Cool Tools/Debug-Network.ipynb

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   "source": [
    "# Daily-Dose-of-Data-Science\n",
    "\n",
    "[Daily Dose of Data Science](https://avichawla.substack.com) is a publication on Substack that brings together intriguing frameworks, libraries, technologies, and tips that make the life cycle of a Data Science project effortless. \n",
    "\n",
    "Author: Avi Chawla\n",
    "\n",
    "[Medium](https://medium.com/@avi_chawla) | [LinkedIn](https://www.linkedin.com/in/avi-chawla/)\n",
    "\n",
    "# Deep Learning Network Debugging Made Easy\n",
    "\n",
    "Post Link: [Substack](https://avichawla.substack.com/p/deep-learning-network-debugging-made)\n",
    "\n",
    "LinkedIn Post: [LinkedIn](https://www.linkedin.com/feed/update/urn:li:activity:7006932462995976192/)"
   ]
  },
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   "outputs": [
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     "text": [
      "Requirement already satisfied: tensor-sensor in /Users/avi/anaconda3/lib/python3.9/site-packages (1.0)\n",
      "Requirement already satisfied: matplotlib in /Users/avi/anaconda3/lib/python3.9/site-packages (from tensor-sensor) (3.5.3)\n",
      "Requirement already satisfied: graphviz>=0.14.1 in /Users/avi/anaconda3/lib/python3.9/site-packages (from tensor-sensor) (0.20.1)\n",
      "Requirement already satisfied: IPython in /Users/avi/anaconda3/lib/python3.9/site-packages (from tensor-sensor) (8.2.0)\n",
      "Requirement already satisfied: numpy in /Users/avi/anaconda3/lib/python3.9/site-packages (from tensor-sensor) (1.21.5)\n",
      "Requirement already satisfied: pygments>=2.4.0 in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (2.11.2)\n",
      "Requirement already satisfied: matplotlib-inline in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (0.1.2)\n",
      "Requirement already satisfied: stack-data in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (0.2.0)\n",
      "Requirement already satisfied: pexpect>4.3 in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (4.8.0)\n",
      "Requirement already satisfied: appnope in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (0.1.2)\n",
      "Requirement already satisfied: decorator in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (5.1.1)\n",
      "Requirement already satisfied: traitlets>=5 in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (5.1.1)\n",
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      "Requirement already satisfied: backcall in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (0.2.0)\n",
      "Requirement already satisfied: setuptools>=18.5 in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (61.2.0)\n",
      "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /Users/avi/anaconda3/lib/python3.9/site-packages (from IPython->tensor-sensor) (3.0.20)\n",
      "Requirement already satisfied: parso<0.9.0,>=0.8.0 in /Users/avi/anaconda3/lib/python3.9/site-packages (from jedi>=0.16->IPython->tensor-sensor) (0.8.3)\n",
      "Requirement already satisfied: ptyprocess>=0.5 in /Users/avi/anaconda3/lib/python3.9/site-packages (from pexpect>4.3->IPython->tensor-sensor) (0.7.0)\n",
      "Requirement already satisfied: wcwidth in /Users/avi/anaconda3/lib/python3.9/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->IPython->tensor-sensor) (0.2.5)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/avi/anaconda3/lib/python3.9/site-packages (from matplotlib->tensor-sensor) (0.11.0)\n",
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      "Requirement already satisfied: packaging>=20.0 in /Users/avi/anaconda3/lib/python3.9/site-packages (from matplotlib->tensor-sensor) (21.3)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /Users/avi/anaconda3/lib/python3.9/site-packages (from matplotlib->tensor-sensor) (9.0.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /Users/avi/anaconda3/lib/python3.9/site-packages (from matplotlib->tensor-sensor) (2.8.2)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in /Users/avi/anaconda3/lib/python3.9/site-packages (from matplotlib->tensor-sensor) (3.0.4)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /Users/avi/anaconda3/lib/python3.9/site-packages (from matplotlib->tensor-sensor) (4.25.0)\n",
      "Requirement already satisfied: six>=1.5 in /Users/avi/anaconda3/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib->tensor-sensor) (1.16.0)\n",
      "Requirement already satisfied: pure-eval in /Users/avi/anaconda3/lib/python3.9/site-packages (from stack-data->IPython->tensor-sensor) (0.2.2)\n",
      "Requirement already satisfied: asttokens in /Users/avi/anaconda3/lib/python3.9/site-packages (from stack-data->IPython->tensor-sensor) (2.0.5)\n",
      "Requirement already satisfied: executing in /Users/avi/anaconda3/lib/python3.9/site-packages (from stack-data->IPython->tensor-sensor) (0.8.3)\n"
     ]
    }
   ],
   "source": [
    "!pip install tensor-sensor"
   ]
  },
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   "id": "2f0b011f",
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     "start_time": "2022-12-09T10:56:17.701804Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import tsensor"
   ]
  },
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   "source": [
    "n = 200                          # number of instances\n",
    "d = 764                          # number of instance features\n",
    "n_neurons = 100                  # how many neurons in this layer?\n",
    "batch_size = 10                  # how many records per batch?\n",
    "n_batches = n // batch_size\n",
    "\n",
    "W = torch.rand(n_neurons,d)\n",
    "b = torch.rand(n_neurons,1)\n",
    "X = torch.rand(n_batches,batch_size, d)\n",
    "\n",
    "with tsensor.explain():\n",
    "    for i in range(n_batches):\n",
    "        batch = X[i,:,:]\n",
    "        Y = torch.matmul(W, batch.T) + b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "80f96158",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-09T10:56:45.293179Z",
     "start_time": "2022-12-09T10:56:45.029454Z"
    }
   },
   "outputs": [
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   ],
   "source": [
    "W = torch.rand(size=(2000,2000), dtype=torch.float64)\n",
    "b = torch.rand(size=(2000,1), dtype=torch.float64)\n",
    "h = torch.zeros(size=(1_000_000,), dtype=int)\n",
    "x = torch.rand(size=(2000,1))\n",
    "z = torch.rand(size=(2000,1), dtype=torch.complex64)\n",
    "\n",
    "\n",
    "with tsensor.explain() as c:\n",
    "    output = W@b + (h+3).dot(h) + z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6f3875b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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