{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Performance benchmarks for LIF layers in Rockpool\n",
    "This notebook runs and collects results for all benchmarks provided in `rockpool.utilities.benchmarks`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Benchmarks run on rockpool version 2.6.dev, on date 2023-04-12 11:50:19.475143.\n",
      "Python version 3.8.13 (default, Oct 21 2022, 23:50:54) \n",
      "[GCC 11.2.0]\n",
      "System descriptor: Linux 5.15.0-69-generic x86_64\n",
      "Jax devices: [StreamExecutorGpuDevice(id=0, process_index=0, slice_index=0)]\n",
      "Torch CUDA available: True\n",
      "    Number of devices: 1\n",
      "    CUDA devices: ['NVIDIA GeForce RTX 3090 Ti']\n"
     ]
    }
   ],
   "source": [
    "# - Display a description for the benchmarking system\n",
    "import rockpool\n",
    "import os\n",
    "import datetime\n",
    "import sys\n",
    "\n",
    "print(f'Benchmarks run on rockpool version {rockpool.__version__}, on date {datetime.datetime.today()}.')\n",
    "print(f'Python version {sys.version}')\n",
    "u = os.uname()\n",
    "print(f'System descriptor: {u[0]} {u[2]} {u[4]}')\n",
    "\n",
    "try:\n",
    "    import jax\n",
    "    print(f'Jax devices: {jax.devices()}')\n",
    "except:\n",
    "    print('Jax not found')\n",
    "\n",
    "try:\n",
    "    import torch\n",
    "    is_cuda_available = torch.cuda.is_available()\n",
    "    print(f'Torch CUDA available: {is_cuda_available}')\n",
    "    if is_cuda_available:\n",
    "        print(f'    Number of devices: {torch.cuda.device_count()}')\n",
    "        print(f'    CUDA devices: {[torch.cuda.get_device_name(i) for i in range(torch.cuda.device_count())]}')\n",
    "except:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFExodus on a CUDA device\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c46f8d2d47243dabce49e411c8c13c2",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIF with no acceleration (numpy backend)\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1b7e3b6581434a72bdc7110d1b545f4f",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFTorch using CUDA graph replay acceleration\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4a662286f8c24390927e1feb92b936f3",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFTorch on a CUDA device\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "810bade02913495db0dbf4609ec2f24e",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFTorch on CPU\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cac55891891847dea27bcce9f77d0ad7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFJax, no JIT\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "690d04fd222c4377b8b3a73501881744",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFJax, with CPU JIT compilation\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e27af34ff87f418b92dc9c6b532ea4d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFJax, with GPU JIT compilation\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "96948109242f476590a66fb597ec07c5",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running benchmark \"LIFJax, with TPU JIT compilation\"...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9d95d777a8464dc1bddf52c7490af8c6",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 1 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 2 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 5 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 10 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 20 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 50 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 100 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 500 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 1000 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 2000 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 5000 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n",
      "/home/dylan/rockpool/rockpool/utilities/benchmarking/benchmark_utils.py:128: UserWarning: Benchmarking for layer size 10000 failed with error Backend 'tpu' failed to initialize: module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# - Run all benchmarks and collect results\n",
    "from rockpool.utilities.benchmarking import benchmark_neurons, plot_benchmark_results, all_lif_benchmarks\n",
    "import warnings\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "plt.rcParams['figure.figsize'] = (17, 5)\n",
    "\n",
    "bench_results = []\n",
    "\n",
    "for benchmark in all_lif_benchmarks:\n",
    "    try:\n",
    "        p_fn, c_fn, e_fn, bench_name = benchmark()\n",
    "        print(f'Running benchmark \"{bench_name}\"...')\n",
    "\n",
    "        bench_results.append(benchmark_neurons(p_fn, c_fn, e_fn, bench_name))\n",
    "\n",
    "    except Exception as e:\n",
    "        warnings.warn(f'Benchmark {bench_name} failed with error {str(e)}.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 5100x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Display benchmark results that succeeded\n",
    "for results in bench_results:\n",
    "    if not all([len(r) == 0 for r in results[0]]):\n",
    "        _, axes = plt.subplots(1, 2)\n",
    "        plot_benchmark_results(*results, axes)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.15 ('py38')",
   "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": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "cb88bc135d05a2341e3cb126d78f83330a5c316ea17e1399798ae369290a3c17"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}