diff --git a/chapter_03_linear-networks/0_linear-regression.ipynb b/chapter_03_linear-networks/0_linear-regression.ipynb index 54e6e99..d62d61a 100644 --- a/chapter_03_linear-networks/0_linear-regression.ipynb +++ b/chapter_03_linear-networks/0_linear-regression.ipynb @@ -2,878 +2,48 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "sys.path.append('..')\n", + "\n", "%matplotlib inline\n", "import math\n", "import time\n", "import numpy as np\n", "import mindspore\n", "from d2l import mindspore as d2l\n", - "import mindspore.ops as ops\n" + "import mindspore.mint as mint\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Tensor(shape=[10000], dtype=Float32, value= [ 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 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1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", 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1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, \n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00])" + "Tensor(shape=[10000], dtype=Float32, value= [ 1.00000000e+00, 1.00000000e+00, 1.00000000e+00 ... 1.00000000e+00, 1.00000000e+00, 1.00000000e+00])" ] }, - "execution_count": 2, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 10000\n", - "a = ops.ones(n)\n", - "b = ops.ones(n)\n", + "a = mint.ones(n)\n", + "b = mint.ones(n)\n", "a" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -907,22 +77,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'13.19949 sec'" + "'1.28191 sec'" ] }, - "execution_count": 4, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "c = ops.zeros(n)\n", + "c = mint.zeros(n)\n", "timer = Timer()\n", "for i in range(n):\n", " c[i] = a[i] + b[i]\n", @@ -931,16 +101,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'0.00122 sec'" + "'0.00063 sec'" ] }, - "execution_count": 5, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -953,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -964,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -978,11 +148,11 @@ " \n", " \n", " \n", - " 2023-02-01T17:02:15.438359\n", + " 2025-12-08T16:33:08.987997\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.6.3, https://matplotlib.org/\n", + " Matplotlib v3.10.7, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -1014,16 +184,16 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1069,7 +239,7 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1077,11 +247,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1109,7 +279,7 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1117,11 +287,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1154,7 +324,7 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1162,11 +332,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1203,11 +373,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1221,11 +391,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1239,11 +409,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1282,16 +452,16 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1307,8 +477,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1316,11 +486,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1343,8 +513,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1352,19 +522,19 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1372,11 +542,11 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1417,8 +587,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1426,19 +596,19 @@ " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1500,9 +670,9 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1574,7 +744,7 @@ "L 277.104042 139.5 \n", "L 283.467614 139.5 \n", "L 283.467614 139.5 \n", - "\" clip-path=\"url(#p14bb0d3922)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n", " \n", " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n", " \n", " \n", " \n", + "\" clip-path=\"url(#p1701bb5fc0)\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1972,18 +1142,18 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1996,25 +1166,25 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2042,9 +1212,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:mindspore2.0]", + "display_name": "Python 3.10", "language": "python", - "name": "conda-env-mindspore2.0-py" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -2056,7 +1226,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/chapter_03_linear-networks/1_linear-regression-scratch.ipynb b/chapter_03_linear-networks/1_linear-regression-scratch.ipynb index 475ac08..eca24a6 100644 --- a/chapter_03_linear-networks/1_linear-regression-scratch.ipynb +++ b/chapter_03_linear-networks/1_linear-regression-scratch.ipynb @@ -2,29 +2,33 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "sys.path.append('..')\n", + "\n", "%matplotlib inline\n", "import random\n", "import mindspore\n", "import mindspore.ops as ops\n", + "import mindspore.mint as mint\n", "from mindspore import Tensor\n", - "from d2l import mindspore as d2l\n" + "from d2l import mindspore as d2l" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def synthetic_data(w, b, num_examples): #@save\n", " \"\"\"生成y=Xw+b+噪声\"\"\"\n", - " X = ops.normal((num_examples, len(w)), Tensor(0, mindspore.int32), Tensor(1, mindspore.int32))\n", - " y = ops.matmul(X, w) + b\n", - " y += ops.normal(y.shape, Tensor(0, mindspore.int32), Tensor(0.01, mindspore.float32))\n", + " X = mint.randn((num_examples, len(w)))\n", + " y = mint.matmul(X, w) + b\n", + " y += mint.randn(y.shape) * 0.01\n", " return X, y.reshape((-1, 1))\n", "\n", "true_w = mindspore.Tensor([2, -3.4])\n", @@ -34,15 +38,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "features: [ 0.38652942 -0.73049617] \n", - "label: [7.455265]\n" + "features: [ 0.5784863 -0.12856144] \n", + "label: [5.7876496]\n" ] } ], @@ -52,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -61,16 +65,16 @@ "\n", "\n", - "\n", + "\n", " \n", " \n", " \n", " \n", - " 2023-02-01T17:01:39.686551\n", + " 2025-12-08T16:37:25.433505\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.6.3, https://matplotlib.org/\n", + " Matplotlib v3.10.7, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -81,25 +85,25 @@ " \n", " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", 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\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "\n" @@ -1413,7 +1383,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -1430,33 +1400,33 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[-0.54448646 -1.952117 ]\n", - " [-0.33652925 0.8121438 ]\n", - " [ 0.8297916 1.3013457 ]\n", - " [ 2.2724445 0.42148796]\n", - " [-1.3854086 -0.20155674]\n", - " [-1.1028225 0.31749418]\n", - " [ 0.5637778 0.04631535]\n", - " [ 0.88368213 0.22705936]\n", - " [ 1.5013051 -0.5921145 ]\n", - " [-1.2514561 -0.14155853]] \n", - " [[9.748452 ]\n", - " [0.75043386]\n", - " [1.4231086 ]\n", - " [7.320481 ]\n", - " [2.114023 ]\n", - " [0.9228111 ]\n", - " [5.1760674 ]\n", - " [5.191453 ]\n", - " [9.209715 ]\n", - " [2.1723204 ]]\n" + "[[ 0.13969123 -1.962415 ]\n", + " [ 1.3944087 0.59370184]\n", + " [-0.3421929 -1.7562478 ]\n", + " [-0.14319316 1.5355211 ]\n", + " [ 1.2545266 0.28453276]\n", + " [-0.6407034 0.86420107]\n", + " [-1.0695428 -0.06114257]\n", + " [-1.4124746 -0.66168445]\n", + " [-0.69476527 0.35402057]\n", + " [-0.945358 -0.43053 ]] \n", + " [[11.14591 ]\n", + " [ 4.981207 ]\n", + " [ 9.493603 ]\n", + " [-1.3017813 ]\n", + " [ 5.7478967 ]\n", + " [-0.02166818]\n", + " [ 2.2814643 ]\n", + " [ 3.6188238 ]\n", + " [ 1.5994323 ]\n", + " [ 3.7644536 ]]\n" ] } ], @@ -1477,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -1491,17 +1461,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def linreg(x, w, b):\n", - " return ops.matmul(x, w) + b" + " return mint.matmul(x, w) + b" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -1512,7 +1482,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -1540,7 +1510,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -1569,16 +1539,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 1, loss 0.035895\n", - "epoch 2, loss 0.000129\n", - "epoch 3, loss 0.000048\n" + ".epoch 1, loss 0.046992\n", + "epoch 2, loss 0.000203\n", + "epoch 3, loss 0.000049\n" ] } ], @@ -1601,15 +1571,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "w的估计误差: [-0.0002172 0.00028515]\n", - "b的估计误差: [0.00030804]\n" + "w的估计误差: [ 0.00078046 -0.0007298 ]\n", + "b的估计误差: [0.00019407]\n" ] } ], @@ -1617,20 +1587,13 @@ "print(f'w的估计误差: {true_w - net.trainable_params()[0].reshape(true_w.shape)}')\n", "print(f'b的估计误差: {true_b - net.trainable_params()[1]}')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:mindspore2.0]", + "display_name": "Python 3.10", "language": "python", - "name": "conda-env-mindspore2.0-py" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -1642,7 +1605,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/chapter_03_linear-networks/2_linear-regression-concise.ipynb b/chapter_03_linear-networks/2_linear-regression-concise.ipynb index 35b28a1..6d6c0b7 100644 --- a/chapter_03_linear-networks/2_linear-regression-concise.ipynb +++ b/chapter_03_linear-networks/2_linear-regression-concise.ipynb @@ -2,14 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "sys.path.append('..')\n", + "\n", "import numpy as np\n", "import mindspore\n", "import mindspore.dataset as ds\n", - "import mindspore.ops as ops\n", "from mindspore import Tensor\n", "from d2l import mindspore as d2l\n", "\n", @@ -20,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -47,31 +49,37 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Tensor(shape=[10, 2], dtype=Float32, value=\n", - " [[ 1.73414111e-01, -1.24616718e+00],\n", - " [ 1.02213132e+00, -6.50639892e-01],\n", - " [ 1.30825520e+00, -1.22844315e+00],\n", - " ...\n", - " [-1.60054636e+00, 1.20353259e-01],\n", - " [ 7.61325806e-02, 7.83914328e-01],\n", - " [ 1.73925209e+00, -3.65485922e-02]]),\n", + " [[-0.22888152, 0.9795823 ],\n", + " [-0.6006927 , 2.0978146 ],\n", + " [-0.3551168 , 0.17106538],\n", + " [ 0.225816 , 0.89234185],\n", + " [ 0.7022703 , 0.37690485],\n", + " [ 0.09781982, 0.58985835],\n", + " [-1.6895691 , -0.71199685],\n", + " [-0.9362989 , 0.08117686],\n", + " [-1.1256968 , -0.26578853],\n", + " [-0.10324197, -0.25843388]]),\n", " Tensor(shape=[10, 1], dtype=Float32, value=\n", - " [[ 8.76539135e+00],\n", - " [ 8.46442604e+00],\n", - " [ 1.09844027e+01],\n", - " ...\n", - " [ 6.07668221e-01],\n", - " [ 1.68395686e+00],\n", - " [ 7.80520296e+00]])]" + " [[ 0.39374894],\n", + " [-4.1332893 ],\n", + " [ 2.9085197 ],\n", + " [ 1.6274605 ],\n", + " [ 4.334508 ],\n", + " [ 2.3881655 ],\n", + " [ 3.2570887 ],\n", + " [ 2.0458496 ],\n", + " [ 2.8606327 ],\n", + " [ 4.8533044 ]])]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -82,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -105,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -114,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -123,16 +131,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 1, loss 0.000214\n", - "epoch 2, loss 0.000108\n", - "epoch 3, loss 0.000108\n" + "..epoch 1, loss 0.000389\n", + "epoch 2, loss 0.000107\n", + "epoch 3, loss 0.000107\n" ] } ], @@ -154,16 +162,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "w的估计误差： [Tensor(shape=[], dtype=Float32, value= -0.00017786)\n", - " Tensor(shape=[], dtype=Float32, value= -0.000656366)]\n", - "b的估计误差： [-0.00027466]\n" + "w的估计误差： [-3.00407410e-05 -2.89583206e-04]\n", + "b的估计误差： [0.00088167]\n" ] } ], @@ -173,20 +180,13 @@ "b = net[0].bias.data\n", "print('b的估计误差：', true_b - b)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:mindspore2.0]", + "display_name": "Python 3.10", "language": "python", - "name": "conda-env-mindspore2.0-py" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -198,7 +198,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/chapter_03_linear-networks/3_image-classification-dataset.ipynb b/chapter_03_linear-networks/3_image-classification-dataset.ipynb index d9f28fc..4cfc5a7 100644 --- a/chapter_03_linear-networks/3_image-classification-dataset.ipynb +++ b/chapter_03_linear-networks/3_image-classification-dataset.ipynb @@ -2,10 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "sys.path.append('..')\n", + "\n", "%matplotlib inline\n", "import mindspore\n", "import mindspore.dataset as ds\n", @@ -17,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -51,7 +54,7 @@ "(60000, 10000)" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -62,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -71,7 +74,7 @@ "[[28, 28, 1], []]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -82,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -127,16 +130,16 @@ "\n", "\n", - "\n", + "\n", " \n", " \n", " \n", " \n", - " 2023-02-01T17:03:28.958753\n", + " 2025-12-08T16:44:59.379083\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.6.3, https://matplotlib.org/\n", + " Matplotlib v3.10.7, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -147,49 +150,49 @@ " \n", " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", + " \n", " \n", + 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+ " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "\n" @@ -1408,7 +1411,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1420,16 +1423,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'1.12 sec'" + "'3.28 sec'" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1443,7 +1446,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -1473,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -1492,20 +1495,13 @@ " print(X.shape, X.dtype, y.shape, y.dtype)\n", " break" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:mindspore2.0]", + "display_name": "Python 3.10", "language": "python", - "name": "conda-env-mindspore2.0-py" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -1517,7 +1513,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/chapter_03_linear-networks/4_softmax-regression-scratch.ipynb b/chapter_03_linear-networks/4_softmax-regression-scratch.ipynb index 8570ad8..51b6a89 100644 --- a/chapter_03_linear-networks/4_softmax-regression-scratch.ipynb +++ b/chapter_03_linear-networks/4_softmax-regression-scratch.ipynb @@ -2,12 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "sys.path.append('..')\n", + "\n", "import mindspore\n", - "import mindspore.ops as ops\n", + "import mindspore.mint as mint\n", "from mindspore import Tensor\n", "from IPython import display\n", "from d2l import mindspore as d2l\n", @@ -48,7 +51,7 @@ ], "source": [ "X = mindspore.Tensor([[1.0, 2.0, 3.0], [4.0, 5.0, 6.0]], mindspore.float64)\n", - "X.sum(0, keepdims=True), X.sum(1, keepdims=True)" + "mint.sum(X, 0, keepdim=True), mint.sum(X, 1, keepdim=True)" ] }, { @@ -58,8 +61,8 @@ "outputs": [], "source": [ "def softmax(X):\n", - " X_exp = ops.exp(X)\n", - " partition = X_exp.sum(1, keepdims=True)\n", + " X_exp = mint.exp(X)\n", + " partition = mint.sum(X_exp, 1, keepdim=True)\n", " return X_exp / partition" ] }, @@ -72,9 +75,9 @@ "data": { "text/plain": [ "(Tensor(shape=[2, 5], dtype=Float32, value=\n", - " [[ 1.23927899e-01, 4.60792333e-01, 4.21655998e-02, 2.91563839e-01, 8.15503001e-02],\n", - " [ 2.28272960e-01, 2.19555587e-01, 1.69258676e-02, 3.50688905e-01, 1.84556618e-01]]),\n", - " Tensor(shape=[2], dtype=Float32, value= [ 1.00000000e+00, 9.99999881e-01]))" + " [[ 3.75246108e-01, 2.04125911e-01, 2.79982001e-01, 4.02570777e-02, 1.00388817e-01],\n", + " [ 2.57526249e-01, 1.64709106e-01, 1.66897565e-01, 3.88683647e-01, 2.21834648e-02]]),\n", + " Tensor(shape=[2], dtype=Float32, value= [ 9.99999940e-01, 1.00000000e+00]))" ] }, "execution_count": 5, @@ -83,7 +86,7 @@ } ], "source": [ - "X = mindspore.Tensor(ops.normal((2, 5),Tensor(0, mindspore.float32), Tensor(1, mindspore.float32)))\n", + "X = mindspore.Tensor(mint.randn((2, 5)))\n", "X_prob = softmax(X)\n", "X_prob, X_prob.sum(1)" ] @@ -105,7 +108,7 @@ " self.b = Parameter(initializer(Zero(), num_outputs, mindspore.float32))\n", "\n", " def construct(self, X):\n", - " return softmax(ops.matmul(X.reshape((-1, self.W.shape[0])), self.W) + self.b)" + " return softmax(mint.matmul(X.reshape((-1, self.W.shape[0])), self.W) + self.b)" ] }, { @@ -148,7 +151,7 @@ ], "source": [ "def cross_entropy(y_hat, y):\n", - " return -(ops.log(y_hat[ops.arange(len(y_hat)), y]))\n", + " return -(mint.log(y_hat[mint.arange(len(y_hat)), y]))\n", "\n", "cross_entropy(y_hat, y)" ] @@ -230,7 +233,7 @@ { "data": { "text/plain": [ - "0.0616" + "0.0683" ] }, "execution_count": 13, @@ -288,7 +291,7 @@ " self.config_axes = lambda: d2l.set_axes(\n", " self.axes[0], xlabel, ylabel, xlim, ylim, xscale, yscale, legend)\n", " self.X, self.Y, self.fmts = None, None, fmts\n", - "\n", + " \n", " def add(self, x, y):\n", " if not hasattr(y, \"__len__\"):\n", " y = [y]\n", @@ -334,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -345,7 +348,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1141,7 +1144,7 @@ } ], "source": [ - "num_epochs = 10\n", + "num_epochs = 20\n", "train_iter = mnist_train.create_tuple_iterator()\n", "test_iter = mnist_test.create_tuple_iterator()\n", "train_ch3(net, mnist_train, test_iter, cross_entropy, num_epochs, optim)" @@ -1151,7 +1154,724 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " 2026-01-06T18:14:55.229456\n", + " image/svg+xml\n", + " \n", + " \n", + " Matplotlib v3.10.8, https://matplotlib.org/\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def predict_ch3(net, test_iter, n=6): \n", " \"\"\"预测标签（定义见第3章）。\"\"\"\n", @@ -1165,20 +1885,13 @@ "\n", "predict_ch3(net, test_iter)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "MindSpore", + "display_name": "Python 3.10", "language": "python", - "name": "mindspore" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -1190,7 +1903,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.10" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/chapter_03_linear-networks/5_softmax-regression-concise.ipynb b/chapter_03_linear-networks/5_softmax-regression-concise.ipynb index fc2f6fd..e096971 100644 --- a/chapter_03_linear-networks/5_softmax-regression-concise.ipynb +++ b/chapter_03_linear-networks/5_softmax-regression-concise.ipynb @@ -2,12 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "sys.path.append('..')\n", + "\n", "import mindspore\n", - "from mindspore import nn, ops\n", + "from mindspore import nn\n", "from d2l import mindspore as d2l\n", "\n", "batch_size = 256\n", @@ -60,11 +63,11 @@ " \n", " \n", " \n", - " 2023-02-01T16:27:57.573903\n", + " 2025-12-08T17:36:40.446006\n", " image/svg+xml\n", " \n", " \n", - " Matplotlib v3.6.3, https://matplotlib.org/\n", + " Matplotlib v3.10.7, https://matplotlib.org/\n", " \n", " \n", " \n", @@ -96,16 +99,16 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -145,11 +148,11 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -184,11 +187,11 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -234,11 +237,11 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -293,11 +296,11 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -341,7 +344,7 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -463,10 +466,10 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -475,16 +478,16 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -500,8 +503,8 @@ "\" transform=\"scale(0.015625)\"/>\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -509,19 +512,19 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -529,61 +532,61 @@ " \n", " \n", + "\" clip-path=\"url(#p3902a5af0b)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -794,14 +797,14 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -814,20 +817,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -849,9 +852,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:mindspore2.0]", + "display_name": "Python 3.10", "language": "python", - "name": "conda-env-mindspore2.0-py" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -863,7 +866,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.10.14" } }, "nbformat": 4,