN22Hbb3JNm1cyslrQ9xWnYNZ6qb8SruPkMUcdOMP7C0uZz5tVG8qkLAp1ER8VMe8RHyybxVMXllDYt4TwvpB75AZedqwk7qCEdIlw0hjgUJtWMgoVaIsXEch1jGYDBtMJDS0c19ta+mbbOpI87TuwZ4bs8A/2nfyhu0p0Yd3+WfzkDjazBmX066/BR8Xo2KiI/yiP+wS5kKMVnZhk7s0e9T+sTXjrzz+/4C0887/iclxAlKWnoJIV4Vx3EYTBv0J3MMZQxMa9/fvsNBdsu2bVS3/ZWf5S5GxwtAl78aG4WOolNIT38tqekryUan49UUysI+phf5iQa8E/W0hDgmVK+P0urmMe07cO/1+M/9BKElb0QJlhzfExPiJCcjtTJSK0RBKmfSm8jRn8qNmiU+HGQ3bN9NZevfuMx5gtOVLaiKwyf5DKlpl3HmjHJOKdHRVDCClWiqQlnYS0XET3HQK62QxIll9+Pwy9eNeXdT8RJruBB18VvxLbiCcER+7wgxFjJSK4QYM8Oy6Uvm6E3kSOX21cgOB9kXdrRT2vJ3VtpP8AF1g1sjm8+nXcVL+fCKhSTqZ7gbFCgK+aiI+CgN+UYviCDEiaT5bLdmNt7JwVauc1BIekv5lXEpl9pPMkdtp7z1IWh9CH1VhLVve5JIcTnRoIfioFdqyoU4BuSnSIiT0HB5QW8ix2BaL3QtcByHPf1pHtvey1M7+ohnTWYq7fzD/7+FBaP6IvNIzH4DA9Nfhx6uR1GgOOClIuKjLOzDo6kT98SEGC+q5rbtOsTKdQpQ9Kb/4b0zruDuZ/fy3Wef4JShh7lKXUO7XsFN9+9h5YIMZ8+soGn7L8lVLcE37UxKwu4nG5r8QSjEUZPyAyk/ECeRtG7SEz+wvGAorfPEjj5atr7Aecm/48Hia+Z7iQY8nD69jM8nb8ZTs5D+6VeRLZ4JQNi/r3OB3yOzu8VJaowr1yWyBv/Y3MOfXmhj067d9FhFADT5U/xT+QgaNpnodHpmvpX+mW8mWN5AachHScgrvZrFSU26H4yBhFpxMhlM6XTGssQyRmGbbtqs3TvA81v3Mr3rb7xNW81Sdad7Hz5+ec4q5k9rHDVi5PeqVEoLLiFGG+OKYo7j0JPIsakjxqpNPTy0qQtfsoMbPPdwhfYMYSXn7qeoDNWdT8/MtzHYcAmBYJDSkJeSkI9owCP16eKkIqF2DCTUihOdZTv0JnJ0xjJkDbcNl+O4vWQf29ZLatca3uH8jcvVZwkobti1FI3+2gsZmPN2huovxFG9hc4FFdK5QIhjwrBsWgfSdMWyPL93kL++3Mnezl6u1J7mbdqjnK5uLey764yv0z3n3YXbHk2hJOhOwCwJyQRMceKTiWJCnMSyhkV3PEtPIldoxRXPGjy6tZdHtvTQFc8CcJ22kTd5n3Tvj8xkYO476Jv+BoxgJaoCZWEflfKLU4hjzqupzKiMUBUNEA16OW1aGTt6ktz/Uh3v2H0h05RO3qo9yht9z/Kwcg4LHQdVUShtWYU/3UXf9NfTlyzBM/wHZ8QvI7hCICO1MlIrThjxrEFXLMtAyp345TgO27qTPLypg9Cef/BO9SF+b13AP9SzOWN6GZc1w8Xdv6Bv1ttIlp8CikJRwENVkV8mfAkxjnoSWVr60xiWQ+dQhr9s6OSxbb2Ytg0o1JcEed0ptXxs50eI9q/HVn30TXsd3XOuJlmxBBQFn0elPP+JiixqIk4kUn4wBhJqxYnAcRz6kjpdsSzJnAm4k8Ge2NHH85u2cV78r7zL8w8alD4A9hYtY9eVvxs18STgVamI+Kks8suEFCEmiGHZ7O1P0ZvQARhM6/zt5S4e2tRNxrBQsPnX4D94j/8xarM7C8clyxbSPedq+qZdhe0NAft+pisifoI++ZkWU5uE2jGQUCumMsdx62XbhjLk8vWye/pTPLypm8yOJ3iHsorL1WfwKW7f2Zy3mP7Zb6d79jvJRqfh0ZTCqI7UyQoxeQyldXb1pQo/12nd5B+be3jw5U6G0gbgcKZvN/+v9HGWJ/6JZrsheKBxJVsvvP2Axwv7NaqKAlQW+aVNmJiSJNSOgYRaMRXZtkNvMkd7Pszqps3Tu/p5eHM323uSAPze9xVOU7cBECtbQu+8q+lvvhLHG6Ak5KUy4peFEYSYxCzboW0wTWcsW+ghbVg2T2zv4y8vddARc+via31pbqpZy6Wpv9By2hcZbHwNAN50D0W9axlsvBRHdf9o1VSFioiP6miAsJQniClEQu0YSKgVU4ltu62A2ocy6KbNUFrnoc3d7Ny0ljeZf+N/zDcTV4s5fVoZHyp/iUXp5+ie+25S5YsJ+TQqi9yPIn0eqZMVYqpI5kx29SZHrfRn2w7P7O7nD+vaaRvMABDyKly2oIbLT6mjKOClYf3/0PjS/6AHq+me/S90z34nRqiq8BhFAQ9VUT8VYb/8cSsmPQm1YyChVkwF+4fZ1oE0D77UAbv+yfvVB7hAewmAB2o+inrOJykJ+QAK5QWVRX6KpLxAiCnLcRw6Y1naBjNY9r5f17bj8NzuAe5d107rQBpwa2lXLqjho4G/M2Prj/Fl+919VS99066ic/4HSJctKDyGV1OoLPJTHQ1IPb2YtCTUjoGEWjGZ2bZDdyJLR77MYEN7jFUv7WVm14N8UPsrc9U2dz9UBhovpWvBh0hUnUpx0EtlkZ/ysJQXCHEiyRoWu3pToxZQATfcrt0zyL3r2tjb74Zbv0fl8vllvL/sZabv+j+ivWsL+w/WXcCWi38G+7X/Kg56qY66nU+kNZiYTCTUjoGEWjEZjQyzqZzFkzv6eHBDJz2DMVb7b6RWGQDA0EL0zX47nfOugbJpVEr3AiFOCr2JHHv7UxjW6F/djuOwdu8gf1jXzu6+FOCG20vnV/Puhl7m7L6T8r1/pWfmW9l11s2F4xQrh6P5C7f9XpXa4gBVRQGZWCYmBQm1YyChVkw2vYkcrYNpehM5Ht7UzcaNL7EpWwa4v5zuLLmDxdZGeha8n97Zb6e4tILqogDFISkvEOJksn/7r5Ecx2FdyxD3vtDGrhHh9rKFNbx1lkLYr6GH6wAI929gwcPvpXv2O+ma9170UE3hcbyaQnU0QE1xAK/0rBYTSELtGEioFZPFUFqnZSBNS3+av6zvwNy2ivcpD3Ce9jJvUW9hzqLTuGReFcUk8YSiVJVEqJRJX0Kc9PZv/zWS4zisbxvinrVt7Ox1w23Qq3HlKbVcvqiGkM9D83Nfp27LzwGwFQ/9zVfQueCDpMoXFx5HUxWqivzUlgTwe+STIDH+JNSOgYRaMdGSOZOW/jTbuhM88GIrkZ338RH1PuaprYBbL7vz9K8yMO/dlIV9VMmorBBiP5bt0DqQpiu+r/3XSI7jsLZlkN8/30ZLfkJZxO/h9UvqWDm/gpruR6nb9FOiPc8WjhmqOZv2Rf9KvObsQu2tokBFxE99SVAWdBDjSkLtGEioFRMla1i0DqRZ3xrjgXW7adhzL9dqf6FJ7QVA10L0zf4XBhe/n5L62VQV+eXjPyHEYSWyBrt6U6R166D3247DM7v6uWdtW6HPbUnQyxuX1XPxvCpKhjZSu+mnVOx9AMWx0IPVvPCmR3E03wGPVRb2UVcSkM4qYlxIqB0DCbVivBmWTftghmd2uT0mn909gJ8cT/g/RYUSJ+stpXfh+8kt/wCVFTUyKiuEOCqO49A+lKF9MIN9iN/slu3wxI4+7l3bRm8yB0B52Meblzdw/pwKwukO6jb9hHTxTLrnvtc9yLYo3/sgA82vLSzmABANemgsC8mqhOK4klA7BhJqxXixbYeOWIbHtvXy0HMvM6vzL9xhXYGDyqnNpXym/Clqi1TU5e+lsrxU6taEEK9KRrfY2ZskkTUPuY9p2fxzay9/XNfGYNptE1YTDfCWFQ2cPaN8VEvA8j1/Yc7jnyQXqqVjwbX0zH4HtidYuL8k5KWxLEREVioTx4GE2jGQUCvGQ18yx19f7uSfT6/lgr67eYe2moBi8J2yL9N41ttYWBelOhqQvrJCiGOuO56lZSCNaR3617xu2jy8uZs/v9hOPB+CG0uDvOO0JpY3laAoChW7/kTz2m/gy/YBYPjL6Jx3DV1z34PlLy48VnnER2NpSGpuxTEloXYMJNSK4ymZM/n7y138/fEnuaz/V7xBfRKP4s5QHihZTPqCL1E8/yKpSRNCHFc502JPX5qB1IHtv0bKGhZ/e7mL+1/qKNTlzq6K8C+nN7GgNopi5ajaeQ91G39MIOlOZrU8YbrmXk3rkhsKtbfDE8oaSoPSN1scExJqx0BCrTgedNNm9dYefvnPjby5+7u8UX0STXF/xPqqzsY59waK51+CT97shRDjaCCls7svhW4e2P5rpGTW5P6XOvjby13olrvvKQ3F/MtpTUyvCINtUrH3Aepevp3w0FYSlct5+bLfH7BCmapAVTRAfUlQ2g+KV0VC7RhIqBXHkm07PL27n+8/soM1O/sBh7/4vsAidQ+9tRfhvfjfKJ51hiw/KYSYMEdq/zXSYFrnDy+0888tPVj5nc+cUcbbVzRSWxIEx6G07REMfwnJqhUAaHqc+pdvp2P+BzCDFe42VaEmGqCuJIBHuriIV0BC7RhIqBXHykttQ9z94MOc0noX/2FcTYogZ80s58a5Q8xvKicy7bSJPkUhhChI5Ux29aZI5g49kWxYdzzL79e28dSOPhzcEdgL5lTxluX1lEf8o/ZtWH8rjS99D0sL0j333XQsuBYjWAmAR1OoKwlSGw3I/AFxVCTUjoGEWvFq7epN8qv7H2Lp7p9wlfoUquJwV+T9VF3xb5w3q1ImSwghJi3HceiKZ2kdyGAdqv/XCHv7U/zu+VZeaBkC3GV0Vy6o4Q1L6wpzA4o7Hqfpxf8m0v8SAJYWoHvu1aPCbcCr0lQWOiAQC3EoEmrHQEKteKW64xl+ed8q5m+7nSuVNaj5mtnuuksou+JLeBuWTuwJCiHEGI11ItmwrV0JfvNcC1u6EsC+pXevWFTr/iHvOJR0rKZh/fco6l8PuOG2a957aVn2uULtbTToYVp5mLC0ARNHIKF2DCTUiqOV1k2+99AW5j/zb1ylPFEIs111l1B55ZfQ6pdO7AkKIcQrNNaJZOCO8q5vi/Hb51rY0+8uvRsNeHjjsnounV/troDoOJR0PErD+v+hqH89PTPfws6zvz3qcRQFqor8NJaFZNVEcUgSasdAQq0YK9OyuevpvXzvkR0MpHS+7/0eV2lP01l7KdVXfQm1bslEn6IQQrxqlu3QNpimM3bkiWSwb+nd3z3fRlfcXXq3IuLjLcsbOG92JZqq5MPtY2Si08kVNQEQiO2ifO8DdM5/P7Y3gkdTqC8JUiP1tuIgJNSOgYRacSSO4/DIC5vp/es3+UHqQlqdaqqK/HzhrCBXzQmhNiyb6FMUQohjLqNb7OlPMZRfaexITNvm0W29/OGF9kIZQ31JkLef2shp00oP6Poy+7FPULH3AQx/Ge2L/pWuuVfjaH4CXpXm8jBlYd8xf05i6prQULt582auvPJKdu3adSwf9piTUHuSsy3Y+xQkuyFSDc1ng7pvYteL2/ew5Q/f5HXpPxJRsvyZ82k9/7tce/4MWcZWCHFSGEjp7O1PkTWOXJIAbp/uVZu6+POLHYXOCjMrw7zjtCYW149YeWzPAzSu/y7B+G4AcqEa2hZ/gt5Zb8VRvRQHvUyrCBHySb2tmOBQu379epYvX45lWcfyYY85CbUnsU33wd8+B/GOfduidfDab7G75Cye//23uHTgbkqVJACdwTlEX/d1wgtfO0EnLIQQE8O2HTpiGTqGsmPqkgDu/IMHXurkgQ2d5PI1ugvrovzLaU3MqorkH9ikctcfaFz/P/jTnQBki5rZu/xzDDS9FkWBmmiAxrKQW8YgTlrHNdTeeOONh72/t7eXX//61xJqxeS06T743XuB0f/sHRTAIeaEKVFSAHT7mvC95t8pXfFWUGUSgxDi5JUzLVr60/Qlx9YlAWAorfPnFzt4eHM3Zj4Qr2gu5W0rGmguDwOgWDmqt91N/cs/wJftZ++yz9Kx6LrCY/g8KtPKpQXYyey4hlpN01i6dOkhHziZTPLCCy9IqBWTj23BrYtGj9CO4DjubNxerQrz/JuoPfe9oMnHX0IIMSyWMdjTlyKtj/13fG8ixz1rW3l8R19hAtpZM8p564oG6kqCAKhGiuptv6Z7zruxvSEAIj1rUbBJVJ1GScjL9IowAVli/KRzXEPtvHnz+OIXv8jVV1990PtffPFFVqxYIaFWTD67H4dfvu7I+139R5h18fE/HyGEmIIcx6E7nqN1MI1pjT1CtA9luGdtK0/vGgDcQYTzZ1fy5mX1VEUDo3e2LU558CrCg1sYaHgNLcs/Q65kFnUlQepLgtIl4SRyNHntqD9TXbFiBWvXrj3k/Yqi8ErKdG+77TamT59OIBBgxYoVPP7444fcd/Xq1SiKcsBly5YtR/19xUkk2T22/TIDx/c8hBBiClMUhZriAEsbS6gtDjDWfFlfEuRTl8zhm29ezPKmUhwHHt3Wy42/X89Pn9g9agEI1cqSqFiGo2iUtT3Ekvtfy7Q1X6C7fS8vtceIjbEzgzi5HPVIbVdXF7lcjubm5mN2Er/97W95z3vew2233cY555zDj370I+644w42bdpEU1PTAfuvXr2aiy66iK1bt45K7ZWVlWja2D6akJHak0//M7+l/K8fPvKO7/sLTD/v+J+QEEKcALKGRdtghr5kbkz9bYft6Enwu+fb2NAeA9yld1+zoIbXL6mjOOguvRuM7aDphW9T1vYQAJYWpHPBh2hfeC1lpWU0l4fxeWTOw4lsXLofXHPNNXzgAx/g/PPPf0UnOdIZZ5zB8uXL+eEPf1jYNn/+fN74xjdy8803H7D/cKgdHBykpKTkFX1PCbUnj2Ssn5d/+xWWtt9NQDncX/eK2wXh+g2j2nsJIYQ4srRu0jqQGfOSu8M2dcb53XOtbO12l971e1QuX1TDlafUEckvo1vU8xzNa79JUd86ALZecBsDTa/Foyk0loaojvoP6IcrTgzHtfxgWCKRYOXKlcyePZtvfOMbtLe3v6LH0XWdtWvXsnLlylHbV65cyVNPPXXYY5ctW0ZtbS2XXHIJ//znPw+7by6XIx6Pj7qIE4BtubWyG+5xr+19tdyW7fCbZ1v4xq3f48yOOwkoBq1aY77vwf5vfvnbr/2mBFohhHgFQj4Pc2uKWFQfJRoc+yTbBbVRvnzVAv7ttfOYUREmZ9r86cUOPnn3On77XCuJrEGi6jRefu09bL3gNnqnv5GBxssAMC2Hjt2bebktRirfG1ecvF7x1O57772X/v5+7rrrLn7xi1/w5S9/mUsvvZQPfvCDvOENb8Dr9Y7pcfr6+rAsi+rq6lHbq6ur6erqOugxtbW1/PjHP2bFihXkcjl+9atfcckll7B69epDjhzffPPNfPWrXz26Jykmt0P1m73sm6w1p/H5f8bY2pVA4VQuDp9H2ZnvZNkl70TZ8pdD9Kn9Jix4/fg/DyGEOIEUBbwsrCtmMKXTOpgmlTvyxHFFUVjSWMIpDcU8v3eQ369to3UgzZ9ebOdvGzu5bGENVyyuhabXMtC0r2e4psdZ/Nc3ky1qYvepX6B4zrkykewkdswWX1i3bh0/+9nPuOOOO4hEIlx99dV89KMfZfbs2Yc9rqOjg/r6ep566inOOuuswvb//M//5Fe/+tWYJ39dddVVKIrCfffdd9D7c7kcuVyucDsej9PY2CjlB1PVIfvNumJOmLNy38cTiPCpS2bz3rOmja67OsKKYkIIIY6N3kSOtsH0mFcmA7Adh+f3DPKHF9rYO5AG3LKEyxbWcOXiWqL5mtto51PMW/1hNNPdp6/5SnrOuImGGfOIBsY2uCYmt3EpPxips7OTVatWsWrVKjRN44orrmDjxo0sWLCAW2655bDHVlRUoGnaAaOyPT09B4zeHs6ZZ57J9u3bD3m/3+8nGo2OuogpyrbckVYO/HtMyV+ipPj0wjiPfuYiPnTejAMnEqiaOxls8Vvdawm0QghxXFQW+VnaWMLMyjAB79hih6oonD69jG+8eTE3vmYO08pD5Eyb+9Z38MnfrOP/ntlLLGMQrz2bdW/8J92z3oGDQsXeB5h3z8Uk7v8iu9s7Ma2xB2kx9b3iUGsYBvfeey+ve93raG5u5ve//z033HADnZ2d/PKXv2TVqlX86le/4mtf+9phH8fn87FixQoeeuihUdsfeughzj777DGfz7p166itrX1Fz0VMMXufOuQCCsNUBT547izKwr5xOikhhBCHoigKVVG3Ddic6ghFgbFVP6qKwmnTyvjGmxbz6ZVzmZ6vuf3LS5186jfruOvpvfQ6xew662ZeuvIvDNWcjWrr1G+8nfpfncuGXa1HPXFNTF2vuKa2trYW27Z55zvfybPPPsvSpUsP2Oeyyy4bU3eCG2+8kfe85z2ceuqpnHXWWfz4xz+mpaWF665zl8q76aabaG9v58477wTg1ltvZdq0aSxcuBBd17nrrru49957uffee1/p0xFTyVj7zY51PyGEEONCURTKI37KI35iGYPOWIbB1JF7ziqKwormUpY3lbCudYg/vNDGzt4UD2zo5KFN3Vwyv4orF88gfemvKGl/hGlrbyZRsYysGmFrV4LyiI9p0v7rhPeKQ+0tt9zC2972NgKBwCH3KS0tZffu3Ud8rHe84x309/fzta99jc7OThYtWsSDDz5Y6IXb2dlJS0tLYX9d1/n0pz9Ne3s7wWCQhQsX8sADD3DFFVe80qcjppB+pYTysewYGXv5ihBCiPFVHPRSHPSS1k06hrJj6nOrKArLm0pZ1ljC+rYh7n2hnR09Sf76cherNnZzzqxyXnfKWcSu+iuqmSkcl+rYRuov3yBx8Zcpn37KcX5mYqIcs4liU430qZ16ct3baPn9Tfxr91XcqX6VGgYOsZKN9JsVQoipJmdadMWydMdzWPbYoonjOGxoj/HnFzvY1LmvVefyphKuWlLHvBr39/vsxz5Oxd4HcRSNwflXE7rsiwSKq47L8xDH1rgsvjDVSaidOpxsjF33fpWm7b/Ei8kfrXPYVnohn41/I99dduQ/4XzKffud0p5LCCGmINOy6U7k6Ilnj6pjwo6eJPe/1MFzuwcKvxXmVEe46pQ6zi4dYvoL36Ss7WH3e/iKSZ39GaLnXYeiSZeEyUxC7RhIqJ0CbJv2R39G+PH/oMQeBOApZRnZi7/GReeeh7L5/oP0m62XfrNCCHGCiGUMehM5BlL6mEdvO4cyPLChk0e39WLmj6krCfC6U+p4XWQ7M9f9J+FBt11otnQOyuXfxj/nwuP1FE4oyZzJYEqnIuIn6BufT0Il1I6BhNrJLbb9KeJ/uJHGzGYAdjs1rF/wWS570zWjf5Ck36wQQpzwLNuhP5WjJ54jkR3bymFDaZ2/vtzFw5u7SevuAhClIS9XLKziPb7VzNxwC159iNalN6Be+DnqigOy1O5+HMchnjEZSOsMpHR00x05X1QfpWic+gBLqB0DCbWTk27a3LlmD/bDX+PDyh9JOgEeqnwfp7/zC9SXF0/06QkhhJhgWcOiN5GjJ5ErhKzDSesmj2zp4cENnQym3U4Lfo/Ka2f4+YjvryROux7bEyDi9zDT00OorA584eP9NCYt23YYyhgMpHSG0jqGdWBMlFA7yUionWTMHE+9tIUvPDLI7r4UIbJ8o/iPNL/+iyxbOG+iz04IIcQkMzyK2JvMMpAyjlieYFg2T+7o4y8vddI+tK8zwsK6KJctqGF5Y5Rlf3sDfiOGuvLrqIvfAifJyK1h2QymdQZTBrHMkV9LCbWTjITaScJx6Hz+Tyh//zxdepA36V+lNBzgc6+dy1tXNKLJ+t1CCCGOwLYd4lmDobTBUMYgky83OBjHcdjYEWfVpi6e3ztYaCO2JDzIz9X/oMzoBMBqPAvtim9B7ZLxeArjyrRsElnTXZUta5DKHfr1OhgJtZOMhNqJl2jfTPdvr2dW/GkAepwSfn/KT3jPlRfJmt1CCCFesaxh5QOuTjxjHnLksS+Z4+HN3TyypYdE1sSPznXeB/io5z78Tg4HBWf5e1Ev+TKE8x3Sp+BcDst2SGQN4hk3yKZ084g9gQ9HQu0kI6F24piZBFt+9yXm7v4lXix0R+Ph4rcw/x1fZ3p9zUSfnhBCiBPIWEZxddNmza5+/r6xi919KWro5ybv3bxBewoA019M9n2riAxtO0jXnTp47bcmVdcdy3ZI5kziGbecIJl7dSF2fxJqJxkJtcfZIf6SfXrt88z4y9upcvoBeFpbgXL5Nznj1NMn+ISFEEKcDLKGRTJnks5ZpHSTtG6im24UchyHHT1J/r6pm6d39bPM2czXvL8kowRYU/kOPtb3dcBhdGHcxPZHzxoWad0ilTNJ6xZp3Tyq/r6vxGQNta94mVwhDmnTfQf8JWuEa/lh4FpubZ/DH33FGKrK1mVf5Pwr34PHM7k/thFCCHHiCHg1Al4NIvu25UyrEHIrivwsaiimO5blkS31fGDLIuxUL3/q/XccnIOsZOkACvzt32DelcetFMGyHTKGRTpnksqH2IxhYR6kO8HJSkKtOLY23Qe/ey+jV/kCLdnJx5NfY4t2A48u+Q7vu/Q0Li6WEXIhhBATz+/R8Hs0SsO+wjbTsjl7VgVDF89iy9MPUvfcwGEewYF4O87eJ1Gmn39U39u2HXTLdi+mjTHq2r3PsGwJr2MgoVYcO7bljtBy4A+eqoANfK/0t3je9O+TvqheCCHEyc2jqRQHVYqDXpqbFHjuyMc8uW4jYW0xiqIwsrpz5G/FkUWftuNIWD2GJNSKY2fvU6OL5/ejAmqyw91v+nnjd15CCCHEqxGpHtNudz7fzQubnue0aWWcPq2MOdVFqNKactxIqBXHTOuuzTSOZcdk9/E+FSGEEOLYaT7b7XIQ7+Rgn0YOW+lZx6rkafz15S7++nIX0aCX05pLOX16GQtqo3g0dfzO+SQkoVa8anv7U/znA5t5x/b/o3EsVQVj/ItXCCGEmBRUzW3b9bv34nY7GBlsFRwcrPK5zF/5Lf5fm8azuwdY19JPPGPwjy09/GNLD2GfxvKmUk6bXsaShhJ8Hgm4x5q09JKWXq9YXyLHd1Zt5Z61bZi2QyM9rA78P1QsDv5hi+L+pXv9BqmpFUIIMfUcpLsP0Xp47TcL7byG0jq7+lI0PvxReswQt2vv5tE2t2fsML9HZWljCadOK2NRXZSSkG//7zSpSUsvccJIZk1++I+XCTzzv5xi9/Eb+1rOmF7Gl153LtpQGfz+ffk9R/8lC7g/+BJohRBCTEULXu+27TrMimIlIR9LvFvRWh6kEviu/5/sPvPfeDJ0Kc/uHeS5PQP0JXWe2T3AM7vdjgqNZSEW10VZVF/M/Nqo23JMHDUZqZWR2jHLGha/eGoP6x/9I58xf8IMtQuA51b+idPOvmjfjmP4S1YIIYQ4oe15Auv+G9D6twEQrzqdXWd8jXTxbHb3pXh2zwAvtg6xtz896jBNUZhVFWFRfTGL6qPMqorgUSdXqcJkHamVUCuh9ogyusmfX+zgN488y4dSP+F12tPudn8F/iu/hbr4LaDsV3AwBdfGFkIIIY4pU8de8wN49FuoZgZb8dC54AO0nfIpbE8QgHjGYGNHjJc74rzcHqMnkRv1EAGvyryaKIvri5lTXURzeQjvBE84k1A7yUioPTzHcRhI6Ty6rZefP76D03ru4QbPPRQpGWxU7FM/hOfSL0KgeKJPVQghhJjchlowH/gsnu1/JReq5cXXr8L2hg+6a3c8y8sdMV5uj7GxI04ia466X1MVmspCzKgIM7MywozKMA2lIbRxbB0moXaSkVB7cGndpDeRY83Ofn7zXCsvtg5RRJp/+D9NlTKEXrMc3xtuhdolE32qQgghxJTibHmQgSzsiJ6B7QCOjS/dhR6uO+j+tuPQMpAuBNwdPUmSOfOA/XyaSnN5qBByZ1RGqC0OoO7/KeoxIqF2kpFQu49lO/Qnc/QkcrzcHuOetW1s2dtOkiCqonDh3Eq+NHMn00I5WPZemGS1PUIIIcRUkjUsdvYmCbz0f0x77qu0nfIJOhd8CEc9fFB0HIe+ZI6dvSl29SbZ2Ztid1+KjGEdsK/fo1JTHKAmGqC2OEhtcYCa4gC1xYFXHUgl1E4yEmohnjXoTeToT+rs7U9xz9o2ntndz+vVNfy791fcU34dCy67lrNnlU94/Y4QQghxosn+37sJbP8LAOniOew68z9IVJ16VI9hOw5dsSy7+lLs7E2yOx90dcs+5DFhv0ZtcTAfeN2wWxb2URz0UhL0EfCqKIcZ5ZVQO8mcrKE2mTMZTOn0p3QyukXnUIZ717Xz1I4+mpQuvu75OedrGwAwG8/C84G/HjgJTAghhBCvnuNgrrsbVn0BT9Zt79U9619oWf5ZTH/JK35Yy3bojmfpimXpimfpjGXojLm3+1P6EY/3aSrFQS/FIa97vd9laWMxy5vLKA4e/2AroXYMTpZQa9kOsYzBYFpnKK2jm+5/7p54lj+sa+fx7b14HIMPa3/hk94/4cPA0fw45/0/1HOvB49/Yp+AEEIIcaJLD5D76xfxb/g/AAx/OTvO+S+G6i86woFHL2daI8JuPvjGsgymdWIZg5x56BHekX52zalcPO/4rxAqiy+c5LKGxVDaDbLxjOEWo+d1DmW4/6VOHtvWi+U4LFO28/3wHTRYrQBY0y5Au+oWlPKZE3T2QgghxEkmVIb/LbdhLX831v3X4x3YjukvOy7fyu/RaC4P01x+8O4LWcMiljEOfkm71xnDojoaOC7n92pIqD0BWLZDMmcSywfZtH5gwfiOniT3r+/guT0DhXW+Tqkv5iPTG2l4vhUrVIH62m+iLX6rlBsIIYQQE0Cbfg7aR58ku301FK2AfKeDaPczJCqW4mjH/9PTgFcj4NUOG1rHs6b2aEionWIs2yGlm6Ry7iWZs8gaFgcrInEch5faYty3voNNnfHhrbyhLs6yFWczt6aIsvASjLof4p1/OQRLx/W5CCGEEGI/Hh+B+StZ5Dh0xbP07t7I/IffRy5Sz67Tv0689uyJPsNJS0LtJHY0AXb/457e1c/9L3UUlt/TFIU3N2f4jP5DymMb2FS8irrqWsojfqh51zg8GyGEEEKMlaIo1BYHKY8ksQMlBOO7Wfjw1fTMeAt7V9yEGTg+5QlTmYTaCeA4DrplY1gOumljWPa+a8vGMIfvt48YYEfKmRaPbu3lgQ2dhWX2/B6VlXNL+JjvL8zZ+mNUW8f2BFjAbrSILKAghBBCTGa+WRfCJ58n+7cv43/xF1TtupfS9kfYs+IL9M14k5QMjiDdD8ax+0FfMsfe/hSG5RxVWD2SWMbgH5u7+fvGLuL55fSKAh4uW1jD2ytbWbTuy4RiOwAwZ1yC56rvQum0Y3cCQgghhDjurL3PYN33SXz9WwAYqL+YrRf9ZNyD7WTtUysjtePItJxCS61Xy3EctnYleGhzN8/sHsDKtziojPi58pRaLpxbydwXvk7t6jsBsIIVKJd/C8/it8hfdUIIIcQUpDWfgfbRJzCe+B7aY98iUbVCfqePIKF2iknrJo9v7+Phzd20DWYK22dWhrl8US1nzihHU91/4JavGABz6XvxXPY1mQgmhBBCTHWaF+8F/w8Wv5mop4qBIZ2sYRPuW49imySrVkz0GU4YCbVTxO6+FA9v7ubJHX2Fxsg+TeWcWeVcOr+aGZUR/IlW1Ph2MiVz8GgKvos+DaddhafpjAk+eyGEEEIcU2XTKQWKIyE6BmKU3fdZQrHtdM15Fy3LPovlO3EXljoUCbWTmG7arNnVx8Obe9jRkyxsry8Jcun8as6bXUHY7wHbpG7jj2lYfyuZ4pl0vu0BmiuL8XlUKJNAK4QQQpyoVFWhoUjDnHY6rN9OzbZfU9b6EHtO/RL9zVecVOUJEmonGcdx2N6T5Kmd/Tyxo5dUzl1IQVMVTp9WxqULqplfU4SS/0ca7n+JmWs+T3hwEwD+cAmzoxZ41Al7DkIIIYQYR/4iPG+6DZa9C+u+T+Eb2MGcxz/BwK4/svuMr6KH6yf6DMeFhNpJwHEc9g6kWbOzn6d29tGX1Av3VUR8XDK/mgvnVFIS8hW2q0aKxvW3ULvlFyiOjeUvRbns63iXXX1S/VUmhBBCiLxp56J99Cmcx74DT9xCWfsjFN/3NC9d8WeyxTMn+uyOOwm1E6hjKMNTO/tZs6uPjqFsYXvAq7KiuYxzZ5VzSn0Jqjo6pPqS7Sxc9S8EUu0AmAvfiufyb0KkclzPXwghhBCTjMePcvEXYNFbcO7/JLrjRS+eMdFnNS4k1I6z3kSONbvcEdnh1b4AvJrCssZSzp5ZztKmEvwe7ZCPoYdrMcI1eDQV7apb8Mx+zXicuhBCCCGmiqp5KO//G8FcjCWeKG2DaQb6+6jd8gs6FlyL7QlO9BkecxJqx8mDGzr54eqdbGiPFbZpisLihmLOnlnOiuZSQr5D/OdwHCp2/5mBxpXY3hAVRQH87/gFnqJy8IXH6RkIIYQQYkpRVQiWEgBmVRWhP/0lfOt/RuWuP7LrjK8Tqz13os/wmJJQO07aBzNsaI+hAPNro5w9s5zTppcRPcKKHIH4LmY8/UWKu5+me9G1+K/4Rr62tmhczlsIIYQQJwbfnNfA9r8RSOxlwcPvpWfGW9i74ibMQNlEn9oxIaF2nFy1pI60bjKrqoiysO+I+yuW7rbp2vC/qLaO7QlSWTcdNXTkY4UQQgghDjDvCph2LjzydZxnf0LVrnspbf8ne079In3T3zDlJ5orjuMcm3Vbp5ijWUv4WOmKZdndlzrifpHeF5i55vOEYtsAsGZcjHbVLVA67TifoRBCCCFOCq3Pwf2fhB63JWjris/RtuAjYzp0UX2UoiN80nysHE1ek5HaSaZyx++YueYmFBzsYAXq5d9EW/zWKf/XkxBCCCEmkcbT4MOPwlPfg+fuoPaCD4IZpCuexbSm5ninhNpJJlZ/Po4vgjP/KtTL/hNCJ0adixBCCCEmGY8Pzv80nPVxPN4AjUBtcYD0375MW81riJUsnOgzPCqy7NQE86Z7qN56JwDRoIf5c+aifmIt6pt+KIFWCCGEEMefN1D40rPtQaLPfY/5f3kjizZ9G7+TPcyBk8ukCbW33XYb06dPJxAIsGLFCh5//PHD7v/oo4+yYsUKAoEAM2bM4Pbbbx+nMz1GHJuq7b9h6X2vYcazX2Fh+lkW1hW7bb2Kqif67IQQQghxMmo4DRa+CcWxKFr7Q5b95XJmJ5/Dq03+MshJEWp/+9vfcv311/OFL3yBdevWcd5553H55ZfT0tJy0P13797NFVdcwXnnnce6dev4/Oc/zyc/+UnuvffecT7zVyYQ28XCVe9i5tOfx2MkcOqWEa1snOjTEkIIIcTJrqga3vYLeOdvIVqPMrSXij++g+Uv3MT0UAafZ/KG20nR/eCMM85g+fLl/PCHPyxsmz9/Pm984xu5+eabD9j/c5/7HPfddx+bN28ubLvuuutYv349a9asGdP3nJDuBwNx9EdvKbTpcrwhlIu/CKd/BDQpbxZCCCHEJJJLwD++Ds/+GHCgbhnWBx/BATza+IyLHk1em/CRWl3XWbt2LStXrhy1feXKlTz11FMHPWbNmjUH7H/ZZZfx/PPPYxjGQY/J5XLE4/FRl/FW+uf30rT+u6i2DrMuRfno03DWxyTQCiGEEGLy8RfBFf8FH3wIqhbARV9E09RxC7RHa8LPqq+vD8uyqK4eXUdaXV1NV1fXQY/p6uo66P6madLX13fQY26++WaKi4sLl8bG8f+4Xzn1/TihcnjzHfDue6C0edzPQQghhBDiqDSeBtc9AbMvnegzOawJD7XDlP36sDqOc8C2I+1/sO3DbrrpJmKxWOHS2tr6Ks/46PkWvwHlky/CKW+TvrNCCCGEmDpUbaLP4Igm/HPviooKNE07YFS2p6fngNHYYTU1NQfd3+PxUF5eftBj/H4/fr//2Jz0qxEYn/pdIYQQQoiTyYSP1Pp8PlasWMFDDz00avtDDz3E2WeffdBjzjrrrAP2X7VqFaeeeipe7/gs2yaEEEIIISaPCQ+1ADfeeCN33HEHP/vZz9i8eTM33HADLS0tXHfddYBbOvDe9763sP91113H3r17ufHGG9m8eTM/+9nP+OlPf8qnP/3piXoKQgghhBBiAk14+QHAO97xDvr7+/na175GZ2cnixYt4sEHH6S52Z1I1dnZOapn7fTp03nwwQe54YYb+MEPfkBdXR3f+973eMtb3jJRT0EIIYQQQkygSdGndiLEYjFKSkpobW0dtz61QgghhBBi7OLxOI2NjQwNDVFcXHzYfSfFSO1ESCQSABPS2ksIIYQQQoxdIpE4Yqg9aUdqbdumo6ODoqKiw7YOO5aG/9qQ0eHjR17j8SGv8/iQ1/n4k9d4fMjrPD5OxNfZcRwSiQR1dXWo6uGngp20I7WqqtLQ0DAh3zsajZ4w/9gmK3mNx4e8zuNDXufjT17j8SGv8/g40V7nI43QDpsU3Q+EEEIIIYR4NSTUCiGEEEKIKU9C7Tjy+/18+ctfnhwrm52g5DUeH/I6jw95nY8/eY3Hh7zO4+Nkf51P2oliQgghhBDixCEjtUIIIYQQYsqTUCuEEEIIIaY8CbVCCCGEEGLKk1ArhBBCCCGmPAm1QgghhBBiypNQK4QQQgghpjwJtUIIIYQQYsqTUCuEEEIIIaY8CbVCCCGEEGLKk1ArhBBCCCGmPAm1QgghhBBiypNQK4QQQgghpjwJtUIIIYQQYsqTUCuEEEIIIaY8CbVCCCGEEGLKk1ArhBBCCCGmPAm1QgghhBBiypNQK4QQQgghpjwJtUIIIYQQYsrzTPQJTBTbtuno6KCoqAhFUSb6dIQQQgghxH4cxyGRSFBXV4eqHn4s9qQNtR0dHTQ2Nk70aQghhBBCiCNobW2loaHhsPuctKG2qKgIcF+kaDQ6wWcjhBBCCCH2F4/HaWxsLOS2wzlpQ+1wyUE0GpVQK4QQQggxiY2lVFQmigkhhBBCiCnvpB2pFUII4U7CsB2wbAcHBwCFfSMiigIeVZEJtUKISU9CrRBCnCBs2yFn2uRMi6zhXhuWjW46GJaNabtfW7aD5ThYto1tj+2xNVVBUxU8+WuvR8WnqQS8Kj5Nw+91bwd9Gn6PKiFYCDHuJNQKIcQUYtkOad0krVukdYtUziRjWGQNi5wxxoT6Cr+vZTvoY9hXVSHo9RD2a4R8GkGfh6KAh4jPg6pK2BVCHB8SaoUQYhKybYe0YZHMmiRzBsmc+3XWsA6+vzM8AmujoaKo7sQKTVEAB1BQVXAct6RgX5GB446qurugKgrDg6zD8VPB3aYo7jYHBQcHJX+MbYONg+M4GJaDbUMqZ5LKmaPOUVEglA+40YCXooCH4qBXgq4Q4piQUCuEEBPMcRxSukU8YxDPGsTSBindHFUa4JYOuBcHUFUFVdkXOAF8HhW/pqGgYDsOpu2g2xa2DabtFIKv7bjlBzhgO26AtvP1tAej5L+fQv57KqApKprmhmaPqrhfqwp+TcWjuelXQcFxyJc6uN9vOOx2xbKAO6obDXgpCfkoDbnXmoRcIcQrIKFWCCHGmWHZxDIGQ2mDWD7IWpY70qmbNhnDImfamLaTD5FucAx6NUI+921bt2wMy8awLHTTJqtbZAwL03YwbAc7P/FLcRQcBXDcaWCO4xQCZ2EkNn8bBdT8iO5wYFaV4dtugB3+GkUBx8EGTMsNrabtoCjg1VS8moJPU/Fobq2tz6O4odujDR+KaTt4bIWhtPta7MmfS3HQS3nET0XER1HAOyH/jYQQU4+EWiGEOM6yhsVgWi+Et1TOxLTc8OrWw7ojsKoKAY+Gz6Pi9aiotkUiaxLPmCSybu2sYbrDt5bjYNo2luWGZCVfGDBcGuAMD7wqDipu9wJFcfaFV0UZVVag5iOukg/RCvvKDchvGw66kO+IoCpouKO07gQy8KgqtuJgK2DgPq+47aBbdqH0waep+LwqAY+GpioEPCp+j4oNeBR3dHcobbCzB/xelfKwG3DLwj48mnSiFEIc3KQItY899hjf/va3Wbt2LZ2dnfzxj3/kjW9842GPefTRR7nxxhvZuHEjdXV1fPazn+W6664bnxMWQojDyBoWQ2mDgZTOUD7MpnU3lGbyI6qqAl5VxbBtcoZFSrdJ5gwSWQPddEdsDdvGdodXcXBLBSzHxrGHS2DdoImyryyg0J1AdcsAVEVDwQ2ziurWzqqKW04wfJyaD6+KoqKOCL77KDiOg2Pnvz+QM9xzGu6KoKkK2vC5sC8YezQ1H2Td7+/JbzdMm0zOHVkGtwzB79HywVgh5PPgVRXCfi85w6ZjKIOmKpRHfFRHA1RE/FKmIIQYZVKE2lQqxZIlS3j/+9/PW97yliPuv3v3bq644gquvfZa7rrrLp588kk++tGPUllZOabjhRDiWDIsm8G0zmDKoCeRpS+RK3QnGA6zOd0ia9pkTZtk1mAwrZMzHWzHHcG08222bNvtGwv5EdR88NTU4dHT4eld4DgWhfTpODiKWigJsB0Hxx4uOTjUmSuF/1cU8mUJTj4ou2O3muKGXU3DHZVVFVTVLSUIeFW8qoqmqfhUBUd1R4tt3Bpgx3YfU1P3lSOoKiiOiUdTCjW5bn0E6KaFla8jHkqb7r5k8WoqAa9CSdCHbtr0xHNoqkJFxE911E9FxC+TzYQQkyPUXn755Vx++eVj3v/222+nqamJW2+9FYD58+fz/PPP853vfEdCrRDiuLNth3jWoC+p0xnL0BXLksyZpHMWfckcQ+kciaxJMud2Lkjr7uSs4YlawxwHHMcujJi6I6JuKUEhjA43Lyhc5QtS87fs/CjuyH2Gb9sjjjqSfKYFZUStLW6gRRnumOCgjai9VZR99beqqqI4DqrqTiDzagp+TcPvVfBq+ZIKTUUFDMs9S6+mEfC5dbZqfpRZLbRYcNxRXhQs2yFrQF9Cx8Eh6NUoDfvI6Bbd8SweTaG2OEhtSYCo1OAKcdKaFKH2aK1Zs4aVK1eO2nbZZZfx05/+FMMw8HoPfFPL5XLkcrnC7Xg8ftzPUwhx4sgabmBtHUjTMpgmljIKgbYvmSOWcTsWmBbg2DioOIo78mpZ+3oLKLhlBIq6r6WW+z+3FlZlZAxV3K4EIw4erp1VR9a9jqiP1WBfSYLqHqTm7xsezBwOjvvGaRk+k31fD48gM5yhHWwUbMddsEG37ULw3pfT3fZgKuybXJZfjcyTPx+vpuHxKAQ8Gh7VDb8+j+qekwNej0rY5yHk01BM2+2kkO+ioCrg96iYNrQNZtjZm8KrqVQV+UllTVoH0kQCHupLglRHA/g8Un8rxMlkSobarq4uqqurR22rrq7GNE36+vqora094Jibb76Zr371q+N1ikKIKc62HYbSOi0DaXb1pdjdm2RHT5LOeIbBVH6yl+12E7AKAc8tHXCg8NH/cGcBZXRaBWt0eFVx3N6y7Cs3UFUFLypaISCq+RpY9/FUQNXc0KoW6mrd2tbhfbT8TDB3MtjwiCuFrggjOyDku3xh51Pq8EivVXie7lS04edm5/e18/UNtr2vfZdp2e5iDaaNla/HtZ186FUVVMUN5h5Nw6OAR1MI+DT8moqmul0TvJr7nEM+jSK/B59XQTctnHyw93k0/B6FnniW3X0pgl6N2pIA/ckcQZ9GdTRAY1lIRm+FOElMyVAL++rKhjn5N9VDLc140003ceONNxZux+NxGhsbj98JCiGmnKxh0jqQ4eXWIZ7Z08/2niS9yVx+0QM732vVwXL2BcDhYDo8CqoU/s/lOPmJU86+kcvh5WY9quK2vPIo+FQVb77zgc+j4lFVPCNGNn2agk/TCkFPUxU8Gvmguy/QjgzO7iirMypkD5dB2HZ+lDW/aMJw3e3It9DhkdhCWHfcIAq4tcD5MG1aFjnTwTDduuGc6bYbMy13optpu8HfsBxMy12yd7gFmG6ahffv4QUivCpu2NXczgi+fJcEj+Z2SYj4PUT8HrKmTTxD/hh3ed62gQxbuxJEA14ay0K0DaYpC/tpLA1RVSS1t0KcyKZkqK2pqaGrq2vUtp6eHjweD+Xl5Qc9xu/34/f7x+P0hBBTSNtAise39/D49j62difpT+bI6BaGNTq0jjRcfzo8+km+m4CmKHgU3IlTHoWg10PIrxH2eQj7PQS9KhG/l4hfoyjgpTTkoyjoJeDV8HpU/Pl6VJ+m4vXs62IwPGHM/SifQrActm8ymFMoB3Bwg+u+lcbypRD5rw1rOHi6QXM46A6PtBaOy4dP0873xc2HVtPKP6bj4HhUIgGlsCqZk/9eQKG7AbglHMNtzFI5E910w65u2mQNCz3f79awbTKmieJQGE12/wBQ8KoaQa/7B4CmQtjvIRr04tdMYukcmqYS8GrgOGztirOhPUZtcYBp5SFqioPUlwZpLA1JaYIQJ6ApGWrPOuss7r///lHbVq1axamnnnrQelohhAAwLZvOoQz/2NzNqo1dbOtNEksZGEeYSzUyxGqK249V01QCHpUiv0ZR0EtRwOsu/Rr0UJQPrn6vB6+muj1dCzWtyqiJXcMrbB3uFJRRX+8LtqrqjmwO94odOQo8/PXw9/fmF0HQvO7XXo878uvR3CDu5FchGw6/jgMWDlY+aLqLPTiFYJvOd3Qw8qUGpj0clN3rnGGRMdzRWiM/UhtWPUQCnsLorzNc2gCYlkUyaxHLuO3PDMsmrdvkTAvDdkO0rjvgWMSySr59mbuyWdCn4dXcMoXikBe/V8Vx3J6/Yb+HwZRO22CakM9Dc3mI6RVhplWEaSoLFRazEEJMfZPipzmZTLJjx47C7d27d/Piiy9SVlZGU1MTN910E+3t7dx5550AXHfddfzv//4vN954I9deey1r1qzhpz/9KXffffdEPQUhxCTjOA6JnMnu7jj3v9TJI1u6aRvKoltHPlYBN7jmW1dFfBrFIR+lQR+lYV8+wGr4Pdroz+tHfn8FcvlRTbXQWuBgO466GtV+a3gRhUO35Dp2tOGArLhlD6qqFhZT8ORfh8JKYR73o/5Q2C0LsB2w8iuYWfkR3OFR3qxhkTWswoiv5bgjw1nDbXemW27draIolITdUAruKmUODjlzeAEKg7Ruk9ZNsqZdqNs1sEgbVr4W2cE75I6Sh3xeokGPO2oLhHwqOLClM86WrgS1xQFmVISZVxuluTxMcVAGRISY6hTHGY+3y8NbvXo1F1100QHb3/e+9/GLX/yCa665hj179rB69erCfY8++ig33HBDYfGFz33uc0e1+EI8Hqe4uJhYLEY0Gj0WT0MIMYF002JPb5J/bu3mH5u72dKVIpGzjtjQyv1oG4JejZKQl4oiP3XFAaqjQcojfvxet75Vywc+LT9j3zsi5A0HP/fjcbeEQM1PzlLydaKF1bsYzsHKvklbRzjH4UlojsOoXrbDQdFx3Gt7ODjmywVM2w2Z5oh6Vis/ojpyv+Hg7BTKF5wRHQ0OT82H/+Hn7dYKj3hdhnvR4j6ukT+ffTW1bunBcDmDadlkTatwrsP7DZ+TZdvkdIt41iSRNUjqplsuYlPoMjE8Ejx8PmG/h+KgF6/mLkQRDXqJ+D1oikJJ2Mf0ijBLGoqZXV1EScg3ticuhBgXR5PXJkWonQgSaoWYmmzbYShj0DaQ5Lk9AzyxrZ/NXXH6k/oRywgAfBqUhHzMqAgzuzLC7NoiGkuDFId8RHzuR9ceTcWbn5jk0fZ9nO/Jdx841ITUqWhkEB7+mN+07Hy5gU3OsPMjzha66Y6cul/b+VpcCjW4h6vLHa7lLZREaAre/Nfe/NK3w+Hdsh2SWZNEzu31a1lOfuU1G8u2sXGwLcUN5DjohkVCt0hkDJI5k5yRX43NdheCcGxwFMftpOBV86UhXryq+28h7HdHdadXhFneXML8mmJKwxJuhZgMjiavTYryAyGE2J/jOKR1i4F0jp54jh09SZ7a2cem9hjdiSypnI11hBCrAaVhDysaS7hkUS2L66I0lYYJBTwnVDB9NVRVwZfvCBBEO6pjzXwN7XAA1s191zkzH4zz17rpjgiPDLnDI7aGNWJ0OT9pTVMVSkJeysM+UMh3a3AKSw2ndJO07k44sx0o1lSK/B4MyyFnWWRylluyYNoYpoVpg205xC2LeMZEVXP4vSp9ySw+za317RhMs607zrSyCMunlbKkoUTCrRBTiIRaIcSEs22HlG4SSxt0xbN0xjJs6oixoT1GS3+KgZRbT2kf4XECGjRXBLlkXjVXLK5nVlURAd/RBTUxdu5I9tjCsOM4hXA7HHqHR4CzhluCkDPdEDzScNAdDsshnwc94I7QGpZT6MYwXLubyLr/VrJ+i+KQNz/SnJ+AljPJmvsmwmVyNqmcjYKJN6XQGVMI9XvY0Z3k5c4hZlVGOHNGOadOL5det0JMARJqhRDjTjdthjI6A0md9qEM7YMZdvUl2doVp30wQ39Kd/vCHmYkVgWCPoWGkiDnz6vkDac0MK8mikdaNU1KiqLg9+Qn1x2GZedLHIx9YXVkaM3k62+HjQzL2XyAzegWiZxRWKo4njEoCfkwbZusbhHLmMQzOmnDLvTvdUsrHBI5nb6Uzp7+FFs74rzYOsSC7X1cMLeKM6aXSbcEISYx+ekUQhx3WcNiMK3Tn9RpHUjTm8jR0p9ia3eCvf0pBlI6WdNdfvVQo7EqEPBATXGQUxpLed3iWk6dVkZxyCulBCcQTVUI+Twcbr6WYdmFgJvVbdKGW4qQ0d3gOzxTZDggZw2bWFanN67Tl8wykNZJ5QJkdZO0brorxOmm25vYAcMCw3LIGDpdCZ3NXXGe3tnLKQ0lXHlKPWfMKC90VRBCTB4SaoUQx5xu2gykdAZSOp2xDD3xHO35esW9/Rl6EhlSer7O8RCjsSrupK6ykI8ZVWHOnlXBa+ZXU1caJuyXt66T2fDksqKDlATYtlt3m9bdlmGpXP5aDzC93P2TybRt0jmLrniG1oEMHUMZBtM6sYxOLOP2DTby/XMtBxJZmy3ZNNu70/xzSy/Lmkp479nTOXNGOR5NPhkQYrKQ7gfS/UCIV822HeJZg76kTm8iR8dQmr6kO7lrV2+KjsEM8ayBbtlYhxiNVSG/QpRGfUmIBXVFXDy3ikUNpVQW+WVkTLxqummTyndUSOlm/msLIz+ZrDOWZWdfkrbBDG39KXqTOdI5G/Mgj+XTYGFtlOtfM4fzZlfJ8rtCHCfS0msMJNQK8eropk1fMkdvIkd3PMtAMkfLYJptXQlaBtL0JrJkTBvDdPLLto6mAJoCAa9KcdDLjKoIi+uKuWBuJU3lYSoi/kKrJyGOp6xhkcyZbg3ucP/brMHegTTbehJsaouxtz9J0jjwWAUoC3m49rzpfOi8mXiOUDMshDg6EmrHQEKtEEcvrZv0JXR6Ell6Elm641m2d7ujsZ2xDLG0Ttq0MM18z9H9jtcU8GruQgflET9zKotYPq2MM2aUUV0coDzsR5MRLzEJmJbtrmSWNYhnTFoHUmzsjPHkjj62dMTJHmRlOq8CZ0wv4YbXzOWUpjL5o0yIY0BC7RhIqBVibNK6SXfcHY3tS+boGMqwtSvB7r4kXfEs8YyBbtiY9oFBVgE8GvhUlbBPo7YkwJyaKCuaS1naWEpVNECpTPQSU4Ru2sQyBj3xDE9s7+X3z7ewqy970HKa8rCHlQtqePupDcytLZauCUK8QhJqx0BCrRCHltEtuuPuSGx/Smdvf4rNnXF29ybpT+kksiZZw8Ky94VYh31LwHo0CGoqYb+H+tIQc6qLOGN6GQvqi6ksClAclJ6fYuqzbYfOoQx3P7uXX63ZTSx34K9TrwqNZSFeM7+KlQtrmVsbJSITHYUYMwm1YyChVojRDMumO56lM5alP5mjZSDFpo44O3qS9Cd1ElmDrGEftD5WU/cF2aKgj/qSEPNro5wxo5TZ1VGqogH5RS5OaLbt8PSuXr7xl0283JU64H5VgSK/xsyqMGdMq+DcuRUsrismGpQVy4Q4HAm1YyChVgi3cX1fUqcr5tbItg6keLkjzrbuBL2JHMmMScawCm23Rr5ZaCp4NYWARyMa9NJQFmJBTRFnzSxnZlURlUV++chVnHRs22FL+xDfXLWVZ3b2k9uvNkEBfB6V8rCXOdURFteXcs6schbWFx+0RZkQJzsJtWMgoVaczNK6ScdQho6hLF2xDBvb42zsGKIzniWeMckZbg9ZOHiQDXo1ogEvTWUh5tUVcfbMCmZWFknrLSHybNthc1ec/161led29ZHQR/+qVXB/nor8HmqLAzSWuZ9unD2znAX1xUT8EnCFAAm1YyKhVpxsLNuhJ5GlfTBD11CGzZ1xXmp3WxXFsxYZ3W04z36jspoKPk0h4HVHZBtLg8yriXLO7ApmV0epjPjxydK0QhyUbTs8vr2XHz+2iy1dMWJpEzP/w6XkL6oKfo9KRdhHdXGQ2uIAy5pKWd5cytzqIvzyh6I4iUmoHQMJteJkkcyZtA2m6RjMsKs3xfrWQTZ3JRhI6aR0E9N0cBQY+U6gqW57ooBPJRL001ASYEFdlPPnVDE7X1og7YqEGDvDtPjDC+3cs7aV1oE0gym90DEE3AmWqgIeVSUa9FAVDVAZ8VNdHGB5YwlLmkqZWRmRlnfipCOhdgwk1IoTmW079CVztA6m2dOXYn1rjA3tQ7QPZkjlTHLm6AlfCsBwkPWqRPxe6kqCzKuNcuHcShbWlVAe8UmQFeJViqd0fvbUHlZv7aYroTOUdFuC2Q7YtjtqqyoKmqIQ8quUR/yUhnyUR/xMKw+zrKmExfXFVBUFZBUzcVKQUDsGEmrFiShnWrQPZmgZSLO5M866lkG2dMUZShlk9mvBNcyrgs+rEvF7qIkGmF0T5eI5FSxrLqMi4pe17YU4DnZ2J/nR4zvZ3BFnIKUTy+goChimg2k7KApoqoKqKPi9GmVBL8VhL9GAl+pogNnVRSxtLGFuTZFMMBMnNAm1YyChVpxIElmDlgF3idoXWwd5sXWItvyorGE6ByyKMFwnG/F7KIv4mV1dxPmzKjh7ViXVUQmyQoyXRzZ3cfezLXTFcgymc6R0Cw3Imja6ZeM4Ch5VQVMVvJpCSchLSdBH0O+hNOSlsSzEgrooSxtKqCsJys+uOOFIqB0DCbViqhtux7WnP8WGtiGe3zPAS20xBjM6OcPGHrHCl8JwvR6EfB5KAh6mV0U4d1YlF82roqEsJKUFQkyQrG5x97MtPLSpi3jGIJY13NFaxyFrWqR1t1zIq7llCR5VoTjkpSTkxe/xUOT3UBn1M70iwvLmEmZVFckCJ+KEIaF2DCTUiqnKth06Yhm2diZ4oWWQZ/f0s7M3RTJjFNpwDbfGHG4bFPRoRAMeGsqCnDajnMsW1jCnugi/R2ZVCzFZtA4k+enje3i5I05at8gaFiqgWyY5E5I5Hct2yxI8moqmQDTopSzkJeDz4NM0SkJe6kuCLG4oZnF9MTXFQZlcJqY0CbVjIKFWTDWGZdM2mOGl1iGe2d3PM7v66E7oZA3roKOyXk0h7PdQE/WzrKmU1y6qYUVzGUFZEEGISW31lh5+93wLXfEcGd1CzXdGSOkmuukQz+gYtuOGW1VFU1WK/BplER9Br4ZHdWvkK4vc0qLlzaU0l4dkMRQxJR1NXpN/4UJMclnDYk9fiud29/PUjj7WtcUYTOUwLEbVyiqAR4GAT6Ms6GFeXTEr51dz8fxqyiL+CXwGQoijceG8Kk5tLuW3a1t4dGsf8YyBbtpUFgUwbYeAV8GwcMOt5WDaJpZtk8xZhP0alUV+HBzSukVXPMdL7UM0l4VZ0VzC7OooZWFZmlecmGSkVkZqxSSV1k22dyV4Ymcfj27tYXt3kmTOxLL3lRcAqLjLbkb8Gg2lAS6YW83rl9Yxs7Jook5dCHGMbO9J8Ks1e9nWFSet26gKVEf9DGWM/B+3DvGsgWm5n9OoKmiKQtivURUNEPF7UBUVj6oQ8mvUl4ZY0lDMgrpiaqPSFkxMflJ+MAYSasVklcyZbGqP8ciWbh7d1kPLQIasMbqvLLijsn6fRnnIy4pppbxhST3nzKrEK6t7CXFCMS2bhzd3c//6DnoTOdK6RXHQS03UT0csy1A6h246JLImpu1gO47b61ZVCPlUaqIhikMeQMmXJqlUR/0sqC1mSVMJjaUhWRVQTFoSasdAQq2YbOJZg5dah/j7y108tr2X7lgG3Xabso/kUyHk9zCjPMjlp9TxpmUNVBQFJuakhRDjpi+R5TfPt/LCniFiGR3LdqgrCVAS8rGnP0UsraObDsmcgWWDmX/z0FSFoFejpjhAecSHoijggKIolIa8zK0p4tRppTSXh6XuVkw6EmrHQEKtmCziWYO1ewb547pWntk1yEAqd0CJgQIEvSolQQ9nzargHac2cuq0cvnoUIiTjOM4rGsZ5N4X2mgZyJDMGng9GrMqIvg8sLM3SSxjkDEcUjkd21ExLQvbAY/qLuRQE/VTUxwAFLcu34FIwMOcqgjLm0qZURWRlmBi0pBQOwYSasVES2QNntk9wO+ebWFtyyCxjHHAil/DE7+mlQd5/ZJ63nZqI6VhmfQlxMkunTO5/6UOHt/WR18yS86yKQv5mV0ZJmvZ7O5LMZTSSRs2Gd0EQDdtTNvBoyr4vCo1RQEaSkOoivuJkGE7BLwqMyrDrGgqZW5NlFKZVCYmmITaMZBQKyZKPKPz1I4+7np6LxvaYyRzFtZ+P4VeBYoCHlY0l/KB86ZxxvRKGZUVQhxgV2+SP6xrY0tHgljWQFGgvjjItIow8azBrp4UQxmdZM4iZ1poikLWtNBNG01R8HoUqqMBppWH8WoqpuWQNW18msK0ijCnNpcyrzZKuXRQERNEQu0YSKgV4y2ZNXh8ey8/e2IPmztj7ipB++3j0xRqon6uWFzLB8+dTmU0OCHnKoSYOnTT5rFtPfxjcw+dsQypnEXQrzGtLERdSZDBtM6O7iSDGYNE1sCwHLyaQka3yJo2CuD1KNRGA0yvCOP3auimQ0a30DRoKg2zfFopi+qKqSyScCvGl4TaMZBQK8ZLOmeyemsPdzyxiy2dCbeTwYj7h+tlZ1aHufacGVy+uE46GAghjlp3PMv9L3awvm2QwbQbXsvCPprLQ1QW+elL5NjWnaA/pZPKmtgO+DwKqZxFxrAAd9GW6miAmZURIn6NtGGTzlmoKtSXBFnRXMrSplIqZORWjBMJtWMgoVYcb1ndZPW2Xm5fvZ0tXUmy5ugfNQUoCmic1lzK9ZfOYXFj6cScqBDihGFaNi+1x/jbhk729KdJZA1U1R2FbSoPURz00hPPsqUrQX9SJ6WboIBfU0nkTDK6heM4btuvogBza4ooCnhI6haJrImqQF1xkFObS1k+rUwWchDHnYTaMZBQK46oqwsMAxobj7xvayt4vVBTg2HZPL61h1v/sZ2tXXFy1uhdVaAs5OWKJbV86pLZlEekHZcQ4tiKpQ3+ubWbNTv66U3myJg2Ia9KfWmQ+tIQxX4vrYNpNnfF3XCbM/GoCgGvSjxrksqZWLaDz6NSXeRnXm0xJUEPsYxBPGuhalAbdcPtqdNKZQKrOG4k1I6BhFpxWF1dcPHFkMvB6tWHD7atrXDhhTh+P2t+8lv+a90QGzviGPsVzGpAXWmAq89q4oNnz8QjJQZCiOPIth129aVYtbGTLZ0J4jkT07QpDnmpLw1RXxIkGvSwozvJyx0xBlMGGcPEq6n4PSpDaZ2UbmGPCLcL6oopCXkZTOnEsxaapjDDTLC8NswpZy+mOHiEkdsRAwBCjMXR5DXpsizEwRiGG2h37YILLzx0sG1txbnwQpRdu+iuqONzd6+lNVI5ahePArOqInzy4llcsaR+XE5fCCFUVWFWVYS6kuk8v2eAJ7b30zKQIpkz2NoVpy+Ro6E0SH1pkIX1Uda3xdjUHmMoY5DMmYQDXsojPgbTBsmMSetQlu5ELr8aWZQZFSGybZ28/UsfxGsa3PVfv2TBGQs5fXoZYf9B+tzmBwDw++GRRyTYimNORmplpFbAwUsNht+Ad+2CGTP2Bdv8SIOj6+jnXYC/ZQ8tJTW845030xndF2h9CpzSVMLnL5/L8mkV4/6UhBBimOM4tA9leHJHH+tahuhP6pi229arujhATTRAU1mIkE/j6V39bO2KM5QxMUyLgE/Dp6kMpQ3i2eGyBIWqaIBzfGmu/fKHKOlspbeqntu+dAeBGdM4c0YZZ0wvIzC8Qtmh3k+FOAIpPxgDCbWi4HClBvu/Ef/61/Cud6E7EIunqezvYm9JDf8yItAGNDhzRhlfet1CZlTLvy0hxOSRNSw2d8bzwTVBOmdh2DYBj0pdaZDKogCzKyOoisPq7X1s704Qy5hYtk3Qp+HTFPpTOom0iZXvnrDQjvGt719PWXcb/dUNfPfzP8Ib8FET9LD4rEWcpiXxXXrJoQOtlCSIw5BQOwYSakXBkUYQRtzveDwopomhanhta1SgDWrwmoXVfP6KBdSUhCboyQghxJH1xLO82DrEiy1D7OlPYds2OdMhEvTQUBKkqijAwvoo8bTB6m097OhNkshYWI5NxO/Bo6r0p3LE8yshNiR7uf1nn6Gmr4NYVR26qoFt8+tP3sz7fvAFSjpbcWbMQDnU+6uUJIhDkFA7BhJqT1KH6mhwsGALhdGDxKOPE7rkIjRrXyuD4UAbK6vkqqV13PTaBZRI70YhxBRhWDY7e5NsaBtiQ1ucvmQOB8iZFuUhHzXFAepKgyyqK6ZjKMM/t/ayqzdJKmdi41Dk96IpCn0pnVhGp3Kwhx///DPUD3RiaRqaZRWu+6sbuO/Wu1h69iksaShGVVUpSRBjIqF2DCTUnoSO1NFg5BtsUxMAdijMzz7yZVZ+9XqahrpG7f6u932bWW9YyadfO4/okWb8CiHEJBVLG2zuirO5I8amzgRZw8KwbHTLoa44QGXUz/TyMPNri9jeneCf2/rY05sipZsoQNjvQVPdsgRfRyu3//SzNAx2Fh7f0jS+95WfsXPGImrSQzRFvZw5vYzZ//J6lMMFWilLEEioHRMJtSehsYwKtLbCuedCSwsAXZEyTFWjId5bKDkYZk+fjvroozKyIISY8mzboXUwzbbuBFs64+zoTaE4DqmchaIqNJQGKY/4WVgbZVp5iBfbhnh8ex97+1OkdAsViAY8qKpCxUtr+Z///cSoxx+oaeBP//bfXPHtf8OXzaAoUNrXhdE8De/jjx16kEHKEk56EmrHQELtCe6llyCTgTPOGL39YMG2owOCQTjlFJyWFtKnn0W4u2PUYcOBdrCmAf+v/4/Qh94vH5kJIU44WcNia1eClv4UmzoTdA6lUVSFWNog4NVoKAtRHvaxormU6iI/T+/u56md/eztT5PRLWpiPXzzfz9Fdd++91BT1fDYFj2l1QQUh+hADwD95dX8/Jt3UbtoNufPqaSxLD8XQcoSxAgT2qd28+bNXHnllezatetYP7QQY/PSS3DaaWDb8MQTo4NtY6P7Bjn8hnnmmdDTA6rKyz/8BSWf/n80DHbSFSmjJjlQOMxrW9jTZ1D66OoDH+NwfWyFEGIKCXg1ljSWUFcSpCzip3Mow8vtMRRFwbFttnbFKA74GEzr1ESDnDmjlDOml/Pkzj62PLuJf80H2s7yOn70oS/zrz/9KtV9HZiqRtVg96jvpakqsYxO654BOrfuYUFFgDNmlFH+utce+RM1KUsQB3HMR2rXr1/P8uXLsSzryDtPIBmpPYE984xbQmCa4PEcGGzBfVM880x3lBawFJWecAm1yQHa8q25GuK9+/Y/2OPIaIIQ4gRm2Q57+lPs7U/RPphhc2cc03LImiaDKZPKqI/aaJDGshDn+TNUvfFyvHt201dVz7994nu0RSqoi/dy8/c/RXVf+6jH7i0qpzLRz0BNA3f/v2/z5ls+j1/PoCoKJb2dWNOnox2svEvKEk46x7X84MYbbzzs/b29vfz617+WUCvGz8FKDQ4VbJ95xi01yGRwzjkHZb9/p23RShSgPt5baN+Fx+M+zhHafUmwFUKciNK6ydauBL2JHC39aXb0JlGAWEYnkbOYZwzysa99mJLOVsxp02n/44M8mvHz3O4BWgYzTNv+Mv/9/Y/jGTEnobO4CoDaWA+9pdX4R5QlDFTU8Nvv/pqFZyzi1GmlhGQBh5PacQ21mqaxdOnSQz5wMpnkhRdeOOpQe9ttt/Htb3+bzs5OFi5cyK233sp555130H1Xr17NRRdddMD2zZs3M2/evDF9Pwm1J4jDlRrsH2xvvx2uuw4HsG0bzbYxFRWPYxcOGSqtpGSw1+1+4PO5j5tfcOGIfWxl5EAIcQLrTeTY3p0gnjHY1ZekdSBDaV8X1/z7B6jqbae/uoF7v/MrGpfO5YzpZQykdF58cgMXXvd2KnraC7W1w9ddxVU4uMF2pIGKGv773+8gEAzQEPGw+KzFLLLjBF4jCzicjI5rTe3s2bO54YYbuPrqqw96/4svvsiKFSuO6jF/+9vfcv3113Pbbbdxzjnn8KMf/YjLL7+cTZs20ZRvrXQwW7duHfUEKysrD7mvOEFlMm7wNE03wI4Mtmec4d7OB1vnQx9CyR+mAaai0psvORhWCLRPPOG+QQ73tD1cDe3w/fKGKoQ4gVUW+SkP+2gdTOP3aUwrD9NmJsDvp7+6gW985jZ6c0Hqt/ayuTPOWZ40b/p/V6P1tJOoa+L2j3yVq7/3BSxFwWuZ1Ax20188egnx3qJyKvu6uPHrH8LSvCiOze9u+CZzvv8FAh0tsoCDOKyjHql997vfTVVVFbfccstB71+/fj3Lli3Dtu2D3n8wZ5xxBsuXL+eHP/xhYdv8+fN54xvfyM0333zA/sMjtYODg5SUlBzN6RfISO0UdKiOBgcrNYBCRwPrJ3egfvjaQqCF0YHWqG/A69iF+tpCqB3LAg3y0ZcQ4iSUMy129qToGMrgdHSwtydGW7iCnGnTHstQPtDNF7/zMcq728g0NmM+/A+6iqt4ac0G1nUl6exN8J/f/Rg1Q6Mnj40sSxge0bVUDc22GKhuYPWPfsuymVU0FfnQmpvGtiKkDDhMaUeT19SjffD//u//5vrrrz/k/UuWLDmqQKvrOmvXrmXlypWjtq9cuZKnnnrqsMcuW7aM2tpaLrnkEv75z3+O+XuKKWi4zODcc90QO9LwiOxw7es558A55+Ccdhrrv/E/ONddNyrQAiSCEWqTAzgzZuD985+guNgNs01Nbo/aCy903wxHGh6RnTHDHRHweo/f8xVCiEnM79FYUBfl9BlllM2exrSl81neVEpVNMAKEoVA211Zz3dv+hF37DXpSeRYedlpXPPms3n90jp8nn3vzH3RCnpLq6mN9aDghtvhGlwtH2x/9JGv8Xx7ksgVl5E55zy6H3oUZyxLnF98sbv4jjjhHXWorampobm5mWuuuYbHHnvsVZ9AX18flmVRXV09ant1dTVdh/hHWFtby49//GPuvfde/vCHPzB37lwuueSSw55PLpcjHo+PuogpZP8yg0MFW00DywLLwtYNFn7xRjy2xf4fR5Sm41BX536MtWKF+5HVE0+4lxkz9pUZHCrYykdcQghBNOBlRXMpS5tKqIwGWFxfzJyGMhS/n8GaRn7y1TvY5ClmXcsQf3qhjZ88sYvBrTu56lNXU9bXRaqmnoGKGjKhMF+55mt0ltdRE+txPz0bQbMt3n/bFwl3tuFkc0TaW6i4/BKUXbuwpk0//CTeXM4tJRMnvFfcpzaRSLBy5UoaGxt5//vfz/ve9z7q6+tf8YkoyuixNMdxDtg2bO7cucydO7dw+6yzzqK1tZXvfOc7nH/++Qc95uabb+arX/3qKz4/MY66uvbVsg7brz62UD9bVzfqoyXHcUbUzTrgODiAAtiahlJaitLX5+7Q0+OWHDQ2jg6oR+pBKyUHQggxSkXErbftiGXZ6VF5+c4/kklnKQuUsiSr05vU6RjKktvTwnv/+2OoPW5ZgvXwP0hmTDZ2pyhOePj30u/xHwcpSzBVjZq+Dt73gy/y4zd/lJt+/hU0yx3B/c0N36Qh42fprhaKvfnfAGNZPVLKEk44Rz1SO+zee++lvb2dj3/84/z+979n2rRpXH755dxzzz0YR/EXUUVFBZqmHTAq29PTc8Do7eGceeaZbN++/ZD333TTTcRiscKldf8RODE5dHXB+ee7oXX//0b7lxmce65bknD++WT+cB/W2eeg2DbmfsUGCuB4PKh//jNKZaUbhEc+xv6jvlJmIIQQR01RFOpLgpwzq4LGhTPwz2hmTnURc2uKmV1VxAXBDF/67seo6Gmju6Ke//j0bXx/e46tnmJOO2sBH7lwJu86s5mAd1806YtW0FNaXeia0DDYyRd/+u9o+duabfGa/7iRtfc+jHXRxeTOPBv7nHOPHGilLOGE9IpDLUB5eTmf+tSnWLduHc8++yyzZs3iPe95D3V1ddxwww2HDZnDfD4fK1as4KGHHhq1/aGHHuLss88e87msW7eO2traQ97v9/uJRqOjLmISam+HPXvcutaxBNvubqwdO/G+9U3umxwKHGSEX7n9drjySrds4OmnDwzHhwq2UmYghBBHRVMVpleEOWdWBdMrw0RDXmZURmiuKcETDBCrbeRn//FTWkJlvNwe4/dr2/jeI9vZ/OxGzv/w2ynp7SRTW89QZS3ZUKRQljCyzy3AZ9/6eVpLa6nqbec9374RJR7H39GG2tpCrq6B7EP/OPyEXylLeMWSOXOiT+GgjskyuZ2dnaxatYpVq1ahaRpXXHEFGzduZMGCBfzXf/0XN9xww2GPv/HGG3nPe97DqaeeyllnncWPf/xjWlpauO666wB3lLW9vZ0777wTgFtvvZVp06axcOFCdF3nrrvu4t577+Xee+89Fk9HjKf9Sw2qqqC21g21w8F2uBPB8MdFdXU45eUo3e7HU1q+9mo40Hocu1ByUHDddbBo0b7OCY2NBy9n2H9JXSGEEK+IV1OZWRmhsTREy0CKVrWel37xB4xsluaSKkozBu1DaVoGMvRt2snyWz6Op7edeF0T/ff9lYDPQ3tcZ07Kyw8DX+VL37puVLC98aE7+PxbP8d/3vMtGgc7R33vtG6xekMnC8PlzDAT+46TsoRXLGtYdMaydA5lSOsWZ88q37cwxmThvEK6rjv33HOPc+WVVzper9dZsWKF88Mf/tCJx+OFfe6++26npKRkTI/3gx/8wGlubnZ8Pp+zfPly59FHHy3c9773vc+54IILCre/9a1vOTNnznQCgYBTWlrqnHvuuc4DDzxwVOcfi8UcwInFYkd1nDiGOjsdZ/58x5kxw3FaWvZtb2lxnKYmx62Ixf366afd/WbNcnLVNfvuG3ExFcX9WtMcx+t1HI/Hce64w70G9/rpp0efw9NPu9t9PsdZv358n78QQpxEsobpbO+OO49s6XYe2tjlPPhSh/PbZ/c6v7nncWegpsFxwOmsqHM++V9/dj521/POd1dtcZ7d3ed0vLTVyTZNc9/nVc1xwDHy121ltc4N//Lvo34X9ETLHQec7sp65wff+Y0Tmz7LMRoaHXv498r+v3OGtbS4982f7/5+Eo5uWk7bYNp5fk+/89DGrsLlkc3dTlcsMy7ncDR57aj71A6rqKjAtm3e+c53cu2117J06dID9hkcHGT58uXs3r371SXv40D61E4Ch+sv2Nrqjp62tLi3810NRq4AdsBo7PB+Tz5ZWAq3sDTuwZbMHTa8dO4ppxzf5yuEEALDsmkbzNAykMYwbTw93Sz/wFtR9Ry/+dYvecGJ0J8yUBWoT/bz+f/6V8q629Cbp7H3+z+m5l8/RMZ0cHSd6sHuQj/bYR35Xrd1sR66S6rxYVE65E4Qthoa0Z56UvqQH4ZtO/SlcnTFsvQlc4zs0loa9lFbHKCqyI9He1UVrGN2XJfJHfarX/2Kt73tbQQCgVd0khNNQu0kcaRge9ZZbp3tfoYDraWoqAoowz91w6F2LAs07L+PEEKIcWPZDu2DGfYOpHA6ulBMg8GKagzToTeepW/LDq790gep7uugu7Ke7//7j6haMJuzfWnCkRC9L2/jnPe/Ec1yJ43953u+zAfv/yENA52jgu1IscpaNv72ARacsZCSkM/dKIEWx3EYSOl0xbP0JnKY1r5oGPZ7qC0OUFMcIODVxv3cxiXUTnUSaieRQ7yhWHtbSJ1+JtGe0bVSw4HW8XhQfv5z+OAH3d604F4fKrQOB1tVheeek5FZIYSYBGzboSeRo3UwTSztTtzS2ls5/QNvJdy2l8GaRr7xmdvYGypDURRCPo05+iAf/9qHKepowdY8qJZJd0UdX3/nF/n8r/+Duv4OuovKqE7sWwa9u6ic6kQ/3ZX13POdOzn1nCWcQpzgyktPykDrOA6DaYOeRJaeeA7d3Dck6/eq1EQDVBcHiAYmtgOQhNoxkFA7yewXbNd97RYqPvERGge7RpUcFIwMrsPL58KRR2Ol1EAIISatWMagdSDN0K4Wll7zFlRd5/E7fk+6spaOWIY9vWmye3bzhW9/jJq+Dnoq6/nTZ/+Ld956E4rfz33/fScb9/bxya98iOr9et22F1eCA/XxXtrLavnJtV/hU7/8D0q7WnFmzHAX4znBA61tOwymdXoSOXoSOYwRQdajKVRHA9REA5SEvAddK0A3bYbSOoNpg5mV4XEpQZBQOwYSaieh1laM88/Hu2dPYZOhqAesLANAdbU72rr/G5CUGQghxJSXMy26t+6leyBBrNztRGDaNkpbG2d/6K0UtbfQW1XPV274X7qLq6iJ9RIK+wk3NzBHH+Kqj7+DSHcHAL1FFViaSs1QD+3RSsANtsO6Kur483fv4sJLVzCrughNPfjCT1OVYdn0J3X6kjn6kqNLCzyaQlVRgKqon7KQD3W/566bNkMZncGUwWBaJ5k1MWybdM7k/NmVVEaPfwnq0eS1SdaLQZysUjmDDz+4l8w5H+MPez5T2F4ItDU10N+/r6dgd/fodl/DRq48pqruqKwQQogpxe/RaFo4g0bHYSht0BHL0BPPoQUDKH4/qYZmXvjJ7zmtqIKW/jRtYR+9GZ2SDdu57taPE+nrYLCixg1pviA/fP+X+Mhtn6c+X5Yw0qcuv4Htu3X+es+LnD+3ijctb2BaefiQq5pOBcmcSX8+xA6lDUYOX3o9KlVFfqqK/JTuF2SzhsVQ2g2wQ2mDZNYgrVv5i0lKt1AViPg96NbkGxOVkVoZqZ1QlmXzzb9u4o4n9lIT7+U3d99E89B+K7zU18OaNTA46C7M8IlP7OuK0NR0YLAFKTMQQogTjGnZdCdy9G3fQzyeIVdbD0DOsMiYFvruPbz24++irLuN7oo6vnT9/6IpCt6Qj2xZFXXxHj725Q9QMTC6LGFvSQ3vfufNdJdUEvR6qIl6uWR+Le86s5HGsshEPNWjljUsBlJ64TKyPhbcyV6VRT4qIn6Kg25pgW07JHWTWNogljEYSOkMZXQyuk1aN8noFlnTwqepRPweIn4PYb8Hr6YS9nuYUx2hPOI/7s9Nyg/GQELtxLtvXQuf+f0GcjbUjgi0lqIWFlQADgyu+7f7OlSwFUIIcULKmRY98Rw9iSyDKQN/Zzsr3v9mQq17SdY38adb7mKLp5jepE4ya5AzHcoHuvmP7/4rlflQ2xetwFTdsoSWkhre+c6b6cyXJ/g0hcoiHxfNq+ZfL5xJbUloIp/uAdK6yVDayF900vro1dY0VaE45KUy4qci4ifo08gaFvGMQTxr0JfU6YlnSesWGd0iY7gB1nEg6NUI+z2Efflrv4dowIPPq+JRFRQUMobFnOqicemGIKF2DCTUTpxtXUO880dP059xfwhHBlqzphZPX69bE1tf77boamk5fB9br9cdyV2xYuKelBBCiAmRNSz6d+yl7PWXQy7H8z//A7naemzbYSCtE0sbZHfu5l2fv4bKnnZ6y6pxHMj5A/zXuz/Pv/38K9QPdNJSUsO7330zbZFKhoORR4GioMZ5Myu4fuUcZlSOf17ImRbJrEkiaxLLGAxljFETvMBdHb4o4KUs7KMs5MXnUUnrFgNpnd54jt5kjmTWJGtaZA27MJLrUd1uEqF8iI0GvIT8HjyagpYvv7Ach2TWxLJHx8WlTSVUyEjt5CChdvwNJrK8646n2dydKmyrjffyu9/cRONglxtcf/c7eOc73TW5n3jC3elICzT4/fDYY7KsoRBCnMy6urBzOkMVNQykcvQl3YlNI0dx43VN3PXNn9MbzzFgOHSHSon0dPL1Wz9BbX8HraW1vOfqm2kJVTAyNiqAzwOL66J88tLZnD/n2P++MSy7MHKazJkkcyaJrEHOOHCytKpCkd9DwKehKQqmbRPLmG4JQdogY5jkTBvD3BfxFAUCHo2QT8PnVd2RWJ8HTVNR80/SdpxRiy3s/z3DPg+RgIciv5fKIncE+HiTUDsGEmrHT043uP63a/nrxv5R25tSvTz4xy8RaW8dHVi7utwJYSPD6+GCrazTLYQQ4iByu/fgufhitD27yTZNY+0v7iVT7dbi6oZFX0qnN5ElsWM3//rVa6nubaejvI6PfvA7bPcXk9YdDhaSwl64aG4V7zyjmbqSIEUBH36vildzL6rCqIlmtu2gWzY5wyZnWuRM9zpr2GQMdyLW8OirbTvYjoNu2mTy+yg4qIrirgOMg2lB2jAxLOeAEVRwsBx3FNanKQS8HsJ+N8yq+fIBr6bgUQ/ejktVIVg4xkNRwK2nDfm0CZk8J6F2DCTUHn+O43Drqk387+o9jJwkqQLvOq2Wr59di3LJJe6o7JH6Aw4HW78fHnlEQqwQQogj6+qCiy8u/J6x6xtI5EziGYOUbpLKmSRzbqD0drRx6jVvxvD4+PnX72A7YTpiGdoG0wylTMxDfAuvAnUlAepKg0QCXryqiqoqqIpb26oqCprqXtwYqaAo7uivooBpg+XY+XCqoKm4xygKXk++jlUBxwYbB9txV2NzHAfHAVVV8HtUgl6NgFcl4NWI+D34PRp+r3rI8BrwaoT8mltD6/MQ9GmE87cnU+cHCbVjIKH2+Pr9M3v40v0byez3LnBGUzF3fvBM/P58N7n9R2UPR0ZlhRBCHK0x/J7RTZtUziS3ey9ZVNJllWRNi5xhM5TJ0R/X2dYdY83uAfb0pfn/7d13eBzluTbwe2a2arW76r26d1uWe6E52AcngBMOJcmhhEDiAKE4JJQUTkjhkOQjhARTDpgkpEDANnGCw7EJ7jZgG7nL3VaX1XdX26d8f4wkIySMJEu7Wun+XdmsPTu7ejQeLt96/b7P282MAACASQISrAY448wwG0RIotgRZoW2gPvxsCuKgKHtHEkQOoVJqe08k0GE2SDBZNADa5xJRJzJoAdRowiTQerSX1YQ0HG+xSDBatI/w2qS9M8wdn3PYMU+tRQ1W4/W4f6/7UWTr/N/8VkOI1Yvn4vMJHvnN/QmoLK7ARER9VYP/p4xGUSYDCZg0uhuX1dVDYqmQVY0eINh7DxRj1d2nsGRGg+CH2s8EFKAulYZzT4ZNrOIDEccchKt+j/hW4wwSSIMBhEmUZ8CYDJIHVMWJBEwSCKMogijpI/SGiV91Ff62Ghv+9QBgyS0vU8fqW0Pv2aDCLNBHFSjrZHCkVqO1PaL3Wfq8d2/7cPZ5lCn4/Em4IWvFmP+WI6uEhHR0KGoGk7Xt+Jvu8vw7yN1qHIFEFLOz8EVAIgCYDQIcFgMyHRYUJAaj7wkG1LjzbBbJVgNBphNIuKM+pzVOJM+mhpnMiDeZIDBMPDb0A52nH7QAwy1/eNAeQseWrMPpbXeTscNIvCdz43Bt67o/qdeIiKioUDTNFQ2+7H+YA22HK3D6UYPmnxhyKo+DxZAx5QDfeGWBLvVgESrCSl2E5LjLUi2mZBoM8Fu1ue2mg0SJFE/12o6P+/V0jb1wGqUhtx2vp+GobYHGGr7TtM0HK5oxo/+cQglFZ5OK0NFAP8xKRW/uakYRsPAt/ogIiIaLKpafNh8tA67TjXgVJ0X9a0B+MIqZEWFqp1fHCaJ+gIus0HQOwuY9W4D8SYjbGYDTAYR8WYJDqsR8RYD4owSTEYJRlFfOGaURFhNIuwWY9s82/Ph12KULmr6QXunhpCi97MNyioCYX1+sd7nVu/eUJyfCIfF2L8XsBucU0sDQlFU7KtowS/fKcXusy1QPvH6hHQb/vfWWchOGlw7rxAREUVCdkIcvjqnAFeMT8euUw0oKW/GiXOtqHEH4A8qCCsqwooKTQNUKAiERYSUEFz+cMfIrNkgwmbRR2MtbQvEjJLY0QnBIIowSQIMkgiTUYC5bV6u1LbwrL3bgtUodXRAsBj0zgjtvwfQqYuComqQ28Ksonz2WKemafCH5IiE2t5gqKXPFAgr+PB0I57bfAJ7ylq6rPpMtxvw5Jem4rLxnDdLRESU6bTiS9NzMW9ECvaUNeNorRun6zyobPHDG9RHOtsDLnC+G0JA1oNvSFbgFs8HWYtBb79lMRlgFAUAgt679mNTEMT2jgptfWjbf9/ePqz916IgwCAKMBv1xWVGUV9YZpT0rwVBgKrpny21tSZrD8r6SLN+zCQNvn+NZailT9XsDWHXmUb8accZ7C1rRvATYdZuFvCNhYW489LRsBh5KxEREX1cRoIVn3daUJSfiENVLlQ2+nCq0YPq5gCafSEEwgpCir7zl6ppMAj61AJAH0VVwipMkghRUKEFNfjDqr74TNIDqdWoTznoGMWVRAgAwooGfZsGDaqqL17TN3U4P7/XF9Y7J7T3wRWhB1ezsa0FmKSP6nZ0VpA6T2mQu2z6EH1MItTFqbpW7DpZj3UHq3Co0g1fuPONazEAi8dn4KGl45GdyKkGREREn0YQBGQnWJHhsKCy2YeCOhvq3EFUNftQ6w6gyRtEozcMWVEhKxrCbfvUGtumCggAQooCf1iDJIiwGsWO3cWCsopASNH73baNtBoN+mIyi0GEySjBLOnB1CDp79NDdPtIsQZZVSAr+ha5oqBPQfCH9YBsaNsAwiiKMBoExJv03cVsFglCt3utRRdDLQHQpxjsr2zBrhMN2H6yDkdqWuH7xDwDowBMzXHigSVjMLswBQaJrUaIiIh6QhIF5CfbkJVgRXmTD2UNZrj8YTS0BtHsC8Hjl1HR7EOTNwxREKBoChRFgyQKiDMZYGwbKdU0DbKiojmsQNP0Hrs2kwGSqM+TDcsaXOEQPG2htH2TB0kSYJIkGEQBkgSIgt7rNs6s9881iiJUaAgrGsKyvlDMIysIevVFYmFV1Xc1a8uyjgVGpNgt0b2on8BQO4xpmoYzjV4cqGjB/ooWlJQ14Xidt0uYlQAUpsbh5rn5uHZaDhLiTNEpmIiIKMYZJREjU+ORk2hFWaMPlc0+BGUVTd4QRqTFIyQrKG/042yjF/6wAlEQoGr6KK7FpC8UUyURGtAx51XRNPjDit5ZQQDMBgMMggBB1KccyAqghFUYRLVtowkRJgnQRAGyKsCrKVDbt90V2rfqFRFnlBBvMkAQoNegAmFF7+ZgMw++CDn4KqIB5/KHcKDShQOVLThb78XhGhfONngRCGv4eJw1CECq3YQvTMnEdTPyMCbNHjPb6hEREQ1mZoOEMel25CXF4XS9FyZJhKppaA3ISIk3Y/bIRNS5gjhe14qqZh9kVQ+dIUWDoGmwW4wwG0UoqgZ/SEUYGgQAkqB/TlBWIIoCLJIAq0nU234ZJRglQT8H+rxYWVYBQYBRFM5PV2hfRCZJkES0dVYQYBRFfdRXFJBkM0f7EnbBUDtM+IIyjp3z4Ei1G6caWlHr8uN4bSuqmwMIyEqXMJsQZ8T8UUm4tigXMwuSYB9kbTuIiIiGAotRwoQsBwpS9HBbiwAAQFZV5CfHY2SaHcGwgjMNXpxuaEW9JwhF0+e+BmQVAgTEmSWkWyQYRBH+sIrWoIygrELVNPgBSG0tvwxtC8NMbVvpWkwS7GYj7BYDLG0bOogCAA1QNEBWVAAiIGrQVEDTFIiqCJMBMA3CKYgMtUNYUFZwqs6LIzUtOH6uFS3eMGpdPpQ1+dHQGkJQVqCo6JjqbRCAeIsBk7OcuGZaJqYXJKMw2cbRWSIiogEWZzJgUrYTBSk2nK5vRZ07CEDvgpAQZ8KsQgvGZTkQCCmoavbhVL0XLb4QZFVf5NXoDesjswYRiXFGWI0SRFFAMKzCE5LhDynwhRWgfc8tATCKEoyGAEySAJNBH8U1GfSNIQyigHiLAZa2PrjtHRcEUUVIFuALheGMG1wDXgy1Q4zbH8LZBh9O1nlwst6LZm8I7kAY9e4AalwBuAIhBEL6vJj20VmjCMSZDchPtOILU7IwOTcBk7KdHJ0lIiKKsHizAVNyEuAJhHG63ot6TxCtQRmCAKTazXAkG5HhtKAwNR6BkIJzniAqmrxoDcoIqxoEDWgNyfDLKswGEXaLAXarBaqmQWnrrhAMq/CFVQTCMvxBFa2aBkEI64NcGiCKeh9agwRYDPomDhajCFPb9r2aBkzKdkb7UnXBUBvjZEVFY2sIZxu9OFnvQVmjD26/DF9IgS8ko8UbQl1rEG5/GP6wAlnW+9Vp0MOszWxAusOMRWPTMDUvEaPS7RydJSIiijK7xYipuQlwB8I40xZu69xB1HuCSHdYUJSXgNaAgmSXH3lJcQiEFTR6Qzjn9rdt7qDvFuYNKvCLKgyCALvVgCSTGZIESBDgDSnwBGS0BmWEZAUhWUOwbSGYLyS39bgNQ9P0AV6tbcMHSRAwuzABI1Ljo32ZOmGojTGqqqHFH0Z1iw9ljT6cbfShoe2nOH9YgapqCCoKPH4Z9Z4gXP4Q/CEF4Y+FWaktzCbHmzEzPwHzR6Ui1WHBxCwHR2eJiIgGEUc34bbWFUCtK4AMpwWTs53QgI5j2QlWBMIKmnwhNHlDCMkq9GmyGsKyBrca7hh5TYk3I8tphSTpQTWkqAjKCrwhBd6ArAfeUBjegAJfSN8oQu+lqwzKtp4MtYNcIKzA5Q/jnDuA6hY/Kpr8qHMH4AqEEQirUFQNkqBvj6cqGpp8QTS2htDkC8EXlNv2dQYgAAZRn7OTGGfE2EwHLh+bhuR4MwpTbCjg6CwREdGgdaFwm+6woCAlDiNTbXD5w6hxBRDvDiDLaUVQVuD2y3D5QwiEVb09l6p1bNdrtxhgMxtgNxuQHG+Bta1LgiSKCMl6f1pF1RAMq/CHZLgCYbh9YYxItUX7knQhaJo2+LaEiAC32w2n0wmXywWHwxHtcqCqGnxhBd6gjBZfCHXuAMqb/DjnDqDZH4IvqCAkq1A1faTVYpBgNen7LnsCYdR5AjjnCqLRF4Q/pELfkESFpgGSKMJiFJEQZ8So1HjMHZGEnOR4OKxGjs4SERHFoI+H23YpdjMKk21wxhmhqhqafSHUeYKo8wQRlvVpBe6AjNZgGCFZBQRAUwF/WIEGwGaSYLcaEW82IMFqRJLNjIQ4I5xxRtjNho5tclVVgyCg07a5A/Z99iKvMdRGMNSqqt4c2ReS0RqQ4Q6E0eQLo8ETxDlXAO5AGJ6gvkJRVvTpAoKgt82wGEXYLUZYjfoWeW6/glq3HzUtAdR4AmjxhxAKq1DV9kkGgCjqLTscFiNGpNpQXJiIEcl2mAwiR2eJiIiGAE8gjLMNPpxzBzqOJdpMKEyxIcmmb5akaRqaffoAWJ072DZIpsEXVOAJhaGqGhS9XS1CsgpvUIYoCrBbDIg364HWapLgsBqREGdEgtUIp9UYkSkIDLU9EOlQ++/Sc3j/dCMCYRWBsKLvyNE+NaCN2BZg9X2bJSTaTMiwWxBnliAKaJuCEMDZBi/qW0NoaA3CGwwjrKhQNECEpm+hB72ps81sQEFyHGYWJCI/OR5xJgPiLQaOzhIREQ0x3qCMs41e1LoCHdnCGWdEflIcUu3mjlFVTdPg9suo8wRQ7wnCF1IA6G1AWwMyFA3QoOo7man65/pC+kYO8WYJ8RZ9JHd6XiIynAO/TW5v8hrn1EaIJxBGdUsAogAYRL3fW7xZb3zstBiRZjcjw2FBgs0Ik0HfIcTdtg90aY0H5U1eNLWG0OwLocUfRiCkQFE1KJoKUQCMkgRF02CS9ECcmWDB/BEpyEmKg91ihCAABSk2djYgIiIagmxmAyZmOTEyNR5nG72obvHD5QvjgM+FOJOEvOQ4ZDqtkEQBzrYpBaPT7fAEwqj3BNHQGoLZEAag9731hRQEZQWJNhOSbIBB0nvetvplnHMFMCEz+lM3P4mhNkKm5SXAYTEiyWaC3WqAw2JEvNkISQTcAX0ebZNXv7GaWkOocvlR2exHkzekr2L0huAJhCErQFhVoGmAQQLMogGKqsEgCbAYDEiKN2PeyGRMznZCgL6tXbzFgAlZDjg4OktERDSkWYwSxmU4UJhiQ0WTH5XNPvhCCo7WeHC63ovcpDhkJ1hhMuhTB+wWI+wWI0ak6qO1Da0hNHiCaPKGoKh6TFRUDb6QDKNBRKJRRIpgQqrdFM1vs1ucfhDBObWapqE1KMPlD3c8fEGlrddsEFWuAM65AvCGZMiqhmZvCC5/GIGwAkVVEZJVaNBvWIOkr0qURAEmSYDdasSM/CRcOjYVYVn/IxUEID/ZhhEpHJ0lIiIajmRFRXVLAOVNPgTC+lQDSRSQmWBBXlIc4kzdj2+2LzRr8obQ0BqCNyif/0xVxZScBGQlWAe8fk4/GITONnhxpsGrTxlQNXiDMhpa9RWJHn8YQUVvm+Hxh9Hsk+EPygirCmRZRUgFRADOOBMMkgB/2/wXm0mC1WTA1JwEXDkpDXFGA9x+/aaLM0uYmOWE08rRWSIiouHKIInIS45DTqIVdZ4gzjZ60RqQUdnkR2WTH2kOM/KTbF22vBVFAcnxZiTHmzE6HR3/atzeNrR9EdpgwlAbIQFZQXmjD43eILwhfaFYWNZHX1v8+jzZYFjVF5ApCvyyBllWYDEakGYzQJJEeAMyFEVv52UyShifGY8rJ2SgMNmGc55gR6DNT47DyNR4js4SERERAD2kZjgtyHBa0OQNoazRi8bWEOrc+k5lzjgjchPjkGY3d5sfLEYJWQlWZCVYoWlaRNp59RZDbYRUNflR1eKDP6ygxReGNyjDLysItzU2Dst6V4RgSIUoiYg3SYh3WCBAQyCsIiQrMEgCJFHAqLR4XD42DdPzEuENyShv8gMA4kwSJmQ5kBA3+H56IiIiosEhyWZCks2E1qCM8kYfat36ojKXzwWzUUR2ghXZiVaYDVK37x+MgRZgqI2YRl8QJ861QoO+F3NAbguysqpvb6uoMJsMsDtMiDNJEKEhENYQUvTecZIkoCDZhgWjUjBrRDLsFgOO17Z2zI/JTYrDqLR4SBydJSIioh6IN+sLyUem2VDVrC9QD4ZVnK734myjF2l2C3KT4mJmKiNDbaRogKxpCIUVKJoKf0hDQJZhMoiwm40wGwTYzEYYJAEhWUFrQIVfViAJQGFqHOaMSMbswmTkJllR0ezHgQoXAMBqkjAh04HEQTi3hYiIiAY/s0HCiNR4FCTbUOcJoqLZB5cv3LENr91iQE5SHDIclkE9eMZQGyHBsIJgWIE3qADQYDJKsBpNiDNLcFiMkARBn5rg16cmGEQR+UlWTM9LxOwRKRiTbkcgrGBfhatjoVh2ohWj0+IjsqMHERERDW0fn3fr8odR0eRDnScAT0BGabUbJ855kOm0IifRCpt58EXIwVfREOUN65sl2C0SRFFEWrwJ8RYDgmEFvrCKutYgPIEwTAa9QfLELCdmFSZhfKYDVqOEU/VeVDT5AOiTtcdn2pEcb47yd0VERERDkdNqhDPbiZBsR43Lj6pmP3whBRVNPlQ0+TAhyxGRll69wVAbIaPS4nGgwtWxpZzLp/d8a/CG4fKFYDZKyE2yYUy6HbNHJGJiZgKccUY0e0P4oLKpY3Q2K8GKMekcnSUiIqKBZzKIyE+2IS8pDk3eECqb/Wj0BtnSazizmw1IspngDoQBDWj0huAOyLAaReQmxSE/2YbZhUmYkpOARJsJsqLiaK0blW2dDTg6S0RERNEiCOf71oYVFcZBOLjGUBshvqA+/aDBE0RQVvWWGU4rshKtKM5PxPT8RKS0BdYmbwilNW7OnSUiIqJBZzAGWkDfqGpQWLlyJQoLC2GxWFBcXIxt27Zd8PwtW7aguLgYFosFI0aMwPPPPx+hSvumxR9GjcsPkyQhJd6M0Wl2XD0tC3csHIHFEzOQEm/uGJ39qKwZ/pACi1FCUV4Cxmc6GGiJiIiILmBQjNS+/vrruP/++7Fy5UrMnz8fL7zwAq666iocOXIEeXl5Xc4/c+YMli5dijvvvBN/+tOfsGPHDtx1111ITU3FddddF4Xv4LOZjRLsFiMyHBYUFyZiRn5Sx8gsoI/OHql2d/SdzUmyYlQqR2eJiIiIekLQNE2LdhGzZ8/G9OnT8dxzz3UcGz9+PJYtW4Ynnniiy/kPPfQQ1q1bh9LS0o5jy5cvx/79+7Fr164efU232w2n0wmXywWHw3Hx38Rn8AVl7DjVgOl5iZ3mxcqKihN1rahq1ufOWk0Sxmc6BuUEbCIiIqJI6k1ei/owYCgUwt69e7F48eJOxxcvXoydO3d2+55du3Z1OX/JkiXYs2cPwuFwt+8JBoNwu92dHpEUZzbgygkZnQJtvSeIXacbOwJtTpIVswuTGGiJiIiIeinqobahoQGKoiA9Pb3T8fT0dNTW1nb7ntra2m7Pl2UZDQ0N3b7niSeegNPp7Hjk5ub2zzfQByFZxaEqF/ZXtCAYVmE1SSjOT8S4DM6dJSIiIuqLQZOgBKHztmuapnU59lnnd3e83SOPPAKXy9XxqKiouMiK+6bWFcCu042odQUgCEB+sr4FLre5JSIiIuq7qC8US0lJgSRJXUZl6+rquozGtsvIyOj2fIPBgOTk5G7fYzabYTZHr8drIKzgaK0HDZ4gACDeYsD4TAecVmPUaiIiIiIaKqI+UmsymVBcXIyNGzd2Or5x40bMmzev2/fMnTu3y/kbNmzAjBkzYDQOzpB4ut6LBk8QogiMTIvHrIIkBloiIiKifhL1UAsAK1aswEsvvYRVq1ahtLQUDzzwAMrLy7F8+XIA+tSBW265peP85cuXo6ysDCtWrEBpaSlWrVqFl19+GQ8++GC0voXPNCotHil2M2YXJqMwxQZR/PSpFURERETUO1GffgAAN954IxobG/H444+jpqYGkyZNwvr165Gfnw8AqKmpQXl5ecf5hYWFWL9+PR544AE8++yzyMrKwjPPPDNoe9QC+t7J03ITol0GERER0ZA0KPrURkOk+9QSERERUe/EVJ9aIiIiIqKLxVBLRERERDFvUMypjYb2WReR3lmMiIiIiHqmPaf1ZLbssA21Ho8HAKK6sxgRERERfTaPxwOn03nBc4btQjFVVVFdXQ273X7Bncv6k9vtRm5uLioqKrg4bYDwGkcGr3Nk8DoPPF7jyOB1joyheJ01TYPH40FWVhZE8cKzZoftSK0oisjJyYnK13Y4HEPmZhuseI0jg9c5MnidBx6vcWTwOkfGULvOnzVC244LxYiIiIgo5jHUEhEREVHMY6iNILPZjMceewxmsznapQxZvMaRwescGbzOA4/XODJ4nSNjuF/nYbtQjIiIiIiGDo7UEhEREVHMY6glIiIiopjHUEtEREREMY+hloiIiIhiHkMtEREREcU8hloiIiIiinkMtUREREQU8xhqiYiIiCjmMdQSERERUcxjqCUiIiKimMdQS0REREQxj6GWiIiIiGIeQy0RERERxTyGWiIiIiKKeQy1RERERBTzGGqJiIiIKOYx1BIRERFRzGOoJSIiIqKYx1BLRERERDHPEO0CokVVVVRXV8Nut0MQhGiXQ0RERESfoGkaPB4PsrKyIIoXHosdtqG2uroaubm50S6DiIiIiD5DRUUFcnJyLnjOsA21drsdgH6RHA5HlKshIiIiok9yu93Izc3tyG0XMmxDbfuUA4fDwVBLRERENIj1ZKooF4oRERERUcxjqCUiIqJBRdO0aJdAMWjYTj8gIiKi6AqEFZyqb8XJulacONeKE3UenKhrRWWzH/NHJuMHX5iAkanx0S6TYgRDLREREQ0oWVFxpMbdFlxbcbItvJY3+fBpg7KbjtVj+8mtuH1BIb59xWjEmxlZ6MJ4hxAREdGAqWz24Y4/7MHRWk+3rzutRoxJj8eoNDvGpMdjdJodDqsBT797Au8drcMLW07jrZIqPLp0PK6ZmsXe8vSpBG2YTlxxu91wOp1wuVzsfkBERDQASsqbcecf96KhNYh4swETsxwYnR6PMel2jErTA2xKvOlTg+q/S8/h8X8eQVmjDwAwqyAJP752IsZn8u/t4aI3eY2hlqGWiIio3719oAYr/rYPQVnFuAw7Xr5tJrITrL3+nEBYwcvbz+B3752EP6xAFICb5+RjxZVj4YwzDkDlNJgw1PYAQy0REVH/0zQNz246iV9tOA4AuGJcGp75ctFFz4mtbvHjZ+tL8faBGgBAks2E7y0Zixtm5EIUOSVhqGKo7QGGWiIiov4VlBU8suYg1nxUBQC4fX4hvv/58ZD6MXTuPNmA//7HYRw/1woAmJLjxI+vmYiivMR++xo0eDDU9gBDLRERUf9p8oaw/NW9+PBsEyRRwH9fMxE3z8kfkK8VVlT8cVcZnt54HJ6gDEkU8MptM3HJmNQB+XoUPb3Ja9x8gYiIiC7KqfpWfHHlDnx4tgl2swGrbps5YIEWAIySiK8vKMR7D16GxRPSoaga7nutBFUt/gH7mjT4MdQSERFRn+081YAvPrsDZY0+5CRasfquebg0QiOmqXYznvlyESZlO9DsC+PuP3+EkKxG5GvT4MNQS0RERH3y+u5y3PLyh3AHZBTlJeCtu+djTLo9ojVYjBKe+2oxnFYj9lW04GdvH4no16fBg6GWiIiIekVVNTzxr1I8tPogZFXD1VOz8Nc75yAl3hyVenKT4vDrG6cCAP6wqwzr9ldHpQ6KLoZaIiIi6pX/eecoXthyGgBw76LReOamabAYpajWdMW4dNx9+UgAwMOrD+DEue53MKOhi6GWiIiIeuzVXWfx4lY90D553WSsuHLMoNm6dsWVYzFvZDJ8IQXf+vNH8AblaJdEEcRQS0RERD3y79JzeGzdYQDAd64cgxtn5kW5os4kUcAzXy5CusOMk3WteHjNQQzTzqXDEkMtERERfaaDlS7c85cSqBpww4wc3HPFqGiX1K2UeDOe/cp0GEQB/9hfjT/uKot2SRQhDLVERER0QVUtftz+h93whxUsGJWCn31x8qCZctCdGQVJePiqcQCAn759BB+VN0e5IoqEQRFqt27diquvvhpZWVkQBAFvvfXWZ75ny5YtKC4uhsViwYgRI/D8888PfKFERETDjMsfxtde+RD1niDGZdix8r+mwygNivhwQV9fUIilkzMQVjTc/eeP0NgajHZJNMAGxV3p9XoxdepU/O53v+vR+WfOnMHSpUuxcOFClJSU4NFHH8W9996L1atXD3ClREREw0dIVvGtP+3F8XOtSLObseq2mXBYjNEuq0cEQcCT103BiBQbalwB3P/6Pigq59cOZYI2yGZQC4KAtWvXYtmyZZ96zkMPPYR169ahtLS049jy5cuxf/9+7Nq1q0dfpzd7CRMREQ03mqbhwTcOYPVHlbCZJLz+zbmYlO2Mdlm9dqzWg2XP7oA/rODeRaOx4sox0S6JeqE3eW1QjNT21q5du7B48eJOx5YsWYI9e/YgHA53+55gMAi3293pQURERN175t8nsfqjSkiigN99dXpMBloAGJthx8+/NAkA8Nv3TmDzsbooV0QDJSZDbW1tLdLT0zsdS09PhyzLaGho6PY9TzzxBJxOZ8cjNzc3EqUSERHFnNV7K/Hrd48DAB6/diIuH5sW5YouzheLcvDV2XnQNOD+1/ehstkX7ZJoAMRkqAXQZdVl+yyKT1uN+cgjj8DlcnU8KioqBrxGIiKiWLPzZAMeWn0AALD80pH46uz8KFfUP3509QRMyXGixRfG4/84Eu1yaADEZKjNyMhAbW1tp2N1dXUwGAxITk7u9j1msxkOh6PTg4iIiM47fs6Db/5pL2RVwxemZOJ7S8ZGu6R+YzZI+PkXJwMAtp6oRyCsRLki6m8xGWrnzp2LjRs3djq2YcMGzJgxA0ZjbKzKJCIiGkzqPAF87ZXd8ARkzMhPxK+unwpRHLy9aPtiYpYDGQ4LAmEVH55pinY51M8GRahtbW3Fvn37sG/fPgB6y659+/ahvLwcgD514JZbbuk4f/ny5SgrK8OKFStQWlqKVatW4eWXX8aDDz4YjfKJiIhimjco4+u/34OqFj8KU2z431tmwGKUol1WvxMEAZeOSQUAbDleH+VqqL8NilC7Z88eFBUVoaioCACwYsUKFBUV4Uc/+hEAoKampiPgAkBhYSHWr1+PzZs3Y9q0afjJT36CZ555Btddd11U6iciIopVYUXFt/78EQ5WuZBkM+GV22Yi0WaKdlkD5tKxeqhlF4ShZ9D1qY0U9qklIqLhTtM0fOeN/VjzURWsRgl//cYcTMtNiHZZA8rlD2P6TzZCUTVs+97lyE2Ki3ZJdAFDvk8tERERXbxfbTiGNR9VQRIFPPvVoiEfaAHAaTViel4CAH3BGA0dDLVERETD0Ku7zuLZTacAAD//4iRcMS79M94xdLTPq918jKF2KGGoJSIiGmbeOVSLH607DAB44HNjcOPMvChXFFmXtW0msfNkA0KyGuVqqL8w1BIREQ0je8424b7XSqBpwJdn5eHeRaOiXVLETch0ICXeBG9IwZ4ytvYaKhhqiYiIhomTdR58/Q97EJRVfG58Gn5y7cRP3YlzKBNFAZeMZmuvoYahloiIaBg45w7g1lW74fKHMS03Ab/98nQYpOEbA9pbe23hvNohY/jezURERMOEOxDGras+RFWLHyNSbFh120xYTUNvc4XeWDg6FYIAHK31oNYViHY51A8YaomIiIawoKxg+at7cbTWg5R4M/5w+ywkDeHNFXoqyWbClJwEAMBWTkEYEhhqiYiIhihV1fDdNw5g56lG2EwSfv+1mdxs4GMu45a5QwpDLRER0RD1P+8cxbr91TCIAp6/uRiTsp3RLmlQaZ9Xu+1EPWSFrb1iHUMtERHRELRy80m8uPU0AOAX/zkFC9tW+9N5U3MSkBBnhDsgY19FS7TLoYvEUEtERDTEvLTtNH7xzjEAwCNXjcOXpudEuaLBSRKFjrDP3cViH0MtERHREPLqrrP46dulAID7Pzca37x0ZJQrGtwu5bzaIYOhloiIaIh4fXc5fvh3ffvbb102EvctGh3liga/S8akAAAOVrnQ0BqMcjV0MRhqiYiIhoC1JZV4eM1BAMDXFxTie0vGDsvdwnorzW7BxCwHALb2inUMtURERDHunweq8Z2/7YemAf81Jw8/+Px4BtpeuGwspyAMBQy1REREMez/Dtfivtf2QdWAG2fk4vFrJjHQ9tKlY9IA6CO1iqpFuRrqK4ZaIiKiGLXpaB3u+ctHUFQNXyzKxs+/NBmiyEDbW0V5CbCbDWj2hXGwyhXtcqiPGGqJiIhi0PYTDfjmn/YirGj4/ORM/PI/p0BioO0ToyRiwWh9wdgWtvaKWQy1REREMeaD042444+7EZJVXDkhHU/fNA0GiX+lX4z21l6bj9dFuRLqK/4XQEREFEP2ljXj9t/vRiCs4rKxqfjdV4pgZKC9aO1b5u6vaEGzNxTlaqgv+F8BERFRjDhQ2YLbVn0Ib0jBglEpeP6/imE2SNEua0jIdFoxNt0OVQO2n2yIdjnUBwy1REREMaCiyYevvbIbnqCMWYVJePGWYliMDLT9qX20llvmxqaLCrXhcBgVFRU4duwYmpqa+qsmIiIi+hhvUMadf9yDRm8IE7McWHXbTMSZDNEua8i57GNb5qps7RVzeh1qW1tb8cILL+Cyyy6D0+lEQUEBJkyYgNTUVOTn5+POO+/E7t27B6JWIiKiYUdVNdz/+j4crfUg1W7GS7fOQLyZgXYgFBckIs4koaE1iCM17miXQ73Uq1D761//GgUFBfjf//1fXHHFFVizZg327duHY8eOYdeuXXjssccgyzKuvPJK/Md//AdOnDgxUHUTERENC7/acAwbj5yDySDixZuLkem0RrukIctskDBvZDIA7i4Wi3r1o97OnTuxadMmTJ48udvXZ82ahdtvvx3PP/88Xn75ZWzZsgWjR4/ul0KJiIiGm7dKqrBy8ykAwJPXTUZRXmKUKxr6Lh2bhndL67DleD3uvnxUtMuhXuhVqH3jjTc6fu3xeGC327s9z2w246677rq4yoiIiIaxkvJmfG/1AQDAty4biS8W5US5ouHh0tH6vNq9Zc1wB8JwWIxRroh6qs8LxRYuXIja2tr+rIWIiIgA1Lj8+Marezs2V/ju4rHRLmnYyEuOw4gUGxRVw0629oopfQ61M2bMwOzZs3H06NFOx0tKSrB06dKLLoyIiGg48ocU3PnHPaj3BDEuw45f3zgNIre/jaj21l6cVxtb+hxqX3rpJdx+++1YsGABtm/fjuPHj+OGG27AjBkzYDab+7NGIiKiYUHTNDz4xn4cqnIjyWbC/97CTgfR0LFl7rF6aBpbe8WKi/ov5bHHHoPJZMKVV14JRVGwZMkS7N69G9OnT++v+oiIiIaN3/z7BN4+WAOjJOCFm4uRmxQX7ZKGpTkjkmE2iKhxBXCirhVj0rtfQ0SDS59HamtqanDvvffiJz/5CSZMmACj0YibbrqJgZaIiKgP3j5Qg6ff1Vth/mzZZMwsSIpyRcOXxShhzgi9tdfmY3VRroZ6qs+hdsSIEdi2bRveeOMN7N27F2vWrMFdd92FJ598sj/rIyIiGvIOVbnwnTf2AQDuWFCIG2bmRrcg6piCMFDzav+xvxoPvL4Pv99xBqU1bu5g1g/6PP3glVdewU033dTx+yVLlmDTpk34whe+gLKyMqxcubJfCiQiIhrK6twB3PnHPQiEVVw6JhWPLB0f7ZIIwGVjU/H4P4HdZ5rhDcqw9ePc5tP1rfjO3/YjpKhYW1IFAHBajZhZkITZhUmYPSIJEzIdMEh9Hnsclvr8J/TxQNtu+vTp2LlzJ7sfEBER9UAgrOAbr+5FjSuAUWnx+O1XiiCx08GgUJhiQ15SHMqbfFi1/Qy+vah/NpPSNA0//PshhBQVk7IdSIwzYW9ZM1z+MN4tPYd3S88BAGwmCcXtIbcwCVNyEmAyMOReSK9CbXl5OfLy8i54TkFBAXbs2AEAqKqqQnZ2dt+rIyIiGsLW7avGvooWJMQZ8dItM9jofxARBAEPXDkaD7y+H7997ySWTMrolwVj6/ZXY8fJRpgNIp79ynTkJ9sQVlQcrnbjwzON+OB0Ez482wRPQMbW4/XY2jb9wWIU8bnx6fja/AJMz0uEIPCHn0/qVeSfOXMm7rzzTnz44Yefeo7L5cKbb76JSZMmYc2aNRddIBER0VC15YQeWG6dW4CCFFuUq6FPWjYtG1eMS0NIUfHdNw9Auch5ry5fGD/55xEAwLevGIX8ZP3P3CiJmJabgG9cMhIv3zYT+360GG/fuwCPXT0B/zExA0k2EwJhFf88UIPrntuFa5/dgbUllQjKykV/j0OJoPWiAVtTUxN+/vOfY9WqVTAajZgxYwaysrJgsVjQ3NyMI0eO4PDhw5gxYwZ+8IMf4KqrrhrI2i+K2+2G0+mEy+WCw+GIdjlERDTMqKqG4p9uRLMvjDeXz8UMdjsYlGpcfix+ais8QRmPLh2Hb1wyss+f9YO3DuJP75djZKoN6+9bCLNB6tH7NE3DoSo3/rjrLP6+vxohWQUApMSb8V9z8vCV2XlIs1v6XNdg1pu81qtQ2y4QCGD9+vXYtm0bzp49C7/fj5SUFBQVFWHJkiWYNGlSn4uPFIZaIiKKpoOVLlz9u+2INxtQ8qMrYeSioEHr9d3leGj1QZgNIv5130KMSI3v9WeUlDfjS8/thKYBf71zDuaOTO5TLY2tQfz1w3K8+n4ZzrmDAACjJODqKVm4bX4BpuQk9OlzB6sBD7VDAUMtERFF08rNJ/GLd47hc+PT8dKtM6JdDl2Apmm4+eUPsf1kA2YWJOL1b8zt1dbFsqLi6t/tQGmNG9dNz8H/u2HqRdcUVlT861AtXtlxBiXlLR3Hi/MT8bX5BVgyMWNI/KDUm7zW5+922bJlOHDgQF/f3sXKlStRWFgIi8WC4uJibNu27VPP3bx5MwRB6PI4evRov9VDREQ0kLafaAAALBydEuVK6LMIgoAnvjQZcSYJu88249X3y3r1/t/vPIvSGjecViMeXTquX2oySiKumZqFtXfNx1t3z8eyaVkwSgL2ljXjnr+UYOGTm/DsppNobA32y9eLBX0OtUuXLsX111+P66+/HkeOHOk4Xl5ejrFjx/bqs15//XXcf//9+P73v4+SkhIsXLgQV111FcrLyy/4vmPHjqGmpqbjMXp0/7TbICIiGkj+kII9Z5sBAAsYamNCblIcHr5KD6RPvnMUFU2+Hr2vusWPpzYeBwA8ctU4JMeb+722abkJePqmIux46Arcu2g0UuJNqHUH8Mv/O4a5//MevvvGfhyqcvX71x1s+hxqp0+fjtGjR2Pt2rWYMmUK5s2bh8svvxyzZs2C3d67lhdPPfUUvv71r+OOO+7A+PHj8fTTTyM3NxfPPffcBd+XlpaGjIyMjock9WzCNRERUTR9eLYJIUVFptOCEex6EDP+a3Y+ZhUmwRdS8PCaA+jJDM7H/3EEvpCC4vxE3DBjYHeKS3NYsOLKMdjx8BV46oapmJztREhW8cbeSnzht9tx/fM78faBGoQVdUDriJY+h9pbbrkFFosFf/3rX7F69Wpce+21OHjwIHJycrBhw4Yef04oFMLevXuxePHiTscXL16MnTt3XvC9RUVFyMzMxKJFi7Bp06YLnhsMBuF2uzs9iIiIomHHSX3qwYJRKew3GkNEUcAvrpsCi1HEjpONeG13xQXP/3fpObxzuBaSKOBnX5zUq3m4F8NskPCl6TlYd898rP7WPFwzNQsGUcDus824+y8f4ZJfDM2pCX0OtWfPnsWTTz6J66+/Htdeey0eeughHD9+HCkpKfjud7/b489paGiAoihIT0/vdDw9PR21tbXdviczMxMvvvgiVq9ejTVr1mDs2LFYtGgRtm7d+qlf54knnoDT6ex45OZyX20iIoqObW3zaTn1IPYUpNjw4GJ9muXP3i5FdYu/2/P8IQU/+vthAMAdCwoxLiPyi9IFQUBxfiKe+XIRdjx8Be69YhSSbSbUuIbm1IQ+dz+4/PLLsXTp0i4B9tixY5g+fTq8Xm+PPqe6uhrZ2dnYuXMn5s6d23H8Zz/7GV599dUeL/66+uqrIQgC1q1b1+3rwWAQweD5n0jcbjdyc3PZ/YCIiCKq3hPEzJ+9CwDY84PPIWUA5ljSwFJUDdc9txP7Klpw+dhUrLptZpcR9yffOYrnNp9CdoIVG1dcgjhTrzZxHTBBWcE/99fg9zvP4uDHwuycEUlYfulIXDomdVD960FEuh88+eSTeOyxx3Drrbfi/fffRzgcRjgcxptvvgmbrefzg1JSUiBJUpdR2bq6ui6jtxcyZ84cnDhx4lNfN5vNcDgcnR5ERESRtvOUPko7IdPBQBujJFHAL/9zCkySiE3H6rG2pKrT68fPefC/W08DAP77momDJtAC+tSE64rPT024um1qwvunm3DbK7ux9Jnt+Pu+KsgxOO+2z6F21qxZeO+993Dy5EnMmzcPFosFNpsNP/zhD3Hffff1+HNMJhOKi4uxcePGTsc3btyIefPm9fhzSkpKkJmZ2ePziYiIomEbW3kNCaPT7bjvc3rXpR//4wjqPAEA+k5x3197ELKq4coJ6bhyQs8H6CKpfWrCb79chK3fuxxfX1CIOJOE0ho37nttHy771Wb8YedZ+EOxsxXvRf3oMGfOHOzYsQNVVVUoLS2Fy+XCtGnTMHJk77aQW7FiBW6++WbMmDEDc+fOxYsvvojy8nIsX74cAPDII4+gqqoKf/zjHwEATz/9NAoKCjBx4kSEQiH86U9/wurVq7F69eqL+XaIiIgGlKZpHf1pOZ829n3jkhH416EaHKpy44dvHcLz/1WMN/dWYvfZZliNEv77monRLrFHshKs+OEXJuDbV4zCq7vK8PudZ1HZ7Mdj6w7jN/8+gVvnFuCWuflItJmiXeoF9ct4eHZ2NrKzs/v8/htvvBGNjY14/PHHUVNTg0mTJmH9+vXIz88HANTU1HTqWRsKhfDggw+iqqoKVqsVEydOxNtvv42lS5de9PdCREQ0UE7Vt6LWHYDJIGJmQVK0y6GLZJRE/OK6qbjmd9vxf4fP4U/vl+H/tfWkfeDK0chOsEa5wt5JiDPh24tG446FI/DG3gq8uPU0Kpv9+PW7x/HC1lO4cWYu7lg4YtB+X9wmlwvFiIiGtJCs4myjFyfrWnGyrhWn6vVnm8mA739+PKbmJkSslt/vOIP//scRzB+VjD/fMSdiX5cG1lMbj+OZf59f1zMuw45/fHtBzG9TKysq3j5Yg+e3nEZpjd4K1SAKuGZqFu6+YhRGpsYPeA29yWuDZ+YyERHRRWgNyl2C66m6VpQ1+aCo3Y/fXPfcTtz/udH41mWjIEWgh+j2jv60qQP+tShy7rl8FP7vUC2OnfMAAH72xckxH2gBwCCJuHZaNq6ZmoWtJxrw/OZT2HW6EWtKqrB4YnpEQm1vMNQSEVFMCskqPipvxvYTDdh2sgEHK1vwKdkV8WYDRqbFY2SqDaPS4jEyNR7r9lfj7QM1+NWG49h6vAFP3TgVOYlxA1ZvWFHx/ukmAFwkNtSYDCL+3w1T8fU/7MaXpuegOD8x2iX1K0EQcOmYVFw6JhX7K1qw5qNKXDkhI9pldcHpB5x+QEQUEzRNw/Fzrdh2oh7bTzbgg9NN8Ic7r8xOiTdjVJoeXEelxmNUmh2j0uKR7jB36b2paRrWfFSFH/39ELwhBXaLAT9dNgnXTuv7GpEL2X22Cdc/vwtJNhP2fP9zEdtdiiiWcfoBERENCXXuALafbMD2Ew3YfrIBdZ7O23qmxJswf1QKFoxKwYLRKch09nwBiyAIuK44BzMKEnH/6/tQUt6C+17bh83H6vHjayfCYTH26/fS3spr3shkBlqiAcBQS0REg0YgrODDM03YdqIe20404Gitp9PrZoOIWYVJWDg6BQtGpWJchv2iA2J+sg1vfHMufvveSfz2vRNYW1KFD8804embpvVrh4LtJ+oBcOoB0UBhqCUioqjRNA3Hznmw7XgDtp6oxwdnmhCSz+9kJAjAxCwHFoxKxcLRKSjOT4TFKPV7HQZJxANXjsElY1Jw/+v7UNHkx40v7MI9l4/CtxeNvuhFP+5AGPsr9S1J549iqCUaCAy1REQUUQ2tQew42YAtx+ux/UTXKQUZDgsuGZOChaNTMX9UCpIi2PC9OD8J6+9diMfWHcaaj6rwzHsnsfVEA56+cRoKUnq+BfwnvX+qEYqqoTDFNqCL0YiGM4ZaIiIaUK1BGbvPNGHnqQbsPNWIw9XuTq9bjCLmjEjGwtGpuGR0CkalxXdZ1BVJdosRT90wDZePTcOjaw9iX0ULlj6zDb+5qajPW56eb+XFUVqigcJQS0RE/SoQVvBRWTN2nmrEzlMN2F/p6tIndkKmAwvHpOCS0akDNqXgYl09NQvT8xPxwOv78OGZJjz4xn68951LkRxv7vVncWtcooHHUEtERBclrKg4UNmCnScbsfNUI/aWN3eaFwsAuUlWzBuRgrkjkzFvVDLS7JYoVds72QlW/OWO2bj6dztQWuPGk+8cxS/+c2qvPqOqxY/TDV5IooC5I5MHqFIiYqglIqJe8YcU7Ktowe6zTdh9tgl7y5rhC3XuF5vuMGPeSD3Ezh2RjNyk2J1HapBE/HTZRFz33C78bU8lbpyZi+L8nndFaO96MDXH2e9twojoPIZaIiK6oCZvCHvONmFPWTM+PNOEQ1UuyJ+YTpAYZ9QD7MgUzBuZjBEptqjOi+1vxflJuL44B2/srcQP3jqMf9wzH4YedkTY1jH1gFvjEg0khloiIuqgaRoqmvzYU9bUNhLbjJN1rV3OS3eYMbMgqePRH/1iB7uHrxqHDUfOobTGjVffL8PX5hd+5ntUVcPOU40AuEiMaKAx1BIRDWMufxgHKluwr7wF+yr0R6M31OW80WnxmFGQhJkFiZhZkIScROuQGontieR4M767ZCx+8NYhPLXhOD4/ORNpjgvPDT5S40aTNwSbSUJRXkJkCiUaphhqiYiGibCi4miNB/s6QmwzTtV7u5xnlARMynZiVkESZhQkoTg/MaK9YgezL8/Kw9/2VOBApQs/X1+Kp28quuD57a285oxIvugNHIjowhhqiYiGIFlRcbrBi0NVLhyqcmN/ZQsOVbkQ/ERXAgDIS4rDtNwE/ZGXgAmZjkHZYmswkEQBP102Cdc+uwNv7avGjTPzLtjRgK28iCKHoZaIKMaFFRXHz3lwuMqNQ9UuHKxyobTGjUC4a4B1WAyYmpuAorYAOzUnoU99V4ezKTkJ+MqsPPz5g3L86O+HsP6+hd2OwgbCCj482wQAWMhQSzTgGGqJiGKINyjj2DkPSmvcOFTlxuFqF47WeBBSugZYm0nCxCwnJmY7MDnbiWm5CSgcYl0JouW7S8biX4dqcaKuFau2n8E3Lx3Z5ZzdZ5sQklVkOCwYmRofhSqJhheGWiKiQUjTNFQ2+1Fa40ZpjR5ij9a6Udbkg6Z1Pd9hMWBSthOTsp2YmOXApGwnCpNtQ74jQbQkxJnw8FXj8L03D+A3/z6Ba6ZlIdNp7XTOx6ce8AcJooHHUEtEFGWtQRnHaj04WuvG0Y4A60FrUO72/DS7GeMyHZiYpY/ATspyIjdp+HUjiLb/nJ6Dv+2uwJ6yZvzkn0ew8qvFnV7v6E/LVl5EEcFQS0QUIYqq4WyjF0drPDhW60ZprQfHaj0ob/J1e75JEjEqLR7jMu2YkOnA+EwHxmXYOQd2kBBFAT9ZNglf+O12rD9Yiy3H63HpGH2DhcbWII7UuAEA8xlqiSKCoZaIaAC4A2EcqnThSI27bRTWg+PnPN12HwDOj76Oz7RjfIYeYEek2tgGapAbn+nArXMLsGrHGTz290N45/5LYDFK2NG24cK4DDtS7fwhhCgSGGqJiC5SSFZxtNaN/RUtKKlowf6Klm77vwKA1ShhTIYd49LtGJdpx9gMO8ZlONgHNoY9cOVo/PNANc42+vDi1tO4d9FobD9RD4BdD4giiaGWiKgXNE1DWaMP+yvP78B1uNqNUDcjsLlJVkzMdGJcph3j2sJrXlIcF28NMXaLEd///Hjc99o+PLvpJJZNy/7YIrHUKFdHNHww1BIR9UBVix+/efc4Nhw5hxZfuMvrCXFGTM1J6OgBOyXHybmvw8g1U7Pw2ocV2HW6EXf9ZS+qXQGYJBGzCpKiXRrRsMFQS0R0Ac3eEJ7ddBJ/fL+sYzTWJImYkOU4vwtXbgLyk+PYfWAYEwQBP1k2EVf9ZhsOVekLxGYUJMJq4s5sRJHCUEtE1A1fSMYrO87i+c2n4GlrrTVnRBLuWzQGxfmJMBm4gIs6G5Vmx9cXjMDzW04BYNcDokhjqCWiiNI0raMDgNkgDrrRzbCi4m97KvCbd0+gzhMEoK9wf+g/xuLSMamDrl4aXO5dNAr/PFCN6hY/Pjc+PdrlEA0rDLVE1ImmaQgpKvwhBb6OhwxvsO05pMAX/MRz2+sBWUEgpD/7QwoCYRWBsKI/ZP0zA7LSsSOWKAA2kwFxZqnjOc5kQJyp7fcmCTazAQ6rEV8qykZBim1Av+9/HarFr/7vGE436J0LchKteHDxWFwzNYuLu6hH4kwGrLlrHurcQYzNsEe7HKJhhaGWaBDSNA2KqkFW9YApKxrCiopwp1+fP9YeHoNy5+eArCAYVjueg/L5oOpvC6P+sAp/SD5/LKxAUbvZh3UAqBrgCcpt/7wfvOC5v99xBqtum4kZA7DwZuepBjz5zjHsr2gBACTZTPj2FaPwldl5MBs4J5J6J81uQZrdEu0yiIYdhlqiz6CqGs40enGgsgX7K1w4UNmCo7UehBUVAgS0/Q+CAAgQ2p71hSMC0PG6Bv3/NOihVX8GNGhtz+2vawgrkQmVn8UoCYgzGWAzSYgztz2bDLCZOz/HmSRYTRLijBIsRv3XZoP+bDGI+rNRgsUgwWISYTFKEAD4Qwq8IQXeoB6qvSEZvmD78/lR4K3HG3CwyoWvvvQBnvlyEZZMzOiX76+iyYcfvHUIW47rPUXjTBLuWDgCdy4shN1i7JevQUREkSFomjY4/vaMMLfbDafTCZfLBYfDEe1yaJDQNA01roAeYCv1AHug0gVPQI52aZBEAQZRgEkSYZAEGCQRJkmEURJgMUowG0SY20Kl2SB+7FmExSDB3PZsbQ+gJglW4/lAajXqx+JMho7XB8tuVv6Qgnv+8hH+fbQOogD8dNlkfGV23kV95vqDNXho9QF4AjIMooCvzM7Dt68Yzd2fiIgGkd7kNY7U0rDXGpSx5qNKbDlWj/2VLjS0dv1ncLNBxMQsB6bkJGBqrhOTs52wmQ0dI6ya1jba+omR14+PyAoCILaN3n58VBftv//YawZRD6vGtgBrFMVhPafTapLwws3FeHTtQfxtTyUeXXsQdZ4A7ls0utcLtwJhBT/55xH8+YNyAEBRXgKeumEaCgdwvi4REQ08hloatiqafPjDzrN4fXdFR8smQB8RHZtux9RcJ6bk6E30x6TbB82o5XBlkEQ8ed0UpDss+O17J/H0uydwzh3ET5dNgtTDwH+yrhX3/OUjHK31AACWXzoS31k8hn+2RERDAEMtDSuapmH32Was2n4GG47Uon091IhUG26amYvi/CRMzHLAYuTioMFIEAR8Z/FYpNnN+NG6w/jrh+VobA3imS8XXfDPTNM0vLm3Ej/6+2H4wwpS4k146oZpuGQMtzAlIhoqOKeWc2qHhaCs4O0DNVi140zHbj8AsHB0Cm5fUIhLR6cO63/ej0XvHKrBva/tQ0hWMSM/ES/dOgMJcaYu57UGZfzwrUNYW1IFAJg/Khm/vnEaV6cTEcWA3uQ1hlqG2pgQCCs4WOVCY2sIDqsBTqsRCXEmOK1G2EzSp86rbGgN4s/vl+NPH5Shvq2Rvtkg4kvTc/C1+QUYk84+krHsg9ONuOOPe+AJyBidFo8/3D4LWQnWjtcPVbnw7b+W4EyDF5IoYMWVY7D80pE9nq5ARETRxVDbAwy1g1t1ix8flTdjb1kzPipvwZFq16e2uTKIApxWo/6IM3b8WlY1bDxyDqG23avSHWbcMrcAX56VhyRb1xE9ik1Ha924bdVu1LoDyHRa8IfbZ+kBd+dZ/Hz9UYQUFVlOC37z5SLMHIAet0RENHAYanuAoXbwCMkqDle7sLesGSXlLfiovBk1rkCX81LtZuQkWuH2h+Hyy3D5Qz3q5zo1x4nbFxRi6eRMLggaoqpa/Ljl5Q9wqt4Lh8WAaXmJ2NrWe/Zz49Pxq+undDs1gYiIBjeG2h6IdKitdQVQ2eyDrJ7fKUpRVSgqoKjq+eOK/qy07Sj1SRf6wzJJAsyG9n6l4vlft/UoNUnnj9vMUlR3SmryhrBuXxXWH6zFvsqWjtHUdpIoYHymHcV5iZien4jpeYnISbR2mmagaRr8YQUufxgufxgtPv3Z1fbsCylYMDoZ0/MSe932iWJPszeEr/9hNz4qbwEAmCQRjywdh9vmFfDPn4goRrFP7SC0tqQKT75zNNpldJJkMyHdYUGGw4wMp6Xt1xakO/XnDIcFCXHGfgsEIVnFpmN1WL23EpuO1XUaZU2MM6I4PxFFeXqAnZrrRJzpwrenIAhtu1kZkOm0XvBcGvoSbSb8+Y45+P5bB3G63oufLpuESdnOaJdFREQRMmhC7cqVK/HLX/4SNTU1mDhxIp5++mksXLjwU8/fsmULVqxYgcOHDyMrKwvf+973sHz58ghW3DuJcUYUJMe17Qol6s+S0LFLlCi0/16EQdSPi20N+j+pu4ypaUBYURGUVQRlBSG5/dcqgmHl/K9lpSNMNnlDaPKGUFrz6XWbDSIynBaMTbdjSo4Tk3MSMCXbicQezknVNA0Hq1xYvbcS6/ZXo9kX7nhtcrYTX5qejcvGpqEgOY6jaXTRrCYJT90wLdplEBFRFAyK6Qevv/46br75ZqxcuRLz58/HCy+8gJdeeglHjhxBXl7XrTDPnDmDSZMm4c4778Q3v/lN7NixA3fddRf++te/4rrrruvR1xzOc2pVVYPLH0atO4BadwDnXG3P7gBqXQHUuoM45w6gyRv61M/ITbJiSnYCJuc4MSXHiUnZTjgsxo7Xz7kDWFtShdV7K3GirrXjeJrdjC8WZeNL03MwNoOdB4iIiOjTxdyc2tmzZ2P69Ol47rnnOo6NHz8ey5YtwxNPPNHl/Iceegjr1q1DaWlpx7Hly5dj//792LVrV4++5nAOtT0VlBXUuYOobPbjcLULBypdOFjlwpkGb7fnj0ixYXKOE82+MLafqO/Y2MBsELF4Ygaum56NBaNSYOBiLSIiIuqBmJpTGwqFsHfvXjz88MOdji9evBg7d+7s9j27du3C4sWLOx1bsmQJXn75ZYTDYRiNxi7vCQaDCAaDHb93u91dzqHOzAYJuUlxyE2Kw9yRyR3HXf4wDle5sL/ShYNVLThQ6UJlsx+nG7w4/bHAOyM/EdcV52Dp5Ew4rV3/TIiIiIj6S9RDbUNDAxRFQXp6eqfj6enpqK2t7fY9tbW13Z4vyzIaGhqQmZnZ5T1PPPEEfvzjH/df4cOY02rEvFEpmDcqpeNYY2sQB6tcOFjpgigK+PzkTBSk2KJYJREREQ0nUQ+17T65SEjTtAsuHOru/O6Ot3vkkUewYsWKjt+73W7k5ub2tVz6hOR4My4bm4bLxqZFuxQiIiIahqIealNSUiBJUpdR2bq6ui6jse0yMjK6Pd9gMCA5Obnb95jNZpjN5v4pmoiIiIgGlaiv2DGZTCguLsbGjRs7Hd+4cSPmzZvX7Xvmzp3b5fwNGzZgxowZ3c6nJSIiIqKhLeqhFgBWrFiBl156CatWrUJpaSkeeOABlJeXd/SdfeSRR3DLLbd0nL98+XKUlZVhxYoVKC0txapVq/Dyyy/jwQcfjNa3QERERERRFPXpBwBw4403orGxEY8//jhqamowadIkrF+/Hvn5+QCAmpoalJeXd5xfWFiI9evX44EHHsCzzz6LrKwsPPPMMz3uUQucn4PLLghEREREg1N7TutJB9pB0ac2GiorK7lQjIiIiCgGVFRUICcn54LnDNtQq6oqqqurYbfbI7Y9a3vHhYqKCm74MEB4jSOD1zkyeJ0HHq9xZPA6R8ZQvM6apsHj8SArKwuieOFZs4Ni+kE0iKL4mYl/oDgcjiFzsw1WvMaRwescGbzOA4/XODJ4nSNjqF1np9PZo/MGxUIxIiIiIqKLwVBLRERERDGPoTaCzGYzHnvsMW4CMYB4jSOD1zkyeJ0HHq9xZPA6R8Zwv87DdqEYEREREQ0dHKklIiIiopjHUEtEREREMY+hloiIiIhiHkMtEREREcU8htp+tHLlShQWFsJisaC4uBjbtm274PlbtmxBcXExLBYLRowYgeeffz5Clca23lznzZs3QxCELo+jR49GsOLYsnXrVlx99dXIysqCIAh46623PvM9vJd7r7fXmfdy7z3xxBOYOXMm7HY70tLSsGzZMhw7duwz38f7uXf6cp15P/fec889hylTpnRsrDB37lz861//uuB7htu9zFDbT15//XXcf//9+P73v4+SkhIsXLgQV111FcrLy7s9/8yZM1i6dCkWLlyIkpISPProo7j33nuxevXqCFceW3p7ndsdO3YMNTU1HY/Ro0dHqOLY4/V6MXXqVPzud7/r0fm8l/umt9e5He/lntuyZQvuvvtuvP/++9i4cSNkWcbixYvh9Xo/9T28n3uvL9e5He/nnsvJycH//M//YM+ePdizZw+uuOIKXHvttTh8+HC35w/Le1mjfjFr1ixt+fLlnY6NGzdOe/jhh7s9/3vf+542bty4Tse++c1vanPmzBmwGoeC3l7nTZs2aQC05ubmCFQ39ADQ1q5de8FzeC9fvJ5cZ97LF6+urk4DoG3ZsuVTz+H9fPF6cp15P/ePxMRE7aWXXur2teF4L3Okth+EQiHs3bsXixcv7nR88eLF2LlzZ7fv2bVrV5fzlyxZgj179iAcDg9YrbGsL9e5XVFRETIzM7Fo0SJs2rRpIMscdngvRxbv5b5zuVwAgKSkpE89h/fzxevJdW7H+7lvFEXBa6+9Bq/Xi7lz53Z7znC8lxlq+0FDQwMURUF6enqn4+np6aitre32PbW1td2eL8syGhoaBqzWWNaX65yZmYkXX3wRq1evxpo1azB27FgsWrQIW7dujUTJwwLv5cjgvXxxNE3DihUrsGDBAkyaNOlTz+P9fHF6ep15P/fNwYMHER8fD7PZjOXLl2Pt2rWYMGFCt+cOx3vZEO0ChhJBEDr9XtO0Lsc+6/zujlNnvbnOY8eOxdixYzt+P3fuXFRUVOBXv/oVLrnkkgGtczjhvTzweC9fnHvuuQcHDhzA9u3bP/Nc3s9919PrzPu5b8aOHYt9+/ahpaUFq1evxq233ootW7Z8arAdbvcyR2r7QUpKCiRJ6jJaWFdX1+WnpHYZGRndnm8wGJCcnDxgtcayvlzn7syZMwcnTpzo7/KGLd7L0cN7uWe+/e1vY926ddi0aRNycnIueC7v577rzXXuDu/nz2YymTBq1CjMmDEDTzzxBKZOnYrf/OY33Z47HO9lhtp+YDKZUFxcjI0bN3Y6vnHjRsybN6/b98ydO7fL+Rs2bMCMGTNgNBoHrNZY1pfr3J2SkhJkZmb2d3nDFu/l6OG9fGGapuGee+7BmjVr8N5776GwsPAz38P7uff6cp27w/u59zRNQzAY7Pa1YXkvR2mB2pDz2muvaUajUXv55Ze1I0eOaPfff79ms9m0s2fPapqmaQ8//LB28803d5x/+vRpLS4uTnvggQe0I0eOaC+//LJmNBq1N998M1rfQkzo7XX+9a9/ra1du1Y7fvy4dujQIe3hhx/WAGirV6+O1rcw6Hk8Hq2kpEQrKSnRAGhPPfWUVlJSopWVlWmaxnu5v/T2OvNe7r1vfetbmtPp1DZv3qzV1NR0PHw+X8c5vJ8vXl+uM+/n3nvkkUe0rVu3amfOnNEOHDigPfroo5ooitqGDRs0TeO9rGmaxlDbj5599lktPz9fM5lM2vTp0zu1M7n11lu1Sy+9tNP5mzdv1oqKijSTyaQVFBRozz33XIQrjk29uc5PPvmkNnLkSM1isWiJiYnaggULtLfffjsKVceO9lY7n3zceuutmqbxXu4vvb3OvJd7r7vrC0B75ZVXOs7h/Xzx+nKdeT/33u23397xd19qaqq2aNGijkCrabyXNU3TBE1rmzVMRERERBSjOKeWiIiIiGIeQy0RERERxTyGWiIiIiKKeQy1RERERBTzGGqJiIiIKOYx1BIRERFRzGOoJSIiIqKYx1BLRERERDGPoZaIiIiIYh5DLRERERHFPIZaIqIYV19fj4yMDPz85z/vOPbBBx/AZDJhw4YNUayMiChyBE3TtGgXQUREF2f9+vVYtmwZdu7ciXHjxqGoqAif//zn8fTTT0e7NCKiiGCoJSIaIu6++268++67mDlzJvbv34/du3fDYrFEuywioohgqCUiGiL8fj8mTZqEiooK7NmzB1OmTIl2SUREEcM5tUREQ8Tp06dRXV0NVVVRVlYW7XKIiCKKI7VERENAKBTCrFmzMG3aNIwbNw5PPfUUDh48iPT09GiXRkQUEQy1RERDwHe/+128+eab2L9/P+Lj43H55ZfDbrfjn//8Z7RLIyKKCE4/ICKKcZs3b8bTTz+NV199FQ6HA6Io4tVXX8X27dvx3HPPRbs8IqKI4EgtEREREcU8jtQSERERUcxjqCUiIiKimMdQS0REREQxj6GWiIiIiGIeQy0RERERxTyGWiIiIiKKeQy1RERERBTzGGqJiIiIKOYx1BIRERFRzGOoJSIiIqKYx1BLRERERDGPoZaIiIiIYt7/B5s7ty3C+nvLAAAAAElFTkSuQmCC", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n_steps = 6\n", - "\n", - "# test points for plotting\n", - "test_x = torch.linspace(*X.vocs.bounds.flatten(), 50).double()\n", - "\n", - "for i in range(n_steps):\n", - " # plot model and bax information\n", - " fig, ax = plot_bax(X)\n", - "\n", - " if i == 0:\n", - " ax[0].legend(ncols=2)\n", - " ax[1].legend()\n", - " plt.show()\n", - "\n", - " # do the optimization step\n", - " X.step()" - ] - }, - { - "cell_type": "markdown", - "id": "e14c56bc", - "metadata": {}, - "source": [ - "## Above gives full functionality\n", - "\n", - "But also makes sense to provide some already built common cases -- e.g. the same level band as above" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "3d2c4251", - "metadata": {}, - "outputs": [], - "source": [ - "from bax_algorithms.discrete_algos import SingleLevelBand" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "4aafed73", - "metadata": {}, - "outputs": [], - "source": [ - "# Prepare BAX algorithm and generator options\n", - "# \"grid\" defines domain of the problem\n", - "algorithm = SingleLevelBand(observable_names_ordered=['y1'], \n", - " min_val=0.4, max_val=0.6,\n", - " grid=torch.linspace(0, np.pi, 100)[:, None])\n", - "\n", - "# construct BAX generator\n", - "generator = BaxGenerator(vocs=vocs, algorithm=algorithm)\n", - "generator.gp_constructor.use_low_noise_prior = True" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "4a36bfe8", - "metadata": {}, - "outputs": [], - "source": [ - "# construct evaluator\n", - "evaluator = Evaluator(function=sin_function)\n", - "\n", - "# construct Xopt optimizer\n", - "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "63e3e94d", - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(6)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "991e3c28", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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xy1xopt_runtimexopt_error
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\n", - "
" - ], - "text/plain": [ - " x y1 xopt_runtime xopt_error\n", - "0 0.336590 0.330270 0.000009 False\n", - "1 2.098647 0.863891 0.000004 False\n", - "2 0.561625 0.532563 0.000004 False" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# evaluate initial points\n", - "X.random_evaluate(3)\n", - "\n", - "# inspect the gathered data\n", - "X.data" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "5e180745", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n_steps = 6\n", - "\n", - "# test points for plotting\n", - "test_x = torch.linspace(*X.vocs.bounds.flatten(), 50).double()\n", - "\n", - "for i in range(n_steps):\n", - " # plot model and bax information\n", - " fig, ax = plot_bax(X)\n", - "\n", - " if i == 0:\n", - " ax[0].legend(ncols=2)\n", - " ax[1].legend()\n", - " plt.show()\n", - "\n", - " # do the optimization step\n", - " X.step()" - ] - } - ], - "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": "3.12.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/NN BoTorch Model.ipynb b/NN BoTorch Model.ipynb deleted file mode 100644 index ff52fae..0000000 --- a/NN BoTorch Model.ipynb +++ /dev/null @@ -1,447 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "efb6c66b", - "metadata": {}, - "source": [ - "# NN-BAX (and beyond)\n", - "\n", - "Working to get NN models working with Xopt, starting with (simple) MC dropout MLP. \n", - "\n", - "Xopt changes are at: https://github.com/sgasioro/Xopt/tree/nn-models" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "6ce4ed47-2f8e-4a35-8b91-59035d36c0d8", - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "import math\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# need to debug some type things\n", - "torch.set_default_dtype(torch.float64)\n", - "\n", - "from xopt import Xopt\n", - "from xopt.vocs import VOCS\n", - "from xopt.evaluator import Evaluator\n", - "\n", - "from xopt.generators.bayesian.bax_generator import BaxGenerator\n", - "from xopt.generators.bayesian.bax.algorithms import GridOptimize\n", - "\n", - "from xopt.generators.bayesian.models.ensemble import EnsembleModelConstructor # new!\n", - "from xopt.generators.bayesian.models.ensemble import MCDropoutModel # new!" - ] - }, - { - "cell_type": "markdown", - "id": "17d44c94", - "metadata": {}, - "source": [ - "## First check that model works" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "34ae312f", - "metadata": {}, - "outputs": [], - "source": [ - "torch.manual_seed(3)\n", - "train_x = (torch.rand(5)*(2*np.pi)-np.pi)[:, None]\n", - "train_y = torch.sin(train_x)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "7244e2c4", - "metadata": {}, - "outputs": [], - "source": [ - "prob_model = MCDropoutModel(1, 1, dropout_rate=0.05)\n", - "prob_model.fit(train_x, train_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "1b8db4b4", - "metadata": {}, - "outputs": [], - "source": [ - "test_x = torch.linspace(-np.pi, np.pi, 100)[:, None]\n", - "true_y = torch.sin(test_x)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "932df59b", - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "posterior = prob_model.posterior(test_x)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ce73eeb8", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(test_x, true_y, c='k')\n", - "plt.scatter(train_x, train_y, c='r')\n", - "\n", - "mean = posterior.mean.cpu().detach().flatten()\n", - "std = torch.sqrt(posterior.variance.cpu().detach().flatten())\n", - "\n", - "plt.plot(test_x.flatten(), mean, c='C0')\n", - "plt.fill_between(test_x.flatten(), mean-2*std, mean+2*std, fc='C0', alpha=0.2)\n", - "plt.plot(test_x.flatten(), posterior.rsample(torch.Size([1])).detach().squeeze())\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c88a7fb0", - "metadata": {}, - "source": [ - "## Then try acquisition" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "60165a0b", - "metadata": {}, - "outputs": [], - "source": [ - "# Prepare BAX algorithm and generator options\n", - "algorithm = GridOptimize(n_mesh_points=50) # NOTE: default is to minimize" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "8a8fd21f", - "metadata": {}, - "outputs": [], - "source": [ - "# define variables and function objectives\n", - "vocs = VOCS(\n", - " variables={\"x\": [-math.pi, math.pi]},\n", - " observables=[\"y1\"],\n", - ")\n", - "\n", - "# define a test function to optimize\n", - "def sin_function(input_dict):\n", - " return {\"y1\": np.sin(input_dict[\"x\"])}\n", - "\n", - "\n", - "# Maybe we rename to model_constructor?\n", - "generator = BaxGenerator(gp_constructor=EnsembleModelConstructor(model=MCDropoutModel(1, 1, \n", - " dropout_rate=0.4, \n", - " n_cond_epochs=100)),\n", - " vocs=vocs, algorithm =algorithm)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "dda2d7fe", - "metadata": {}, - "outputs": [], - "source": [ - "# construct evaluator\n", - "evaluator = Evaluator(function=sin_function)\n", - "\n", - "# construct Xopt optimizer\n", - "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "9d515fcb", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " x y1 xopt_runtime xopt_error\n", - "0 -1.432109 -0.990398 0.000018 False\n", - "1 -0.558645 -0.530038 0.000004 False\n", - "2 -0.494848 -0.474898 0.000002 False" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# evaluate initial points\n", - "X.random_evaluate(3)\n", - "\n", - "# inspect the gathered data\n", - "X.data" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "c48a728d", - "metadata": {}, - "outputs": [], - "source": [ - "def plot_bax(X):\n", - " # get the Gaussian process model from the generator\n", - " model = X.generator.train_model()\n", - "\n", - " # get acquisition function from generator\n", - " acq = X.generator.get_acquisition(model)\n", - "\n", - " # calculate model posterior and acquisition function at each test point\n", - " # NOTE: need to add a dimension to the input tensor for evaluating the\n", - " # posterior and another for the acquisition function, see\n", - " # https://botorch.org/docs/batching for details\n", - " # NOTE: we use the `torch.no_grad()` environment to speed up computation by\n", - " # skipping calculations for backpropagation\n", - " with torch.no_grad():\n", - " posterior = model.posterior(test_x.unsqueeze(1))\n", - " acq_val = acq(test_x.reshape(-1, 1, 1))\n", - "\n", - " # get mean function and confidence regions\n", - " mean = posterior.mean\n", - " L, u = posterior.mvn.confidence_region()\n", - "\n", - " # plot model and acquisition function\n", - " fig, ax = plt.subplots(3, 1, sharex=\"all\")\n", - " fig.set_size_inches(8, 6)\n", - "\n", - " # plot model posterior\n", - " ax[0].plot(test_x, mean, label=\"Posterior mean\")\n", - " ax[0].fill_between(test_x, L, u, alpha=0.25, label=\"Posterior confidence region\")\n", - "\n", - " # add data to model plot\n", - " ax[0].plot(X.data[\"x\"], X.data[\"y1\"], \"C1o\", label=\"Training data\")\n", - "\n", - " # plot true function\n", - " true_f = sin_function({\"x\": test_x})[\"y1\"]\n", - " ax[0].plot(test_x, true_f, \"--\", label=\"Ground truth\")\n", - "\n", - " # plot the function samples and their optima found by BAX\n", - " test_points = X.generator.algorithm_results[\"test_points\"]\n", - " posterior_samples = X.generator.algorithm_results[\"posterior_samples\"]\n", - " execution_paths = X.generator.algorithm_results[\"execution_paths\"]\n", - "\n", - " label1 = \"Function Samples\"\n", - " label2 = \"Sample Optima\"\n", - " for i in range(X.generator.algorithm.n_samples):\n", - " (samples,) = ax[1].plot(\n", - " test_points, posterior_samples[i], c=\"C0\", alpha=0.3, label=label1\n", - " )\n", - " ax[1].scatter(\n", - " *execution_paths[i], c=\"r\", marker=\"x\", s=80, label=label2, zorder=10\n", - " )\n", - " label1 = None\n", - " label2 = None\n", - "\n", - " # plot acquisition function\n", - " ax[2].plot(test_x, acq_val.flatten())\n", - "\n", - " ax[0].set_ylabel(\"y1\")\n", - " ax[1].set_ylabel(\"y1\")\n", - " ax[2].set_ylabel(r\"$\\alpha(x)$\")\n", - " ax[2].set_xlabel(\"x\")\n", - "\n", - " return fig, ax" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "3697e466", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/lscratch/sgaz/tmp/ipykernel_4033591/515661921.py:9: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)\n", - " return {\"y1\": np.sin(input_dict[\"x\"])}\n", - "/lscratch/sgaz/tmp/ipykernel_4033591/515661921.py:9: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)\n", - " return {\"y1\": np.sin(input_dict[\"x\"])}\n", - "/lscratch/sgaz/tmp/ipykernel_4033591/515661921.py:9: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)\n", - " return {\"y1\": np.sin(input_dict[\"x\"])}\n", - "/lscratch/sgaz/tmp/ipykernel_4033591/515661921.py:9: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)\n", - " return {\"y1\": np.sin(input_dict[\"x\"])}\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# NB: There's a mismatch in acquisition value between plot and acquired because of different model trainings\n", - "n_steps = 4\n", - "\n", - "# test points for plotting\n", - "test_x = torch.linspace(*X.vocs.bounds.flatten(), 50).double()\n", - "\n", - "for i in range(n_steps):\n", - " # plot model and bax information\n", - " fig, ax = plot_bax(X)\n", - "\n", - " if i == 0:\n", - " ax[0].legend(ncols=2)\n", - " ax[1].legend()\n", - "\n", - " # do the optimization step\n", - " X.step()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "670d9f9a", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.12.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/bax_algorithms/algo_fns.py b/bax_algorithms/algo_fns.py deleted file mode 100644 index e34baf2..0000000 --- a/bax_algorithms/algo_fns.py +++ /dev/null @@ -1,55 +0,0 @@ -import torch - -def global_opt(f_x, x_grid, minimize=True): - if minimize: - y_opt, opt_idx = torch.min(f_x, dim=-2) - else: - y_opt, opt_idx = torch.max(f_x, dim=-2) - - opt_idx = opt_idx.squeeze(dim=-1) - x_opt = x_grid[opt_idx] - - return x_opt, y_opt - -def single_level_band(f_x, x_grid, min_val = None, max_val = None): - idxs = torch.where((f_x >= min_val) & (f_x < max_val)) - - # To do: maybe add some shape checking here - y_opt = f_x[idxs].unsqueeze(-1) - # 1:-1 avoids sampling idx + y property idx - x_opt = x_grid[idxs[1:-1]] - - return x_opt, y_opt - -def multi_level_band(f_x, x_grid, bounds_list = None): - assert f_x.shape[-1] == len(bounds_list), f"len(bounds_list) ({len(bounds_list)}) must match number of property dimensions ({f_x.shape[-1]})" - - # Start with a mask of all True values - condition = torch.ones(f_x.shape[:-1], dtype=torch.bool, device=f_x.device) - - for i, (lower, upper) in enumerate(bounds_list): - condition &= (f_x[..., i] >= lower) & (f_x[..., i] < upper) - - idxs = torch.where(condition) - y_opt = f_x[idxs] - # :-1 avoids y property idx - x_opt = x_grid[idxs[:-1]] - - return x_opt, y_opt - - - -# Implementation adapted from: https://stackoverflow.com/questions/32791911/fast-calculation-of-pareto-front-in-python (Peter) -def obtain_discrete_pareto_optima(f_x, x_grid): - is_efficient = torch.arange(f_x.shape[0]) - next_point_index = 0 # Next index in the is_efficient array to search for - while next_point_index < len(f_x): - nondominated_point_mask = torch.any(f_x >= f_x[next_point_index], axis=1) - is_efficient = is_efficient[nondominated_point_mask] # Remove dominated points - f_x = f_x[nondominated_point_mask] - next_point_index = torch.sum(nondominated_point_mask[:next_point_index]) + 1 - - y_opt = f_x[is_efficient] - x_opt = x_grid[is_efficient] - - return x_opt, y_opt \ No newline at end of file diff --git a/bax_algorithms/base_discrete.py b/bax_algorithms/base_discrete.py deleted file mode 100644 index 69636d0..0000000 --- a/bax_algorithms/base_discrete.py +++ /dev/null @@ -1,102 +0,0 @@ -from abc import ABC, abstractmethod -from typing import Callable, Tuple -from pydantic import Field -import torch -from torch import Tensor - -from botorch.models.model import Model, ModelList -from xopt.generators.bayesian.bax.algorithms import Algorithm - -class BaseDiscreteAlgoFn(ABC): - @abstractmethod - def __call__(self, posterior_samples: Tensor, x_grid: Tensor, **algo_kwargs) -> Tuple[Tensor, Tensor]: - pass - -class FunctionWrapper(BaseDiscreteAlgoFn): - def __init__(self, fn: Callable[[Tensor, Tensor], Tuple[Tensor, Tensor]]): - self.fn = fn - - def __call__(self, posterior_samples: Tensor, x_grid: Tensor, **algo_kwargs) -> Tuple[Tensor, Tensor]: - return self.fn(posterior_samples, x_grid, **algo_kwargs) - -class DiscreteSubsetAlgorithm(Algorithm, ABC): - algo_fn: Callable[[Tensor, Tensor], Tuple[Tensor, Tensor]] = Field(None, - description="Python function defining a BAX algorithm on a discrete grid") - grid: Tensor = Field(None, - description="n-d grid of discrete points") - observable_names_ordered: list[str] = Field(["y1"], - description="keys designating output properties") - algo_kwargs: dict = Field({}, - description="keyword args for generic subset algorithm") - - def get_execution_paths(self, model: Model, bounds: Tensor): - test_points = self.grid - - if isinstance(model, ModelList): - test_points = test_points.to(model.models[0].train_targets) - else: - test_points = test_points.to(model.train_targets) - - # get samples of the model posterior at mesh points - posterior_samples = self.evaluate_virtual_objective( - model, test_points, bounds, self.n_samples - ) - - # wrap if needed - if not isinstance(self.algo_fn, BaseDiscreteAlgoFn): - self.algo_fn = FunctionWrapper(self.algo_fn) - - x_opt, y_opt = self.algo_fn(posterior_samples, test_points, **self.algo_kwargs) - - # get the solution_center and solution_entropy for Turbo - # note: the entropy calc here drops a constant scaling factor - solution_center = x_opt.mean(dim=0).numpy() - solution_entropy = float(torch.log(x_opt.std(dim=0) ** 2).sum()) - - # collect secondary results in a dict - results_dict = { - "test_points": test_points, - "posterior_samples": posterior_samples, - "execution_paths": torch.hstack((x_opt, y_opt)), - "solution_center": solution_center, - "solution_entropy": solution_entropy, - } - - # return execution paths - return x_opt.unsqueeze(-2), y_opt.unsqueeze(-2), results_dict - - def evaluate_virtual_objective( - self, - model: Model, - x: Tensor, - bounds: Tensor, - n_samples: int, - tkwargs: dict = None, - ) -> Tensor: - """ - Evaluate the virtual objective (samples). - - Parameters: - ----------- - model : Model - The model to use for evaluating the virtual objective. - x : Tensor - The inputs at which to evaluate the virtual objective. - bounds : Tensor - The bounds for the optimization. - n_samples : int - The number of samples to generate. - tkwargs : dict, optional - Additional keyword arguments for the evaluation. - - Returns: - -------- - Tensor - The evaluated virtual objective values. - """ - # get samples of the model posterior at inputs given by x - with torch.no_grad(): - post = model.posterior(x) - objective_values = post.rsample(torch.Size([n_samples])) - - return objective_values diff --git a/bax_algorithms/discrete_algos.py b/bax_algorithms/discrete_algos.py deleted file mode 100644 index db42cfe..0000000 --- a/bax_algorithms/discrete_algos.py +++ /dev/null @@ -1,32 +0,0 @@ -from .base_discrete import DiscreteSubsetAlgorithm -from .algo_fns import global_opt, single_level_band, multi_level_band -from pydantic import Field - -class GlobalOpt(DiscreteSubsetAlgorithm): - minimize: bool = Field(True, - description="If true, minimize function, otherwise maximize") - - def __init__(self, **data): - data["algo_fn"] = global_opt - data["algo_kwargs"] = {"minimize": data["minimize"]} - super().__init__(**data) - -class SingleLevelBand(DiscreteSubsetAlgorithm): - min_val: float = Field(..., - description="Min value of band") - max_val: float = Field(..., - description="Max value of band") - - def __init__(self, **data): - data["algo_fn"] = single_level_band - data["algo_kwargs"] = {"min_val": data["min_val"], "max_val": data["max_val"]} - super().__init__(**data) - -class MultiLevelBand(DiscreteSubsetAlgorithm): - bounds_list: list = Field(..., - description="List of bounds for multi-level band") - - def __init__(self, **data): - data["algo_fn"] = multi_level_band - data["algo_kwargs"] = {"bounds_list": data["bounds_list"]} - super().__init__(**data) \ No newline at end of file diff --git a/bax_algorithms/emittance.py b/bax_algorithms/emittance.py index 4ce382b..f5284a5 100644 --- a/bax_algorithms/emittance.py +++ b/bax_algorithms/emittance.py @@ -1,74 +1,515 @@ -from typing import List, Dict, Optional, Tuple, Union from pydantic import Field import torch from torch import Tensor -import copy +from gpytorch.kernels.rbf_kernel import RBFKernel from bax_algorithms.pathwise.base import PathwiseOptimization from bax_algorithms.pathwise.sampling import draw_product_kernel_post_paths from botorch.sampling.pathwise.posterior_samplers import draw_matheron_paths -from botorch.models.model import Model, ModelList -from gpytorch.kernels import ProductKernel, MaternKernel -from lcls_tools.common.data.emittance import compute_emit_bmag -from lcls_tools.common.data.model_general_calcs import bdes_to_kmod +from botorch.models.model import Model from xopt.generators.bayesian.bax.algorithms import Algorithm +import numpy as np +from scipy.optimize import minimize +import importlib.util + + +def bmag_func(bb, ab, bl, al): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/data/model_general_calcs.py + + Calculates the BMAG miss match parameter. bb and ab are the modeled + beta and alpha functions at a given element and bl and al are the + reference (most of the time desing) values""" + return 1 / 2 * (bl / bb + bb / bl + bb * bl * (ab / bb - al / bl) ** 2) + + +def propagate_twiss(twiss_init: np.ndarray, rmat: np.ndarray): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/data/model_general_calcs.py + + Propagates twiss parameters downstream given a transport rmat. + + Parameters: + twiss_init: numpy array shape batchshape x 3 containing the initial twiss params + (ordered: beta, alpha, gamma) + rmat: numpy array shape batchshape x 2 x 2 containing 2x2 transport rmats + + Outputs: + twiss_final: numpy array shape batchshape x 3 containing the downstream twiss params + (ordered: beta, alpha, gamma) + """ + twiss_transport = twiss_transport_mat_from_rmat( + rmat + ) # result shape (batchshape x 3 x 3) + + twiss_final = twiss_transport @ np.expand_dims(twiss_init, axis=-1) + # result shape (batchshape x 3 x 1) + + return twiss_final.squeeze(-1) + + +def bdes_to_kmod(e_tot, effective_length, bdes): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/data/model_general_calcs.py + + Returns K in 1/m^2 given BDES + Need to privide either particle energy e_tot and quad effective_length + or element name and tao object""" + bp = e_tot / 1e9 / 299.792458 * 1e4 # kG m + return bdes / effective_length / bp # kG / m / kG m = 1/m^2 + + +def build_quad_rmat(k: np.ndarray, q_len: float, thin_lens: bool = False): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/data/model_general_calcs.py + + Constructs quad rmat transport matrices for a quadrupole of length q_len with geometric focusing strengths + given by k. + + Parameters: + k: numpy array containing geometric focusing strengths + q_len: float specifying quad length in meters + thin_lens: boolean specifying whether or not to use thin-lens approximation + + Outputs: + rmat: numpy array of shape (*k.shape, 2, 2) containing rmats corresponding to the + various focusing strengths given by k + + source: https://uspas.fnal.gov/materials/11ODU/Lecture6_Transverse_Beam_Optics_1.pdf + """ + + if not thin_lens: + sqrt_k = np.sqrt(np.abs(k)) + 1.0e-6 # add small value for numerical stability + + c = ( + np.cos(sqrt_k * q_len) * (k > 0) + + np.cosh(sqrt_k * q_len) * (k < 0) + + np.ones_like(k) * (k == 0) + ) + s = ( + np.nan_to_num(1.0 / sqrt_k) * np.sin(sqrt_k * q_len) * (k > 0) + + np.nan_to_num(1.0 / sqrt_k) * np.sinh(sqrt_k * q_len) * (k < 0) + + q_len * np.ones_like(k) * (k == 0) + ) + cp = ( + -sqrt_k * np.sin(sqrt_k * q_len) * (k > 0) + + sqrt_k * np.sinh(sqrt_k * q_len) * (k < 0) + + np.zeros_like(k) * (k == 0) + ) + sp = ( + np.cos(sqrt_k * q_len) * (k > 0) + + np.cosh(sqrt_k * q_len) * (k < 0) + + np.ones_like(k) * (k == 0) + ) + + else: + c, s, cp, sp = (np.ones_like(k), np.zeros_like(k), -k * q_len, np.ones_like(k)) + + rmat = np.stack( + ( + np.stack((c, s), axis=-1), + np.stack((cp, sp), axis=-1), + ), + axis=-2, + ) # final shape (*k.shape, 2, 2) + + return rmat + + +def twiss_transport_mat_from_rmat(rmat: np.ndarray): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/data/model_general_calcs.py + + Converts from 2x2 rmats to 3x3 twiss transport matrices. + + Parameters: + rmat: numpy array shape batchshape x 2 x 2 + + Outputs: + result: numpy array shape batchshape x 3 x 3 + """ + # Converts from 2x2 rmats to 3x3 twiss transport matrices. + c, s, cp, sp = rmat[..., 0, 0], rmat[..., 0, 1], rmat[..., 1, 0], rmat[..., 1, 1] + result = np.stack( + ( + np.stack((c**2, -2 * c * s, s**2), axis=-1), + np.stack((-c * cp, c * sp + cp * s, -s * sp), axis=-1), + np.stack((cp**2, -2 * cp * sp, sp**2), axis=-1), + ), + axis=-2, + ) # result shape (batchshape, 3, 3) + return result + + +def compute_emit_bmag( + beamsize_squared: np.ndarray, + rmat: np.ndarray, + twiss_design: np.ndarray = None, + maxiter: int = None, +): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/data/emittance.py + + Computes the emittance(s) from a set of beamsize measurements and their corresponding + transport matrices (rmats). + Must provide beamsize measurements corresponding to at least 3 unique rmats (e.g. quad scan + with minimum of 3 steps, or 3-wire scan). + Uses nonlinear fitting of beam matrix parameters to guarantee physically valid results. + + + Parameters + ---------- + beamsize_squared : numpy.ndarray + Array of shape (batchshape x n_measurements x 1), representing the mean-square + beamsize outputs in [mm^2]. + + rmat : numpy.ndarray + Array of shape (n_measurements x 2 x 2) or (batchshape x n_measurements x 2 x 2) + containing the 2x2 R matrices describing the transport from a common upstream + point in the beamline to the locations at which each beamsize was observed. + + twiss_design : numpy.ndarray, optional + Array of shape (batchshape x n_measurements x 2) designating the design (beta, alpha) + twiss parameters at each measurement location. + Note that it is also possible to pass an array of shape (batchshape x 1 x 2), + which will result in broadcasting a single set of design twiss parameters + to each measurement in the respective batch for the calculation of Bmag + (useful for quad scans). + + maxiter : int, optional + Maximum number of iterations to perform in nonlinear fitting (minimization algorithm). + + Returns + ------- + dict + Dictionary containing the following keys: + - 'emittance': numpy.ndarray of shape (batchshape x 1) containing the geometric emittance + fit results for each scan in mm-mrad. + - 'bmag': numpy.ndarray of shape (batchshape x n_steps) containing the bmag corresponding + to each point in each scan. + - 'beam_matrix': numpy.ndarray of shape (batchshape x 3) containing [sig11, sig12, sig22] + where sig11, sig12, sig22 are the reconstructed beam matrix parameters at the entrance + of the measurement quad. + - 'twiss_at_screen': numpy.ndarray of shape (batchshape x nsteps x 3) containing the + reconstructed twiss parameters at the measurement screen for each step in each quad scan. + + References + ---------- + SOURCE PAPER: http://www-library.desy.de/preparch/desy/thesis/desy-thesis-05-014.pdf + """ + # return variable dictionary + rv = {} + + # prepare the A matrix from eq. (3.2) & (3.3) of source paper + r11, r12 = rmat[..., 0, 0], rmat[..., 0, 1] + amat = np.stack((r11**2, 2.0 * r11 * r12, r12**2), axis=-1) + # amat result (batchshape x nsteps x 3) + + def beam_matrix_tuple(params): + """ + converts fit parameters (batchshape x 3), containing [lambda1, lambda2, c], + to tuple of beam matrix parameters (sig11, sig12, sig22) where each + element in the tuple is shape batchshape, for stacking. + """ + return ( + params[..., 0] ** 2, # lamba1^2 = sig11 + params[..., 0] + * params[..., 1] + * params[..., 2], # lambda1*lambda2*c = sig12 + params[..., 1] ** 2, # lamba2^2 = sig22 + ) + + # check if torch is available to be imported + torch_spec = importlib.util.find_spec("torch") + torch_found = torch_spec is not None + if torch_found: + # define loss function in torch and use autograd to get its jacobian + import torch + + amat = torch.from_numpy(amat) + beamsize_squared = torch.from_numpy(beamsize_squared) + + def loss_torch(params): + params = torch.reshape(params, [*beamsize_squared.shape[:-2], 3]) + sig = torch.stack(beam_matrix_tuple(params), dim=-1).unsqueeze(-1) + # sig should now be shape batchshape x 3 x 1 (column vectors) + total_abs_error = ( + (torch.sqrt(amat @ sig) - torch.sqrt(beamsize_squared)).abs().nansum() + ) + return total_abs_error + + def loss_jacobian(params): + return ( + torch.autograd.functional.jacobian(loss_torch, torch.from_numpy(params)) + .detach() + .numpy() + ) + + def loss(params): + return loss_torch(torch.from_numpy(params)).detach().numpy() + + else: + # define loss function in numpy without jacobian + def loss(params): + params = np.reshape(params, [*beamsize_squared.shape[:-2], 3]) + sig = np.expand_dims(np.stack(beam_matrix_tuple(params), axis=-1), axis=-1) + # sig should now be shape batchshape x 3 x 1 (column vectors) + total_abs_error = np.nansum( + np.abs(np.sqrt(amat @ sig) - np.sqrt(beamsize_squared)) + ) + return total_abs_error + + loss_jacobian = None + + # for numerical stability + eps = 1.0e-6 + + # get initial guesses for lambda1, lambda2, c, from pseudo-inverse method + init_beam_matrix = np.linalg.pinv(np.array(amat)) @ np.array(beamsize_squared) + lambda1 = np.sqrt(init_beam_matrix[..., 0, 0].clip(min=eps)) + lambda2 = np.sqrt(init_beam_matrix[..., 2, 0].clip(min=eps)) + c = (init_beam_matrix[..., 1, 0] / (lambda1 * lambda2)).clip( + min=-1 + eps, max=1 - eps + ) + init_params = np.stack((lambda1, lambda2, c), axis=-1).flatten() + + # define bounds (only c parameter is bounded, between -1 and 1) + bounds = np.tile( + np.array([[None, None], [None, None], [-1.0 + eps, 1.0 - eps]]), + (np.prod(beamsize_squared.shape[:-2]), 1), + ) + if maxiter is not None: + options = {"maxiter": maxiter} + else: + options = None + + # minimize loss + res = minimize( + loss, + init_params, + jac=loss_jacobian, + bounds=bounds, + options=options, + ) + + # get the fit result and reshape to (batchshape x 3) + fit_params = np.reshape(res.x, [*beamsize_squared.shape[:-2], 3]) + + # convert fit params back to beam matrix params + rv["beam_matrix"] = np.stack(beam_matrix_tuple(fit_params), axis=-1) + # result shape (batchshape x 3) containing [sig11, sig12, sig22] + + rv["emittance"] = np.sqrt( + rv["beam_matrix"][..., 0:1] * rv["beam_matrix"][..., 2:3] + - rv["beam_matrix"][..., 1:2] ** 2 + ) + # result shape (batchshape x 1) + + # get twiss at upstream origin from beam_matrix + def _twiss_upstream(b_matrix): + return np.expand_dims( + np.stack( + ( + b_matrix[..., 0], + -1 * b_matrix[..., 1], + b_matrix[..., 2], + ), + axis=-1, + ) + / rv["emittance"], + axis=-2, + ) + + # propagate twiss params to screen (expand_dims for broadcasting) + rv["twiss_at_screen"] = propagate_twiss(_twiss_upstream(rv["beam_matrix"]), rmat) + # result shape (batchshape x nsteps x 3) + beta, alpha = ( + rv["twiss_at_screen"][..., 0], + rv["twiss_at_screen"][..., 1], + ) + # shapes batchshape x nsteps + + # compute bmag if twiss_design is provided + if twiss_design is not None: + beta_design, alpha_design = ( + twiss_design[..., 0], + twiss_design[..., 1], + ) + # shape batchshape x nsteps x 1 (multi-device) or batchshape x 1 (quad scan) + + # result batchshape x 3 containing [beta, alpha, gamma] + rv["bmag"] = bmag_func( + beta, alpha, beta_design, alpha_design + ) # result batchshape x nsteps + else: + rv["bmag"] = None + + return rv + + +def compute_emit_bmag_quad_scan( + k: np.ndarray, + beamsize_squared: np.ndarray, + q_len: float, + rmat: np.ndarray, + twiss_design: np.ndarray = None, + thin_lens: bool = False, + maxiter: int = None, +): + """ + TODO: replace function with import from slac-tools upon release. + SOURCE: + https://github.com/slaclab/lcls-tools/blob/main/lcls_tools/common/measurements/emittance_measurement.py + + Computes the emittance(s) corresponding to a set of quadrupole measurement scans + using nonlinear fitting of beam matrix parameters to guarantee physically valid results. + + Parameters + ---------- + k : numpy.ndarray + Array of shape (n_steps_quad_scan,) or (batchshape x n_steps_quad_scan) + representing the measurement quad geometric focusing strengths in [m^-2] + used in the emittance scan(s). + + beamsize_squared : numpy.ndarray + Array of shape (batchshape x n_steps_quad_scan), representing the mean-square + beamsize outputs in [mm^2] of the emittance scan(s) with inputs given by k. + + q_len : float + The (longitudinal) quadrupole length or "thickness" in [m]. + + rmat : numpy.ndarray + Array of shape (2x2) or (batchshape x 2 x 2) containing the 2x2 R matrices + describing the transport from the end of the measurement quad to the observation screen. + + twiss_design : numpy.ndarray, optional + Array of shape (batchshape x 2) designating the design (beta, alpha) + twiss parameters at the screen. + + thin_lens : bool, optional + Specifies whether or not to use thin lens approximation for measurement quad. + + maxiter : int, optional + Maximum number of iterations to perform in nonlinear fitting (minimization algorithm). + + Returns + ------- + dict + Dictionary containing the following keys: + - 'emittance': numpy.ndarray of shape (batchshape x 1) containing the geometric emittance + fit results for each scan in mm-mrad. + - 'bmag': numpy.ndarray of shape (batchshape x n_steps) containing the bmag corresponding + to each point in each scan. + - 'beam_matrix': numpy.ndarray of shape (batchshape x 3) containing [sig11, sig12, sig22] + where sig11, sig12, sig22 are the reconstructed beam matrix parameters at the entrance + of the measurement quad. + - 'twiss_at_screen': numpy.ndarray of shape (batchshape x nsteps x 3) containing the + reconstructed twiss parameters at the measurement screen for each step in each quad scan. + """ + # calculate and add the measurement quad transport to the rmats + quad_rmat = build_quad_rmat( + k, q_len, thin_lens=thin_lens + ) # result shape (batchshape x nsteps x 2 x 2) + total_rmat = np.expand_dims(rmat, -3) @ quad_rmat + # result shape (batchshape x nsteps x 2 x 2) + + # reshape inputs + beamsize_squared = np.expand_dims(beamsize_squared, -1) + twiss_design = ( + np.expand_dims(twiss_design, -2) if twiss_design is not None else None + ) + + # compute emittance + rv = compute_emit_bmag(beamsize_squared, total_rmat, twiss_design, maxiter) + + return rv + class EmittanceAlgorithm(Algorithm): - x_key: str = Field(None, - description="key designating the beamsize squared output in x from evaluate function") - y_key: str = Field(None, - description="key designating the beamsize squared output in y from evaluate function") - energy: float = Field(1.0, - description="Beam energy in [eV]") + x_key: str = Field( + None, + description="key designating the beamsize squared output in x from evaluate function", + ) + y_key: str = Field( + None, + description="key designating the beamsize squared output in y from evaluate function", + ) + energy: float = Field(1.0, description="Beam energy in [eV]") q_len: float = Field( description="the longitudinal thickness of the measurement quadrupole" ) - rmat_x: Tensor = Field(None, - description="tensor shape 2x2 containing downstream rmat for x dimension" + rmat_x: Tensor = Field( + None, description="tensor shape 2x2 containing downstream rmat for x dimension" ) - rmat_y: Tensor = Field(None, - description="tensor shape 2x2 containing downstream rmat for y dimension" + rmat_y: Tensor = Field( + None, description="tensor shape 2x2 containing downstream rmat for y dimension" ) - twiss0_x: Tensor = Field(None, - description="1d tensor length 2 containing design x-twiss: [beta0_x, alpha0_x] (for bmag)" + twiss0_x: Tensor = Field( + None, + description="1d tensor length 2 containing design x-twiss: [beta0_x, alpha0_x] (for bmag)", ) - twiss0_y: Tensor = Field(None, - description="1d tensor length 2 containing design y-twiss: [beta0_y, alpha0_y] (for bmag)" + twiss0_y: Tensor = Field( + None, + description="1d tensor length 2 containing design y-twiss: [beta0_y, alpha0_y] (for bmag)", ) - meas_dim: int = Field(None, - description="index identifying the measurement quad dimension in the model" + meas_dim: int = Field( + None, + description="index identifying the measurement quad dimension in the model", ) - n_steps_measurement_param: int = Field(3, - description="number of steps to use in the virtual measurement scans" + n_steps_measurement_param: int = Field( + 3, description="number of steps to use in the virtual measurement scans" + ) + thin_lens: bool = Field( + False, + description="Whether to use thin-lens approximation in transport for emittance calc", + ) + use_bmag: bool = Field( + True, + description="Whether to multiply the emit by the bmag to get virtual objective.", + ) + results: dict = Field( + {}, description="Dictionary to store results from emittance calculcation" + ) + maxiter_fit: int = Field( + 20, description="Maximum number of iterations in nonlinear emittance fitting." + ) + crop_scans: bool = Field( + False, + description="Whether to retain beamsize values only around the minimum from each scan.", ) - thin_lens: bool = Field(False, - description="Whether to use thin-lens approximation in transport for emittance calc") - use_bmag: bool = Field(True, - description="Whether to multiply the emit by the bmag to get virtual objective.") - results: dict = Field({}, - description="Dictionary to store results from emittance calculcation") - maxiter_fit: int = Field(20, - description="Maximum number of iterations in nonlinear emittance fitting.") - @property def x_idx(self) -> int: - ''' + """ The index of the x-beamsize model in the BAX observable ModelList passed to self.get_execution_paths() by Xopt's BaxGenerator. - ''' + """ return self.observable_names_ordered.index(self.x_key) @property def y_idx(self) -> int: - ''' + """ The index of the y-beamsize model in the BAX observable ModelList passed to self.get_execution_paths() by Xopt's BaxGenerator. - ''' + """ return self.observable_names_ordered.index(self.y_key) - def perform_virtual_measurement(self, model, x, bounds, tkwargs:dict=None, n_samples:int=None): + def perform_virtual_measurement( + self, model, x, bounds, tkwargs: dict = None, n_samples: int = None + ): """ inputs: model: a botorch ModelListGP @@ -76,53 +517,58 @@ def perform_virtual_measurement(self, model, x, bounds, tkwargs:dict=None, n_sam specifying points in the full-dimensional model space at which to evaluate the objective. bounds: tensor shape (2, n_dim) specifying the upper and lower measurement bounds - returns: + returns: result: dict containing measurement results """ tuning_idxs = torch.arange(bounds.shape[1]) - tuning_idxs = tuning_idxs[tuning_idxs!=self.meas_dim] # remove measurement dim index - x_tuning = x[...,tuning_idxs] - - # x_tuning must be shape n_tuning_configs x n_tuning_dims - emit, bmag = self.evaluate_posterior_emittance(model, - x_tuning, - bounds, - tkwargs, - n_samples, - ) + tuning_idxs = tuning_idxs[ + tuning_idxs != self.meas_dim + ] # remove measurement dim index + x_tuning = x[..., tuning_idxs] + # x_tuning must be shape n_tuning_configs x n_tuning_dims + emit, bmag = self.evaluate_posterior_emittance( + model, + x_tuning, + bounds, + tkwargs, + n_samples, + ) # store virtual measurement results result = {} if self.x_key: - result['emit_x'] = emit[...,self.x_idx] - best_bmag_x = torch.min(bmag[...,self.x_idx], dim=-1, keepdim=True)[0] - result['bmag_x'] = best_bmag_x - objective = result['emit_x'] - mean_bmag = result['bmag_x'] + result["emit_x"] = emit[..., self.x_idx] + best_bmag_x = torch.min(bmag[..., self.x_idx], dim=-1, keepdim=True)[0] + result["bmag_x"] = best_bmag_x + objective = result["emit_x"] + mean_bmag = result["bmag_x"] if self.y_key: - result['emit_y'] = emit[...,self.y_idx] - best_bmag_y = torch.min(bmag[...,self.y_idx], dim=-1, keepdim=True)[0] - result['bmag_y'] = best_bmag_y - objective = result['emit_y'] - mean_bmag = result['bmag_y'] + result["emit_y"] = emit[..., self.y_idx] + best_bmag_y = torch.min(bmag[..., self.y_idx], dim=-1, keepdim=True)[0] + result["bmag_y"] = best_bmag_y + objective = result["emit_y"] + mean_bmag = result["bmag_y"] if self.x_key and self.y_key: - objective = (result['emit_x'] * result['emit_y']).sqrt() - best_bmag_idcs = torch.min((bmag[...,self.x_idx] * bmag[...,self.y_idx]), dim=-1, keepdim=True)[1] - best_bmag_x = torch.gather(bmag[...,self.x_idx],-1,best_bmag_idcs) - best_bmag_y = torch.gather(bmag[...,self.y_idx],-1,best_bmag_idcs) - result['bmag_x'] = best_bmag_x - result['bmag_y'] = best_bmag_y - mean_bmag = (result['bmag_x'] * result['bmag_y']).sqrt() + objective = (result["emit_x"] * result["emit_y"]).sqrt() + best_bmag_idcs = torch.min( + (bmag[..., self.x_idx] * bmag[..., self.y_idx]), dim=-1, keepdim=True + )[1] + best_bmag_x = torch.gather(bmag[..., self.x_idx], -1, best_bmag_idcs) + best_bmag_y = torch.gather(bmag[..., self.y_idx], -1, best_bmag_idcs) + result["bmag_x"] = best_bmag_x + result["bmag_y"] = best_bmag_y + mean_bmag = (result["bmag_x"] * result["bmag_y"]).sqrt() if self.use_bmag: objective *= mean_bmag - result['objective'] = objective + result["objective"] = objective return result - - def get_meas_scan_inputs(self, x_tuning: Tensor, bounds: Tensor, tkwargs: dict=None): + def get_meas_scan_inputs( + self, x_tuning: Tensor, bounds: Tensor, tkwargs: dict = None + ): """ A function that generates the inputs for virtual emittance measurement scans at the tuning configurations specified by x_tuning. @@ -148,139 +594,211 @@ def get_meas_scan_inputs(self, x_tuning: Tensor, bounds: Tensor, tkwargs: dict=N x_meas = torch.linspace( *bounds.T[self.meas_dim], self.n_steps_measurement_param, **tkwargs ) - + # prepare column of measurement scans coordinates - x_meas_expanded = x_meas.reshape(-1,1).repeat(*x_tuning.shape[:-1],1) - + x_meas_expanded = x_meas.reshape(-1, 1).repeat(*x_tuning.shape[:-1], 1) + # repeat tuning configs as necessary and concat with column from the line above # to make xs shape: (n_tuning_configs*n_steps_quad_scan) x d , # where d is the full dimension of the model/posterior space (tuning & meas) - x_tuning_expanded = torch.repeat_interleave(x_tuning, - self.n_steps_measurement_param, - dim=-2) - + x_tuning_expanded = torch.repeat_interleave( + x_tuning, self.n_steps_measurement_param, dim=-2 + ) x = torch.cat( - (x_tuning_expanded[..., :self.meas_dim], x_meas_expanded, x_tuning_expanded[..., self.meas_dim:]), - dim=-1 + ( + x_tuning_expanded[..., : self.meas_dim], + x_meas_expanded, + x_tuning_expanded[..., self.meas_dim :], + ), + dim=-1, ) return x - def evaluate_posterior_emittance(self, model, x_tuning, bounds, tkwargs:dict=None, n_samples:int=None): + def evaluate_posterior_emittance( + self, model, x_tuning, bounds, tkwargs: dict = None, n_samples: int = None + ): """ inputs: x_tuning: tensor shape n_points x (n_dim-1) specifying points in the **tuning** space at which to evaluate the objective. - returns: + returns: emit: tensor shape n_points x 1 or 2 bmag: tensor shape n_points x 1 or 2 """ - assert len(x_tuning.shape) in [2,3] + assert len(x_tuning.shape) in [2, 3] # x_tuning must be shape (n_tuning_configs, n_tuning_dims) or (n_samples, n_tuning_configs, ndim) tkwargs = tkwargs if tkwargs else {"dtype": torch.double, "device": "cpu"} - - x = self.get_meas_scan_inputs(x_tuning, bounds, tkwargs) # result shape n_tuning_configs*n_steps x ndim - bss = self.evaluate_virtual_observables(model, x, n_samples) + + x = self.get_meas_scan_inputs( + x_tuning, bounds, tkwargs + ) # result shape n_tuning_configs*n_steps x ndim + bss = self.evaluate_virtual_observables(model, x, n_samples) # package inputs for emittance calculation - bss = bss.reshape(-1, x_tuning.shape[-2], self.n_steps_measurement_param, bss.shape[-1]) + bss = bss.reshape( + -1, x_tuning.shape[-2], self.n_steps_measurement_param, bss.shape[-1] + ) # bss.shape = (n_samples, x_tuning.shape[-2], self.n_steps_measurement_param, 1 or 2) - x = x.reshape(-1, x_tuning.shape[-2], self.n_steps_measurement_param, x.shape[-1]) + x = x.reshape( + -1, x_tuning.shape[-2], self.n_steps_measurement_param, x.shape[-1] + ) # x.shape = (n_samples, x_tuning.shape[-2], self.n_steps_measurement_param, ndim) if len(x_tuning.shape) == 2: - x = x.repeat(bss.shape[0],1,1,1) + x = x.repeat(bss.shape[0], 1, 1, 1) if self.x_key and not self.y_key: k = bdes_to_kmod(self.energy, self.q_len, x[..., self.meas_dim]) - beamsize_squared = bss[...,self.x_idx] # result shape n_samples x n_tuning x n_steps - rmat = self.rmat_x.to(**tkwargs).repeat(*bss.shape[:2],1,1) # n_samples x n_tuning x 2 x 2 + beamsize_squared = bss[ + ..., self.x_idx + ] # result shape n_samples x n_tuning x n_steps + rmat = self.rmat_x.to(**tkwargs).repeat( + *bss.shape[:2], 1, 1 + ) # n_samples x n_tuning x 2 x 2 twiss0 = self.twiss0_x.repeat(*bss.shape[:2], 1) elif self.y_key and not self.x_key: k = -1 * bdes_to_kmod(self.energy, self.q_len, x[..., self.meas_dim]) - beamsize_squared = bss[...,self.y_idx] # result shape n_samples x n_tuning x n_steps - rmat = self.rmat_y.to(**tkwargs).repeat(*bss.shape[:2],1,1) # n_samples x n_tuning x 2 x 2 + beamsize_squared = bss[ + ..., self.y_idx + ] # result shape n_samples x n_tuning x n_steps + rmat = self.rmat_y.to(**tkwargs).repeat( + *bss.shape[:2], 1, 1 + ) # n_samples x n_tuning x 2 x 2 twiss0 = self.twiss0_y.repeat(*bss.shape[:2], 1) else: k_x = bdes_to_kmod(self.energy, self.q_len, x[..., self.meas_dim]) - k_y = k_x * -1. # n_samples x n_tuning x n_steps - k = torch.cat((k_x, k_y)) # shape (2*n_samples x n_tuning x n_steps) + k_y = k_x * -1.0 # n_samples x n_tuning x n_steps + k = torch.cat((k_x, k_y)) # shape (2*n_samples x n_tuning x n_steps) + + beamsize_squared = torch.cat((bss[..., self.x_idx], bss[..., self.y_idx])) - beamsize_squared = torch.cat((bss[...,self.x_idx], bss[...,self.y_idx])) + rmat_x = self.rmat_x.to(**tkwargs).repeat(*bss.shape[:2], 1, 1) + rmat_y = self.rmat_y.to(**tkwargs).repeat(*bss.shape[:2], 1, 1) + rmat = torch.cat((rmat_x, rmat_y)) # shape (2*n_samples x n_tuning x 2 x 2) - rmat_x = self.rmat_x.to(**tkwargs).repeat(*bss.shape[:2],1,1) - rmat_y = self.rmat_y.to(**tkwargs).repeat(*bss.shape[:2],1,1) - rmat = torch.cat((rmat_x, rmat_y)) # shape (2*n_samples x n_tuning x 2 x 2) + twiss0 = torch.cat( + ( + self.twiss0_x.repeat(*bss.shape[:2], 1), + self.twiss0_y.repeat(*bss.shape[:2], 1), + ) + ) - twiss0 = torch.cat((self.twiss0_x.repeat(*bss.shape[:2], 1), - self.twiss0_y.repeat(*bss.shape[:2], 1)) - ) + if self.crop_scans: + beamsize_squared = self._crop_quad_scans(beamsize_squared) # compute emittance - rv = compute_emit_bmag(k.numpy(), - beamsize_squared.detach().numpy(), - self.q_len, - rmat.numpy(), - twiss0.numpy(), - thin_lens=self.thin_lens, - maxiter=self.maxiter_fit) - - emit = torch.from_numpy(rv['emittance']) - bmag = torch.from_numpy(rv['bmag']) + rv = compute_emit_bmag_quad_scan( + k.numpy(), + beamsize_squared.detach().numpy(), + self.q_len, + rmat.numpy(), + twiss0.numpy(), + thin_lens=self.thin_lens, + maxiter=self.maxiter_fit, + ) + + emit = torch.from_numpy(rv["emittance"]) + bmag = torch.from_numpy(rv["bmag"]) # emit.shape = (n_samples x n_tuning) or (2*n_samples x n_tuning) if optimizing both x and y # bmag.shape = (n_samples x n_tuning x nsteps) or (2*n_samples x n_tuning x nsteps) if optimizing both x and y - + if self.x_key and self.y_key: - emit = torch.cat((emit[:bss.shape[0]].unsqueeze(-1), emit[bss.shape[0]:].unsqueeze(-1)), dim=-1) + emit = torch.cat( + ( + emit[: bss.shape[0]].unsqueeze(-1), + emit[bss.shape[0] :].unsqueeze(-1), + ), + dim=-1, + ) # emit.shape = (n_samples, n_tuning, 1, 2) - bmag = torch.cat((bmag[:bss.shape[0]].unsqueeze(-1), bmag[bss.shape[0]:].unsqueeze(-1)), dim=-1) + bmag = torch.cat( + ( + bmag[: bss.shape[0]].unsqueeze(-1), + bmag[bss.shape[0] :].unsqueeze(-1), + ), + dim=-1, + ) # bmag.shape = (n_samples, n_tuning, n_steps, 2) else: emit = emit.unsqueeze(-1) bmag = bmag.unsqueeze(-1) - #final shapes: n_samples x n_tuning_configs (?? NEED TO CHECK THIS, don't think it's correct) + # final shapes: n_samples x n_tuning_configs (?? NEED TO CHECK THIS, don't think it's correct) return emit, bmag + def _crop_quad_scans( + self, beamsize_squared: Tensor, n_neighbors: int = 2 + ) -> Tensor: + min_values, min_indices = torch.min(beamsize_squared, dim=-1, keepdim=True) + row_indices = torch.arange(beamsize_squared.shape[-1]).repeat( + *beamsize_squared.shape[:-1], 1 + ) + mask_first_min = row_indices == min_indices -class PathwiseMinimizeEmittance(EmittanceAlgorithm, PathwiseOptimization): + # add each minimum's nearest neighbors to mask + x = mask_first_min.detach().clone() + for i in range(n_neighbors): + # Create shifted copies + x_left = torch.cat( + (x[..., 1:], torch.zeros(*x.shape[:-1], 1, dtype=torch.bool)), dim=-1 + ) # Shift left, add False at the end + x_right = torch.cat( + (torch.zeros(*x.shape[:-1], 1, dtype=torch.bool), x[..., :-1]), dim=-1 + ) # Shift right, add False at the beginning + + # Perform boolean OR operation + x = x | x_left | x_right + + beamsize_squared_cropped = beamsize_squared.clone() + beamsize_squared_cropped[~x] = torch.nan + + return beamsize_squared_cropped + +class PathwiseMinimizeEmittance(EmittanceAlgorithm, PathwiseOptimization): def get_execution_paths(self, model: Model, bounds: Tensor) -> Tensor: # draw callable sample functions sample_functions_list = self.draw_sample_functions_list(model) best_inputs = self.execute_algorithm(sample_functions_list, bounds) best_meas_scan_inputs = self.get_meas_scan_inputs(best_inputs, bounds) - best_meas_scan_outputs = torch.vstack([sample_func(best_meas_scan_inputs) - for sample_func in sample_functions_list] - ).T.unsqueeze(0) - best_emit, best_bmag = self.evaluate_posterior_emittance(sample_functions_list, - best_inputs, - bounds - ) + best_meas_scan_outputs = torch.vstack( + [ + sample_func(best_meas_scan_inputs) + for sample_func in sample_functions_list + ] + ).T.unsqueeze(0) + best_emit, best_bmag = self.evaluate_posterior_emittance( + sample_functions_list, best_inputs, bounds + ) self.results = {} - self.results['best_inputs'] = best_inputs - self.results['best_emit'] = best_emit - self.results['best_bmag'] = best_bmag - self.results['sample_functions_list'] = sample_functions_list + self.results["best_inputs"] = best_inputs + self.results["best_emit"] = best_emit + self.results["best_bmag"] = best_bmag + self.results["sample_functions_list"] = sample_functions_list return best_meas_scan_inputs, best_meas_scan_outputs, {} def draw_sample_functions_list(self, model): sample_funcs_list = [] for m in model.models: - try: - sample_funcs = draw_product_kernel_post_paths(m, n_samples=self.n_samples) - except: - sample_funcs = draw_matheron_paths(m, sample_shape=torch.Size([self.n_samples])) + if isinstance(model.models[0].covar_module, RBFKernel): + sample_funcs = draw_matheron_paths( + m, sample_shape=torch.Size([self.n_samples]) + ) + else: # must be polynomial product kernel + sample_funcs = draw_product_kernel_post_paths( + m, n_samples=self.n_samples + ) sample_funcs_list += [sample_funcs] return sample_funcs_list def _get_optimization_indeces(self, bounds) -> Tensor: - ''' + """ Get indeces specifying parameters for virtual objective optimization. - ''' + """ idcs = torch.tensor(range(bounds.shape[1])) mask = idcs != self.meas_dim - return idcs[mask] \ No newline at end of file + return idcs[mask] diff --git a/bax_algorithms/pathwise/base.py b/bax_algorithms/pathwise/base.py index ed504ec..dadc82f 100644 --- a/bax_algorithms/pathwise/base.py +++ b/bax_algorithms/pathwise/base.py @@ -40,8 +40,9 @@ class PathwiseOptimization(Algorithm): """ name = "pathwise_optimization" - optimizer: VirtualOptimizer = Field(DifferentialEvolution(), - description = "Optimizer for virtual objective.") + optimizer: VirtualOptimizer = Field( + DifferentialEvolution(), description="Optimizer for virtual objective." + ) results: dict = Field( default=None, description="dictionary containing algorithm results", @@ -60,13 +61,13 @@ def perform_virtual_measurement( n_samples: int = None, tkwargs: dict = None, ) -> dict: - ''' + """ Defines how the measurement of the virtual objective should be performed. Stores results in a dictionary. Returned dictionary must contain key 'objective' containing the virtual objective results. - ''' - return {'objective': None} - + """ + return {"objective": None} + def evaluate_virtual_objective( self, model: Model, @@ -75,60 +76,71 @@ def evaluate_virtual_objective( n_samples: int = None, tkwargs: dict = None, ) -> Tensor: - ''' + """ Performs virtual measurement and extracts virtual objective value from resultant dictionary. - ''' + """ + + measurement_result = self.perform_virtual_measurement( + model, x, bounds, n_samples, tkwargs + ) - measurement_result = self.perform_virtual_measurement(model, x, bounds, n_samples, tkwargs) - - return measurement_result['objective'] + return measurement_result["objective"] - def execute_algorithm(self, sample_functions_list: List[Callable], bounds: Tensor) -> Tensor: - ''' + def execute_algorithm( + self, sample_functions_list: List[Callable], bounds: Tensor + ) -> Tensor: + """ Run virtual algorithm on pathwise function samples. - ''' + """ optimization_indeces = self._get_optimization_indeces(bounds) # optimize sample functions - best_inputs = self.optimizer.optimize(virtual_objective = self.evaluate_virtual_objective, - sample_functions_list = sample_functions_list, - bounds = bounds, - optimization_indeces = optimization_indeces, - n_samples = self.n_samples) + best_inputs = self.optimizer.optimize( + virtual_objective=self.evaluate_virtual_objective, + sample_functions_list=sample_functions_list, + bounds=bounds, + optimization_indeces=optimization_indeces, + n_samples=self.n_samples, + ) return best_inputs def get_execution_paths(self, model: Model, bounds: Tensor) -> Tensor: - ''' + """ Execute algorithm and get execution paths from optimization result. - ''' - + """ + # draw callable sample functions sample_functions_list = self.draw_sample_functions_list(model) best_inputs = self.execute_algorithm(sample_functions_list, bounds) - best_objective = self.evaluate_virtual_objective(sample_functions_list, best_inputs, bounds) - + best_objective = self.evaluate_virtual_objective( + sample_functions_list, best_inputs, bounds + ) + self.results = {} - self.results['best_inputs'] = best_inputs - self.results['best_objective'] = best_objective - self.results['sample_functions_list'] = sample_functions_list + self.results["best_inputs"] = best_inputs + self.results["best_objective"] = best_objective + self.results["sample_functions_list"] = sample_functions_list - return best_inputs, best_objective, self.results + return best_inputs, best_objective, self.results def draw_sample_functions_list(self, model: Model) -> List: - ''' + """ Generates a callable function sample object for each observable model and stores them in list ordered according to observable_names_ordered. - ''' - sample_funcs_list = [draw_matheron_paths(m, sample_shape=torch.Size([self.n_samples])) for m in model.models] + """ + sample_funcs_list = [ + draw_matheron_paths(m, sample_shape=torch.Size([self.n_samples])) + for m in model.models + ] return sample_funcs_list def _get_optimization_indeces(self, bounds) -> Tensor: - ''' + """ Get indeces specifying parameters for virtual objective optimization. - ''' + """ return torch.tensor(range(bounds.shape[1])) def evaluate_virtual_observables( @@ -137,17 +149,24 @@ def evaluate_virtual_observables( x: Tensor, n_samples: int = None, ) -> Tensor: - ''' + """ Evaluate observable models. model must either be a ModelList (GP) or a list of callable function samples. - ''' + """ if isinstance(model, ModelList): - assert len(x.shape) == 2 # x.shape should equal (n_points, ndim) + assert len(x.shape) == 2 # x.shape should equal (n_points, ndim) p = model.posterior(x) - vobs = p.sample(torch.Size([n_samples])) # vobs.shape will be (n_samples, n_points, num_outputs) + vobs = p.sample( + torch.Size([n_samples]) + ) # vobs.shape will be (n_samples, n_points, num_outputs) else: assert n_samples is None - assert len(x.shape) in [2,3] # x.shape can be (n_samples, n_points, ndim) for samplewise evaluation - # or (n_points, ndim) for broadcasting to all samples + assert len(x.shape) in [ + 2, + 3, + ] # x.shape can be (n_samples, n_points, ndim) for samplewise evaluation + # or (n_points, ndim) for broadcasting to all samples vobs_list = [sample_funcs(x) for sample_funcs in model] - vobs = torch.stack(vobs_list, dim=-1) # vobs.shape will be (n_samples, n_points, num_outputs) - return vobs \ No newline at end of file + vobs = torch.stack( + vobs_list, dim=-1 + ) # vobs.shape will be (n_samples, n_points, num_outputs) + return vobs diff --git a/bax_algorithms/pathwise/optimize.py b/bax_algorithms/pathwise/optimize.py index e43a527..cd311c1 100644 --- a/bax_algorithms/pathwise/optimize.py +++ b/bax_algorithms/pathwise/optimize.py @@ -7,107 +7,127 @@ import torch import numpy as np import time +from scipy.optimize import differential_evolution class VirtualOptimizer(XoptBaseModel, ABC): - minimize: bool = Field(True, - description = "Whether to minimize (True) or maximize (False) the virtual objective") - verbose: bool = Field(False, - description="Whether to print diagnostics during optimization.") - + minimize: bool = Field( + True, + description="Whether to minimize (True) or maximize (False) the virtual objective", + ) + verbose: bool = Field( + False, description="Whether to print diagnostics during optimization." + ) @abstractmethod - def optimize(self, - virtual_objective: Callable, - sample_functions_list: List[Callable], - bounds: Tensor, - n_samples: int, - optimization_indeces: Tensor = None, - ) -> Tensor: - ''' + def optimize( + self, + virtual_objective: Callable, + sample_functions_list: List[Callable], + bounds: Tensor, + n_samples: int, + optimization_indeces: Tensor = None, + ) -> Tensor: + """ Minimizes virtual objective sample functions and returns optimal inputs. - ''' + """ @abstractmethod - def _wrap_virtual_objective(self, - virtual_objective: Callable, - sample_functions_list: list[Callable], - bounds: Tensor, - n_samples: int, - optimization_indeces: Tensor, - ) -> Callable: - ''' + def _wrap_virtual_objective( + self, + virtual_objective: Callable, + sample_functions_list: list[Callable], + bounds: Tensor, + n_samples: int, + optimization_indeces: Tensor, + ) -> Callable: + """ Wraps virtual objective function so inputs/outputs are suitable for optimization method. - ''' + """ @abstractmethod - def _get_virtual_optimization_bounds(self, bounds: Tensor, n_samples: int, optimization_indeces: Tensor) -> Tensor: - ''' + def _get_virtual_optimization_bounds( + self, bounds: Tensor, n_samples: int, optimization_indeces: Tensor + ) -> Tensor: + """ Get bounds for virtual optimization (may not be the same as bounds passed to optimizer). - ''' - - def _get_target_function(self, - virtual_objective: Callable, - sample_functions_list: list[Callable], - bounds: Tensor, - n_samples: int, - optimization_indeces: Tensor, - ) -> Callable: - ''' + """ + + def _get_target_function( + self, + virtual_objective: Callable, + sample_functions_list: list[Callable], + bounds: Tensor, + n_samples: int, + optimization_indeces: Tensor, + ) -> Callable: + """ Multiply virtual objective by -1 if not in minimization mode (to maximize instead). - ''' - wrapped_virtual_objective = self._wrap_virtual_objective(virtual_objective, - sample_functions_list, - bounds, - n_samples, - optimization_indeces, - ) + """ + wrapped_virtual_objective = self._wrap_virtual_objective( + virtual_objective, + sample_functions_list, + bounds, + n_samples, + optimization_indeces, + ) + def target_function(x): if not self.minimize: - return -1. * wrapped_virtual_objective(x) + return -1.0 * wrapped_virtual_objective(x) else: return wrapped_virtual_objective(x) return target_function -from scipy.optimize import differential_evolution + class DifferentialEvolution(VirtualOptimizer): - popsize: int = Field(15, - description="Number of points sampled in each generation of evolutionary algorithm.") - maxiter: int = Field(100, - description="Max number of generations in the evolutionary algorithm.") - polish: bool = Field(False, - description="Whether to use gradient-based optimization after evolution to further optimize result.") - - - def optimize(self, - virtual_objective: Callable, - sample_functions_list: List[Callable], - bounds: Tensor, - n_samples: int, - optimization_indeces: Tensor = None, - ) -> Tensor: - - target_function = self._get_target_function(virtual_objective, - sample_functions_list, - bounds, - n_samples, - optimization_indeces) - - de_bounds = self._get_virtual_optimization_bounds(bounds, n_samples, optimization_indeces) + popsize: int = Field( + 15, + description="Number of points sampled in each generation of evolutionary algorithm.", + ) + maxiter: int = Field( + 100, description="Max number of generations in the evolutionary algorithm." + ) + polish: bool = Field( + False, + description="Whether to use gradient-based optimization after evolution to further optimize result.", + ) + + def optimize( + self, + virtual_objective: Callable, + sample_functions_list: List[Callable], + bounds: Tensor, + n_samples: int, + optimization_indeces: Tensor = None, + ) -> Tensor: + target_function = self._get_target_function( + virtual_objective, + sample_functions_list, + bounds, + n_samples, + optimization_indeces, + ) + + de_bounds = self._get_virtual_optimization_bounds( + bounds, n_samples, optimization_indeces + ) if self.verbose: start = time.time() - print('Beginning BAX virtual optimization.') - res = differential_evolution(target_function, - bounds=de_bounds, - vectorized=True, - polish=self.polish, - popsize=self.popsize, - maxiter=self.maxiter, - seed=1) + print("Beginning BAX virtual optimization.") + res = differential_evolution( + target_function, + bounds=de_bounds, + vectorized=True, + polish=self.polish, + popsize=self.popsize, + maxiter=self.maxiter, + seed=1, + ) if self.verbose: - print('BAX virtual optimization took:', time.time()-start, 'seconds.') + print("BAX virtual optimization took:", time.time() - start, "seconds.") if optimization_indeces is not None: ndim = len(optimization_indeces) @@ -117,24 +137,24 @@ def optimize(self, best_x = torch.from_numpy(res.x).reshape(n_samples, 1, ndim) return best_x - - def _wrap_virtual_objective(self, - virtual_objective: Callable, - sample_functions_list: List[Callable], - bounds: Tensor, - n_samples: int, - optimization_indeces: Tensor, - ) -> Callable: + def _wrap_virtual_objective( + self, + virtual_objective: Callable, + sample_functions_list: List[Callable], + bounds: Tensor, + n_samples: int, + optimization_indeces: Tensor, + ) -> Callable: def wrapped_virtual_objective(x): x = torch.from_numpy(x) # x.shape = num_params x popsize*num_params // num_params = dim*n_samples - dim = int(x.shape[0]/n_samples) - x = x.reshape(n_samples,dim,-1) - x = torch.swapaxes(x,1,2) + dim = int(x.shape[0] / n_samples) + x = x.reshape(n_samples, dim, -1) + x = torch.swapaxes(x, 1, 2) if optimization_indeces is not None: - x_p = bounds.mean(dim=0).repeat(*x.shape[:-1],1) - x_p[...,optimization_indeces] = x + x_p = bounds.mean(dim=0).repeat(*x.shape[:-1], 1) + x_p[..., optimization_indeces] = x else: x_p = x res = virtual_objective(sample_functions_list, x_p, bounds) @@ -143,11 +163,13 @@ def wrapped_virtual_objective(x): return wrapped_virtual_objective - def _get_virtual_optimization_bounds(self, bounds: Tensor, n_samples: int, optimization_indeces: Tensor) -> Tensor: - ''' + def _get_virtual_optimization_bounds( + self, bounds: Tensor, n_samples: int, optimization_indeces: Tensor + ) -> Tensor: + """ Get bounds for virtual optimization (may not be the same as bounds passed to optimizer). - ''' + """ if optimization_indeces is not None: - return np.tile(bounds[...,optimization_indeces].numpy().T, (n_samples,1)) + return np.tile(bounds[..., optimization_indeces].numpy().T, (n_samples, 1)) else: - return np.tile(bounds.numpy().T, (n_samples,1)) \ No newline at end of file + return np.tile(bounds.numpy().T, (n_samples, 1)) diff --git a/bax_algorithms/pathwise/sampling.py b/bax_algorithms/pathwise/sampling.py index ac73d33..dc8e279 100644 --- a/bax_algorithms/pathwise/sampling.py +++ b/bax_algorithms/pathwise/sampling.py @@ -5,7 +5,8 @@ import torch from botorch.models.gp_regression import SingleTaskGP from botorch.sampling.pathwise.prior_samplers import draw_kernel_feature_paths -from gpytorch.kernels import ProductKernel, MaternKernel +from gpytorch.kernels import MaternKernel + def draw_poly_kernel_prior_paths( poly_kernel, n_samples @@ -38,11 +39,15 @@ def paths(xs): def draw_product_kernel_prior_paths(model, n_samples): ndim = model.train_inputs[0].shape[1] - matern_idx = [type(k) for k in model.covar_module.base_kernel.kernels].index(MaternKernel) + matern_idx = [type(k) for k in model.covar_module.base_kernel.kernels].index( + MaternKernel + ) matern_covar_module = copy.deepcopy( model.covar_module.base_kernel.kernels[matern_idx] ) # expects ProductKernel (Matern x Polynomial) - matern_dims = copy.copy(model.covar_module.base_kernel.kernels[matern_idx].active_dims) + matern_dims = copy.copy( + model.covar_module.base_kernel.kernels[matern_idx].active_dims + ) # add assert matern matern_covar_module.active_dims = torch.tensor([i for i in range(len(matern_dims))]) matern_covar_module = gpytorch.kernels.ScaleKernel(matern_covar_module) @@ -51,7 +56,7 @@ def draw_product_kernel_prior_paths(model, n_samples): mean_module = gpytorch.means.ZeroMean() likelihood = gpytorch.likelihoods.GaussianLikelihood().cpu() - likelihood.noise = copy.copy(model.likelihood.noise.detach()) + 1.e-6 + likelihood.noise = copy.copy(model.likelihood.noise.detach()) + 1.0e-6 outcome_transform = None input_transform = None @@ -60,7 +65,9 @@ def draw_product_kernel_prior_paths(model, n_samples): # with kernel matched to the Matern component of the passed model matern_model = SingleTaskGP( - train_X=torch.tensor([[0.0] * (ndim - 1)], device=model.train_inputs[0].device), # add index specification + train_X=torch.tensor( + [[0.0] * (ndim - 1)], device=model.train_inputs[0].device + ), # add index specification train_Y=torch.tensor([[0.0]], device=model.train_inputs[0].device), likelihood=likelihood, mean_module=mean_module, @@ -73,22 +80,27 @@ def draw_product_kernel_prior_paths(model, n_samples): model=matern_model, sample_shape=torch.Size([n_samples]), num_features=2048 ) - - poly_prior_paths = [draw_poly_kernel_prior_paths(k, n_samples) - for k in model.covar_module.base_kernel.kernels - if type(k) != MaternKernel] - poly_dims = [k.active_dims for k in model.covar_module.base_kernel.kernels - if type(k) != MaternKernel] + poly_prior_paths = [ + draw_poly_kernel_prior_paths(k, n_samples) + for k in model.covar_module.base_kernel.kernels + if not isinstance(k, MaternKernel) + ] + poly_dims = [ + k.active_dims + for k in model.covar_module.base_kernel.kernels + if not isinstance(k, MaternKernel) + ] def product_kernel_prior_paths(xs): xs_matern = torch.index_select(xs, dim=-1, index=matern_dims).float() - xs_poly = [torch.index_select(xs, dim=-1, index=dims).float() for dims in poly_dims] + xs_poly = [ + torch.index_select(xs, dim=-1, index=dims).float() for dims in poly_dims + ] ys_poly = 1.0 for i in range(len(poly_prior_paths)): ys_poly *= poly_prior_paths[i](xs_poly[i]) return (matern_prior_paths(xs_matern).reshape(n_samples, -1) * ys_poly).double() - return product_kernel_prior_paths @@ -148,8 +160,6 @@ def post_paths(xs): def draw_linear_product_kernel_prior_paths(model, n_samples): - ndim = model.train_inputs[0].shape[1] - outputscale = copy.copy(model.covar_module.outputscale.detach()) kernels = [] dims = [] @@ -252,8 +262,9 @@ def compare_sampling_methods( # pathwise sampling post_paths = draw_product_kernel_post_paths( -# post_paths = draw_linear_product_kernel_post_paths( - model, n_samples=n_samples_per_batch + # post_paths = draw_linear_product_kernel_post_paths( + model, + n_samples=n_samples_per_batch, ) pathwise_samples = post_paths(xs_1d_scan).detach() diff --git a/bax_algorithms/utils.py b/bax_algorithms/utils.py index f0a2231..0902992 100644 --- a/bax_algorithms/utils.py +++ b/bax_algorithms/utils.py @@ -18,41 +18,50 @@ def get_bax_model_and_bounds(generator: BaxGenerator): return bax_model, generator._get_optimization_bounds() + def get_bax_mean_prediction(generator: BaxGenerator, mean_optimizer: VirtualOptimizer): model, bounds = get_bax_model_and_bounds(generator) + def get_mean_function(model): def func(x): gp_mean = model.posterior(x).mean return gp_mean + return func + mean_functions_list = [get_mean_function(m) for m in model.models] optimization_indeces = generator.algorithm._get_optimization_indeces(bounds) # optimize mean functions - best_inputs = mean_optimizer.optimize(virtual_objective = generator.algorithm.evaluate_virtual_objective, - sample_functions_list = mean_functions_list, - bounds = bounds, - optimization_indeces = optimization_indeces, - n_samples = 1) + best_inputs = mean_optimizer.optimize( + virtual_objective=generator.algorithm.evaluate_virtual_objective, + sample_functions_list=mean_functions_list, + bounds=bounds, + optimization_indeces=optimization_indeces, + n_samples=1, + ) return best_inputs.squeeze(0) + def tuning_input_tensor_to_dict(generator, x_tuning): """ Converts a single set of tuning parameters to a dictionary for input to Xopt - + x_tuning = tensor of shape (1, n_tuning_dims) """ _, bounds = get_bax_model_and_bounds(generator) optimization_indeces = generator.algorithm._get_optimization_indeces(bounds) - tuning_parameter_names = [generator.vocs.variable_names[i] - for i in optimization_indeces] + tuning_parameter_names = [ + generator.vocs.variable_names[i] for i in optimization_indeces + ] x_tuning_dict = {} for i in range(x_tuning.shape[1]): - x_tuning_dict[tuning_parameter_names[i]] = float(x_tuning[0,i]) + x_tuning_dict[tuning_parameter_names[i]] = float(x_tuning[0, i]) return x_tuning_dict + def uniform_random_sample_in_bounds(n_samples, bounds): ndim = len(bounds.T) @@ -61,4 +70,4 @@ def uniform_random_sample_in_bounds(n_samples, bounds): [bounds_i[1] - bounds_i[0] for bounds_i in bounds.T] ) + torch.tensor([bounds_i[0] for bounds_i in bounds.T]) - return x_samples \ No newline at end of file + return x_samples diff --git a/bax_algorithms/visualize.py b/bax_algorithms/visualize.py index 54706a9..02f19c3 100644 --- a/bax_algorithms/visualize.py +++ b/bax_algorithms/visualize.py @@ -1,6 +1,5 @@ import torch from matplotlib import pyplot as plt -from botorch.models import ModelListGP, SingleTaskGP from typing import List from xopt.generators.bayesian.visualize import ( _generate_input_mesh, @@ -18,7 +17,7 @@ def visualize_virtual_measurement_result( n_grid: int = 11, n_samples: int = 100, kwargs: dict = None, - result_keys: List[str] = ['objective'], + result_keys: List[str] = ["objective"], ) -> tuple: """ Displays BAX's virtual measurement results computed from samples drawn @@ -102,26 +101,25 @@ def visualize_virtual_measurement_result( fig, ax = plt.subplots( nrows=len(result_keys), ncols=dim_x, sharex=False, sharey=False, figsize=figsize ) - + for i, key in enumerate(result_keys): - result = measurement_result[key] - + # get sample stats result_med = result.nanmedian(dim=0)[0].flatten() result_upper = torch.nanquantile(result, q=0.975, dim=0).flatten() result_lower = torch.nanquantile(result, q=0.025, dim=0).flatten() result_std = (result_upper - result_lower) / 4 - - - + if dim_x == 1: if len(result_keys) == 1: ax_i = ax else: ax_i = ax[i] # 1d line plot - x_axis = x[:, vocs.variable_names.index(variable_names[0])].squeeze().numpy() + x_axis = ( + x[:, vocs.variable_names.index(variable_names[0])].squeeze().numpy() + ) ax_i.plot(x_axis, result_med, color="C0", label="Median") ax_i.fill_between( x_axis, @@ -140,7 +138,7 @@ def visualize_virtual_measurement_result( if len(result_keys) == 1: ax_ij = ax[j] else: - ax_ij = ax[i,j] + ax_ij = ax[i, j] ax_ij.locator_params(axis="both", nbins=5) if j == 0: prediction = result_med @@ -148,9 +146,9 @@ def visualize_virtual_measurement_result( cbar_label = title elif j == 1: prediction = result_std - title = fr"$\sigma\,$[{key}]" + title = rf"$\sigma\,$[{key}]" cbar_label = title - + pcm = ax_ij.pcolormesh( x[:, vocs.variable_names.index(variable_names[0])] .reshape(n_grid, n_grid) @@ -161,9 +159,9 @@ def visualize_virtual_measurement_result( prediction.reshape(n_grid, n_grid), rasterized=True, ) - + from mpl_toolkits.axes_grid1 import make_axes_locatable # lazy import - + divider = make_axes_locatable(ax_ij) cax = divider.append_axes("right", size="5%", pad=0.1) cbar = plt.colorbar(pcm, cax=cax) diff --git a/examples/emittance.ipynb b/examples/emittance.ipynb index 3f7441a..c966f69 100644 --- a/examples/emittance.ipynb +++ b/examples/emittance.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "0b2005f9", "metadata": { "tags": [] @@ -27,11 +27,9 @@ "source": [ "# Ignore all warnings\n", "import warnings\n", - "warnings.filterwarnings(\"ignore\")\n", "\n", "import matplotlib.pyplot as plt\n", "\n", - "import pandas as pd\n", "import torch\n", "\n", "from xopt import Xopt\n", @@ -42,19 +40,21 @@ "\n", "import time\n", "import numpy as np\n", - "import random" + "import random\n", + "\n", + "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "ce9d65ee", "metadata": { "tags": [] }, "outputs": [], "source": [ - "torch.set_default_tensor_type('torch.DoubleTensor')" + "torch.set_default_tensor_type(\"torch.DoubleTensor\")" ] }, { @@ -67,26 +67,26 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "a8d4ad68-50a2-42d2-b65d-7170b868678a", "metadata": { "tags": [] }, "outputs": [], "source": [ - "ndim = 2 #number of input dimensions\n", - "noise = False #whether to add noise to the ground-truth beam size function outputs\n", + "ndim = 2 # number of input dimensions\n", + "noise = False # whether to add noise to the ground-truth beam size function outputs\n", "thin_lens = False\n", - "use_bmag = True\n", - "meas_dim = 1 #input dimension for measurement parameter\n", - "n_obs_init = 10 #number of random initial observations for GP model\n", - "n_samples = 3 #number of posterior samples for BAX\n", - "n_iter = 10 #number of optimization steps for Xopt to take (after acquiring random initial data)\n", + "use_bmag = False\n", + "meas_dim = 1 # input dimension for measurement parameter\n", + "n_obs_init = 10 # number of random initial observations for GP model\n", + "n_samples = 3 # number of posterior samples for BAX\n", + "n_iter = 10 # number of optimization steps for Xopt to take (after acquiring random initial data)\n", "rand_seed = 3\n", "\n", - "#random seeds for reproducibility \n", + "# random seeds for reproducibility\n", "torch.manual_seed(rand_seed)\n", - "np.random.seed(rand_seed) # only affects initial random observations through Xopt\n", + "np.random.seed(rand_seed) # only affects initial random observations through Xopt\n", "random.seed(rand_seed)" ] }, @@ -101,42 +101,30 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "468de1ea", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tensor([[1.0000, 2.2000],\n", - " [0.0000, 1.0000]])\n", - "tensor([[1.0000, 2.2000],\n", - " [0.0000, 1.0000]])\n" - ] - } - ], + "outputs": [], "source": [ - "from pyemittance.emittance_calc import EmitCalc\n", "from pyemittance.load_json_configs import load_configs\n", "from pyemittance.simulation import BeamSim\n", "\n", - "CONFIG = load_configs('LCLS2_OTR0H04')\n", - "CONFIG['beamline_info']\n", + "CONFIG = load_configs(\"LCLS2_OTR0H04\")\n", + "CONFIG[\"beamline_info\"]\n", "\n", - "q_len = CONFIG['beamline_info']['Lquad']\n", - "energy = CONFIG['beamline_info']['energy']\n", - "rmat_x = torch.tensor(CONFIG['beamline_info']['rMatx']).reshape(2,2)\n", - "rmat_y = torch.tensor(CONFIG['beamline_info']['rMaty']).reshape(2,2)\n", + "q_len = CONFIG[\"beamline_info\"][\"Lquad\"]\n", + "energy = CONFIG[\"beamline_info\"][\"energy\"]\n", + "rmat_x = torch.tensor(CONFIG[\"beamline_info\"][\"rMatx\"]).reshape(2, 2)\n", + "rmat_y = torch.tensor(CONFIG[\"beamline_info\"][\"rMaty\"]).reshape(2, 2)\n", "print(rmat_x)\n", "print(rmat_y)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "c052d304", "metadata": { "tags": [] @@ -144,34 +132,37 @@ "outputs": [], "source": [ "BUNCH_PARAMS0 = {\n", - " 'total_charge': 50e-12,\n", - " 'norm_emit_x': 1e-6,\n", - " 'norm_emit_y': 2e-6,\n", - " 'beta_x': 10,\n", - " 'alpha_x': -1,\n", - " 'beta_y': 11,\n", - " 'alpha_y': -2,\n", - " 'energy': 80e6,\n", - " 'species':'electron'\n", + " \"total_charge\": 50e-12,\n", + " \"norm_emit_x\": 1e-6,\n", + " \"norm_emit_y\": 2e-6,\n", + " \"beta_x\": 10,\n", + " \"alpha_x\": -1,\n", + " \"beta_y\": 11,\n", + " \"alpha_y\": -2,\n", + " \"energy\": 80e6,\n", + " \"species\": \"electron\",\n", "}\n", - "sim = BeamSim(bunch_params=BUNCH_PARAMS0, beamline_info=CONFIG['beamline_info'])\n", + "sim = BeamSim(bunch_params=BUNCH_PARAMS0, beamline_info=CONFIG[\"beamline_info\"])\n", "\n", "\n", "# define variables functions\n", - "var_names = ['x' + str(i) for i in range(ndim)]\n", + "var_names = [\"x\" + str(i) for i in range(ndim)]\n", "meas_param = var_names[meas_dim]\n", "\n", + "\n", "def measure_beamsize(input_dict):\n", - " scale = 1.e4\n", + " scale = 1.0e4\n", " x_tuning = torch.tensor([])\n", " for key in input_dict.keys():\n", " if key != str(meas_param):\n", " x_tuning = torch.cat((x_tuning, torch.tensor([input_dict[key]])))\n", " rms_beamsizes0 = np.array(sim.beam_size_meas(input_dict[meas_param]))\n", - " detuning_scale = 1. + 1*x_tuning.abs().sum().cpu()\n", + " detuning_scale = 1.0 + 1 * x_tuning.abs().sum().cpu()\n", " xrms, yrms = detuning_scale * rms_beamsizes0\n", - " return {'xrms_sq': (float(xrms)*scale)**2.+50,\n", - " 'yrms_sq': (float(yrms)*scale)**2.+50} # mean-square beam sizes in mm squared" + " return {\n", + " \"xrms_sq\": (float(xrms) * scale) ** 2.0 + 50,\n", + " \"yrms_sq\": (float(yrms) * scale) ** 2.0 + 50,\n", + " } # mean-square beam sizes in mm squared" ] }, { @@ -184,133 +175,100 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "6dfbf20e", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "variable_names = ['x0', 'x1']\n", - "meas_param = 'x1'\n", - "domain =\n", - " [[-2. 1.]\n", - " [-3. 3.]]\n" - ] - } - ], + "outputs": [], "source": [ - "variables = {var_name: [-2,1] for var_name in var_names}\n", - "variables[meas_param] = [-3,3] #overwrite bounds for measurement parameter to capture minimum of single-quadrupole optical model\n", + "variables = {var_name: [-1, 0.5] for var_name in var_names}\n", + "variables[meas_param] = [\n", + " -5,\n", + " 5,\n", + "] # overwrite bounds for measurement parameter to capture minimum of single-quadrupole optical model\n", "\n", - "#construct vocs\n", + "# construct vocs\n", "vocs = VOCS(\n", - " variables = variables,\n", - " observables = ['xrms_sq', 'yrms_sq'],\n", + " variables=variables,\n", + " observables=[\"xrms_sq\", \"yrms_sq\"],\n", ")\n", "\n", - "print('variable_names =', vocs.variable_names)\n", - "print('meas_param =', \"'\" + meas_param + \"'\")\n", - "print('domain =\\n', vocs.bounds.T)" + "print(\"variable_names =\", vocs.variable_names)\n", + "print(\"meas_param =\", \"'\" + meas_param + \"'\")\n", + "print(\"domain =\\n\", vocs.bounds.T)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "612bee41-0be7-4ee7-921a-cf51c6c3c4bf", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([27.2505])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "from lcls_tools.common.data.emittance import compute_emit_bmag\n", + "from lcls_tools.common.measurements.emittance_measurement import (\n", + " compute_emit_bmag_quad_scan,\n", + ")\n", "from lcls_tools.common.data.model_general_calcs import bdes_to_kmod\n", + "\n", + "\n", "def eval_true_emittance(x, use_bmag=False):\n", " emits = []\n", " bmags = []\n", - " q = torch.linspace(-3,3,11)\n", + " q = torch.linspace(-3, 3, 11)\n", " k = bdes_to_kmod(energy, q_len, q)\n", - " k = torch.stack((k,-k))\n", + " k = torch.stack((k, -k))\n", " rmat = torch.stack((rmat_x, rmat_y))\n", " twiss0_x = torch.tensor([10, -1])\n", " twiss0_y = torch.tensor([11, -2])\n", - " twiss0 = torch.cat((twiss0_x.reshape(1, 2),\n", - " twiss0_y.reshape(1, 2))\n", - " ) \n", + " twiss0 = torch.cat((twiss0_x.reshape(1, 2), twiss0_y.reshape(1, 2)))\n", " for setting in x:\n", " bssx = []\n", " bssy = []\n", - " input_dict = {name: float(setting[i]) for i, name in enumerate(vocs.variable_names)}\n", + " input_dict = {\n", + " name: float(setting[i]) for i, name in enumerate(vocs.variable_names)\n", + " }\n", " for v in q.numpy():\n", " input_dict[meas_param] = v\n", " output_dict = measure_beamsize(input_dict)\n", - " bssx += [output_dict['xrms_sq']]\n", - " bssy += [output_dict['yrms_sq']]\n", + " bssx += [output_dict[\"xrms_sq\"]]\n", + " bssy += [output_dict[\"yrms_sq\"]]\n", " bss = torch.tensor([bssx, bssy])\n", "\n", " # compute emittance\n", - " rv = compute_emit_bmag(k.numpy(), \n", - " bss.detach().numpy(), \n", - " q_len, \n", - " rmat.numpy(), \n", - " twiss0.numpy(),\n", - " thin_lens=thin_lens,\n", - " maxiter=100)\n", + " rv = compute_emit_bmag_quad_scan(\n", + " k.numpy(),\n", + " bss.detach().numpy(),\n", + " q_len,\n", + " rmat.numpy(),\n", + " twiss0.numpy(),\n", + " thin_lens=thin_lens,\n", + " maxiter=100,\n", + " )\n", "\n", - " emit = torch.from_numpy(rv['emittance'])\n", - " bmag = torch.from_numpy(rv['bmag'])\n", - " emits += [torch.sqrt(emit[0,0]*emit[1,0])]\n", - " bmags += [torch.sqrt(bmag[0].min()*bmag[1].min())]\n", + " emit = torch.from_numpy(rv[\"emittance\"])\n", + " bmag = torch.from_numpy(rv[\"bmag\"])\n", + " emits += [torch.sqrt(emit[0, 0] * emit[1, 0])]\n", + " bmags += [torch.sqrt(bmag[0].min() * bmag[1].min())]\n", " res = torch.tensor(emits)\n", " if use_bmag:\n", " res *= torch.tensor(bmags)\n", " return res\n", - "eval_true_emittance(torch.zeros(1,ndim), use_bmag=use_bmag)" + "\n", + "\n", + "eval_true_emittance(torch.zeros(1, ndim), use_bmag=use_bmag)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "588657b7-5670-4789-95b8-b48a033af526", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = torch.zeros(100, ndim)\n", - "x[:,0] = torch.linspace(*vocs.bounds.T[0], 100)\n", - "plt.plot(x[:,0], eval_true_emittance(x, use_bmag=use_bmag), c='k')" + "x[:, 0] = torch.linspace(*vocs.bounds.T[0], 100)\n", + "plt.plot(x[:, 0], eval_true_emittance(x, use_bmag=use_bmag), c=\"k\")" ] }, { @@ -324,52 +282,50 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "02894212", "metadata": {}, "outputs": [], "source": [ "from gpytorch.kernels import MaternKernel, PolynomialKernel, ScaleKernel\n", - "from gpytorch.priors.torch_priors import GammaPrior\n", "\n", "from xopt.generators.bayesian.models.standard import StandardModelConstructor\n", - "from xopt.generators.bayesian.bax_generator import BaxGenerator\n", "\n", "# prepare custom covariance module\n", "tuning_dims = list(range(vocs.n_variables))\n", "tuning_dims.remove(meas_dim)\n", - "covar_module_x = (MaternKernel(ard_num_dims=len(tuning_dims), \n", - " active_dims=tuning_dims, \n", - " lengthscale_prior=None) * \n", - " PolynomialKernel(power=2, active_dims=[meas_dim])\n", - " )\n", + "covar_module_x = MaternKernel(\n", + " ard_num_dims=len(tuning_dims), active_dims=tuning_dims, lengthscale_prior=None\n", + ") * PolynomialKernel(power=2, active_dims=[meas_dim])\n", "\n", - "scaled_covar_module_x = ScaleKernel(covar_module_x)#, outputscale_prior=GammaPrior(2.0, 0.15))\n", - "covar_module_y = (MaternKernel(ard_num_dims=len(tuning_dims), \n", - " active_dims=tuning_dims, \n", - " lengthscale_prior=None) * \n", - " PolynomialKernel(power=2, active_dims=[meas_dim])\n", - " )\n", - "scaled_covar_module_y = ScaleKernel(covar_module_y)#, outputscale_prior=GammaPrior(2.0, 0.15))\n", + "scaled_covar_module_x = ScaleKernel(\n", + " covar_module_x\n", + ") # , outputscale_prior=GammaPrior(2.0, 0.15))\n", + "covar_module_y = MaternKernel(\n", + " ard_num_dims=len(tuning_dims), active_dims=tuning_dims, lengthscale_prior=None\n", + ") * PolynomialKernel(power=2, active_dims=[meas_dim])\n", + "scaled_covar_module_y = ScaleKernel(\n", + " covar_module_y\n", + ") # , outputscale_prior=GammaPrior(2.0, 0.15))\n", "\n", "# prepare options for Xopt generator\n", - "covar_module_dict = {'xrms_sq': scaled_covar_module_x,\n", - " 'yrms_sq': scaled_covar_module_y}\n", + "covar_module_dict = {\"xrms_sq\": scaled_covar_module_x, \"yrms_sq\": scaled_covar_module_y}\n", "\n", - "model_constructor = StandardModelConstructor(covar_modules=covar_module_dict, use_low_noise_prior=True)" + "model_constructor = StandardModelConstructor(\n", + " covar_modules=covar_module_dict, use_low_noise_prior=True\n", + ")" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "724571ae", "metadata": {}, "outputs": [], "source": [ - "from xopt.numerical_optimizer import LBFGSOptimizer, GridOptimizer\n", - "numerical_optimizer = LBFGSOptimizer(\n", - " n_restarts=10,\n", - " max_time=2)\n", + "from xopt.numerical_optimizer import LBFGSOptimizer\n", + "\n", + "numerical_optimizer = LBFGSOptimizer(n_restarts=10, max_time=2)\n", "# numerical_optimizer = GridOptimizer()" ] }, @@ -383,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "7623bc33", "metadata": { "tags": [] @@ -393,40 +349,43 @@ "from bax_algorithms.emittance import PathwiseMinimizeEmittance\n", "from bax_algorithms.pathwise.optimize import DifferentialEvolution\n", "\n", - "#Prepare Algorithm\n", + "# Prepare Algorithm\n", "algo_kwargs = {\n", - " 'x_key': 'xrms_sq',\n", - " 'y_key': 'yrms_sq',\n", - " 'energy': energy,\n", - " 'q_len': q_len,\n", - " 'rmat_x': rmat_x,\n", - " 'rmat_y': rmat_y,\n", - " 'twiss0_x': torch.tensor([10., -1.]),\n", - " 'twiss0_y': torch.tensor([11., -2.]),\n", - " 'n_samples': n_samples,\n", - " 'meas_dim': meas_dim,\n", - " 'n_steps_measurement_param': 11,\n", - " 'use_bmag': use_bmag,\n", - " 'observable_names_ordered': ['xrms_sq','yrms_sq'],\n", - " 'optimizer': DifferentialEvolution(minimize=True, maxiter=10, verbose=True),\n", - " # 'maxiter_fit': 10,\n", + " \"x_key\": \"xrms_sq\",\n", + " \"y_key\": \"yrms_sq\",\n", + " \"energy\": energy,\n", + " \"q_len\": q_len,\n", + " \"rmat_x\": rmat_x,\n", + " \"rmat_y\": rmat_y,\n", + " \"twiss0_x\": torch.tensor([10.0, -1.0]),\n", + " \"twiss0_y\": torch.tensor([11.0, -2.0]),\n", + " \"n_samples\": n_samples,\n", + " \"meas_dim\": meas_dim,\n", + " \"n_steps_measurement_param\": 11,\n", + " \"use_bmag\": use_bmag,\n", + " \"observable_names_ordered\": [\"xrms_sq\", \"yrms_sq\"],\n", + " \"optimizer\": DifferentialEvolution(minimize=True, maxiter=10, verbose=True),\n", + " # 'maxiter_fit': 10,\n", + " \"crop_scans\": False,\n", "}\n", "algo = PathwiseMinimizeEmittance(**algo_kwargs)\n", "# algo = GridMinimizeEmitBmag(**algo_kwargs)\n", "# algo = ScipyMinimizeEmittanceXY(**algo_kwargs)\n", "\n", - "#construct BAX generator\n", - "generator = BaxGenerator(vocs=vocs, \n", - " # gp_constructor=model_constructor, \n", - " numerical_optimizer=numerical_optimizer,\n", - " algorithm=algo, \n", - " use_cuda=False)\n", + "# construct BAX generator\n", + "generator = BaxGenerator(\n", + " vocs=vocs,\n", + " gp_constructor=model_constructor,\n", + " numerical_optimizer=numerical_optimizer,\n", + " algorithm=algo,\n", + " use_cuda=False,\n", + ")\n", "\n", "generator.gp_constructor.use_low_noise_prior = True\n", - "#construct evaluator\n", + "# construct evaluator\n", "evaluator = Evaluator(function=measure_beamsize)\n", "\n", - "#construct Xopt optimizer\n", + "# construct Xopt optimizer\n", "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)" ] }, @@ -440,153 +399,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "3553f6f5", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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x0x1xrms_sqyrms_sqxopt_runtimexopt_error
0-0.6523942.82074372.787116633.4605100.000508False
1-1.1244430.25900181.061884224.5093250.000378False
20.127286-0.89486482.95681458.5614150.000501False
3-0.5324831.32907650.945344270.1474510.000295False
4-1.678841-1.057529262.87209181.9115860.000628False
5-1.688879-0.545177185.931997147.5181890.000410False
60.6232442.85610973.093442622.2190470.000470False
70.378271-0.35312579.23671284.7021810.000413False
80.8455981.44448551.105035394.6915860.000441False
9-0.3224300.50939357.732465136.2358790.000377False
\n", - "
" - ], - "text/plain": [ - " x0 x1 xrms_sq yrms_sq xopt_runtime xopt_error\n", - "0 -0.652394 2.820743 72.787116 633.460510 0.000508 False\n", - "1 -1.124443 0.259001 81.061884 224.509325 0.000378 False\n", - "2 0.127286 -0.894864 82.956814 58.561415 0.000501 False\n", - "3 -0.532483 1.329076 50.945344 270.147451 0.000295 False\n", - "4 -1.678841 -1.057529 262.872091 81.911586 0.000628 False\n", - "5 -1.688879 -0.545177 185.931997 147.518189 0.000410 False\n", - "6 0.623244 2.856109 73.093442 622.219047 0.000470 False\n", - "7 0.378271 -0.353125 79.236712 84.702181 0.000413 False\n", - "8 0.845598 1.444485 51.105035 394.691586 0.000441 False\n", - "9 -0.322430 0.509393 57.732465 136.235879 0.000377 False" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# call X.random_evaluate() to generate random initial points and evaluate on test_func\n", "X.random_evaluate(n_obs_init)" @@ -594,21 +410,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "981442a0-c587-4e6f-88ed-cb92f795971e", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'x0': 0.0, 'x1': 0.0}" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "reference_point = {var: 0.0 for var in vocs.variable_names}\n", "reference_point" @@ -616,166 +421,78 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "a5f999a8-0b0c-4802-bcbd-c096d45a2765", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 3.371829032897949 seconds.\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 4.207302808761597 seconds.\n" - ] - }, - { - "data": { - "text/plain": [ - "(
,\n", - " array([[],\n", - " []], dtype=object))" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from xopt.generators.bayesian.visualize import visualize_generator_model\n", + "\n", "X.generator.train_model()\n", - "visualize_generator_model(X.generator, \n", - " variable_names=['x0','x1'], \n", - " reference_point=reference_point,\n", - " show_acquisition=False)\n", - "visualize_generator_model(X.generator, \n", - " variable_names=['x1'], \n", - " reference_point=reference_point,\n", - " show_acquisition=False)" + "visualize_generator_model(\n", + " X.generator,\n", + " variable_names=[\"x0\", \"x1\"],\n", + " reference_point=reference_point,\n", + " show_acquisition=False,\n", + ")\n", + "visualize_generator_model(\n", + " X.generator,\n", + " variable_names=[\"x1\"],\n", + " reference_point=reference_point,\n", + " show_acquisition=False,\n", + ")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "a2915525-0490-4749-8439-1df1abe55d7c", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[[-1.8622]],\n", - "\n", - " [[-0.0550]],\n", - "\n", - " [[-0.0572]]])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "X.generator.algorithm.results['best_inputs']" + "X.generator.algorithm.results[\"best_inputs\"]" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "29e9db86-5ef1-4bb8-bc68-9f7f802f7e11", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.987562656402588\n" - ] - }, - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from bax_algorithms.visualize import visualize_virtual_measurement_result\n", "\n", "start = time.time()\n", - "fig, ax = visualize_virtual_measurement_result(X.generator, \n", - " variable_names=['x0'],\n", - " reference_point=reference_point,\n", - " n_grid=100,\n", - " n_samples=100,\n", - " result_keys=['objective','emit_x','emit_y','bmag_x','bmag_y'],\n", - " # show_samples=True,\n", - " )\n", - "print(time.time()-start)\n", + "fig, ax = visualize_virtual_measurement_result(\n", + " X.generator,\n", + " variable_names=[\"x0\"],\n", + " reference_point=reference_point,\n", + " n_grid=100,\n", + " n_samples=100,\n", + " result_keys=[\"objective\", \"emit_x\", \"emit_y\", \"bmag_x\", \"bmag_y\"],\n", + " # show_samples=True,\n", + ")\n", + "print(time.time() - start)\n", "x = torch.zeros(100, ndim)\n", - "x[:,0] = torch.linspace(*vocs.bounds.T[0], 100)\n", - "ax[0].plot(x[:,0], eval_true_emittance(x, use_bmag=use_bmag), c='k')\n", + "x[:, 0] = torch.linspace(*vocs.bounds.T[0], 100)\n", + "ax[0].plot(x[:, 0], eval_true_emittance(x, use_bmag=use_bmag), c=\"k\")\n", "# plt.ylim(top=0.01)" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "d815903e-7517-4a53-bd49-e4c758eb5c0a", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 7.3227009773254395 seconds.\n", - "tensor([[0.5005]])\n", - "{'x0': 0.5004669502593355}\n" - ] - } - ], + "outputs": [], "source": [ "from bax_algorithms.utils import get_bax_mean_prediction, tuning_input_tensor_to_dict\n", - "mean_optimizer = DifferentialEvolution(minimize=True, popsize=100, maxiter=100, verbose=True)\n", + "\n", + "mean_optimizer = DifferentialEvolution(\n", + " minimize=True, popsize=100, maxiter=100, verbose=True\n", + ")\n", "x_tuning = get_bax_mean_prediction(X.generator, mean_optimizer)\n", "x_tuning_dict = tuning_input_tensor_to_dict(X.generator, x_tuning)\n", "print(x_tuning)\n", @@ -784,59 +501,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "8b271a99-63e1-41b8-be6b-bf4eebbd2a92", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 4.397062063217163 seconds.\n", - "7.109896421432495\n", - "1\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 4.196184873580933 seconds.\n", - "7.584932804107666\n", - "2\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 3.5121939182281494 seconds.\n", - "6.372234344482422\n", - "3\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 3.357252597808838 seconds.\n", - "5.757641315460205\n", - "4\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 3.903930425643921 seconds.\n", - "6.6770243644714355\n", - "5\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 4.137221097946167 seconds.\n", - "6.492925643920898\n", - "6\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 3.310230016708374 seconds.\n", - "5.964805603027344\n", - "7\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 4.241548776626587 seconds.\n", - "6.646843194961548\n", - "8\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 4.075564861297607 seconds.\n", - "5.837421178817749\n", - "9\n", - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 0.5720949172973633 seconds.\n", - "2.9241678714752197\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "for i in range(n_iter):\n", " print(i)\n", @@ -847,136 +515,95 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "8482e6bc-a91e-485f-b86f-a2ff885d68cc", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.3644223213195801\n" - ] - } - ], + "outputs": [], "source": [ "start = time.time()\n", "X.generator.train_model()\n", - "print(time.time()-start)" + "print(time.time() - start)" ] }, { "cell_type": "code", - "execution_count": 21, - "id": "b54021eb-d483-437f-adc5-92559b332336", + "execution_count": null, + "id": "fff3b701-e6c0-4ecb-974f-d00cfac6569b", "metadata": { - "scrolled": true + "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.5880584716796875\n" - ] - }, - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], + "source": [ + "from xopt.generators.bayesian.visualize import visualize_generator_model\n", + "\n", + "X.generator.train_model()\n", + "visualize_generator_model(\n", + " X.generator,\n", + " variable_names=[\"x0\", \"x1\"],\n", + " reference_point=reference_point,\n", + " show_acquisition=False,\n", + ")\n", + "visualize_generator_model(\n", + " X.generator,\n", + " variable_names=[\"x1\"],\n", + " reference_point=reference_point,\n", + " show_acquisition=False,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b54021eb-d483-437f-adc5-92559b332336", + "metadata": {}, + "outputs": [], "source": [ "from bax_algorithms.visualize import visualize_virtual_measurement_result\n", "\n", "start = time.time()\n", - "fig, ax = visualize_virtual_measurement_result(X.generator, \n", - " variable_names=['x0'],\n", - " reference_point=reference_point,\n", - " n_grid=100,\n", - " n_samples=100,\n", - " result_keys=['objective','emit_x','emit_y','bmag_x','bmag_y'],\n", - " # show_samples=True,\n", - " )\n", - "print(time.time()-start)\n", + "fig, ax = visualize_virtual_measurement_result(\n", + " X.generator,\n", + " variable_names=[\"x0\"],\n", + " reference_point=reference_point,\n", + " n_grid=100,\n", + " n_samples=100,\n", + " result_keys=[\"objective\", \"emit_x\", \"emit_y\", \"bmag_x\", \"bmag_y\"],\n", + " # show_samples=True,\n", + ")\n", + "print(time.time() - start)\n", "x = torch.zeros(100, ndim)\n", - "x[:,0] = torch.linspace(*vocs.bounds.T[0], 100)\n", - "ax[0].plot(x[:,0], eval_true_emittance(x, use_bmag=use_bmag), c='k')" + "x[:, 0] = torch.linspace(*vocs.bounds.T[0], 100)\n", + "ax[0].plot(x[:, 0], eval_true_emittance(x, use_bmag=use_bmag), c=\"k\")" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "4051de64-0725-439a-b640-ff90c5c013d6", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.747840642929077\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "metadata": {}, + "outputs": [], "source": [ "from bax_algorithms.visualize import visualize_virtual_measurement_result\n", "\n", "start = time.time()\n", - "fig, ax = visualize_virtual_measurement_result(X.generator, \n", - " variable_names=['x0','x1'],\n", - " reference_point=reference_point,\n", - " n_grid=15,\n", - " n_samples=100,\n", - " result_keys=['objective','emit_x','emit_y','bmag_x','bmag_y'],\n", - " # show_samples=True,\n", - " )\n", - "print(time.time()-start)" + "fig, ax = visualize_virtual_measurement_result(\n", + " X.generator,\n", + " variable_names=[\"x0\", \"x1\"],\n", + " reference_point=reference_point,\n", + " n_grid=15,\n", + " n_samples=100,\n", + " result_keys=[\"objective\", \"emit_x\", \"emit_y\", \"bmag_x\", \"bmag_y\"],\n", + " # show_samples=True,\n", + ")\n", + "print(time.time() - start)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "8b5361ee-d1dd-4c7e-8f2d-7917d833316c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 0.4389309883117676 seconds.\n", - "tensor([[0.0234]])\n", - "{'x0': 0.02342076905151258}\n" - ] - } - ], + "outputs": [], "source": [ "x_tuning = get_bax_mean_prediction(X.generator, mean_optimizer)\n", "x_tuning_dict = tuning_input_tensor_to_dict(X.generator, x_tuning)\n", @@ -1002,28 +629,49 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "c2bbf136-7f1e-4d6f-964c-f0a9ed634cde", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.5974287986755371\n" - ] - } - ], + "outputs": [], "source": [ "from bax_algorithms.utils import uniform_random_sample_in_bounds\n", "from bax_algorithms.utils import get_bax_model_and_bounds\n", + "\n", "bax_model, bounds = get_bax_model_and_bounds(X.generator)\n", "x0 = uniform_random_sample_in_bounds(3000, bounds)\n", "start = time.time()\n", "algo.n_steps_measurement_param = 11\n", - "algo.evaluate_virtual_objective(X.generator.algorithm.results['sample_functions_list'], x0.reshape(n_samples, 1000, -1), bounds)\n", - "print(time.time()-start)" + "algo.evaluate_virtual_objective(\n", + " X.generator.algorithm.results[\"sample_functions_list\"],\n", + " x0.reshape(n_samples, 1000, -1),\n", + " bounds,\n", + ")\n", + "print(time.time() - start)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8da9a321-2ee7-49ef-a2ee-e093352357ba", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef6425bb-8f6e-407f-a968-5d6cac78b6e4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60d71801-6ef1-425d-9786-74974b4d66af", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/pathwise_tutorial.ipynb b/examples/pathwise_tutorial.ipynb index 9516efb..e883b10 100644 --- a/examples/pathwise_tutorial.ipynb +++ b/examples/pathwise_tutorial.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "d6640a44-8898-4293-a901-b49869bf5d22", "metadata": {}, "outputs": [], @@ -43,22 +43,23 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "5dc3818a-4ca5-4cc6-9c1c-edd81d27aa25", "metadata": {}, "outputs": [], "source": [ "# define variables and function objectives\n", "vocs = VOCS(\n", - " variables={\"x0\": [0, 2 * math.pi],\n", - " },\n", + " variables={\n", + " \"x0\": [0, 2 * math.pi],\n", + " },\n", " observables=[\"y1\"],\n", ")" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "a216bf50-0e7d-4a3c-ac06-95002b62cdf6", "metadata": {}, "outputs": [], @@ -70,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "93ebc4d5-8903-4560-ab63-63dd94f9ab91", "metadata": {}, "outputs": [], @@ -79,9 +80,9 @@ "from botorch.models.model import Model\n", "from torch import Tensor\n", "\n", + "\n", "# define a simple algorithm to minimize the observable \"y1\"\n", "class PathwiseMinimize(PathwiseOptimization):\n", - "\n", " def perform_virtual_measurement(\n", " self,\n", " model: Model,\n", @@ -90,24 +91,25 @@ " n_samples: int = None,\n", " tkwargs: dict = None,\n", " ) -> Tensor:\n", - "\n", " virtual_objective = self.evaluate_virtual_observables(model, x, n_samples)\n", "\n", - " return {'objective': virtual_objective}" + " return {\"objective\": virtual_objective}" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "76e2bdd2-1ad7-4a7b-a9f1-9314856797a1", "metadata": {}, "outputs": [], "source": [ "# Prepare BAX algorithm and generator options\n", "from bax_algorithms.pathwise.optimize import DifferentialEvolution\n", - "algorithm = PathwiseMinimize(n_samples=10,\n", - " observable_names_ordered=['y1'],\n", - " optimizer = DifferentialEvolution(minimize=True)\n", + "\n", + "algorithm = PathwiseMinimize(\n", + " n_samples=10,\n", + " observable_names_ordered=[\"y1\"],\n", + " optimizer=DifferentialEvolution(minimize=True),\n", ")\n", "\n", "# construct BAX generator\n", @@ -117,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "2e9480dd-8dbb-4dca-b4f1-0989ce063327", "metadata": {}, "outputs": [], @@ -131,75 +133,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "d9f50c0c-bb43-40c3-9f9d-d5c092d7c234", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " x0 y1 xopt_runtime xopt_error\n", - "0 3.543749 -0.391403 0.000010 False\n", - "1 6.120286 -0.162180 0.000003 False\n", - "2 2.829554 0.306999 0.000002 False" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# evaluate initial points\n", "X.random_evaluate(3)\n", @@ -210,132 +147,103 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "d8d03233-d21e-48d5-8e05-f8fe9d1732ee", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "3.0383846759796143\n", - "1\n", - "2.1504013538360596\n", - "2\n", - "1.1569364070892334\n", - "3\n", - "3.1030972003936768\n", - "4\n", - "1.6336066722869873\n", - "5\n", - "1.672398567199707\n", - "6\n", - "2.216181516647339\n", - "7\n", - "2.0516724586486816\n", - "8\n", - "2.5382866859436035\n", - "9\n", - "2.8769307136535645\n" - ] - } - ], + "outputs": [], "source": [ "import time\n", "\n", "# do BAX iterations\n", - "for i in range(10):\n", + "for i in range(1):\n", " print(i)\n", - " start=time.time()\n", + " start = time.time()\n", " X.step()\n", - " print(time.time()-start)" + " print(time.time() - start)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "864a4d39-2708-427c-b877-9c4c7ce15bc1", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# evaluate sample functions from last iteration on a linspace and plot virtual optimization results\n", - "from matplotlib import pyplot as plt\n", - "x = torch.linspace(0, 2*torch.pi, 100)\n", - "y = X.generator.algorithm.results['sample_functions_list'][0](x.reshape(-1,1))\n", + "\n", + "x = torch.linspace(0, 2 * torch.pi, 100)\n", + "y = X.generator.algorithm.results[\"sample_functions_list\"][0](x.reshape(-1, 1))\n", "for i in range(y.shape[0]):\n", - " plt.plot(x,y[i].flatten().detach())\n", - " plt.scatter(X.generator.algorithm.results['best_inputs'][i].flatten(), X.generator.algorithm.results['best_objective'][i].detach().flatten())" + " if i == 0:\n", + " label1 = \"sample function\"\n", + " label2 = \"sample optimum\"\n", + " else:\n", + " label1 = None\n", + " label2 = None\n", + " plt.plot(x, y[i].flatten().detach(), c=\"C0\", label=label1)\n", + " plt.scatter(\n", + " X.generator.algorithm.results[\"best_inputs\"][i].flatten(),\n", + " X.generator.algorithm.results[\"best_objective\"][i].detach().flatten(),\n", + " c=\"r\",\n", + " marker=\"x\",\n", + " s=100,\n", + " zorder=11,\n", + " label=label2,\n", + " )\n", + "plt.plot(x, np.sin(x), c=\"k\", label=\"ground-truth\")\n", + "plt.scatter(\n", + " X.data[\"x0\"],\n", + " X.data[\"y1\"],\n", + " c=\"k\",\n", + " marker=\"o\",\n", + " s=100,\n", + " zorder=10,\n", + " label=\"observations\",\n", + ")\n", + "plt.xlabel(\"x\")\n", + "plt.ylabel(\"y\")\n", + "plt.legend()" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, + "id": "88d4e21a-3860-4e45-81e4-4f0e16200234", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, "id": "65602f56-02ad-42ee-8439-5f67e7b8e977", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.20477604866027832\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from bax_algorithms.visualize import visualize_virtual_measurement_result\n", + "\n", "X.generator.train_model()\n", "\n", "start = time.time()\n", - "fig, ax = visualize_virtual_measurement_result(X.generator, \n", - " variable_names=['x0'],\n", - " reference_point={'x0':torch.tensor([0.])},\n", - " n_grid=100,\n", - " n_samples=100,\n", - " )\n", - "print(time.time()-start)" + "fig, ax = visualize_virtual_measurement_result(\n", + " X.generator,\n", + " variable_names=[\"x0\"],\n", + " reference_point={\"x0\": torch.tensor([0.0])},\n", + " n_grid=100,\n", + " n_samples=100,\n", + ")\n", + "print(time.time() - start)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "dfcc3ee6-76bf-4025-a1ea-051336c06871", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Beginning BAX virtual optimization.\n", - "BAX virtual optimization took: 0.013536453247070312 seconds.\n", - "tensor([[4.7169]], dtype=torch.float64)\n", - "{'x0': 4.716868467078873}\n" - ] - } - ], + "outputs": [], "source": [ "from bax_algorithms.utils import get_bax_mean_prediction, tuning_input_tensor_to_dict\n", + "\n", "mean_optimizer = DifferentialEvolution(minimize=True, maxiter=100, verbose=True)\n", "x_tuning = get_bax_mean_prediction(X.generator, mean_optimizer)\n", "x_tuning_dict = tuning_input_tensor_to_dict(X.generator, x_tuning)\n", @@ -346,7 +254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d51b7d2e-c84c-4f3a-b777-fff13ebf6427", + "id": "2c5179c1-8c76-4ded-95eb-0837c564b14e", "metadata": {}, "outputs": [], "source": [] diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..4d7519d --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,56 @@ +[build-system] +requires = ["setuptools>=75.0", "setuptools_scm[toml]"] +build-backend = "setuptools.build_meta" + +[project] +name = "bax_algorithms" +description = "Collection of algorithms that can be used in Bayesian Algorithm Execution (BAX) Xopt generators." +readme = "README.md" +authors = [ + { name = "Dylan Kennedy"}, + { name = "Sean Gasiorowski"}, + { name = "Samuel Klein"}, +] +keywords = ["machine learning", "accelerator physics"] +classifiers = [ + "Natural Language :: English", + "Programming Language :: Python :: 3 :: Only", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Intended Audience :: Science/Research", + "Topic :: Scientific/Engineering", +] +requires-python = ">=3.10" +dependencies = [ + "numpy", + "botorch>=0.8.5", + "gpytorch>=1.10", + "pydantic>=1.10.9", + "scipy>=1.10.1", + "xopt>=2.6.11", + "jupyterlab>=3", +] +dynamic = ["version"] +[tool.setuptools_scm] +version_file = "bax_algorithms/_version.py" + +[project.optional-dependencies] +dev = [ + "pytest" +] + +[project.urls] +Homepage = "https://github.com/xopt-org/bax_algorithms" + +[project.license] +file = "LICENSE" + +[options] +zip_safe = false +include_package_data = true + +[tool.setuptools.packages.find] +include = [ "bax_algorithms", ] +namespaces = false diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 68739b6..0000000 --- a/requirements.txt +++ /dev/null @@ -1,5 +0,0 @@ -botorch>=0.8.5 -gpytorch>=1.10 -pydantic>=1.10.9 -scipy>=1.10.1 -xopt>=1.4 \ No newline at end of file diff --git a/setup.py b/setup.py deleted file mode 100644 index 67986e2..0000000 --- a/setup.py +++ /dev/null @@ -1,19 +0,0 @@ -from distutils.core import setup -from os import path - -cur_dir = path.abspath(path.dirname(__file__)) - -with open(path.join(cur_dir, "requirements.txt"), "r") as f: - requirements = f.read().split() - -setup( - name="bax_algorithms", - version="0.1", - packages=["bax_algorithms"], - url="", - license="", - author="Dylan Kennedy", - author_email="kennedy1@slac.stanford.edu", - description="Algorithms for BAX acquisition function in Xopt", - install_requires=requirements, -) \ No newline at end of file diff --git a/tests/test_emittance.py b/tests/test_emittance.py new file mode 100644 index 0000000..26bca22 --- /dev/null +++ b/tests/test_emittance.py @@ -0,0 +1,120 @@ +import torch +from xopt import Xopt +from xopt.vocs import VOCS +from xopt.evaluator import Evaluator +from xopt.generators.bayesian.bax_generator import BaxGenerator +from bax_algorithms.emittance import PathwiseMinimizeEmittance +from bax_algorithms.pathwise.optimize import DifferentialEvolution +from bax_algorithms.utils import ( + get_bax_mean_prediction, + get_bax_model_and_bounds, + tuning_input_tensor_to_dict, +) +from bax_algorithms.visualize import visualize_virtual_measurement_result + + +class TestEmittanceBax: + def setup_method(self): + rmat_x = torch.tensor([[1.0000, 2.2000], [0.0000, 1.0000]]) + + rmat_y = torch.tensor([[1.0000, 2.2000], [0.0000, 1.0000]]) + + meas_dim = 1 + var_names = ["x" + str(i) for i in range(3)] + meas_param = var_names[meas_dim] + + def mock_measure_beamsize(input_dict): + x = torch.tensor([]) + for key in input_dict.keys(): + x = torch.cat((x, torch.tensor([input_dict[key]]))) + return { + "xrms": float(50.0 + x.pow(2).sum()), + "yrms": float(50.0 + x.pow(2).sum()), + } + + variables = {var_name: [-1, 1] for var_name in var_names} + variables[meas_param] = [-5, 5] + + # construct vocs + vocs = VOCS( + variables=variables, + observables=["xrms", "yrms"], + ) + + # Prepare Algorithm + algo_kwargs = { + "x_key": "xrms", + "y_key": "yrms", + "energy": 80e6, + "q_len": 0.08, + "rmat_x": rmat_x, + "rmat_y": rmat_y, + "twiss0_x": torch.tensor([10.0, -1.0]), + "twiss0_y": torch.tensor([11.0, -2.0]), + "n_samples": 3, + "meas_dim": meas_dim, + "n_steps_measurement_param": 11, + "use_bmag": True, + "observable_names_ordered": ["xrms", "yrms"], + "optimizer": DifferentialEvolution(minimize=True, maxiter=10, verbose=True), + "crop_scans": False, + } + + algo = PathwiseMinimizeEmittance(**algo_kwargs) + + # construct BAX generator + generator = BaxGenerator( + vocs=vocs, + # gp_constructor=model_constructor, + # numerical_optimizer=numerical_optimizer, + algorithm=algo, + use_cuda=False, + ) + + evaluator = Evaluator(function=mock_measure_beamsize) + + # construct Xopt optimizer + self.X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs) + + # call X.random_evaluate() to generate random initial points and evaluate on test_func + self.X.random_evaluate(5) + + self.X.generator.train_model() + + self.reference_point = {var: 0.0 for var in self.X.vocs.variable_names} + + def test_step(self): + self.X.step() + + def test_get_bax_mean_prediction(self): + mean_optimizer = DifferentialEvolution( + minimize=True, popsize=100, maxiter=100, verbose=True + ) + get_bax_mean_prediction(self.X.generator, mean_optimizer) + + def test_tuning_input_tensor_to_dict(self): + x_tuning = torch.tensor([[0.0, 0.0]]) + tuning_input_tensor_to_dict(self.X.generator, x_tuning) + + def test_get_bax_model_and_bounds(self): + bax_model, bounds = get_bax_model_and_bounds(self.X.generator) + + def test_visualize_virtual_measurement_result_1d(self): + fig, ax = visualize_virtual_measurement_result( + self.X.generator, + variable_names=["x0"], + reference_point=self.reference_point, + n_grid=100, + n_samples=100, + result_keys=["objective", "emit_x", "emit_y", "bmag_x", "bmag_y"], + ) + + def test_visualize_virtual_measurement_result_2d(self): + fig, ax = visualize_virtual_measurement_result( + self.X.generator, + variable_names=["x0", "x2"], + reference_point=self.reference_point, + n_grid=10, + n_samples=100, + result_keys=["objective", "emit_x", "emit_y", "bmag_x", "bmag_y"], + )