Profiling/profilers_experiments.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext snakeviz\n",
    "%load_ext line_profiler\n",
    "%load_ext memory_profiler\n",
    "%load_ext pyinstrument"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "from attention import attention"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_k = 64  # Dimensionality of the linearly projected queries and keys\n",
    "d_v = 64  # Dimensionality of the linearly projected values\n",
    "batch_size = 64  # Batch size from the training process\n",
    "input_seq_length = 100  # Maximum length of the input sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = torch.rand((batch_size, input_seq_length, d_k))\n",
    "key = torch.rand((batch_size, input_seq_length, d_k))\n",
    "value = torch.rand((batch_size, input_seq_length, d_v))\n",
    "mask = torch.FloatTensor(input_seq_length, input_seq_length).uniform_() > 0.8"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SnakeViz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n",
      "*** Profile stats marshalled to file '/var/folders/5b/91g5g2gn1g9dl83z8s6fy9vw0000gn/T/tmp216a13he'.\n",
      "Opening SnakeViz in a new tab...\n",
      "snakeviz web server started on 127.0.0.1:8080; enter Ctrl-C to exit\n",
      "http://127.0.0.1:8080/snakeviz/%2Fvar%2Ffolders%2F5b%2F91g5g2gn1g9dl83z8s6fy9vw0000gn%2FT%2Ftmp216a13he\n"
     ]
    }
   ],
   "source": [
    "%snakeviz -t attention(query, key, value, mask)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Line Profiler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*** Profile printout saved to text file 'lprof_attention.txt'. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Timer unit: 1e-09 s\n",
      "\n",
      "Total time: 0.014188 s\n",
      "File: /Users/vladimirilievski/Documents/Blog/Amusive-Blogging-N-Coding/Profiling/attention.py\n",
      "Function: attention at line 6\n",
      "\n",
      "Line #      Hits         Time  Per Hit   % Time  Line Contents\n",
      "==============================================================\n",
      "     6                                           def attention(query, key, value, mask=None):\n",
      "     7         1      18000.0  18000.0      0.1      d_k = query.size(-1)\n",
      "     8         1    6250000.0 6250000.0     44.1      scores = torch.matmul(query, key.transpose(-2, -1)) / math.sqrt(d_k)\n",
      "     9         1       1000.0   1000.0      0.0      if mask is not None:\n",
      "    10         1    1070000.0 1070000.0      7.5          scores = scores.masked_fill(mask == 0, -1e9)\n",
      "    11         1    4547000.0 4547000.0     32.0      p_attn = scores.softmax(dim=-1)\n",
      "    12         1    2302000.0 2302000.0     16.2      return torch.matmul(p_attn, value), p_attn"
     ]
    }
   ],
   "source": [
    "%lprun -T lprof_attention.txt -f attention attention(query, key, value, mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Timer unit: 1e-09 s\n",
      "\n",
      "Total time: 0.014188 s\n",
      "File: /Users/vladimirilievski/Documents/Blog/Amusive-Blogging-N-Coding/Profiling/attention.py\n",
      "Function: attention at line 6\n",
      "\n",
      "Line #      Hits         Time  Per Hit   % Time  Line Contents\n",
      "==============================================================\n",
      "     6                                           def attention(query, key, value, mask=None):\n",
      "     7         1      18000.0  18000.0      0.1      d_k = query.size(-1)\n",
      "     8         1    6250000.0 6250000.0     44.1      scores = torch.matmul(query, key.transpose(-2, -1)) / math.sqrt(d_k)\n",
      "     9         1       1000.0   1000.0      0.0      if mask is not None:\n",
      "    10         1    1070000.0 1070000.0      7.5          scores = scores.masked_fill(mask == 0, -1e9)\n",
      "    11         1    4547000.0 4547000.0     32.0      p_attn = scores.softmax(dim=-1)\n",
      "    12         1    2302000.0 2302000.0     16.2      return torch.matmul(p_attn, value), p_attn\n"
     ]
    }
   ],
   "source": [
    "print(open(\"lprof_attention.txt\", \"r\").read())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Memory Profiler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "*** Profile printout saved to text file mprof_attention.txt. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: /Users/vladimirilievski/Documents/Blog/Amusive-Blogging-N-Coding/Profiling/attention.py\n",
      "\n",
      "Line #    Mem usage    Increment  Occurrences   Line Contents\n",
      "=============================================================\n",
      "     6    189.9 MiB    189.9 MiB           1   def attention(query, key, value, mask=None):\n",
      "     7    189.9 MiB      0.0 MiB           1       d_k = query.size(-1)\n",
      "     8    189.9 MiB      0.0 MiB           1       scores = torch.matmul(query, key.transpose(-2, -1)) / math.sqrt(d_k)\n",
      "     9    189.9 MiB      0.0 MiB           1       if mask is not None:\n",
      "    10    190.0 MiB      0.1 MiB           1           scores = scores.masked_fill(mask == 0, -1e9)\n",
      "    11    190.0 MiB      0.0 MiB           1       p_attn = scores.softmax(dim=-1)\n",
      "    12    190.0 MiB      0.0 MiB           1       return torch.matmul(p_attn, value), p_attn"
     ]
    }
   ],
   "source": [
    "%mprun -T mprof_attention.txt -f attention attention(query, key, value, mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: /Users/vladimirilievski/Documents/Blog/Amusive-Blogging-N-Coding/Profiling/attention.py\n",
      "\n",
      "Line #    Mem usage    Increment  Occurrences   Line Contents\n",
      "=============================================================\n",
      "     6    189.9 MiB    189.9 MiB           1   def attention(query, key, value, mask=None):\n",
      "     7    189.9 MiB      0.0 MiB           1       d_k = query.size(-1)\n",
      "     8    189.9 MiB      0.0 MiB           1       scores = torch.matmul(query, key.transpose(-2, -1)) / math.sqrt(d_k)\n",
      "     9    189.9 MiB      0.0 MiB           1       if mask is not None:\n",
      "    10    190.0 MiB      0.1 MiB           1           scores = scores.masked_fill(mask == 0, -1e9)\n",
      "    11    190.0 MiB      0.0 MiB           1       p_attn = scores.softmax(dim=-1)\n",
      "    12    190.0 MiB      0.0 MiB           1       return torch.matmul(p_attn, value), p_attn\n"
     ]
    }
   ],
   "source": [
    "print(open(\"mprof_attention.txt\", \"r\").read())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PyInstrument"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            style=\"resize: vertical\"\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "\n",
       "  _     ._   __/__   _ _  _  _ _/_   Recorded: 23:24:22  Samples:  4\n",
       " /_//_/// /_\\ / //_// / //_'/ //     Duration: 0.015     CPU time: 0.018\n",
       "/   _/                      v4.4.0\n",
       "\n",
       "Program: /Users/vladimirilievski/Library/Caches/pypoetry/virtualenvs/amusive-blogging-n-coding-u72LGqej-py3.8/lib/python3.8/site-packages/ipykernel_launcher.py --ip=127.0.0.1 --stdin=9003 --control=9001 --hb=9000 --Session.signature_scheme=\"hmac-sha256\" --Session.key=b\"9c4dba9b-3a38-42e4-929e-80ae9db38a5d\" --shell=9002 --transport=\"tcp\" --iopub=9004 --f=/Users/vladimirilievski/Library/Jupyter/runtime/kernel-v2-619GNws9chPAlvO.json\n",
       "\n",
       "0.014 <module>  ../../../../../../var/folders/5b/91g5g2gn1g9dl83z8s6fy9vw0000gn/T/ipykernel_1672/985423242.py:2\n",
       "`- 0.014 attention  attention.py:6\n",
       "   |- 0.004 _VariableFunctionsClass.matmul  None\n",
       "   |     [2 frames hidden]  <built-in>\n",
       "   |- 0.002 Tensor.masked_fill  None\n",
       "   |     [2 frames hidden]  <built-in>\n",
       "   |- 0.006 Tensor.softmax  None\n",
       "   |     [2 frames hidden]  <built-in>\n",
       "   `- 0.002 _VariableFunctionsClass.matmul  None\n",
       "         [2 frames hidden]  <built-in>\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%pyinstrument --timeline=True\n",
    "_ = attention(query, key, value, mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "amusive-blogging-n-coding-u72LGqej-py3.8",
   "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": "3.8.0"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "335da5445bb9a0de01ba9c6ab14e4471a845550dd1888d0179898dba3954f3be"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}