{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Interface\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/rl-tools/documentation/blob/master/docs/09-Python%20Interface.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For ease of use we provide a Python bindings for RLtools that can simply be installed by `pip install rltools`. It uses `pybind11` which is its only necessary dependency. Since one of the main premises of RLtools is that the size of all data structures and loops is known at compile-time, we can not compile the RLtools interface ahead of time. This issue arises for example with the observation and action dimensionality, which are dependent on the environment and, by the nature of Python, are only known at run-time. Hence we compile the RLtools interface just-in-time, when an RL algorithm is instantiated for a concrete environment.\n",
    "\n",
    "The RLtools Python interface also supports accelerated backends (e.g. Apple Accelerate and Intel MKL). Apple Accelerate is detected automatically and does not require additional actions, while Intel MKL can be installed using the `rltools[mkl]` option as can be seen in the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install rltools[mkl] gymnasium > /dev/null # ignoring the output to keep this notebook concise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: On macOS remove the `[mkl]`, the Apple Accelerate backend will be used automatically.\n",
    "\n",
    "The RLtools Python interface is compatible with Gym/Gymnasium environments that have continuous actions. In the following we show the training of the pendulum swing-up using SAC as an example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rltools import SAC\n",
    "import gymnasium as gym\n",
    "from gymnasium.wrappers import RescaleAction\n",
    "\n",
    "seed=0xf00d\n",
    "environment_name = \"Pendulum-v1\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training\n",
    "Since the RL algorithms in RLtools might create multiple instances of the environment (e.g. for vectorized simulation) we create a factory method that creates an instance of the desired environment and hand it over to the `SAC` function that has been imported from tinyrl. The `SAC` function compiles the RLtools interface and takes a [plethora of options](https://github.com/rl-tools/tinyrl/blob/fdc2b19e896543a437fd859fb7eceed2550b975a/tinyrl/src/sac.py#L14). It returns the compiled module which contains a wrapper for [the SAC training loop state data structure](https://github.com/rl-tools/rl-tools/blob/master/include/rl_tools/rl/algorithms/sac/loop/core/state.h). Once the training state is instantiated, the training can be progressed step-by-step like described in [The Loop Interface](./07-The%20Loop%20Interface.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MKL found. Version: 2025.0.0 (include: 2025.0.0, path /opt/conda/lib/python3.12/site-packages/../../../include)\n",
      "Using cached RLtools interface.\n",
      "Step: 0/10000 Mean return: -1133.8 Mean episode length: 200\n",
      "Step: 1000/10000 Mean return: -1612.39 Mean episode length: 200\n",
      "Step: 2000/10000 Mean return: -796.245 Mean episode length: 200\n",
      "Step: 3000/10000 Mean return: -130.755 Mean episode length: 200\n",
      "Step: 4000/10000 Mean return: -129.479 Mean episode length: 200\n",
      "Step: 5000/10000 Mean return: -129.11 Mean episode length: 200\n",
      "Step: 6000/10000 Mean return: -129.256 Mean episode length: 200\n",
      "Step: 7000/10000 Mean return: -129.192 Mean episode length: 200\n",
      "Step: 8000/10000 Mean return: -128.185 Mean episode length: 200\n",
      "Step: 9000/10000 Mean return: -127.23 Mean episode length: 200\n",
      "Time: 2.526s\n"
     ]
    }
   ],
   "source": [
    "def env_factory():\n",
    "    env = gym.make(environment_name)\n",
    "    env = RescaleAction(env, -1, 1)\n",
    "    env.reset(seed=seed)\n",
    "    return env\n",
    "sac = SAC(env_factory)\n",
    "state = sac.State(seed)\n",
    "finished = False\n",
    "while not finished:\n",
    "    finished = state.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inference\n",
    "To show the behavior of the policy we install some utilities for rendering:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install gymnasium\\[classic-control\\] imageio > /dev/null"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can instantiate an environment as usual:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import imageio, io\n",
    "from IPython.display import Image, display\n",
    "\n",
    "env = gym.make('Pendulum-v1', render_mode='rgb_array')\n",
    "env.reset(seed=seed) and None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can evaluate the policy using `action = state.action(observation)` (also during the training to, e.g., assess the performance at different stages). In the following, we execute the rollout of one episode and generate an animation (you can execute the cell again to sample a new roll-out):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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syAYf3FAFLDtkhc0TqdBzQz8ALZEQQzOUgtERVZH0QhAw/dPTOetMKtUHpayyQCdnp/XNOMcstbU0C8TG1xMl0LVDUaAtEQlrN6SD2xHlEDdDJNAt5t0LIX2g90Np8F211dIKnvXfDnWdmtZbK+4Q4yYbXhAakN8rOUFNVM4v1gTdoPnLYQ+0wedTXy4Q44077i/iDZFoOpqkl8456lv7M6vkHsceURuqD9QG7Ri50bsbwGfE+9q/o85RC4TgS0juumOEgx6FGOKJIYXogcPp0adUskUBAQAh+QQBBQD8ACzVAN4AQQCYAIf////+/v79/f3+/Pz++/v8/Pz7+/v9+vr6+vr9+fn9+Pj5+fn4+Pj89vb89fX39/f19fX89PT78/P78fH67+/67u757Ozy8vLw8PDv7+/u7u7t7e3s7Oz56+v56ur46en46Oj45ubr6+v35OTp6enn5+fl5eXk5OT34+P24eH24OD13t713Nz029v02tr02dn02Njz2Nji4uLx2trh4eHe3t7b29va2trZ2dnY2NjX19fz1tbz1dXy1NTy09Py0dHx0NDxz8/xzs7wzMzwy8vwysrvycnvyMjV1dXPz8/Nzc3Ly8vKysrIyMjuxsbuxMTtw8PtwcHtwMDsvr7svLzrurrrubnquLjqtrbqtbXptLTps7PBwcG/v7/osbG9vb28vLy7u7u5ubm3t7e1tbWzs7OwsLDor6/nrq7nrKzmqqrmqanmqKjlp6fim5uvr6+urq6srKyqqqqoqKimpqalpaWkpKSdnZ2cnJzhlpaZmZmYmJiQkJCOjo6KioqDg4OCgoKAgIB/f399fX3WcXHVbm7OVlZ6enp2dnZ6dXVwcHBvb29ubm5tbW1qamppaWlmZmZlZWVgYGBfX19eXl5cXFxbW1taWlpZWVlYWFhVVVVTU1NQUFBPT0/MTU3LTEzJTEzIS0vESUnDSUnBSUnASEi/SEi8R0e0RESyQ0OtQUGkPj6RNjaNNTWIMzNJSUlISEhHR0dFRUV0LCxuKSlkJSViJSVeIyNdIyNXISFSHx9NHR1DQ0NBQUE9PT08PDw7Ozs5OTk2NjY0NDQyMjIwMDAuLi4tLS0rKysoKChDGRlAGBg7FhY3FRUuEREqDw8pDw8nDw8mDg4kJCQgICAfHx8eHh4dHR0cHBwbGxsZGRkVFRUUFBQTExMREREbCgoQEBAPDw8ODg4NDQ0MDAwLCwsVCAgUBwcTBwcSBgYRBgYPBQUKAwMJCQkICAgHBwcIAwMHAwMHAgIGBgYFBQUEBAQEAQEDAwMCAgIDAQECAAAAAAAAAAAAAAAAAAAAAAAI/wD5CRxIsKDBgwgTXkjIsKHDhxAjSpzIcA7FixgzatzIsaPHgxY/ihxJsqTJkyhTqlzJkh+TljBjylQJbKZGMTZztuyks6fPn0CDokQitKhQTyzdcYxhlN8hhGeaJkQq9SDVqgQ/XE0Zi2MUrAa3guUn9iIRkmUOHihL0QFLH2wnAmCpJq7EuSs92YUoBS9DMh31bvTwkOfGEYI1+iWJiCCVxBkXMxyzETJGLZJPWr64InPJBpspAvBMUkhouaQFlvNo6nTENaNTPm0maq9DH7FV6mtWSuOA1CJn7NL3TDHwj1dA5dJnHOEgkXo/zRKo69TEI7lT6hVLS+KE7CcnbP9HqOohAAFJVBoZP/CUrYKtUh1U5YpRsrzsC7oy+I2fs+IC4YOPOJyotJ1dpvBTy0Dy2ENQImFccFxg+YkGnkkuHBjZhSVtoeFFXow2IUcfXtSCiAZWiBqHI1lQooUsivTEiyuOqNGBtiUEhIg2ZoQjRgegiFIAP17EY0o8FAljjxihoaRETxyJEo45HlSBlJrRGBGPTFIEwpN3YVnSFGBCZAWXU5b5EApoZqmleWKSlACVRsY50g90ToRGmyatkadEMfBZEpVVFsRllxP9GaadH6Gg6JaCjlTFow8NcaibbzbUwKUmEbpkjB1F4GmNoHI0xKgRRcHpoKhC1MGqJBH/WuhAhyIakayklqrRCq0+hEWtJmXRq0MqAMsqpQ0Ze6yaDCk7EgW4RqSGsyIdES1EPVD7kayz8hOAth5xu2ik214LJ6wfvWCuQ0bUaqtDXqzbkATuLsssQvXamym+4HLkgbgQTZHvSFAA/BAIA0NnsEPuvtsQt7M2TNIAEEO0hcQj9VDxQyxgLFIaCyfrcbnyJjQyycMixMbJHYWwsUM/sMwRmSEnRIDMlb0scsLh6twszhkpAHGVTjTsMEJBDP0QBUaPxIbPJgPtI9T88kxhzQdV0bRIKSjt0Ahbf2SF1ztbnTPVBhl9tFVkJ3SG2iJJMHSOL8D9URFzM2x3z2gbrBo231in/ffVgRMkxN4dsZB3QwogzpEWi/88+Nl90+o45YULBIXaaxNUwdy2WcD5R06AXrbUiZouOeqpt33QFaOjnDk/KcQO+Oycd06Q6lFffmPkB6WRu8KuF7TD8LKXbLntHcFV/EC4MX97ygLlrntBMAA/EAzWl9RG8W10b5Ibbbth/fUIfb9x+OKjBAMh3BLCffsq+ZBHIYZ4YkghefjAz/lBQZ5QWMeRgAAAIfkEAAUAAAAsyQDeAEsAlgCH/////v7+/f39/vz8/Pz8+/v7/fr6/fn5+vr6+fn5/Pf3+Pj49/f3/PX19fX1/PT0+/Ly+/Hx8/Pz+u/v+u3t+ezs8vLy8PDw7+/v7u7u7e3t7Ozs+erq+Ojo+Ofn9+Xl6+vr6enp5+fn5eXl5OTk9+Pj9uLi9uHh9uDg9d/f9d3d9Nvb9Nra9NjY4uLi4eHh89jY3t7e29vb2tra2dnZ2NjY19fX89bW89XV8tTU8tPT8tHR8dDQ8c/P8c7O8MzM8MrK78jI78fH1dXVz8/PzMzMysrKyMjIx8fH7sXF7sPD7cLC7cHB7L+/7L2967u767q66ri46ra26bW16bOz6LGx6LCw566u56ys56ur5qqq5qmp5qio5aenwsLCwcHBv7+/vb29vLy8u7u7ubm5uLi4t7e3tbW1s7OzsrKysLCwr6+vrq6urKysqqqq4pubqampp6enpqampaWlpKSknZ2dnJyc4ZaWmZmZmJiYkJCQjo6OioqKg4ODgoKCgICAf39/1nFx1W5uzlZWfHx8dnZ2dXV1cHBwb29vbm5ubGxsaWlpZmZmZWVlZGRkYGBgX19fXl5eXFxcW1tbWlpaWVlZWFhYVVVVVFRUU1NTUFBQT09PzE1Ny0xMykxMyUxMyEtLxElJwUlJwEhIv0hIvEdHtEREskNDrUFBpD4+kTY2jTU1TExMSUlJSEhIR0dHfS8vbyoqZCUlYiUlXiMjXSMjVyEhUh8fUR4eTR0dSRsbRUVFQ0NDQUFBPT09PDw8Ozs7Ojo6OTk5NjY2NDQ0MjIyMTExLy8vLi4uLS0tKysrKCgoQBgYOxYWNxUVNhQULhERKg8PKQ8PJg4OIyMjICAgHx8fHh4eHR0dHBwcGxsbGRkZFRUVFBQUJQ4OJA0NExMTERERERAQEBAQDw8PDg4ODQ0NHAoKFQgIEwcHEgYGDAwMEQYGDwUFCwsLCgoKCQkJCAgICgMDCAMDBwcHBgYGBQUFBwMDBAQEBgICAwMDAwICAgICAwEBAgAAAAAACP8AAQgcSLCgwYMIExJkYA7etmKX+oiRoLCixYsYDSLodcwaPH38+JHLtAZBxpMoUwJAMAOOomUhr/GxoLKmzYQCiCAKx28bHgI3gwoFkAFQOX6/aAxdWpPEJX3k4jCdipIOOXx/qGq9aANmogBbwyIMMYxfIbFoC2Yoxk9P2rcARFijFwZuWiPwsG2wi3YPP0h8xRL4hc9L4LBE6gUDe1grJH5lGg/UcUfQIE6DBN3RkdJGvV2SWwTiRLp06UAtULKy17iL6demu5xUw0+ogJNvYOsm/SYjg25C9wC96Hr3btkYLQVNoA3MxRbGo6e+aCfomL8Xd99C9w/drd0YhwT/dcSvHIaKOnT/W8/+n27OFhPcZMAtZHWF6tu31/0WTUh+vijEBGz6FQjbW5P8Z48NCeVXIHsHouXAOP/xQwhCDzj4oHuvpeWGPZTwY8kw2BRw0BQaPhihWI+0EQM/iDjACBkH7bYhhB2iVQMAG9QTiUAxGNSBcTfy91YB4/SS0BbRqQgbfG8lk02D0XGyXXffGRmfUJbYI8JBKlQpJidXhBccP2nUOGaVGdUhVBH8JKLmmsZlVIlQBWRDDWMD7UCncTxgtAA3Qy3CzxEF/VknRmfUJhQS/DCSqKJaWrQJa0IFQMw6IQyUBKWw3YBRDZ8tRQc/hgwE6ooWPWbGUggs/+POCwAcsGqOFiUmzG1LscGPJgBAcWtpKlxEgC/4fDFVAK3wM8ewpWGkBz8/UvVCOOKgAi0nFxXxDjYgbOXGPt+QMmwJFo0wV11hzeLPM6HcapEGxvCzh1gneJKLP86MAioWFYVADD+HoEUaKLr4E40plHKgUFf8LMJrWKV9Yos/6aiiqEJyjKPPhWjdYFonsNzTDy6lrEkFQiNYok85c7ylWyrT+MNOLKKIGYFBF/hBITA7yqwbKLG04486tKDSyaIC5XQIOD3lYeJbQERXyizs+NPPNLWscsonpkFRgAxuJAITP9nMxNeYocDSjDz+aC3POdJAE00174BUniZtyP/HVwB/kqKKLMx4w04+/cyzjTGY+DEGTY01sS0Tkhm0LSd8Vg4ABJdrThAV2wrhuarbji6QB52bzsW2PpgOQOqjrwC755fj4PrsmveAe+WXr3B76aYrsbtkl5tgugLDNxbFtln8Dm0HpleQ/GFYbFuF88NOYDoK0wd2eRTY39qA6Tl0v/a2TYS/6gCmB2G+XZcnYfoA78PlRP1CQ/uD6RHgn1YV/jPYtqCkuQ8EUCyX45bpLscC07HggBSD4FYuhwLT+UCCWrncFtQHKg+YbgkYpMrlrGC6BlyOAqaTQgincjkpmI4Dl3uA6bSwQqZczgmmS8HlDLDAGi7lckowXXqkgDe6BHKQUkAwnRB8OBQjjs4Al9uB6Z7ARKE40XMTuBwMTGeFKgbliporweVS0EMi0m5bXDAdDC73gTJC64iKKtPofnC5CrhxWHD80xTySCcI8HFNrnsdtJ4QyG0doJBvROStlhBIQcqrkUMEFQH/yLRGQodS02mkQIpDJ+RociC5WVNvPlkQTkbHk6QkiGiMg5pUJoQylsGMZibpylra8pauCwgAIfkEAQUA/QAsvgDgAFcAkQCH/////v7+/f39/vz8/Pz8+/v7/fr6+vr6/fn5/Pf3+fn5+Pj49/f3/PX1+/Pz9fX1+/Ly8/Pz8vLy+vDw+u/v+u7u8PDw7+/v7u7u7e3t+ezs+evr+erq7Ozs+Onp+Ofn9+Xl6+vr6enp5+fn5ubm5eXl9+Tk9+Pj9uLi9uHh9uDg9d/f9d3d9dzc9Nvb9Nra9NnZ9NjY5OTk4uLi3t7e89jY29vb2tra2dnZ2NjY19fX89bW8tTU8tPT8tLS8dHR8c/P8M3N8MzM8MvL8MrK78rK78jI1dXV1NTU78fHz8/Pzc3Ny8vLysrKyMjI7sXF7sTE7sPD7cLC7cHB7cDA7L+/7L6+7L2967u767q667m56ri46ra26bS06bOz6bKy6LCw6K+v562t56ys5qqq5qmp5qio5aen5aamwsLCwcHBv7+/vb29vLy8u7u7ubm5uLi4tra2s7OzsbGxr6+vrKys4pubqqqqqKiopqampaWlpKSknZ2dnJyc4ZaWmJiYkJCQjo6OioqKg4ODgoKCgICAf39/1nFx1W5uzlZWfHx8dnZ2dXV1cHBwb29vbm5ubGxsaWlpZmZmZWVlYGBgX19fXl5eXFxcW1tbWlpaWVlZWFhYVVVVVFRUU1NTUFBQzE1Ny0xMykxMyUxMyEtLxElJwUlJwEhIv0hIvEdHtEREtENDskNDrUFBpD4+kTY2jTU1iDMzhDExgTExbyoqZCUlYiUlXiMjVyEhUh8fUR4eTR0dSRsbSEhIR0dHRUVFQ0NDQUFBPT09PDw8Ozs7Ojo6OTk5NjY2NDQ0MjIyMTExLy8vLi4uLS0tKysrKioqKCgoQBgYOxYWORYWKQ8PIyMjICAgHx8fHh4eHR0dHBwcGxsbGRkZFRUVFBQUJg4OJQ4OJA0NExMTEREREBAQDw8PDg4ODQ0NHAoKFQgIEwcHEQYGDwUFDgUFDAwMCgoKCQkJCgMDCAgIBwcHBgYGBQUFBwMDBAQEAwMDAgICAwEBAgAAAAAAAAAAAAAAAAAACP8A+wkcSLCgwYMIEypciGehw4cQI0p8+GeixYsYM2rcyNFhw44gQ4ocSbKkyZMoU6pcaZIEy5cwY8qcSbOmzZs4c+qM2Wtnyjk+gwodSrRoRiQpJ0EEZTQkmaYhmULlCGZqR6lWM27BmvUi164Tq3wFGxHU2JPPaD45S9ahWY5sawIlKCSuxAQ7lxx821ZiD74aKTQFvDIOSycEXxDGCCLip5lm7UIEYBTF4ossJhp+6W7VZYuUidLpF+2zRB6hiU7bJ4tj6qETVrVrt1HI64RMaJqNpW8jgNs+E0QWOA1jFOA+I2MtDhq5zgDDCVKbmOV3UTPRM1ovqrwgLYlftg//DZMd42/nObsvXJewjHihXNRDvFUwwPug8hfOQmgMWTWiV+RnkTz1vMOdgBOdRxQUCEqkgYJDKSfZQhAKNYSEGZlQIX4NRrShTz5giJELH+4k4YQJnYeeTTCIeFEPJep0onYx4qSCixYRoWKEOCZY400fzHjRFDsKJeRFKq5IUwVHTqRFkRz26CGUOzXQpERgJGnklVP+WNMAJ6JokBlaBoUGlxANUGZyaD605k5ihHmRA2/K2KZDSSopUxdyWrRBnendSSGgN2HR50Qo5BmllG4SapMUh0r0gqJsCpoipToVEaaYBP2AqZ2WIpSnnjD9sKlFRnwaaKSTqXpTDadO/0TFqJWGahCtO62wKacCbYErqLYWNCqpLIGw60Rh/LpqsAQNu5MGx/roak278tqPAcre5EC0EjkLLLMCQeAtTgZUK62jkHELkQfj4mRut+3aNMa7EKUQr030tpptTV7k61ANwxKrUrW8BqxTFv4uBITBy7I66L0zTUFwREkw7G7CCgUsMEpGTAyRFRo3DG7IOAHh8UNckHwTwZyqbNMOJzs0hsvUxvwwxDG1wHKX+6aLMUII0DzTCTvrizNMLIs5gdAycVB0oxbXbHNC7DINEwRJG91zTFk/tILGG5eEQNd4gr3y0wvtYPbZU4u6tk1/tW1QEGCHXRLaGb+Nr9wFPXNRt8i21m333T8XdMXfgHcoLOIXq4uQF4J/G2rkOsUda0J+UC654gIJPvhJMTheUAya73TG5Qad4flQdjgskB2rE3U6l6rHTlQMh+B4COm2G9WDH4gkAkoiiPgBo+f3WYU8lWAt//lOyPe1uN7SDxQ1UQEBACH5BAEFAP8ALLQA4ABhAIwAh/////7+/v39/f78/Pz8/Pv7+/36+vr6+vn5+f34+Pz29vj4+Pf39/z19fvz8/X19fvx8fPz8/Ly8vrv7/rt7fDw8O/v7+7u7u3t7fns7Pnq6vjo6Pjm5uzs7Ovr6+np6efn5+bm5uXl5ffk5Pfj4/bi4vbh4fbf3/Xd3fXc3PTb2/Ta2vTZ2fTY2OTk5OLi4t7e3tvb2/PY2Nra2tnZ2djY2NfX1/PV1fLU1PLT0/LS0vLR0fHQ0PHPz/DMzPDLy/DKyu/Jye/IyNXV1dTU1O/Hx8/Pz83NzcvLy8rKysjIyMfHx+7Fxe7Dw+3Cwuy/v+y9vey8vOu6uuq4uOq3t+q2tum1tem0tOmzs+ixseiwsOivr8LCwsHBwb+/v729vdiysry8vLu7u7m5ubi4uLe3t7S0tLGxsa+vr+euruesrOerq+apqeaoqOWnp+Kbm6ysrKqqqqioqKampqWlpaSkpJ2dnZycnJmZmeGWltuDg5iYmJCQkI6OjoqKioODg4KCgoCAgH9/f319fdZxcdVubs5WVnt7e3Z2dnBwcG9vb25ubm1tbWpqamZmZmVlZV9fX15eXlxcXFpaWllZWVhYWFVVVVRUVFNTU1BQUE9PT8xNTctMTMpMTMlMTMhLS8dLS8RJScNJScFJScBISL9ISLxHR7RERLRDQ7JDQ65BQatAQKQ+PpE2Now1NYgzM4QxMYExMUxMTHgtLW8qKm4pKWQlJWIlJWEkJF4jI10jI1chIVIfH08eHkhISEdHR0VFRUNDQ0FBQT09PTw8PDs7Ozo6Ojk5OTY2NjQ0NDMzMzIyMjExMS8vLy4uLi0tLSsrKygoKEUaGjsWFjoWFjcVFSoPDyQkJCMjIyIiIiAgIB8fHx4eHh0dHRwcHBsbGxkZGRUVFSYODiQNDRQUFBISEhAQEA8PDw4ODg0NDSAMDBUICBMHBxEGBg8FBQ4FBQwMDAoKCgkJCQoDAwgICAcHBwYGBgUFBQcDAwQEBAMDAwICAgMBAQIAAAAAAAAAAAj/AP8JHEiwoMGDCBMqXLiQEcOHECNKnPiwnEA8FDNq3Mixo8ePIEOKHEmypMmTKFOqXMmypcuXMGPKnEmzps2bOHPq3MkzpayeQIMKHUq0qNGjSGuySCrRDFOSkh5iearx0MEEVEVuyvoQEsMdXEFuDdtxzUtoOyGMJbtxbccWVIG43agHANW5G+0evTZwE96MKPQWbTRQw9+Mghk6rbmk7+GJABIv1JQTzGOJUiQfzXU5YuSJZW6qm/fxhOaiJVz1k+bxM9NNnKi1Pk00it+BqjRGcZ309uynftfi+leNogneR1X4HtiLOGTaQ4MbZG3NM/KFhG9ekc7xyXWFg3Aa/+B+cJZAXgsjQw8avDNDEt+J5iCfEFQtgqsKqk9osWd7jbq48g8B+yGVBn0PiVKQPvBgo4xA2RjlwH8cZeJMOK8hSNEIBR7lA4V5dWgUiBqpt55/JFLkhIlIZZAiRSwi1Z57CnEQo1FMvPhcfELNyJGJJ+7k40ZN3FjUCEOWaCRRSWa0wZJDQdEkjFD2qKN1IjI5pURMAHlUCltK5OVRM9KIkAZjFlVFmFjy2NMAZYZYJVBlmmmQEEAGidMNcSo5J4psMpRBnkZt0SdiaQ7VQJ1+/inkoRMFQWhRPTCKaKJWBroQBZMS1YalE7mRp542UQDqjo7qVKedBP0walFFnP8qZqfRyQrRBK9qCWlEbeQ6FAerXoopnbY+5IOvQj0RLJW0slcsQxAg6+yzCrExKqk0nbAsqqnitCqrAvVwLVFTbDurtDwF8C1FDoxbK7UJqXEttjLJsC633dp0r0Q7zDtUFvu2OexOCnwLbgP+ZgrvQWkkHBQPBuObL00RS6SDw0CxUbHAA+c0wcYQKYAxoOYypMW89MIkBMgPofxuyQvh4PK0MKc38k4bGMxqAjMTGzBDWfTckxM6n+uuzzUndIPQPOnMKsopu2RC0REZADXNSR+ExdVASUE1RFBH3ZLTEcnANdIL63c2T/OxrNAAazftdkJWhK1w2gPZfbemBa1roDfWfBP0N+CB/xPA4GgXTgXiiV+pdtxAtZ32FIwTvlxCYYstUwtZC9RC5UK5Aa+ooAv1xq4EvZE5VaKHSXrpRLVASIqEfL56WDnkUYghmxhSSB45ZJ4lWcJ3HFbxbhIvPFsK3c5880dTFRAAIfkEAQUA/wAsqwDeAGsAiQCH/////v7+/f39/vz8/Pz8+/v7/fr6+vr6/fj4+fn5+Pj49/f3/PX19fX19PT0+/Ly+vDw8/Pz8vLy8fHx8PDw7+/v+u7u+ezs+erq+Ojo7u7u+Obm6+vr6enp6Ojo5+fn5ubm9+Pj9uHh9uDg9d/f9dzc9Nra9NnZ9NjY5eXl4+Pj4eHh4ODg3t7e89bW3d3d2tra1tbW8tTU8tPT8tHR8dHR8c/P8MzM8MrK78rK78jI78fH09PT0dHRzs7Ozc3NysrKycnJyMjIx8fH7sXF7cPD7cLC7cHB7L+/7Ly867q667m56re36bW16bOz6bKyxcXFzLa26LGx6K+v562t56ur5qqqvr6+vb29u7u7uLi4tbW1rq6uqqqq5qio5aen4pub4ZaWqKioo6OjoqKioaGhoKCgn5+fmpqamZmZmJiYlZWVlJSUkZGRkJCQjo6OjIyMi4uLioqKiYmJhoaGhISEg4ODgYGBf39/1nFx1W5uzlZWfn5+fX19fHx8e3t7enp6eXl5d3d3dHR0cnJycHBwbm5ubW1tampqaWlpaGhoZ2dnZmZmZWVlZGRkYWFhXl5eXV1dXFxcWlpaWVlZVVVVUVFRT09PzE1NTU1Ny0xMykxMx0tLxElJwEhIvkdHvEdHuEVFt0VFtENDsUNDsEJCq0BAoDw8nDo6lzk5iTQ0iTMzhjIygzExfi8vTExMREREQ0NDey4ueS4udy0tYSQkXiMjViAgVB8fUh8fTR0dRhoaQkJCQUFBQEBAPT09Ozs7OTk5ODg4Nzc3NjY2NTU1NDQ0MzMzMjIyMDAwLy8vLS0tLCwsPxgYOhYWOBUVNhQULxERLBAQKysrJSUlICAgHx8fHR0dHBwcGhoaGRkZFxcXFhYWFRUVFBQUKxAQJA0NHwsLHQsLGwoKExMTEhISEREREBAQDw8PDg4ODQ0NCwsLCgoKCQkJFggIFQgIEwcHEAYGDgUFCAgICwQEBwcHBgYGBQUFBwICBAQEAwMDAwEBAgICAgAAAAAAAAAACP8A/wkcSLCgwYMIEypcyPAfADz5zlGDZWgMi4YYM2rcyLEgADPAkmWbJ/AesjkpOqpcyXIjgApC3Lxi949dpBgtc+rcORCAhDPE/t1r1IGn0aMcA2gx9m9bF6RQoyossAadPkQHpGrd+u+FMH6xKHAdi3TBo3/DNJBduzOAoH/AHLCdyxIAoX+WBNDdy1FAJX51+ArOKGGaPSGDEy/8UW9ZVsWQPQbi5yay5YEOsHGTcPmymn9yOltekM1aAdGR+/DbghryC32SUAP4kBhAsXKnOwOwpCAxH35DdLPIx4UhJq1Y/sHRDYdfpoXHtU7QN0m3MX71QCSswhWANWSXAcD/0PePXxyEJqJv7eUtfODyzAIcVL91EnnLAJgJ5McviEFM9GmVSHg8/JPOP9bwo0hBTQSolSHh/cHLFvzMgQY2DQwUgoNaLRIeHAnAwI8fAAABxUAAskVJeA5poI8jDqHIoVa+kKMbAOjwQhASKbL1nWgADKONfP9Y0ONa01WnmyL8rCDQkWtd8c95uo3BDxn/ADgjR1sahMc/wekGQj6U6ABlSzRkNAxuQAIQzDmddLmRnAStoA8krQHARj+t0AnVHf9okecn9ETDEwIZKYCNNQS0NgMmuPSTik45aJQGP6G1BmAp+EizCVsOXNMNZ6hpickt/bjSEgAaAcLPG6yK/0aFqaDAE48oK0GgkQ/zMJMAaiVomSUmrPQDDScdGaFRBIYhVqqww+rSjy0dxdqQX/zYYe1lphKESSff7EOLSxoVws8leonGBLTehiLOPrNklMG2CgkwCD/DRIDaBt0WBCAp4+xTy6cLKUFvQmbxcwwHmrLrLyajgNNPM6AsdDBCLQTDTy8aXKyYqVsC6Ekz/bijiiYIAeAxQQSocY4+ivyK2hH9JgTgJrTQs88zpxgkwsoCBZDFMPxwIwbQg0FQM3SYlELyPtCsguw/T6ic0E9f3eOIB0gPBnJGWqLizD79yLOLLD3oWxAFQLSRyTr8tHOT1Q07jJGWptQSzj78rf9jTTG++GIMNu3wl48ydKhAd2s4fN2RlppEkQYjv1Sjzj32mENNLIeU0YLKXSdmgOMsWQH66agv3pqMdqsE+uoageynxarDvpAMpK9EQ+22K5T7Sq/3btzv1fIuvEFTEM8RAsEfjxAJsreUQ/POz6e8S8ZX/+T1Gp2u/UFLRM8SBNR/L1AG4q9khPfme5u+6+WbL/vsCbHfvkBFvN/RvPFr/8D8LDFY/7QHwLrYr33zo99BUHc/gdyggCr52QCdNwAIdqRqB5SfBTnCwAZ6YYPYy6D2XJDAlZygg/croUpMJ0ICgrB7KDSfFFRYvBY6bwQ05MjuYvi9BCrQIzx04Qv/MZK6BiohhxthXhCdhwEfqmR6S3SeE+EXReFNsYY2FB4RrrgR8lWxdwzgokbWV0QEijEjqQtd3YbIkDSqUTQ2OCNG+PdF2AXAhz8UiADrCDs8UpGPrbGCHzmYxvahYJAbkWAZeyhHhmBwkUJEIhELaT4nIBKGlNSeCPCYxxNmMpJsTAgLPynFS6LRjeZLAicJScrjXWCVG9lhK60IS0xCspSmbIgbswe7HdQyI0qcpe3C+MuGQFGYtuNkHnf5Rssok5XIXF0NnqkRL6ISlKE8yBGY+b1DFrONu9RgLmkXTu09apwKoWM0V0dNjOzxmtjkXsq4KU5JKoSZzewMOhGifkh4MtKeCHmkP/+ZTYLgM5/6BOgC8dnAf5xTfwnxZDkbqlCCjHKiDfSmPHvC0IYO5AsQNchBEQo7MMgTDCP1qEFA2rqPplSlBkFBHlqXBxSMlKTOm0EY9LCHf+xBD2GYwU1x+r2h3hKm8zQqUdunVKTasqNOPSVUo/rULKo0IAAh+QQBBQD+ACylAN4AcQCDAIf////+/v7+/f39/f3+/Pz8/Pz9+vr7+/v6+vr9+Pj5+fn4+Pj39/f89fX78/P09PTz8/P78fH67+/y8vL67e356+vx8fHv7+/s7Ozr6+v46en45+f35eX34+Pq6urp6enm5ubl5eXk5OT24eH139/13Nz02tr02dn02Njz19fz1tbz1dXi4uLh4eHy09Pg4ODe3t7c3NzY2NjX19fV1dXT09Py0tLx0dHxz8/xzs7wzMzwysrvysrvyMjuxsbuxcXS0tLQ0NDOzs7Nzc3MzMzLy8vJycnGxsbFxcXuxMTtwsLtwcHtwMDsvr7svb3rurrrubnquLjqtrbptbXps7PosbHosLDnrq7nra3nrKzmqqrmqanmqKjlp6fim5vExMTCwsK/v7++vr69vb28vLy6urq5ubm4uLi2trazs7OxsbGtra2srKyqqqqpqamoqKijo6OioqKdnZ2cnJzhlpaWlpaSkpKQkJCLi4uKioqGhoaBgYF/f397e3t5eXl4eHjWcXHVbm7OVlZ1dXV0dHRzc3NxcXFvb29ubm5sbGxqampoaGhnZ2dlZWVkZGRiYmJeXl5dXV1cXFxbW1tZWVlWVlZVVVVUVFRQUFDMTU1NTU3LTEzKTEzIS0vESUnBSUnASEi/SEi5Rka4RUWyQ0OwQkKgPT2dOzubOjqXOTmONTWKNDSJNDSGMjKFMjJ6Li5yKytxKytrKChlJiZiJCRSHx9OHR1MTExJSUlISEhHR0dFRUVERERCQkI/Pz88PDw5OTk3Nzc1NTU0NDQzMzMwMDAuLi4tLS0zKSkpKSlDGRlBGBg/GBg7FhYyEhIoDw8mJiYlJSUjIyMiIiIfHx8bGxsaGhoZGRkXFxcWFhYVFRUUFBQbCgoTExMSEhIREREQEBAPDw8NDQ0MDAwLCwsKCgoaCQkXCAgWCAgVCAgSBwcQBgYPBgYJCQkNBQULBAQKAwMICAgHBwcGBgYFBQUHAwMFAgIEBAQDAwMCAgIEAQEDAQECAAAAAAAAAAAAAAAI/wD9CRxIsKDBgwgTKlzIECGAhxAfNpxIsaLFiwsntGtXTdgkPEcQQMRIsqRJjAxu+TqmDV++fNgafQkg8aTNmzgJHhChxlAyl8PcFKiZs6hRjAGIMCKXTxgSokejSl0IItG8e4YYQJ3Ktau/IMHyDXux1atZowr+3KsmpOzZtzfflOtmxC3cuyTFiNNGwy7evxTLtJPmAQDgwyTn4MM1wDDixxQd5bPjF7JlgROihWPh+LJng2fwRar8+bEmejU6ly495B4k0qsB72r3QXXsy2vy3bF92x9vuAu2AYNtmcxvg5mkRqKX4fhnBtMuII6Tj41zz2n8zUEcA9+g65cl+f/75Tw51wDedIGH/ACcv3szEEYxG0za+sdsBvrh7eKspXb3IXbJQNQgUBAFbymST4CAWcCUP/n4g0ZB5plFyIK9+QNHPJT4k8g0lXRWoVmFYNjbI2Eg4U8dGVySgUAjmrWIibeJ4I8M+ejhzwEY+BOjWZcAmKFAFtyzyEBM/OhVfQweNsA1vRhmgpJdoafekALxss0BDVDZVXffYelPH/7U4CVJXUwER3VNHjZGPrGciVGAkDDXJmAMsOOMnBZtMJEC2ZAnpj9X2KJPKTnlQJEak935Vw+ZoMIPLThNwWAu5RSGZQeZZMLJM+uEchODQrjm6F0CdCqQK/zMwudCTZ7/BsSpcKkq0KfvkGJSk2bgMwmtb3U6Yir7NLMJScQJBAE04bQArFnCGmSLP6+8WlAFTTLS6JBS2FoQKNzUY4pFNjQpx2IFDHmDtwaZ8o46iE4EBa/xTKNpbxVEm5Aq9nATL0PJ+kPGON2kNqS+CrliDzqmyBmwG+V8c8SzXiG8ECvwwPPKsQ4FiIAf91xTBMVdWczQKef4o8woPyYLBDD5EAMDyVwJa+1AojDDjzuyfEKQBLB9gIg89xzCAJZNmDzRJq2Y4886tJSSiQqVJaWIOP4I8wXNXJ2gdEWewGIOP/ogs4cYGQxQUAEhpFHIT/4M00a6WDrw9UWdrLKMOBHO/2MNMbzg0ksx2dwjkDaPgKH2oDbnBAAEZvCBiTHayOMPOdUMQ0keSCgw6ECN4zTS5xOFPmrAn2dxN0YOoD6oD6afZMLopC80QuwmLUF77QkRgHtJW+zOO0I23wyr8MNT+DuyyCcP+vJzNu+8P1RAf1EC0juPQ/E3kRDR9AZpwL1NP3wPvvKrV4SF+ec/n35F7Lfv4/gnRcS1ZcUbn5D98gvkBP0mIUD8zpcCAJakAwMEXwTyZxMe8K9/DDxJFR4ovwjWL4HTy5/+DkLB9mnBgiWx3/0ekwQQMg+DySOBCTGygQ6CzwAaPEkOXAi+GJrEUjR0ng13lcPk7TCEPRxe9f9WaBERjvAwOvhh9IJYuw0o8SLYYmLtnkguEUKQihSZlxXbp8ENFsSIFcQiRcDYvieIcSJkPN8KusjDLYJPAmwsCdDcWMMzMoRqdMxgHDHihDTW0Y7Hy2PyuLDHJUpxUEoo5EWMeMS/lKCLXhQII9uXAEiWpHV+1KEiKzK7TPpwkxTRnSeHB8lIBm+UvLOCJU8oSN7tYJWGPCSWOADLRU7yfKUkCfZuOT0U1LIi3uOlHgGJkPIJ03kuAGVDssDIRv7ll2NsZhiJ2JBmOvOZxDSINfs3PwNORIDHxCU1FYJAaXJznAlxoDnP6c2FTHCd3Eym9ToWziu+74vb5CZBfHlVz4GgIJ/6JEgX+umPLgA0oATxArsS4oWDIlSgCzWIQR36UH8CIiGA+CdFK0oQF9AhEILwhyACQQcXWNN13DxpPTmqTZWikKUtdSlMo3nSmRZxpSwNCAAh+QQABQAAACygAN8AdQB9AIf////+/v79/f38/Pz++/v7+/v9+fn6+vr89/f4+Pj39/f89fX78/P09PTz8/P78fH67+/w8PD57Oz56urv7+/t7e3s7Ozr6+vq6urp6en46Oj45ub35eX35OT24eHo6Ojm5ubl5eXi4uLh4eHg4OD239/13d302tr02Njz19fz1dXf39/d3d3y1NTc3Nzb29va2trZ2dnX19fW1tby09Px0dHx0NDxz8/wzMzwysrvyMjvx8fT09PuxcXuw8Ptw8PQ0NDOzs7Nzc3Ly8vHx8fGxsbFxcXExMTtwcHsv7/svb3ru7vrurrrubnqt7fqtbXptbXps7PosbHnrq7nra3nrKzAwMC/v7+8vLy6urq3t7e2tra1tbW0tLSzs7OysrKurq7mqqrmqanmqKjlp6fim5vhlparq6uoqKilpaWkpKSgoKCdnZ2cnJyampqTk5OSkpKRkZGQkJCPj4+Ojo6NjY2Li4uKioqJiYmGhoaEhISDg4N/f39+fn59fX18fHzWcXHVbm7OVlZ7e3t1dXV0dHRzc3NycnJxcXFwcHBubm5tbW1sbGxpaWlmZmZkZGRhYWFfX19dXV1bW1taWlpWVlZUVFRSUlJRUVFQUFBOTk7MTU1NTU3LTEzJTEzIS0u+R0e8Rka7Rka4RUWyQ0OxQ0OvQkKkPT2jPT2iPT2hPT2ZOjqWODiUNzeQNjaFMjJ1LCxyKytXQ0NxKipvKiptKSloJydaISFYISFMTExFRUVAQEA+Pj49PT08PDw7Ozs5OTk4ODg2NjY9MTE0NDRSHx8uLi4sLCwrKysqKipDGRk2FBQwEhIvEhItEREsEBArEBApKSknJycmJiYlJSUkJCQjIyMiIiIhISEgICAeHh4YGBgUFBQTExMoDw8fDAwSEhIREREQEBAPDw8NDQ0MDAwfCwsbCgoaCQkYCQkVCAgQBgYPBgYLCwsKCgoOBQUNBQULBAQKAwMJCQkHBwcGBgYFBQUIAwMGAgIFAgIEBAQDAwMCAgIDAQECAAAAAAAI/wABCBxIsKDBgwgTKlzIsKHDhxAjSpwokZG9bsg4/dHSgKLHjyBBqpmkiVi4ffzKWeIyIKTLlzARDojRBlM5ftLYHIjJs6fLCnGu8TNmxafRoxEVyOmm71ACpFCjIgyhiV+vDFKzZg1Qp560FVrDQvXSzpoIsWh9YnF3LELatzDP6NMkAK5dkH/4ybnLd2IBX+VY9B38cMY8TIQTMyy0r4jiqDTMBBK0SVAgMzQgXhiX6/FRFIA2iR49GhCKh4n0vfDckwzp16TJOJSh7w/rmGVg6xZdxmGwaAFuLwzQheHu45tkM8SzL4ZwhTyOBU+IHPnphUL4uXme0A8/ItR3F/9T909dsd0MC5BzxB3hNH7sDx7/R7/+P92ZFwoD1t7gEH78gNNRQfPZZ59uDE2yTX8FFQIgP2kQuJuBFMLGECH6MDjQANg8qAtByFFooIUL5cGPhgIdwc84/GRjD1gAVCfiga8xZMeJKC7SCBz8ACHJHjHKOCN9JCqkB44aggEAGvwIAcAW1Yk2JJE1LsQYigNdwY8XQUa5yZAILkTJglgCQAI/c1Dh5Wgi4sfQfmUCcAA4sqxJ2njlnRemQuo9EicAw5hjp53XKRSEdnHuYEs/pAwapXIL3cEPDGXasMkp/sDiaHUO/QIcliiI1sk3z2x6HAINvWAPH1h6QFot/qD/YipsEDhkiD6CaTjBa6LIo8yspG3gkAXicIIiA7rd0o8qwG5iwkOMGaEhAbuN8k4znsyqQmHzZIIicrH4E4upODxUQC/luKBhdZ4wc88pjvoAUR96rRtlKeucM4qdS0AkF10M2skKPt6A4mUUEGXhDjIUBDzoK/l4sy9yYUD0hTvZkOCwo6/gg04qyD0UAB31UKNuf8C2ws49tHyyJ0MgZMLPLx9sPKspzvgDzSpVMpTAG9zog4gCNgP7CS3w9LOMKy43VAEc1Qx1hb3NkjYKLvH4k44iXWBwkAAwsHHJTdK0sRODYlStWyizEIOSPdrsUgkkkWAiDDgouYPJFwWg/yiF2ugBMMIajfCSTTn20NNNMrkMwoUDZTIB+Mt/KvTD5EVWrhAOmPeseUItdE7adJ8jZILooy1QekIcoC6aBKsjBIHrm3QQ+0EI0H7C7fK5nh/vILqeA/ASoo4E8cGj3gTyA9EuBfMC0T4G9F2iTj3tm1xPu/auc2899Gp2D/0T20OfRPnM74A+8paKz3yorhMAvauuMwD9rq5PAD2yrnsAPbWu2x30aFcD73VOBwbEXBISODknMBBwU3gg4CSoNgpWzYLNwiCwqJc29yHvbx4knuRCCLzLkZB3nDvh7UKnwtidznUGgF7rXPcA6M3OdRqAXu5cVwINmioF1HMN6mpuQD34ia4H1Kse5pSQRBqgDgpJVCLgqhBFKVawiqKrYvQwp8UtTrCLVjQVGL2YwTECwIllNGMY16TGgRjRUW0kiBAHFceC5MZOdTTIHJEDqTwSBDTHMY0fExKZyVTmMr8bpCIXychGYikgACH5BAEFAPkALJ0A4AB3AHgAh/////7+/v79/f39/f77+/z8/Pv7+/r6+v35+fz39/n5+fj4+Pf39/b29vz19fvz8/X19fT09Prw8Prv7/Ly8vru7vns7O/v7+3t7ezs7Pnq6vjo6Pfl5ffj4/bh4fXf3/Xd3eDg4N/f397e3vXc3PTa2vTY2PPV1fLU1PLT0/LR0fHQ0Nvb29ra2tnZ2dXV1dTU1NPT0/HPz/DNzfDMzPDLy+/IyO/Hx+7Gxu7ExO3Dw+3Cwu3AwOy/v+y+vuu7u+u6uuu5ucnJycfHx7+/v76+vr29vbm5ubi4uOq3t+q1tem1temzs+ixseeuruetreesrOaqquapqeaoqOWnp+WmpuWlpeWkpOKbm+GWlra2trW1tbS0tLOzs7CwsK+vr62traurq6qqqrWfn6ampqKiop6enp2dnZaWlpWVlZSUlJOTk5KSkpGRkZCQkI6OjoqKioiIiJSDg4aGhoGBgYCAgH9/f35+fnt7e3l5edZxcdVubs5WVnh4eHd3d3FxcW9vb25ubmpqamdnZ2VlZWNjY2JiYnBfX19fX15eXl1dXVtbW1paWllZWVhYWFdXV1VVVVRUVFFRUVBQUE9PT05OTsxNTU1NTctMTMpMTMlMTMhLS8dLS8ZKSsVKSsBISL5HR7tGRrhFRbBCQq9CQq1BQaQ+PqE9PZ88PJk5OZU4OJE2NpA2Noo0NIQxMYMxMYEwMH0vL3UsLExMTEZGRkBAQD09PTw8PDs7O24pKW0pKUM6Ojc3NzU1NTQ0NDIyMmknJ1wiIlQfH1IfH08eHkUaGkMZGUAYGD4XFzUUFC8vLy0tLSwsLCsrKyQkJCMjIyIiIiAgIB8fHxwcHBgYGDASEi8SEi4RESYODiQNDRUVFSEMDB8MDBQUFBMTExAQEA8PDw0NDQwMDBUICBQHBwsLCwoKCggICAcHBxIGBhAGBg4FBQsEBAcDAwcCAgYGBgYCAgUFBQQEBAMDAwICAgQBAQMBAQIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAj/APMJHEiwoMGDCBMqXMiw4UAAECNCdEixosWLGBlK3Dgxo8ePIEPm4xhRpMmTKCWho9YLERoWIzeinEnzYhc4eRoxi0fvlxoKHGsKHcowAxlK77zNaSCTqNOnBEUMQueMSFOoWInGwBWPzgCJWcMKNXBH3qIDYMWqRSnGXCQDadfKBanlHKGYAObq/VhmXpq4ewNTDGTuRUnBiBsyaGYrwOHEkBESmRfmceTLBC8t+9oRs+ch9JBY9iySgKWTviDhJd2wM8IEM92IizCa9cGIRUYcfEBzxLwttW0XjEiojsEJNQM88xNc+EMAC7RBK0BQw9BHtGI6RxhxCz16RQZy/yBaJ5r27QYjJvquSKAHp2bQnUf/HACEb9/DXQDx1Au9+fThBYY84EyDjhxQafGfa/RFZEgYszwyhjFQfbFgXgEKlBcALQCgyC75iNLJU2e8A2CGER2yTVblnRggRDfE0o4nWGHnYoM6WGLKPadApVwfzW3XgyWWbLKOLlCJ8FuQwgFBJJHFWAPVGuHQxiB6Spz2ZCv2jBISFgvx8shqGTZxWj5PcjJOMCFhiJAQ9BzBJGlPnCnQk8CwE8pHbiJUyWZzYiaFnXcSCYo6wnjU50GTiRHoZVYQOtCTstSDCkaLGsQAM7c4dqVtRCL0ZD7XcPOJRZkaBIg5MDwKWagJPf9JyjrHaEJRqgX19ZeriMEa65OrwCMMJq0xxMU5hZC5na8KPWkJLPUQs8lCuBLU1iRo8RoYsws5+4o7yYiSULUCFWCHPI4oABiokjLkbCrkpOMKscMtBIMt8dzB2aeeceuQs6Icc081qtA7kkIhCHKOM0ZcJZy/FDlrCSvY3JNNLqUEgBAGR73TzRwQOMwuSBJnsgoy7tAzzSx/xMHGG3gwsgxPyrQBlMisQXyRxER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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "def evaluate(policy):\n",
    "    frames = []\n",
    "    env.reset()\n",
    "    env.env.env.env.state = np.array([np.pi, 0]) # to start all the way down for a better animation\n",
    "    observation, _, _, _, _ = env.step(np.array([0]))\n",
    "    finished = False\n",
    "    while not finished:\n",
    "      frames.append(env.render())\n",
    "      action = state.action(observation)\n",
    "      observation, reward, terminated, truncated, _ = env.step(action)\n",
    "      finished = terminated or truncated\n",
    "    gif_io = io.BytesIO()\n",
    "    imageio.mimsave(gif_io, frames, format=\"GIF\", fps=1/env.env.env.env.dt, loop=0)\n",
    "    gif_io.seek(0)\n",
    "    display(Image(data=gif_io.read(), format='png'))\n",
    "\n",
    "evaluate(lambda observation: state.action(observation))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exporting the Trained Policy\n",
    "The trained policy can be exported as a `.h` file so that it can e.g. be compiled into the firmware of a microcontroller"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"checkpoint.h\", \"w\") as f:\n",
    "    f.write(state.export_policy())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can view the [checkpoint](./checkpoint.h) to get a feeling on how this works. In short, the floating point values of the weights and biases of all layers are converted to unsigned 8-bit integers so that the exact bit-values (according to the [IEEE 754](https://en.wikipedia.org/wiki/IEEE_754) are stored and there is no loss of precision between exporting and importing. This exported header file can be easily integrated into C/C++ projects of any kind (e.g. [ones targeting Microcontrollers](https://github.com/arplaboratory/learning_to_fly_controller/blob/af669f62e16f0ee4ef9d7a7fa4925c44ef71560a/rl_tools_adapter.cpp#L9) or WebAssembly). \n",
    "\n",
    "Using the Python interface, we can easily import back a checkpoint and make it accessible to Python as well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MKL found. Version: 2025.0.0 (include: 2025.0.0, path /opt/conda/lib/python3.12/site-packages/../../../include)\n",
      "Using cached RLtools interface.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from rltools import load_checkpoint_from_path\n",
    "policy = load_checkpoint_from_path(\"checkpoint.h\")\n",
    "evaluate(policy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`load_checkpoint_from_path` compiles the stored `checkpoint.h` into a Python module to make it accessible."
   ]
  },
  {
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    "\n",
    "# Embedding Exported Checkpoints\n",
    "\n",
    "The following example shows how the exported `checkpoint.h` can be embedded into C/C++ code for inference:\n",
    "\n",
    "```cpp\n",
    "#define RL_TOOLS_DEVICES_DISABLE_REDEFINITION_DETECTION // To enable multiple different devices to be imported in the same file. We use the ARM device for inference (which is generic and also works on the CPU) and a CPU device for `rlt::print`\n",
    "#include <rl_tools/operations/arm.h>\n",
    "#include <rl_tools/operations/cpu.h> // just for `rlt::print`\n",
    "#include <rl_tools/nn/layers/dense/operations_arm/opt.h> // optimized inference operations for dense layers (for ARM)\n",
    "#include <rl_tools/nn/layers/standardize/operations_generic.h>\n",
    "#include <rl_tools/nn/layers/sample_and_squash/operations_generic.h>\n",
    "#include <rl_tools/nn_models/mlp/operations_generic.h>\n",
    "#include <rl_tools/nn_models/mlp_unconditional_stddev/operations_generic.h>\n",
    "#include <rl_tools/nn_models/sequential/operations_generic.h>\n",
    "\n",
    "#include \"checkpoint.h\" // The example training scripts just dump the model file into the working directory, hence the `../../`. Modify this to wherever you have your checkpoint.\n",
    "\n",
    "namespace rlt = rl_tools; // For brevity\n",
    "\n",
    "using DEVICE = rlt::devices::DefaultARM;\n",
    "using DEVICE_PRINT = rlt::devices::DefaultCPU;\n",
    "using TI = DEVICE::index_t; // Index type\n",
    "using T = policy::TYPE::T; // Floating point type (use the one defined in the exported model)\n",
    "constexpr TI INPUT_DIM = rlt::get_last(policy::TYPE::INPUT_SHAPE{});\n",
    "constexpr TI OUTPUT_DIM = rlt::get_last(policy::TYPE::OUTPUT_SHAPE{});\n",
    "constexpr TI BATCH_SIZE = 15;\n",
    "constexpr TI SEED = 1337;\n",
    "\n",
    "int main(){\n",
    "    // Buffer for holding intermediate values during the forward pass (depends on the structure of the model, hence)\n",
    "    using MODEL = policy::TYPE::template CHANGE_BATCH_SIZE<TI, BATCH_SIZE>;\n",
    "    MODEL::Buffer<false> buffer; // Passing `false` to signal that the buffer should be allocated on the stack\n",
    "    rlt::Tensor<rlt::tensor::Specification<T, TI, MODEL::INPUT_SHAPE, false>> input; // Statically allocated (stack)\n",
    "    rlt::Tensor<rlt::tensor::Specification<T, TI, MODEL::OUTPUT_SHAPE, false>> output; // Statically allocated (stack)\n",
    "\n",
    "    DEVICE device;\n",
    "    DEVICE_PRINT device_print;\n",
    "    auto rng = rlt::random::default_engine(device.random, SEED); // to fill the input with random values. Some models or layers also require sampling, hence it is passed in `rlt::evaluate` as well\n",
    "\n",
    "    rlt::randn(device, input, rng);\n",
    "    rlt::evaluate(device, policy::module, input, output, buffer, rng); // Uses the `policy::module` (defined in the exported checkpoint) to evaluate the input and fill the output. The buffer and rng are used depending on the model architecture of `policy::module`\n",
    "    rlt::log(device_print, device_print.logger, \"Result: \"); // Print the result (BATCH_SIZE x OUTPUT_DIM matrix)\n",
    "    rlt::print(device_print, output);\n",
    "\n",
    "    return 0;\n",
    "}\n",
    "```\n",
    "You should modify the `#include \"checkpoint.h\"` to match the location of your exported checkpoint. \n",
    "\n",
    "To compile you can simply use e.g.:\n",
    "```bash\n",
    "g++ -std=c++17 test.cpp -I../../rltools/external/rl_tools/include && ./a.out\n",
    "```\n",
    "\n",
    "You can modify the `-I...` to match the `.../rl_tools/include` directory (wherever you cloned RLtools). \n",
    "\n",
    "Note that this example is meant to be run on a PC, by removing the `#include <rl_tools/operations/cpu.h>`, `DEVICE_PRINT`, and the `rlt::print` you should be able to compile it into a firmware for ARM or other microcontrollers (like ESP32). To use the `output` in your downstream application, you can access the values through e.g. `float v0 = rlt::get(output, 0, 0)` (row and column respectively)."
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