tensor-sensor
11368 строк · 723.7 Кб
1{2"cells": [3{4"cell_type": "markdown",5"metadata": {},6"source": [7"# TensorSensor\n",8"\n",9"[](https://colab.research.google.com/github/parrt/tensor-sensor/blob/master/testing/examples.ipynb)\n",10"\n",11"TensorSensor clarifies exceptions by augmenting messages and visualizing Python code to indicate the shape of tensor variables (see figure to the right for a teaser). It works with Tensorflow, PyTorch, JAX, and Numpy, as well as higher-level libraries like Keras and fastai. Besides trapping exceptions, TensorSensor can provide visualizations of code that executes without exception. You can also see the complete expression tree computation and the shapes of self-expression partial results.\n",12"\n",13"See article [Clarifying exceptions and visualizing tensor operations in deep learning code](https://explained.ai/tensor-sensor/index.html) at [explained.ai](https://explained.ai)."14]15},16{17"cell_type": "markdown",18"metadata": {},19"source": [20"## Clarifying the cause of tensor exceptions"21]22},23{24"cell_type": "code",25"execution_count": 1,26"metadata": {},27"outputs": [],28"source": [29"import sys\n",30"%config InlineBackend.figure_format = 'retina'"31]32},33{34"cell_type": "code",35"execution_count": 2,36"metadata": {},37"outputs": [],38"source": [39"! pip install -q tensorflow\n",40"! pip install -q jax jaxlib\n",41"! pip install -q numpy\n",42"! pip install -q torch\n",43"! pip install -q scikit-learn"44]45},46{47"cell_type": "code",48"execution_count": 3,49"metadata": {},50"outputs": [],51"source": [52"! pip install -q tensor-sensor"53]54},55{56"cell_type": "code",57"execution_count": 4,58"metadata": {},59"outputs": [60{61"data": {62"text/plain": [63"'1.0'"64]65},66"execution_count": 4,67"metadata": {},68"output_type": "execute_result"69}70],71"source": [72"import tsensor\n",73"tsensor.__version__"74]75},76{77"cell_type": "markdown",78"metadata": {},79"source": [80"### TensorFlow"81]82},83{84"cell_type": "code",85"execution_count": 5,86"metadata": {},87"outputs": [],88"source": [89"import tensorflow as tf"90]91},92{93"cell_type": "code",94"execution_count": 6,95"metadata": {},96"outputs": [],97"source": [98"W = tf.constant([[1, 2], [3, 4]])\n",99"b = tf.reshape(tf.constant([[9, 10]]), (2, 1))\n",100"x = tf.reshape(tf.constant([[8, 5, 7]]), (3, 1))"101]102},103{104"cell_type": "code",105"execution_count": 7,106"metadata": {},107"outputs": [108{109"data": {110"image/svg+xml": [111"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"109.215006pt\" 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Incompatible shapes: [2,1] vs. [3,1] [Op:AddV2]\n",305"\n",306"tsensor adds: Cause: + on tensor operand b w/shape (2, 1) and operand x * 3 w/shape (3, 1)\n"307]308}309],310"source": [311"try: # try-except prevents exception from stopping the flow of this notebook\n",312" with tsensor.clarify():\n",313" res = x * 3\n",314" res = tf.matmul(W, b)\n",315" b + x * 3\n",316"except BaseException as e:\n",317" msgs = str(e).split(\"\\n\")\n",318" sys.stderr.write(\"tensorflow says: \"+msgs[0]+'\\n\\n')\n",319" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"320]321},322{323"cell_type": "code",324"execution_count": 8,325"metadata": {},326"outputs": [327{328"data": {329"image/svg+xml": [330"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"109.215006pt\" height=\"53.436659pt\" viewBox=\"0 0 109.215006 53.436659\" version=\"1.1\">\n",331" <metadata>\n",332" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" 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w/shape (2, 1) and operand x * 3 w/shape (3, 1)\n"526]527}528],529"source": [530"def foo(): bar()\n",531"def bar():\n",532" b + x * 3\n",533"\n",534"try:\n",535" with tsensor.clarify(): # works for any called functions too\n",536" foo()\n",537"except BaseException as e:\n",538" msgs = str(e).split(\"\\n\")\n",539" sys.stderr.write(\"tensorflow says: \"+msgs[0]+'\\n\\n')\n",540" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"541]542},543{544"cell_type": "code",545"execution_count": 9,546"metadata": {},547"outputs": [548{549"data": {550"image/svg+xml": [551"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"248.826606pt\" height=\"53.436659pt\" viewBox=\"0 0 248.826606 53.436659\" version=\"1.1\">\n",552" <metadata>\n",553" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",554" <cc:Work>\n",555" <dc:type 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</g>\n",891" </g>\n",892" </g>\n",893" <defs>\n",894" <clipPath id=\"pb9dc655c64\">\n",895" <rect x=\"0\" y=\"5.000271\" width=\"247.5288\" height=\"41.491069\"/>\n",896" </clipPath>\n",897" </defs>\n",898"</svg>"899],900"text/plain": [901"<IPython.core.display.SVG object>"902]903},904"metadata": {},905"output_type": "display_data"906},907{908"name": "stderr",909"output_type": "stream",910"text": [911"tensorflow says: Matrix size-incompatible: In[0]: [764,100], In[1]: [764,200] [Op:MatMul]\n",912"\n",913"tsensor adds: Cause: @ on tensor operand W w/shape (764, 100) and operand tf.transpose(X) w/shape (764, 200)\n"914]915}916],917"source": [918"import tensorflow as tf\n",919"n = 200 # number of instances\n",920"d = 764 # number of instance features\n",921"nhidden = 256\n",922"n_neurons = 100\n",923"\n",924"W = tf.random.uniform((d,n_neurons))\n",925"b = tf.random.uniform((n_neurons,1))\n",926"X = tf.random.uniform((n,d))\n",927"try:\n",928" with tsensor.clarify():\n",929" Y = W @ tf.transpose(X) + b\n",930"except BaseException as e:\n",931" msgs = str(e).split(\"\\n\")\n",932" sys.stderr.write(\"tensorflow says: \"+msgs[0]+'\\n\\n')\n",933" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"934]935},936{937"cell_type": "markdown",938"metadata": {},939"source": [940"### JAX\n",941"\n",942"JAX actually gives very good shape messages but TensorSensor visualizes the specifics of expression with the problem."943]944},945{946"cell_type": "code",947"execution_count": 10,948"metadata": {},949"outputs": [950{951"name": "stderr",952"output_type": "stream",953"text": [954"WARNING:absl:No GPU/TPU found, falling back to CPU. 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0.015625)\"/>\n",1240" <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(346.679688 0.015625)\"/>\n",1241" <use xlink:href=\"#ArialMT-3e\" transform=\"translate(410.302734 0.015625)\"/>\n",1242" </g>\n",1243" </g>\n",1244" </g>\n",1245" </g>\n",1246" <defs>\n",1247" <clipPath id=\"p66a89dc889\">\n",1248" <rect x=\"0\" y=\"5.000271\" width=\"208.3572\" height=\"41.491069\"/>\n",1249" </clipPath>\n",1250" </defs>\n",1251"</svg>"1252],1253"text/plain": [1254"<IPython.core.display.SVG object>"1255]1256},1257"metadata": {},1258"output_type": "display_data"1259},1260{1261"name": "stderr",1262"output_type": "stream",1263"text": [1264"JAX says: Incompatible shapes for dot: got (5000, 5000) and (5, 1).\n",1265"\n",1266"tsensor adds: Cause: jnp.dot(W, x) tensor arg W w/shape (5000, 5000), arg x w/shape (5, 1)\n"1267]1268}1269],1270"source": [1271"import jax.numpy as jnp\n",1272"from jax import random\n",1273"\n",1274"key = random.PRNGKey(0)\n",1275"\n",1276"size = 5000\n",1277"W = random.normal(key, shape=(size, size)).astype(jnp.float32)\n",1278"x = random.normal(key, shape=(5, 1)).astype(jnp.float32)\n",1279"x = random.normal(key, shape=(5, 1)).astype(jnp.float32)\n",1280"\n",1281"try:\n",1282" with tsensor.clarify() as cl:\n",1283" y = jnp.dot(W, x) + b\n",1284"except TypeError as e:\n",1285" msgs = str(e).split(\"\\n\")\n",1286" sys.stderr.write(\"JAX says: \"+msgs[0]+'\\n\\n')\n",1287" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"1288]1289},1290{1291"cell_type": "code",1292"execution_count": 11,1293"metadata": {},1294"outputs": [1295{1296"data": {1297"image/svg+xml": [1298"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"209.655006pt\" height=\"53.436659pt\" viewBox=\"0 0 209.655006 53.436659\" version=\"1.1\">\n",1299" <metadata>\n",1300" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",1301" 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L 1741 -897 L 1259 -897 L 1569 300 L 1569 947 z \" transform=\"scale(0.015625)\"/>\n",1452" </defs>\n",1453" <use xlink:href=\"#DejaVuSansMono-2c\"/>\n",1454" </g>\n",1455" </g>\n",1456" <g id=\"text_15\">\n",1457" <!-- -->\n",1458" <g style=\"fill: #b4b4b4\" transform=\"translate(130.5162 9.947031)scale(0.13 -0.13)\">\n",1459" <use xlink:href=\"#DejaVuSansMono-20\"/>\n",1460" </g>\n",1461" </g>\n",1462" <g id=\"text_16\">\n",1463" <!-- x -->\n",1464" <g style=\"fill: #444443\" transform=\"translate(153.1152 9.947031)scale(0.13 -0.13)\">\n",1465" <defs>\n",1466" <path id=\"DejaVuSansMono-78\" d=\"M 3494 3500 L 2241 1825 L 3616 0 L 2950 0 L 1925 1403 L 903 0 L 238 0 L 1613 1825 L 359 3500 L 997 3500 L 1925 2234 L 2847 3500 L 3494 3500 z \" transform=\"scale(0.015625)\"/>\n",1467" </defs>\n",1468" <use xlink:href=\"#DejaVuSansMono-78\"/>\n",1469" </g>\n",1470" </g>\n",1471" <g id=\"text_17\">\n",1472" <!-- ) -->\n",1473" <g style=\"fill: #a40227\" transform=\"translate(175.7142 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xlink:href=\"#ArialMT-35\"/>\n",1518" <use xlink:href=\"#ArialMT-6b\" x=\"55.615234\"/>\n",1519" </g>\n",1520" </g>\n",1521" <g id=\"text_23\">\n",1522" <!-- 5k -->\n",1523" <g transform=\"translate(99.900478 22.056521)scale(0.09 -0.09)\">\n",1524" <use xlink:href=\"#ArialMT-35\"/>\n",1525" <use xlink:href=\"#ArialMT-6b\" x=\"55.615234\"/>\n",1526" </g>\n",1527" </g>\n",1528" <g id=\"text_24\">\n",1529" <!-- <${\\mathit{float32}}$> -->\n",1530" <g transform=\"translate(88.2379 52.045409)scale(0.07 -0.07)\">\n",1531" <defs>\n",1532" <path id=\"ArialMT-3c\" d=\"M 350 2003 L 350 2528 L 3384 3809 L 3384 3250 L 978 2263 L 3384 1266 L 3384 706 L 350 2003 z \" transform=\"scale(0.015625)\"/>\n",1533" <path id=\"DejaVuSans-Oblique-66\" d=\"M 3059 4863 L 2969 4384 L 2419 4384 Q 2106 4384 1964 4261 Q 1822 4138 1753 3809 L 1691 3500 L 2638 3500 L 2553 3053 L 1606 3053 L 1013 0 L 434 0 L 1031 3053 L 481 3053 L 563 3500 L 1113 3500 L 1159 3744 Q 1278 4363 1576 4613 Q 1875 4863 2516 4863 L 3059 4863 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[1592"<IPython.core.display.SVG object>"1593]1594},1595"metadata": {},1596"output_type": "display_data"1597},1598{1599"name": "stderr",1600"output_type": "stream",1601"text": [1602"JAX says: Incompatible shapes for dot: got (5000, 5000) and (5, 1).\n",1603"\n",1604"tsensor adds: Cause: jnp.dot(W, x) tensor arg W w/shape (5000, 5000), arg x w/shape (5, 1)\n"1605]1606}1607],1608"source": [1609"try:\n",1610" with tsensor.clarify() as cl:\n",1611" y = jnp.dot(W, x) + b\n",1612"except BaseException as e:\n",1613" msgs = str(e).split(\"\\n\")\n",1614" sys.stderr.write(\"JAX says: \"+msgs[0]+'\\n\\n')\n",1615" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"1616]1617},1618{1619"cell_type": "markdown",1620"metadata": {},1621"source": [1622"### NumPy"1623]1624},1625{1626"cell_type": "code",1627"execution_count": 12,1628"metadata": {},1629"outputs": [],1630"source": [1631"import numpy as np\n",1632"\n",1633"W = np.array([[1, 2], [3, 4]])\n",1634"b = np.array([9, 10]).reshape(2, 1)\n",1635"x = np.array([4, 5]).reshape(2, 1)\n",1636"h = np.array([1,2])"1637]1638},1639{1640"cell_type": "code",1641"execution_count": 13,1642"metadata": {},1643"outputs": [1644{1645"data": {1646"image/svg+xml": [1647"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"252.844206pt\" height=\"53.436659pt\" viewBox=\"0 0 252.844206 53.436659\" version=\"1.1\">\n",1648" <metadata>\n",1649" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",1650" <cc:Work>\n",1651" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",1652" <dc:date>2022-04-07T13:48:14.663261</dc:date>\n",1653" <dc:format>image/svg+xml</dc:format>\n",1654" <dc:creator>\n",1655" <cc:Agent>\n",1656" <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",1657" </cc:Agent>\n",1658" </dc:creator>\n",1659" </cc:Work>\n",1660" </rdf:RDF>\n",1661" 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width=\"251.5464\" height=\"41.491069\"/>\n",1990" </clipPath>\n",1991" </defs>\n",1992"</svg>"1993],1994"text/plain": [1995"<IPython.core.display.SVG object>"1996]1997},1998"metadata": {},1999"output_type": "display_data"2000},2001{2002"name": "stderr",2003"output_type": "stream",2004"text": [2005"PyTorch says: shapes (2,1) and (2,1) not aligned: 1 (dim 1) != 2 (dim 0)\n",2006"\n",2007"tsensor adds: Cause: np.dot(b,b) tensor arg b w/shape (2, 1), arg b w/shape (2, 1)\n"2008]2009}2010],2011"source": [2012"try: # try is used just to catch the exception and extract the messages\n",2013" with tsensor.clarify():\n",2014" W @ np.dot(b,b) + np.eye(2,2)@x\n",2015"except BaseException as e:\n",2016" msgs = str(e).split(\"\\n\")\n",2017" sys.stderr.write(\"PyTorch says: \"+msgs[0]+'\\n\\n')\n",2018" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"2019]2020},2021{2022"cell_type": "markdown",2023"metadata": {},2024"source": [2025"### PyTorch"2026]2027},2028{2029"cell_type": 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got 2D and 1D tensors\n",2714"\n",2715"tsensor adds: Cause: W.dot(h) tensor arg h w/shape [2]\n"2716]2717}2718],2719"source": [2720"try:\n",2721" with tsensor.clarify():\n",2722" W.dot(h) + x\n",2723"except BaseException as e:\n",2724" msgs = e.args[0].split(\"\\n\")\n",2725" sys.stderr.write(\"PyTorch says: \"+msgs[0]+'\\n\\n')\n",2726" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"2727]2728},2729{2730"cell_type": "code",2731"execution_count": 17,2732"metadata": {},2733"outputs": [2734{2735"data": {2736"image/svg+xml": [2737"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"109.215006pt\" height=\"53.436659pt\" viewBox=\"0 0 109.215006 53.436659\" version=\"1.1\">\n",2738" <metadata>\n",2739" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",2740" <cc:Work>\n",2741" <dc:type 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xlink:href=\"#DejaVuSans-34\" transform=\"translate(252.392578 0.015625)\"/>\n",2907" <use xlink:href=\"#ArialMT-3e\" transform=\"translate(316.015625 0.015625)\"/>\n",2908" </g>\n",2909" </g>\n",2910" </g>\n",2911" </g>\n",2912" <defs>\n",2913" <clipPath id=\"pf9e70b1557\">\n",2914" <rect x=\"0\" y=\"5.000271\" width=\"107.9172\" height=\"41.491069\"/>\n",2915" </clipPath>\n",2916" </defs>\n",2917"</svg>"2918],2919"text/plain": [2920"<IPython.core.display.SVG object>"2921]2922},2923"metadata": {},2924"output_type": "display_data"2925},2926{2927"name": "stderr",2928"output_type": "stream",2929"text": [2930"PyTorch says: The size of tensor a (2) must match the size of tensor b (3) at non-singleton dimension 0\n",2931"\n",2932"tsensor adds: Cause: + on tensor operand b w/shape [2, 1] and operand x * 3 w/shape [3, 1]\n"2933]2934}2935],2936"source": [2937"x = torch.tensor([4, 5, 6]).reshape(3, 1)\n",2938"\n",2939"try:\n",2940" with tsensor.clarify():\n",2941" b + x * 3\n",2942"except BaseException as e:\n",2943" msgs = str(e).split(\"\\n\")\n",2944" sys.stderr.write(\"PyTorch says: \"+msgs[0]+'\\n\\n')\n",2945" sys.stderr.write(\"tsensor adds: \"+msgs[1]+'\\n')"2946]2947},2948{2949"cell_type": "markdown",2950"metadata": {},2951"source": [2952"## Display elements"2953]2954},2955{2956"cell_type": "markdown",2957"metadata": {},2958"source": [2959"### Greater than 2 dimensions"2960]2961},2962{2963"cell_type": "code",2964"execution_count": 18,2965"metadata": {},2966"outputs": [2967{2968"data": {2969"image/svg+xml": [2970"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"144.871206pt\" height=\"61.155779pt\" viewBox=\"0 0 144.871206 61.155779\" version=\"1.1\">\n",2971" <metadata>\n",2972" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",2973" <cc:Work>\n",2974" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",2975" <dc:date>2022-04-07T13:48:16.210901</dc:date>\n",2976" <dc:format>image/svg+xml</dc:format>\n",2977" <dc:creator>\n",2978" <cc:Agent>\n",2979" <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",2980" </cc:Agent>\n",2981" </dc:creator>\n",2982" </cc:Work>\n",2983" </rdf:RDF>\n",2984" </metadata>\n",2985" <defs>\n",2986" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",2987" </defs>\n",2988" <g id=\"figure_1\">\n",2989" <g id=\"patch_1\">\n",2990" <path d=\"M 0 61.155779 L 144.871206 61.155779 L 144.871206 0 L 0 0 L 0 61.155779 z \" style=\"fill: none\"/>\n",2991" </g>\n",2992" <g id=\"axes_1\">\n",2993" <g id=\"patch_2\">\n",2994" <path d=\"M 13.54545 44.045141 L 36.39555 44.045141 L 36.39555 21.784721 L 13.54545 21.784721 z \" clip-path=\"url(#pd026336f5a)\" style=\"fill: #a8e1b0; fill-opacity: 0.5; stroke: #808080; stroke-width: 0.7; stroke-linejoin: miter\"/>\n",2995" 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indicates integer, and orange indicates complex numbers. The more saturated the color (lower transparency), the higher the precision.\n",3286"\n",3287"Unknown types are gray by default as are unknown precisions."3288]3289},3290{3291"cell_type": "code",3292"execution_count": 19,3293"metadata": {},3294"outputs": [3295{3296"data": {3297"image/svg+xml": [3298"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"358.306206pt\" height=\"53.824941pt\" viewBox=\"0 0 358.306206 53.824941\" version=\"1.1\">\n",3299" <metadata>\n",3300" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",3301" <cc:Work>\n",3302" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",3303" <dc:date>2022-04-07T13:48:16.459486</dc:date>\n",3304" <dc:format>image/svg+xml</dc:format>\n",3305" <dc:creator>\n",3306" <cc:Agent>\n",3307" <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",3308" 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transform=\"translate(121.386719 0.015625)\"/>\n",3737" <use xlink:href=\"#DejaVuSans-Oblique-61\" transform=\"translate(182.568359 0.015625)\"/>\n",3738" <use xlink:href=\"#DejaVuSans-Oblique-74\" transform=\"translate(243.847656 0.015625)\"/>\n",3739" <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(283.056641 0.015625)\"/>\n",3740" <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(346.679688 0.015625)\"/>\n",3741" <use xlink:href=\"#ArialMT-3e\" transform=\"translate(410.302734 0.015625)\"/>\n",3742" </g>\n",3743" </g>\n",3744" </g>\n",3745" </g>\n",3746" <defs>\n",3747" <clipPath id=\"p63cc65a611\">\n",3748" <rect x=\"0\" y=\"5.000271\" width=\"357.0084\" height=\"41.491069\"/>\n",3749" </clipPath>\n",3750" </defs>\n",3751"</svg>"3752],3753"text/plain": [3754"<IPython.core.display.SVG object>"3755]3756},3757"metadata": {},3758"output_type": "display_data"3759}3760],3761"source": [3762"a = torch.rand(size=(2, 20), dtype=torch.float64)\n",3763"b = torch.rand(size=(2, 20), dtype=torch.float32)\n",3764"c = torch.rand(size=(2,20,200), dtype=torch.complex64)\n",3765"d = torch.rand(size=(2,20), dtype=torch.float16)\n",3766"x = torch.tensor([4, 5], dtype=torch.int32).reshape(2, 1)\n",3767"\n",3768"with tsensor.explain():\n",3769" a + b + x + c[:,:,0] + d[:,:]"3770]3771},3772{3773"cell_type": "markdown",3774"metadata": {},3775"source": [3776"You can change the type colors, precisions available, and transparency ranges. Here are the defaults where `'other'` is the catchall for unknown types and precisions."3777]3778},3779{3780"cell_type": "code",3781"execution_count": 20,3782"metadata": {},3783"outputs": [],3784"source": [3785"orangeish = '#FDD66C'\n",3786"limeish = '#A8E1B0'\n",3787"blueish = '#7FA4D3'\n",3788"grey = '#EFEFF0'\n",3789"dtype_colors = {'float':limeish, 'int':blueish, 'complex':orangeish, 'other':grey}\n",3790"dtype_precisions = [32, 64, 128] # hard to see diff if we use [4, 8, 16, 32, 64, 128]\n",3791"dtype_alpha_range = (0.5, 1.0) # use (0.1, 1.0) if more precision values"3792]3793},3794{3795"cell_type": "markdown",3796"metadata": {},3797"source": [3798"For example, here is how to include 16-bit precision for floating-point (normally gray):"3799]3800},3801{3802"cell_type": "code",3803"execution_count": 21,3804"metadata": {},3805"outputs": [3806{3807"data": {3808"image/svg+xml": [3809"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" 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d"4867]4868},4869{4870"cell_type": "markdown",4871"metadata": {},4872"source": [4873"If, like the great [Oliver Zeigermann](https://zeigermann.eu/), you like insane colors, you can pass in a different color mapping:"4874]4875},4876{4877"cell_type": "code",4878"execution_count": 24,4879"metadata": {},4880"outputs": [4881{4882"data": {4883"image/svg+xml": [4884"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"358.306206pt\" height=\"53.824941pt\" viewBox=\"0 0 358.306206 53.824941\" version=\"1.1\">\n",4885" <metadata>\n",4886" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",4887" <cc:Work>\n",4888" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",4889" <dc:date>2022-04-07T13:48:17.853623</dc:date>\n",4890" <dc:format>image/svg+xml</dc:format>\n",4891" <dc:creator>\n",4892" <cc:Agent>\n",4893" 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"display_data"5345}5346],5347"source": [5348"a = torch.rand(size=(2, 20), dtype=torch.float64)\n",5349"b = torch.rand(size=(2, 20), dtype=torch.float32)\n",5350"c = torch.rand(size=(2,20,200), dtype=torch.complex64)\n",5351"d = torch.rand(size=(2,20), dtype=torch.float16)\n",5352"x = torch.tensor([4, 5], dtype=torch.int32).reshape(2, 1)\n",5353"\n",5354"wow = {'float':'#A22396', 'int':'#FBFF0B', 'complex':'#37FFA5',\n",5355" 'other':'#F5B7EF'}\n",5356"with tsensor.explain(dtype_colors=wow):\n",5357" a + b + x + c[:,:,0] + d[:,:]"5358]5359},5360{5361"cell_type": "markdown",5362"metadata": {},5363"source": [5364"## Explaining matrix algebra statements visually"5365]5366},5367{5368"cell_type": "code",5369"execution_count": 25,5370"metadata": {},5371"outputs": [],5372"source": [5373"W = torch.rand(size=(2000,2000), dtype=torch.float32)\n",5374"b = torch.rand(size=(2000,1))\n",5375"h = torch.rand(size=(1_000_000,)).type(torch.int16)\n",5376"x = torch.rand(size=(2000,1)).type(torch.int)"5377]5378},5379{5380"cell_type": "code",5381"execution_count": 26,5382"metadata": {},5383"outputs": [5384{5385"data": {5386"image/svg+xml": [5387"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"161.443806pt\" height=\"53.436659pt\" viewBox=\"0 0 161.443806 53.436659\" version=\"1.1\">\n",5388" <metadata>\n",5389" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",5390" <cc:Work>\n",5391" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",5392" <dc:date>2022-04-07T13:48:18.190341</dc:date>\n",5393" <dc:format>image/svg+xml</dc:format>\n",5394" <dc:creator>\n",5395" <cc:Agent>\n",5396" <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",5397" </cc:Agent>\n",5398" </dc:creator>\n",5399" </cc:Work>\n",5400" </rdf:RDF>\n",5401" </metadata>\n",5402" 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3\n",9081" a = b + g.W[0,:,:,1]@b+torch.zeros(200,1)+(h+3).dot(h)\n",9082"except BaseException as e:\n",9083" msgs = str(e).split(\"\\n\")\n",9084" sys.stderr.write(\"torch says: \"+msgs[0]+'\\n\\n')\n",9085" sys.stderr.write(\"torch adds: \"+msgs[1]+'\\n')"9086]9087},9088{9089"cell_type": "code",9090"execution_count": 30,9091"metadata": {},9092"outputs": [9093{9094"data": {9095"image/svg+xml": [9096"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns=\"http://www.w3.org/2000/svg\" width=\"457.239606pt\" height=\"61.155779pt\" viewBox=\"0 0 457.239606 61.155779\" version=\"1.1\">\n",9097" <metadata>\n",9098" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",9099" <cc:Work>\n",9100" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",9101" <dc:date>2022-04-07T13:48:19.337037</dc:date>\n",9102" <dc:format>image/svg+xml</dc:format>\n",9103" 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</g>\n",9656" <g id=\"text_65\">\n",9657" <!-- <${\\mathit{float32}}$> -->\n",9658" <g transform=\"translate(211.2769 52.045409)scale(0.07 -0.07)\">\n",9659" <use xlink:href=\"#ArialMT-3c\" transform=\"translate(0 0.015625)\"/>\n",9660" <use xlink:href=\"#DejaVuSans-Oblique-66\" transform=\"translate(58.398438 0.015625)\"/>\n",9661" <use xlink:href=\"#DejaVuSans-Oblique-6c\" transform=\"translate(93.603516 0.015625)\"/>\n",9662" <use xlink:href=\"#DejaVuSans-Oblique-6f\" transform=\"translate(121.386719 0.015625)\"/>\n",9663" <use xlink:href=\"#DejaVuSans-Oblique-61\" transform=\"translate(182.568359 0.015625)\"/>\n",9664" <use xlink:href=\"#DejaVuSans-Oblique-74\" transform=\"translate(243.847656 0.015625)\"/>\n",9665" <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(283.056641 0.015625)\"/>\n",9666" <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(346.679688 0.015625)\"/>\n",9667" <use xlink:href=\"#ArialMT-3e\" transform=\"translate(410.302734 0.015625)\"/>\n",9668" </g>\n",9669" </g>\n",9670" </g>\n",9671" </g>\n",9672" <defs>\n",9673" <clipPath id=\"pdf2d9d14e6\">\n",9674" <rect x=\"0\" y=\"5.000271\" width=\"455.9418\" height=\"41.491069\"/>\n",9675" </clipPath>\n",9676" </defs>\n",9677"</svg>"9678],9679"text/plain": [9680"<IPython.core.display.SVG object>"9681]9682},9683"metadata": {},9684"output_type": "display_data"9685},9686{9687"name": "stderr",9688"output_type": "stream",9689"text": [9690"torch says: The size of tensor a (2000) must match the size of tensor b (20) at non-singleton dimension 0\n",9691"\n",9692"torch adds: Cause: + on tensor operand b w/shape [2000, 1] and operand g.W[0,:,:,1]@b w/shape [20, 1]\n"9693]9694}9695],9696"source": [9697"try:\n",9698" with tsensor.clarify():\n",9699" a = b + g.W[0,:,:,1]@b+torch.zeros(200,1)+(h+3).dot(h)\n",9700"except BaseException as e:\n",9701" msgs = str(e).split(\"\\n\")\n",9702" sys.stderr.write(\"torch says: \"+msgs[0]+'\\n\\n')\n",9703" sys.stderr.write(\"torch adds: \"+msgs[1]+'\\n')"9704]9705},9706{9707"cell_type": "markdown",9708"metadata": {},9709"source": [9710"### Saving explanations to files"9711]9712},9713{9714"cell_type": "code",9715"execution_count": 31,9716"metadata": {},9717"outputs": [],9718"source": [9719"W = torch.rand(size=(2000,2000))\n",9720"b = torch.rand(size=(2000,1))\n",9721"h = torch.rand(size=(1_000_000,))\n",9722"x = torch.rand(size=(2000,1))\n",9723"\n",9724"with tsensor.explain(savefig=\"/tmp/foo.svg\"): # save foo-1.svg and foo-2.svg in /tmp\n",9725" a = torch.relu(x)\n",9726" b = W @ b + x * 3 + h.dot(h)"9727]9728},9729{9730"cell_type": "code",9731"execution_count": 32,9732"metadata": {},9733"outputs": [9734{9735"name": "stdout",9736"output_type": "stream",9737"text": [9738"-rw-r----- 1 parrt primarygroup 17973 Apr 7 13:48 /tmp/foo-1.svg\n",9739"-rw-r----- 1 parrt primarygroup 28139 Apr 7 13:48 /tmp/foo-2.svg\n"9740]9741}9742],9743"source": [9744"!ls -l /tmp/foo-?.svg"9745]9746},9747{9748"cell_type": 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34,10256"metadata": {},10257"output_type": "execute_result"10258}10259],10260"source": [10261"root, result = tsensor.eval(\"W @ b + x * 3 + h.dot(h)\") # use current context to evaluate.\n",10262"result"10263]10264},10265{10266"cell_type": "markdown",10267"metadata": {},10268"source": [10269"### Show the ast"10270]10271},10272{10273"cell_type": "code",10274"execution_count": 35,10275"metadata": {},10276"outputs": [10277{10278"data": {10279"image/svg+xml": [10280"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",10281"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",10282" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",10283"<!-- Generated by graphviz version 2.43.0 (0)\n",10284" -->\n",10285"<!-- Title: G Pages: 1 -->\n",10286"<svg width=\"267pt\" height=\"324pt\"\n",10287" viewBox=\"0.00 0.00 267.00 324.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",10288"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) 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