From 63af52553d35731f10eb6ba7efef98ed35e4a862 Mon Sep 17 00:00:00 2001 From: Alex Rogozhnikov Date: Fri, 10 Jan 2025 20:13:39 -0800 Subject: [PATCH] add a comment about axes names --- docs/1-einops-basics.ipynb | 269 ++++++++++++++++++++----------------- 1 file changed, 146 insertions(+), 123 deletions(-) diff --git a/docs/1-einops-basics.ipynb b/docs/1-einops-basics.ipynb index d75435b3..7ef65cf3 100644 --- a/docs/1-einops-basics.ipynb +++ b/docs/1-einops-basics.ipynb @@ -87,7 +87,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, "execution_count": 3, @@ -111,7 +111,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, "execution_count": 4, @@ -145,7 +145,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, "execution_count": 6, @@ -154,12 +154,35 @@ } ], "source": [ - "# rearrange, as its name suggests, rearranges elements\n", + "# rearrange, as the name suggests, rearranges elements\n", "# below we swapped height and width.\n", "# In other words, transposed first two axes (dimensions)\n", "rearrange(ims[0], \"h w c -> w h c\")" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# we could use more verbose names for axes, and result is the same:\n", + "rearrange(ims[0], \"height width color -> width height color\")\n", + "# when you operate on same set of axes many times,\n", + "# you usually come up with short names.\n", + "# That's what we do throughout tutorial - we'll use b (for batch), h, w, and c" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -170,15 +193,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -191,15 +214,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -211,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -224,7 +247,7 @@ "(96, 576, 3)" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -238,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -251,7 +274,7 @@ "(165888,)" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -275,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -288,7 +311,7 @@ "(2, 3, 96, 96, 3)" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -301,15 +324,15 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -321,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" @@ -330,10 +353,10 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -346,15 +369,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -376,15 +399,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -396,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" @@ -405,10 +428,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -424,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" @@ -433,10 +456,10 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -471,15 +494,15 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -491,15 +514,15 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -512,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" @@ -521,10 +544,10 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -537,15 +560,15 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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DoRPl4FHBoPO6u4vLyioePIBFec7/ziGdoqysoaZmaW5ubWkJRwkIMpO0RThYk1ItFIxVllbC2gusHHZ3dSupKOnq606fMd3KxgpyjFKEGpSUQ9TaaaPiuNPF5RZnZtaUlra3tkJ8pqqrm1ha2jo5qdC/TUN+E57zWddUZ/QyuvK202/ngQ8O8Hp4mUWZxfeL4bNleVl5Q11DRxtHSxPLIRP0GoQODVcKCx5wNGJ19aPm5jYer2fyZBklJQU4L8DUdJqtrQWcIDCcnQYlboLRMEXGKs4fEJkFmlxjzKEx5g7pf4IuJMFo3o+nsYuUYE9TKvp12lNE0U0xkkwEJl4EmASbePec6fEoRoBJsFEMNmNq4kWASbCJd8+ZHo9iBJgEG8VgM6YmXgSYBJt495zp8ShGgEmwUQw2Y2riRYC0mn7iRYbpsSQjAOf1DmQPSFLjc6Lrv4BueAUYFFRyAAAAAElFTkSuQmCC", "text/plain": [] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -558,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" @@ -567,10 +590,10 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -583,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" @@ -592,10 +615,10 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -621,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" @@ -641,7 +664,7 @@ "(6, 96, 96, 3)" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -657,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" @@ -670,7 +693,7 @@ "(96, 96, 3, 6)" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -682,7 +705,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "collapsed": false, "jupyter": { @@ -699,7 +722,7 @@ "True" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -711,7 +734,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" @@ -724,7 +747,7 @@ "(96, 576, 3)" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -736,7 +759,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" @@ -749,7 +772,7 @@ "True" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -772,7 +795,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -792,15 +815,15 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 30, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -822,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -831,7 +854,7 @@ "(96, 5, 96, 3)" ] }, - "execution_count": 31, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -843,7 +866,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -852,7 +875,7 @@ "(96, 5, 96, 3)" ] }, - "execution_count": 32, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -864,15 +887,15 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, - "execution_count": 33, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -884,15 +907,15 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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UAgQaQYqxwr17M9evh1yIHsMhUhGm2MSzKYo0iGNjdn2UAwRhgHxkSxcuvFBWBnmllE5+meg62p5OU+sjfyDRXhrn7b+vX9+8Ywe8bQ4OGM7felbSv2/f96ZN+2DWrCkxMaYYS3TRTdPpgw2QVTsY9zty7Fh+SQlMhXr2gCKkOYuKiHg7OhoGnKLGj4cbYxdRMd1XJtJHH4DsI3qtoQESG1bV1FyyWCAzy42bN2EZOcyEwC9MysL6CuukGGR1hYGlN4KDrb9vhoYK5m2192XGbYProz9AZgwq77NNAYyLaJsz3qCnAANEL6aoPWKAUOWm54wBohdT1B4xQKhy03PGANGLKWqPGCBUuek5Y4DoxRS1RwwQqtz0nDFA9GKK2iMGCFVues4YIHoxRe0RA4QqNz1nDBC9mKL2iAFClZueMwaIXkxRe8QAocpNzxkDRC+mqD36Hz0nU7/Orcn7AAAAAElFTkSuQmCC", "text/plain": [] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -904,15 +927,15 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [] }, - "execution_count": 35, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -947,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -967,15 +990,15 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 37, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -988,15 +1011,15 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 38, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1008,15 +1031,15 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 39, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1029,15 +1052,15 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 40, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1050,15 +1073,15 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": 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"text/plain": [] }, - "execution_count": 41, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1070,15 +1093,15 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [] }, - "execution_count": 42, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1090,15 +1113,15 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 43, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1110,15 +1133,15 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 44, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1130,15 +1153,15 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1149,15 +1172,15 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1169,15 +1192,15 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 47, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1192,15 +1215,15 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [] }, - "execution_count": 48, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -1213,15 +1236,15 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 49, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -1232,15 +1255,15 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [] }, - "execution_count": 50, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -1322,7 +1345,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.0" + "version": "3.11.8" } }, "nbformat": 4,