From b5cf45aa48e8c7c13a725d718b21fc2fdd639fdf Mon Sep 17 00:00:00 2001 From: Miguel Xochicale Date: Tue, 25 Jul 2023 00:00:12 +0100 Subject: [PATCH] timeseries transformer seesm to work fine; adds README to models (#15) --- scripts/models/README.md | 4 + ...imeseries_transformer_classification.ipynb | 547 ++++++------------ 2 files changed, 177 insertions(+), 374 deletions(-) create mode 100644 scripts/models/README.md diff --git a/scripts/models/README.md b/scripts/models/README.md new file mode 100644 index 0000000..ca95c74 --- /dev/null +++ b/scripts/models/README.md @@ -0,0 +1,4 @@ +# Models + +* Transformer models + diff --git a/scripts/models/transformer-model/timeseries_transformer_classification.ipynb b/scripts/models/transformer-model/timeseries_transformer_classification.ipynb index a9bcfa3..eed4553 100644 --- a/scripts/models/transformer-model/timeseries_transformer_classification.ipynb +++ b/scripts/models/transformer-model/timeseries_transformer_classification.ipynb @@ -56,9 +56,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-07-24 09:48:09.085731: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX_VNNI FMA\n", + "2023-07-24 23:41:58.617039: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX_VNNI FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2023-07-24 09:48:09.292328: I tensorflow/core/util/port.cc:104] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n" + "2023-07-24 23:41:58.751611: I tensorflow/core/util/port.cc:104] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n" ] } ], @@ -201,12 +201,12 @@ "output_type": "stream", "text": [ "idx: 700\n", - " class 0 with c_x_train.shape (1803, 450, 1)\n" + " class 0 with c_x_train.shape (1787, 450, 1)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -218,12 +218,12 @@ "name": "stdout", "output_type": "stream", "text": [ - " class 1 with c_x_train.shape (1697, 450, 1)\n" + " class 1 with c_x_train.shape (1713, 450, 1)\n" ] }, { "data": { - "image/png": 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", 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CxTFxcXF2P0fIHDmOszhnnU7n0Ge68vvQ6/W45ZZb8MILL1h8nRo7FGcNhHXr1qF79+5ISkpq9lpoaKhF71Z+fj4Ag1FKx5k+33QsHcdofZjxwrCIUE+JKT/99BPkcjm2bdtmtvJdvXq1K6dmEWfm6yyxsbE4ffo0xo4d6/R2e/fujd69e+M///kPDh48iOHDh2PlypV4++23ERsbC0IIYmJiml2422reIpEIY8eOxdixY7Fs2TL83//9H1555RXs3r0b48aNc2i7UVFR+Pvvv1FdXW3mfUlLS+NfbwlDhw7F0KFD8c4772DdunV44IEHsH79ejzyyCNtfk7m5eWhtrbWzPty8eJFALAqPO7atSsAg0fN0e/WUXx9fS2GkVojLAs0epVMz7em30dsbCxqampadd+PHDmCjIwMvPnmmxZf79evH3bv3o2qqioz0e6RI0f41wEgMTERbm5uOH78OKZNm8aPU6vVSElJMXuO0bowzQvDIvTi60iFXbFYDI7jzFZxWVlZNrNvXIUz83WWadOmITc3F19++WWz1+rr61FbW2v1vVVVVdBqtWbP9e7dGyKRiHdF33PPPRCLxXjjjTearWQJIWYhrNaYt6WUV3rxFpIK3pRJkyZBp9Ph008/NXt++fLl4DgOt956q8OfCRhCFE2/n6bzbOtzUqvVYtWqVfxjtVqNVatWITAw0OKKHwCCgoIwZswYrFq1yuKK3l6pAEeIjY1FWlqa2WeePn3aZiZZS8jLy8PmzZv5x1VVVfjf//6Hfv36ISQkBIDhvDx06BC2bdvW7P0VFRXNfi/OQL1s999/v8XX7733Xuh0OnzxxRf8cyqVCqtXr8aQIUN4r6S3tzfGjRuH77//HtXV1fzY7777DjU1NZg6dWqL58oQBvO8MCxCL7SvvPIKpk+fDolEgjvuuKNZPN+U2267DcuWLcPEiRNx//33o6ioCCtWrEBcXBzOnDnTJvN94oknMGHCBIjFYkyfPr1VtvXQQw/hxx9/xKOPPordu3dj+PDh0Ol0SEtLw48//oht27Y1S6Wk7Nq1CwsXLsTUqVPRrVs3aLVafPfddxCLxZgyZQoAww3m7bffxqJFi5CVlYXJkyfDy8sLmZmZ2Lx5M+bNm8cX0mqNeb/55pvYt28fbrvtNkRFRaGoqAifffYZwsPDzSqNCuWOO+7ATTfdhFdeeQVZWVno27cvtm/fjl9//RVPPfUUYmNjHf5MAPj222/x2Wef4e6770ZsbCyqq6vx5ZdfQqlUYtKkSQDa/pwMCwvDe++9h6ysLHTr1g0bNmxASkoKvvjiC5vpyitWrMCIESPQu3dvzJ07F127dkVhYSEOHTqEnJwcnD592iXze/jhh7Fs2TJMmDABc+bMQVFREVauXIlevXqhqqrKJdswpVu3bpgzZw6OHTuG4OBgfPPNNygsLDTzfD3//PP47bffcPvtt2P27NlISkpCbW0tUlNTsWnTJmRlZTXToTmCTqfDhg0bMHToUKvn2pAhQzB16lQsWrQIRUVFiIuLw7fffousrCx8/fXXZmPfeecdDBs2DKNHj8a8efOQk5ODDz/8EOPHj8fEiROdnifDQdohw4nRSXjrrbdIly5diEgkMksLBUAWLFhg8T1ff/01iY+PJzKZjPTo0YOsXr2aT002xVqqdNO01927dxMAZPfu3TbnqtVqyeOPP04CAwMJx3Fm24OVVOmmqcCzZs0iHh4ezT7bUvqvWq0m7733HunVqxeRyWTE19eXJCUlkTfeeINUVlZaneeVK1fIww8/TGJjY4lcLid+fn7kpptuIn///XezsT/99BMZMWIE8fDwIB4eHqRHjx5kwYIFJD093ebcTF9rmhYrZN47d+4kd911FwkLCyNSqZSEhYWRGTNmNEtltbZNS/Oprq4mTz/9NAkLCyMSiYTEx8eTpUuXmqXFE2L73GrKyZMnyYwZM0hkZCSRyWQkKCiI3H777eT48eNm44Sek5a2TdNzly5davY8PS9NU97pvh8/fpwkJycTuVxOoqKiyKeffmrxM01TpQkh5PLly2TmzJkkJCSESCQS0qVLF3L77beTTZs22fwerM2R7pPpuU8IId9//z3p2rUrkUqlpF+/fmTbtm1WU6WF7Dchln+/UVFR5LbbbiPbtm0jffr04b9/S2UCqquryaJFi0hcXByRSqUkICCADBs2jHzwwQfNUswt7acttm7dSgCQ//73vzbH1dfXk+eee46EhIQQmUxGBg0aRLZu3Wpx7P79+8mwYcOIXC4ngYGBZMGCBWap9IzWhyOkFZSQDAaDcYMxZswYlJSU4OzZs+09FQbjuodpXhgMBoPBYHQqmPHCYDAYDAajU8GMFwaDwWAwGJ0KpnlhMBgMBoPRqWCeFwaDwWAwGJ0KZrwwGAwGg8HoVLRqkbolS5bg559/RlpaGhQKBYYNG4b33nsP3bt3t/qeNWvWNOuQK5PJ+AZZ9tDr9cjLy4OXl1ebloxnMBgMBoPhPIQQVFdXIywszG4T2FY1Xvbu3YsFCxZg0KBB0Gq1ePnllzF+/HicP3/eZqVWpVKJ9PR0/rEjRkheXp7dxngMBoPBYDA6JtnZ2QgPD7c5plWNl61bt5o9XrNmDYKCgnDixAmMGjXK6vs4juP7XjgKbfyWnZ1t1mCLwWAwGAxGx6WqqgoRERFmDVyt0aa9jSorKwEAfn5+NsfV1NQgKioKer0eAwYMwP/93/+hV69egrZBvTRKpZIZLy2gqLoBhADBSnl7T4XBYDAYNxBCoi1tJtjV6/V46qmnMHz4cCQmJlod1717d3zzzTf49ddf8f3330Ov12PYsGHIycmxOF6lUqGqqsrsrz1o0Ojw4qYzeH9rGqoaNO0yB1dRWqPCxI/2Y/zyfSipcbyLMIPBYDAYrUmbGS8LFizA2bNnsX79epvjkpOTMXPmTPTr1w+jR4/Gzz//jMDAQLM286YsWbIE3t7e/F976V1+S8nDhuPZ+GzPZSxcd6pd5uAqPtmVgbJaNSrrNfhqf2Z7T4fBYDAYDDPaxHhZuHAhtmzZgt27d9sV4TRFIpGgf//+yMjIsPj6okWLUFlZyf9lZ2e7YsoOsyU1n////kvFKKtVt8s8Wkq9Wod1R67xj787lIUGja4dZ8RgMBgMhjmtqnkhhODxxx/H5s2bsWfPHsTExDj8GTqdDqmpqZg0aZLF12UyGWQyWUun2iLKa9U4kFFimI+bCCqtHv9klODOvmHtOi9nSCuoglqnR4CnFFo9QUWdBhlFNUjs4t3eU2O4EJ1OB42mc4c3OyMSiQRisbi9p8FgdHpa1XhZsGAB1q1bh19//RVeXl4oKCgAAHh7e0OhUAAAZs6ciS5dumDJkiUAgDfffBNDhw5FXFwcKioqsHTpUly9ehWPPPJIa061RRy/Wg6dniAuyBNjewRh1b4r2HexuFMaLxfyqwEACaFKqLR6HM0sw8XCama8XCcQQlBQUICKior2nsoNi4+PD0JCQlgdqg5Eak4lfj+Th7kjuyLQq30XwwxhtKrx8vnnnwMAxowZY/b86tWrMXv2bADAtWvXzIrRlJeXY+7cuSgoKICvry+SkpJw8OBB9OzZszWn2iIuFhpu+IlhSoyID8CqfVdwJLO0nWflHOfzDRlhPcOUqFPpcDSzDOnG/WN0fqjhEhQUBHd3d3YDbUMIIairq0NRUREAIDQ0tJ1nxACA4moVZq0+irJaNY5cKcWG+cmQS5h3rKPT6mEje+zZs8fs8fLly7F8+fJWmlHrQI2X+GAv9AozeCiyy+pRq9LCQ9am2egthnpeeoYqUd2gBQBcLGDGy/WATqfjDRd/f//2ns4NCfU4FxUVISgoiIWQOgAfbk/nNYqncyqx6UQOHhwa1c6zYtiD9TZyARcLawAA3YK94OchRYCnwe2YUVTTntNyGL2eIC3fkGreM1SJ7iGGQkF0/xidG6pxcXd3b+eZ3NjQ759pjtofQgj2XiwGACR3NRj0u9KK2nNKDIEw46WF6PQEl4sNN/fuwYabffcQTwDodOGWkhoVatU6iDggOsAD3YIM+5NbUY8albadZ8dwFSxU1L6w77/jkFNej/zKBriJODw3wdBz7+DlEpZh2QlgxksLuVpaC7VWD4VEjHBfg0u4m9GI6WzhltyKegBAiFIOiVgEb3cJlHJD2Cvf+BqDwegYaHV66PT2Q/MM6xzNLAMA9A73xoBIHwR5ydCg0fPPM5pTWadBak5luxdjZcZLC7laWgfA4KkQiQwrKmq8dDbPS16FoXN3mI+Cfy7U2/D//EphXb0ZjLYmKysLHMchJSWlvafSZlTWazD+o324Zdle5hVtAceyDEbK4Bg/cByHEXEBAIATV8vbc1odmoOXS3DHp/9g5tdH23UezHhpIQVVhpt6qHdjD6BuwYawUWfTvOQZvStmxouPYb8KmPHCYFjkiy++wJgxY6BUKsFxXJukob/zx3lcKa7FlZJarNxzudW3d71ywegd7xvuAwDoZSwJcS6vfdrMdAay6ILdv321c8x4aSGFRuPFtIFhTIDBeMmvbOhUsdNcS8aL0SjLq2RhIwbDEnV1dZg4cSJefvnlNtleWa0aG0809nr7cv8V1KmZ98VRCCG4YtQrxgUZrtm9wgzNfM/nVbbbvDo6WSW1AIAof492nQczXloINV5CTIwXX3cJvIxaERpW6gxQ46WLb/OwEfO8MCiEEJTXqpFbUY96ddsY53q9Hu+//z7i4uIgk8kQGRmJd955x+JYnU6HOXPmICYmBgqFAt27d8fHH39sNmbPnj0YPHgwPDw84OPjg+HDh+Pq1asAgNOnT+Omm26Cl5cXlEolkpKScPz4catze+qpp/DSSy9h6NChrtthG5y8Wg5CgNhADwQrZVBp9UjNYTdbRymuUaG6QQsRB0QZvQg9jcZLXmUDyjtpi5fWJqvUYLxEB7Sv56VzFSHpgNCbeoh3Y1VGjuMQE+CBMzmVyCyp5VOOOzo0bNTFp9EQCzF6Xm5kzctPJ3Kw6UQOXrujJxJCle09HZdCCEG9g97B4moVb7QXVzcgNtATYpHjGTQKiVhw5s2iRYvw5ZdfYvny5RgxYgTy8/ORlpZmcaxer0d4eDg2btwIf39/HDx4EPPmzUNoaCimTZsGrVaLyZMnY+7cufjhhx+gVqtx9OhRfi4PPPAA+vfvj88//xxisRgpKSmQSCQO719rcfKaQY8xINIXVQ0abDtXiJTsCgzpymr3OMKVYsNNONzXHTI3Q70dpVyCSD93XCurw7m8KoyID2iVbedW1ONoZikm9gqFQtq5av3QBXl7e16Y8dJCCqpUAIAgE88LAET7G4wXaqV2BixqXnjj5cYMG9WptXjll1Q0aPS49eP92P/CTYjwu37qpNRrdOj52rZ22fb5NyfAXWr/ElRdXY2PP/4Yn376KWbNmgUAiI2NxYgRIyyOl0gkeOONN/jHMTExOHToEH788UdMmzYNVVVVqKysxO23347Y2FgAQEJCAj/+2rVreP7559GjRw8AQHx8vNP72BrwxkuULyrrG40XhmPQEhexgeY34V5hSlwrq8OF/NYxXjadyMGLP52BTk/wR0IBvpyZ1GnS5+vVOl7nGcPCRp0bS2EjwJB9BDTGBzs69WodyusMqW80VGT6/xvV8/LTyVw0aPT8423nCtpxNrb5KzUf/d7cjrtWHMDZ3OsnjHDhwgWoVCqMHTtW8HtWrFiBpKQkBAYGwtPTE1988QWuXTN0S/fz88Ps2bMxYcIE3HHHHfj444+Rn9/YFf6ZZ57BI488gnHjxuHdd9/F5csdRxCr0xOcMYaIBkT6ol+EDwBcN8bL/kvFeGvLeZxvA8Es9bx0DfQ0ez4+qPUSLi7kV+Hlzal8ivvfFwrxS0quy7fTWlwrM3hdlHI3+Li3rzeSeV5agEqr48tKNzVeYozxwMxOYryU1Bg8SDI3EV/bBWj0vFQ3aFGj0sKzk7U7aCmbTxqEkf4eUpTWqvkbR0dDpyd4d2saKuo0qKirwNJt6fj24cF236eQiHH+zQmCt5NTVo+KejUCPGUIUsqQXlANnZ4g2t8dnnLHLmYKgf1jaEl9oaxfvx7PPfccPvzwQyQnJ8PLywtLly7FkSNH+DGrV6/GE088ga1bt2LDhg34z3/+gx07dmDo0KF4/fXXcf/99+OPP/7AX3/9hcWLF2P9+vW4++67HZpHa5BTXoc6tQ5SNxHigjzRoNGB4wyLi9IaFfw9O29TwQaNDk/8cArldRp8/U8mtj41Ej1CWi9MS6/NMQHmHoQ4Y6mLjGLXGi91ai0e/+EU1Fo9buoeiF5h3vh0dwb+TC3A3f3DXbqt1qJR7+LR7t4i5nlpAUXGkJHUTdTMCo02utQ6S9io2Gi8BHjKzE5KD5kbPIwx2ZJqVbvMrb1o0OiQavRgPH1LNwDgH3c0dpwvMBOH771YLMhw5jgO7lI3QX8KiRg6QiCXiBHoJYOnTIJgpRxyiRhqHRH8OfRP6MUvPj4eCoUCO3fuFDT+wIEDGDZsGB577DH0798fcXFxFr0n/fv3x6JFi3Dw4EEkJiZi3bp1/GvdunXD008/je3bt+Oee+7B6tWrBW27teFvuP4eEIs4eMjcEGb0jl7pJAsla/x+Oo/3/gIGrVlrkltuCIU3DQPHGT0xlwqrBfXnE0K9WocFa08io6gGQV4yfDC1L8b1DAYAHL5S2mmKDebzukjHFhStATNeWoBpyKjphZha84VVqk6RxkgNkwBPabPX6GqOemfs8dmeDLz+2zlodXr7gzswp7MroNERBHnJcFtvQwfgzJJaVNZ3vJ40f6YawlmPjo7FzT2CAACbTmS7dBtqrR4anR4cx8HDqFVRGr0trVkoTS6X48UXX8QLL7yA//3vf7h8+TIOHz6Mr7/+2uL4+Ph4HD9+HNu2bcPFixfx6quv4tixY/zrmZmZWLRoEQ4dOoSrV69i+/btuHTpEhISElBfX4+FCxdiz549uHr1Kg4cOIBjx46ZaWKaUlBQgJSUFGRkZAAAUlNTkZKSgrIy11dpteQt6GrUbFxxsaegrdl43GCs9DWGwv5MLXCZ8WAJSwkKgOH7FHFAVYOWX9S1hOoGDWatPord6cWQS0T4ZEZ/+HvKkBimhKfMDdUNWpeFyXR6gj3pRTidXdEq312R8T4R5NX+Hj5mvLSAAr7GS/MD6eMuhbfCcGHvDOnSJTWG8FeABbczNWjoGFscvFyC97emY83BLHx/+KprJ9nGHDdW2RwU7QdfDyki/AyrjY6oJzlurBQ6qlsAJhkNrYOXS126DWqguEvFfDVpD5kbOHBQa/VQa1svbfrVV1/Fs88+i9deew0JCQm47777UFRkuYHe/Pnzcc899+C+++7DkCFDUFpaiscee4x/3d3dHWlpaZgyZQq6deuGefPmYcGCBZg/fz7EYjFKS0sxc+ZMdOvWDdOmTcOtt95qJgBuysqVK9G/f3/MnTsXADBq1Cj0798fv/32m2u/BJgYLyYi065GQ6Yze140Oj1ScioAAO/e0xsKiRi5FfU4m2v9pv7V/iuYtvKQU8kElfUaVBvP57AmXgS5RMx7YzJa2JRWo9Pj0e9P4GhmGbxkbvhuzhA+K8xNLMKQGD8ABu+LK3jj93OYvfoY7lpxAHP/d8LldcZ446WJTKI9uLEEDC6GpkkHWzmQ0QEeOJ1dgayS2g6fYltiEjZqSoADnpd3/rjA///DHRdx78AIp3UyZbVq6PQEge1k5VODICnKFwDQPViJ7LJ6XCmuwfA457MQrhTXYNOJHMQGeuLOfmGQiFu2hsgpr0OesblcvwgfRPgajMwzOZWoVWnh4SKdEq3p4mGSISQWcVBIxahTa1Gj0sHPrXXSPkUiEV555RW88sorzV6Ljo42W2XKZDKsXr26WahnyZIlAIDg4GBs3rzZ4nakUil++OEHh+b2+uuv4/XXX3foPc5iGjaiUC8MFaB2RtILqqHW6qGUu6FHiBeSY/2xK60Ix7LK0Dvcu9n4P87k423jteadPy7g0/sHOLQ96nXxdZdYzHiLD/LE1dI6ZBTXYFgLfusr91zGgYxSuEvFWDd3aLN96R/pg51pRbhQ0HLPy570IvzvUOOC8e8LhVi47iRWPpiElOwKfLzzEvIrG7DgplinNTbUeGmva7IpzPPSAqxlGlFijIWPMl2ge2nQGMTBreVG5Y0XL+fDRuW1ar6stodUjOoGLd87xFFe+ukMBry1AyPf34X0dmhwqdcTM88LAL7xZm6F85lXhBA8vSEFn+25jGc3nsa3B7NaPNfjWYZ59uriDXepGyL83BHuq4DOZB9cQZ1xFde0LoWnzPC4lvXYaXUsel6MGo3OkhxgCaol6xPuA47j7GZRLduRzv9/y5l8nHOwIq6lshCmxLog40inJ1h7xJDh9vqdvSwaYbHGY3fZBYbnhmOGMPGs5CismzsEMjcR/r5QhKS3/8a0VYew/1IJMopq8MKmM3y6vaMUGe95LGzUySk0CnZDvK17XoCWp0tvPpWDgW//jQFv7cCgd3biwa+OYOrKg7j384P4785LLhF72fK8BBrDRqV2wkZpRiMj0s+dD10cueK48VJQ2YANxw0/xAaNHu/8ecHOO1zPxaJqVDdo4S4VIyHUkH1ARWq5Leiwvf9SCU6bZCz9cPRaiw1SeiEaaPQQAcBQo2vaVe5onZ5AZTRe3JsYL+5Gz05dG1XbvVFRaXX8uRdtwfNytbS20+rMaBYfvcHbMl6yy+pwubgWYhGHwcawy8EMx87zXDvC0/ggw2/+UgvCRv9klKCgqgE+7hLc1S/M4hhqJF0pqmnRdaBBo8Oe9GIAwNSBERgWG4BPZvSHQiJGZb0GegLc1S8MiV2U0OgIlu+46NR26H0iyKv9w0bMeGkBBRb6GpkSwxsvzmteUnMq8fSG07zeoKRGhX8ySnAsqxzHr5Zj2Y6LeHpDSotvgCXV1jUvQj0vaUbXZ48QL/6icjTT8ZvnljN5IMSQniwRc9h3sdjMg0MIwbt/pWHqyoPYeaHQ4c8XAvVmDIj0hZsxrEPbJuSWO388qQ5o2sBwKCRiXC6ubXEH27R8g9HYu0vjyo6Guk67qP5Hg0YHAkAiFjULc7kbU55VWl2Lbp56QlCv1nWazAuVRodalbbN5ptX0QBCDMajqbC+i48CUrEIGh1xST2mWpUWJ66Wt2l5fKojo+cwFe1eK6tDaZPrzt6Lhpv0gEgfjO4WCAA446AOzVIfN1Nor6OWpEv/ecZQO+jOvmF8Bd+mRPm7QyziUK3S8iEZZ9h3sRj1Gh26+Cj4/kzje4Xg4Es3Y8X9A7Dr2dH4eHp//Hd6fwDAoculqKxzLPFAq9Oj1HhOsLBRJ8dSU0ZT+Fh0ifM/gJV7DSmeE3uF4PybE7Bh3lAsv68vVtw/AC9M7A6JmMNvp/P4bBNnEaJ5set5Md5Ee4QqMSTGsPI/k1PpcLbVFuOP/slx8ZgywBCbXWMSXvlkVwZW7r2MY1nleOR/x112gzalqd4FaLzQ5TkZNtLo9LyI9qGh0ZiYGAIA2JlmWXgqBEIIHy83bUNBV65nciqhd8HNlXpVLNVmcROL+Iuzo60GKLUqLdLyq3GpqBppBVUdvq9MvVqLi0U1uFxcg4yiGoe+Y7XWOQMtx2g0h/sqzLIbRSKOD2lml7UsOSC9oBqjl+7GlM8PIvndna22ODCFEMJXu6XnsLdCwmdRnTYKeSnUeBnTPQh9jJ6a1CZj7EF/w9Y8L9R4Ka5WOXyTpxy/ahTRxwdaHSNzEyPSKA6+3IIQ1YGMEgDAuIQgs3PD10OK2/qE8qHFroGe6B7sBa2eYIeDx7akRg1CDDo3f4/m8oK2hhkvTkIIaexrZMV4ofHMkhp1s9WDEAoqG/DnWcON/Klb4uEudcOQrv64u384busTisfGxOHfY+IAAG9tOQ9VC7I9aEpgoAXNS2O2kTDPS0KIFyL8FAjykkGrJw61l1dr9fwq7KbuQXgoOQoAsPVsAXIr6nG1tBaf7LrEjycE+Omka+tB6PQE+y8ZLgZDuvrxz9MLXWF1A9Raxz0Mp65VoEalhZ+HFL3ClBhq/OyWeF7yKhtQ3aCFm4jjzzfAIDhUSMSoUWlbZDxT6q3oXSg0lORM6Eir0+NaWR20esN3qtMTZJfXdVgDhhCCvMoG3tup0uoEpdQSQlBU1YCskjoUVjU4bBjklFsPddDsmGstMF5qVVrMXn2Uzyps0Ogx/7sTLfYM2qOoWoU6tQ5iEYcI38aaK3zo6FoF/5xeT3A002AUDIv15z01WaV1DhkZ1Htq2oTWFE+ZG1+gM6PYcc1dZZ2G17H0j/SxOZa2J7jcAi/PCWPoeFCMn52RwATjoml3umOLpqJqw/0uwFPKZxu2J8x4cZLKeg1UxhtYkIVUacCQRkrTay86ETs9dKUEhAB9w72tVpp8bEwsQpRyFFQ1YJOTRZ1UWh2qGwzeEVthI1sXaEIIv4/dQrzAcRz6hPsAcCx0kVVaC62ewFPmhnBfBXqFeSO5qz90eoIlf17AW1suQKMjGN0tkK8gu+VMPjQujPWnZJejtFYNpdyNF+sChh+t1E0EQpzrsr3/kmHFOCIuACIRZxbacXb+6UaDMS7IE1K3xp+zm1jEX9hTss1d6nq949uimUZN9S6UlhgvpbVqaHR6yNzE6Bmm5M/BnIp61HfAGkn1xnCRiOP4G1xxtcqu96W6QYuCqgYQooeeEPzfn2m8N0UItKhauG/z3lp09Z7dgpDmyr2XkV/ZgAg/BY7/Zxwm9gqBVk+wcN1JvpJ4a0CzpCJ8FWbncH+j8XLK5PpxubgGlfUayCUiJHbxho+7lN/3sw6IdqnnxVrYCDAJHTnhETmVbTAmov3d7VY9pl4RZ1Pd69RaXDB6vQdE+toZDQw2XtMcLflAi7J2BL0LwIwXp6FiXV93CeQ2ypx3o8KvIsetd7rCsNUtVi4RY96orgAMFx9nNAc0HOQm4vjaNKYEGn981Q1aq96dijoNvzqnLuy+RpeuIyX1LxYavqf4YE/e/blokqFB3pYz+fj7QiHEIg4vTuyB4bH+8PeQoqxW7dLV4Y7zhhXJTT2CzPQdHMe1SLS7z+juHmls9tY1wBPeCglUWr3TRaroRctS5/K+EYbvnxqPUqkUIpEIeXl5qKysRH19PRoaGuz+1dTVoaGhHkSrBqfTWBwj0mtAtGrU1NUJ/tyGhgbU19ejrLIWRKuGj5RAq1bDVwZ4iPXQa1TIKhI+T6F/FVU1uFJQjoz8MhSWVTn8/rIqw3wVIh083Qjc9FroNCqUVFbb3M+ckkroVXUgdeXQ6IDCGi2+2HdF8LHOseEtoIuka2XOicmrGzT4an8mAOCVST0R4CnDB9P6omuAB/IrG/DMjykuCT9agnoGm5bp7xfRaNzTbdPsuX4RPvxvs5uxnL/Qm79aq0dhte2wEdBovDgj2j1p9Bb1F2BMRPBaOueO3ensSuj0BKHecpvGGIVqYq6W1jlUcLOYF+u2v94FYHVenMaeWJfSLcQLO9OK+JuyIxwxGi+mq39LzBgciRW7M5BdVo/fTufhngGO5fDTcJC/p9RiyXalwg0SMQeNjqC0Rm3xB0K/Dz8PKa9/6GNcOTlSUv+iMWOJGn2AIX3y6XHd8MmuS9DqCZbe2wc9jT/AwTF++OtsAU5nV/AZNo5SXqvGhuPZKKlWoYuvAt8cMFzEbzGW7zali48CmSW1fKqlI9ugosKRxhi4SMRhQKQPdqcX4+S1cl6k6Ag0w8uSZ65vk4wNkUiEmJgY5OfnIy8vT/A2VBodimvUcBNxkNZbPt8JISiuNAhKSZVMcO0atVaPomoVRBzgVidHmfH80+kJSqoaoCdAXanlWhzOUKfWorxWA9PbsLfCDV4O9GUqrlZBpdVD4y6BusINVfUaVDdoUV0ssrrKrtfoUFpjKHXQNdQPviG+0JICbDiWjZdu7SFo/6jBHG7BeIlsYdjojzP5qNfoEBvogQm9DOe9p8wNKx4YgMkrDmBPejE+33sZC24yhKkJIVDr9JCKRS3ucZNppUFij1AvyNxEqGrQIrO0FrGBnryQfmBU4zWRGm5C9T6FVYbzVOomsqndaIloNy3fsBgxFdFbg3rSsp00Xvgu4wIMJcCgg+nio0BuRT3O51UhOVbYdZP3vFiJNLQ1zHhxkkI7Beoo3YINP4CLBY79AEpqVLw7dVC07ZNSIRXj4RExWLotHSt2Z+DOvmF8hozQbQGWQ0aAwePg7yFDQVUDSmpUNo0X0++D/nBpSX1LXp2mmIaeTHlyXDxmDI5AVYOWv6gAhtTKv84WOJxtQFFr9Zj+xWGkNzEuk6J8MbFXSLPxdP/o/grlnwxDCLB7sJdZan3fCIPxkupkw0d6kewRasHzYgzbXcivQoNGB7lEDKlUisjISGi1Wuh0wkI8Pxy9hq/252B0t0C81i/G6riP15/C2dxKvDCxByZY+O4s8f2hLKw+WIRR3QKxuH9Xs9eOHb2Gr/ZfQaSfO76ZPajFN8ljmWVY9McZEAIMjw2At7sEf6bmQyzi8M3sQRbDMU2pUWkw77OD0OsJ1j4yBCHeClwuqsGz3x2HRCzCxkeTLRpCi34+g8NXyjBlYCRuGRaNWBhuutll9fjnUgnGC/i+bGle6NxznDRefjSWJpg2MMLse04IVeKtuxLxwk9nsHRbOjKKauAhE2PXhSLkVTYg3FeBj6f3NxO2O4q1BokSsQh9w31wNKsMhy6XomuABw5eNmjRTLUdfMhM4L7zmUbecpvajZakS1MvkOm1yhrUGHUkhGjKWb5Gjn1DiZLYRYncinqcy6sUbrwYvVWBHaT5JwsbOUmBnQJ1lO7BhhXxhfwqh9yutDBbTIAHfNztK7tnJkfBx12Cy8W1+OHoNcHbAWynSVNo8TprGUeFvHi58TP8nCipTz1U1OgzJUgpb3YxoDfoMw5mG1C+3H8F6YXVkLmJcEffMCSEKjEo2hcfT+9n0QAM8TbsX6GDxsveJiEjCjXwnGn4qNLq+ItkDwtho3BfBfw9pNDqCc7nN4alOI6DRCKBXC4X9Hf0WjVyq3WICvKxOS4qyAe51TocvVYt+LP3Z1Yht1qH7mF+zV67d3AMyhqAQ1ercb6oXvBnWvorqtVj4Y9nkVOlw5C4ELw7LQmv3NkX3bv441qlFst2ZQr6nPOFDciu1MJNKkN0sC/kcjl6RvjDXaFAVoUGuzMqmr2nrIHg19Ri5NfoMGVgFDiOA8dxGJdg8HD8LUC4q9bq+XPOoubFWBCztFbtcLHAjKJqnLxWAbGIw90DujR7ferAcD40vflULr4/fA15xt97Tnk97v/ycIsKSVLjpWsT4wUARnc3eCl3pxXhfH4V8isboJCI+bL6AHiRr1C9Dw3PWBPrUui1Jrei3qGMSY1Oj6vGwqSxAowXOo/qBq1TfdNSm6SZCyExzDDWkWQKvrpuB2gNALSR8bJixQpER0dDLpdjyJAhOHr0qM3xGzduRI8ePSCXy9G7d2/8+eefbTFNh+A9DVYK1FG6BRuyPqodzPqgIrHYQPsnPwB4ySV41tj5eOm2dIdSJovteF4AwN/DtmiXN+aafB+8aFeAcdGg0fFduLsHN78ZWyLR+IPNLqt3ODtFpydYfSALALDknt74ZEZ//PXkSGx8dJjVVTj1vDhivGh1ej6zhDZNpNALzuXiGodTyjOKaqDTE3grJBaNaNNKpS1JJ6eaJXosrcGnrQo0xPR60lhgz0Jo1Esuwe19DMUOfzjqfJPJWpUW878/gcp6DfpG+OD/7unNr7hfnGjQU209WyDomNJ962vyXXAchzv7GoqQ/X66eThu4/Ec6AkwtKufmXeBGi+70ors1mkqqDSE0GRuIovNU5VyCd/Z3lHRLm2IeFP3QItiTI7j8PKkBKyfNxQzk6Nw/5BIfD1rIP558SYkd/WHSqvHCz+dcSr9W2PMNAPMqwZT6O/lwOUS/GUsBzE8LsBMZ8hnWgnsIcdX1/W2bbz4eUj5sNLlIuFi2uyyOmh0BHKJCKECbvTuUjd+O456X8pr1bxHrpcDxks81Qk5EBLrSE0ZgTYwXjZs2IBnnnkGixcvxsmTJ9G3b19MmDDBalO1gwcPYsaMGZgzZw5OnTqFyZMnY/LkyTh79mxrT9UhCu2kSVNMsz5OmaT82YMaL0LcjpQZgyPRL8IHVQ1a/Hut8KZctloDUOzVerFW86YP9SwICItcLq6BnhhqPAgtguStkPA3BEeyDQDgyJVSlNSo4OMuwR19LVfAbEpj2Eh46vvRzDKU12ng6y7hi/dRgpRyBHnJoCdwWLTL19UxZndZom8LjZeSGhVyK+rBcQZXsy3oeZ6WXy0oldy0irElzxEATB8cAcCgyahqsL8q1ekJcsob02Yr6tT499qTuJBfhQBPKVY+OMDsxtc9xAtJUb7QE4NXwR7Uw9d0lXunsYLqgYwSFJsUG9PpCR+SmT4o0uw9g6L9IHUToaRGbbd5q6lY19qxph4IoTdxwGA8/HTSsN9TB0bYHDu0qz/evCsR/3d3b4xNCEa4rzuW39cPXjI3nM6uwNazjteayi6rg1ZPoJCIEWzBcOoR4oUwbzkaNHp8utvQtXtsgvkCgHp3qxq0gtKl8yptF6gzhXpOHEm4oOH+rgGeglOKw40GWI6Duhd6zYvydxcUlqfwnchLagUXOC250YyXZcuWYe7cufjXv/6Fnj17YuXKlXB3d8c333xjcfzHH3+MiRMn4vnnn0dCQgLeeustDBgwAJ9++mlrT9UhqFqdhhFs0c+Y52+tT4claM5/rIXViDXcxCJ89sAA+LpLcDa3Cm9uOS/ofbSug61YJjVsrNV6sVbzpg8f1rFvWNDYcvdg6zdjS/QMbQzNOcLvZwyr5FsTQwQLTOn+FTngeaHbGd8zxGIoit4IHcnKAswrGluDN16c1NRQo7NrgIddUWuknzuUcjeodXpBAnVav6NfhI9VjdaASF/EBXmiXqPDbym2RcYnrpZh6JKdGPHebvR9czv6vbkdA9/+G/suFkMhEeOLmQMRamG1PTXJIHDffNK+8UK7HDftUxPl74G+ET7QE+DP1Hz++X8ySpBbUQ9vhYQvSkiRuomQaBSe09Raa+TYKWcPOCfa3ZtejJIaFQI8pc28gkII8ZbjXyMMOqhV+y47XOnbVO9i6UbPcRwW3BzHP470c+e9cRR3qRvvjRLidcoRGDYCGj3AaQ6ExfhrtwMLT2eLDNJrRqIDXhfA8D1ynCFUVSrAY00I4Y3yjtBRGmhl40WtVuPEiRMYN25c4wZFIowbNw6HDh2y+J5Dhw6ZjQeACRMmWB2vUqlQVVVl9tcWFFQKz3mnLmZHjBdnPC+AYTXx3xn9wXHAuiPXBGlBqEVtU/PiYbtFAPVENA2jJXZRguMMceNiO+Wv003SpB2B9h6iacNC0OsJnxJN+zAJgXpeiqpVgtzkuRX1+OmE4aZoSU8ANN4IHa27QC9cttzFNF09s6QWFXWO1+qgYZ2+dkJGgOFG48i+0BtCTxsd1zmOw/RBBo/AxuPWQ0dZJbWY9c0xs3Osok4DrZ6gR4gXvpsz2Go2xq2JoRBxhvPPltu+1OiFAhrTTU2hoSNTD856o/7s7v5dLJZUoKm09ryyOTZqvFAinFi9U6/Q3f27ON3dfFZyFGRuIpzJqXS4ZIGlRpNNuX9wJP49JhY9Qrzw5cyBFo1oPmNHwM0/T4AhSKHH2ZHGj42eF+ELz0bRrmOel1PG32d/BzMV5RIxv/9CGnpW1GmgNpbhsBS2bA9a1XgpKSmBTqdDcLB5ymlwcDAKCiy7GAsKChwav2TJEnh7e/N/ERG2XZ+uQKPTo7TWdlNGUwYas4Uu5FcJcmtWNWj4+KIj1jtlZHwg7u5nuFEu3ZZuZ7T9bCPAvmC3wOiKDW3yfXjJJfzqxV6TwEuF1muW2IKmCTvieblQUIWSGhUUEnGzUI4tAjylEHGGcIC9qsl6PcEbv52DWqfH0K5+VlO5nRHt6vREUJaBj7sU0UYxpzPeF1p2XGgaeqID+3JR4PGe3L8LxCIOp3MqrVYhXbbjImpUWiRF+eLsGxNw7o0J+OvJkdj3/E3468mRFjU1FG93CZ8tQ5vbWYLuU9dAy16oO/qEQiLmkJJdgSNXSpFdVocd5w1apxmDI5uNB2w3IDSlsUCd9RtuY60XYav3khoVdhlbU9gLGdnC31PGG27rjzmmTbos4EbPcYa6TlufGmX1XKE3Ynu9nQghggrUUXqZCFuFepXo9x/lbz97jcJnizlgvBBCeGPRmWwvGm7PFNDRmt6PfNwlVvs0tTWdPtto0aJFqKys5P+ys50X9gmlqFoFQgCJmIOfgEygYKUcsYEe0BPgsIBGhbQLdaCXDEoH6k+Y8vQt3SDiDF2M7RVUE6J58bfheWnQ6FBuNMosaYBGxBkybOiN0Bq85yXIMeMlwbg6yiiqEVy2n2b/DIv1d+jH6CYW8XqcQhu6F0II3txyHtvPF0Ii5vDSrQlWxzoj2r1SXINatQ4KiRhxdkTdfS2UWRdCVYOGN3iGN8mSsgbdFyGeF6HGS4CnjG/AZym0k1ZQxYfm3ryrFzxlbvCQuSEhVIlIf3dBIcgx3Q0hk902+kzREJq1rI4gpRzTjEbAop9TMf+7E9DqCYbH+VvdR1o6/nxelU2NmmlfI2s4mjL8y6lcaPUEfSN8+EJvzmKqTaoWoE2iZFopUOcoQoX05SbFNJsutCzRLcQTbiIOFXUaPsPKHjR0RY+HEJxJl84sqUV5nQYyNxFvZDkCNRgzS4UYL4Z97yh6F6CVjZeAgACIxWIUFpqnAhYWFiIkxHJdg5CQEIfGy2QyKJVKs7/Whuo7grxs1wkwZVis4eJ/6LJ944W33B04+ZsS4efOF3Lacc66kE6r0/OGh03Pi43O0rR4kcxNZFE0Rm98+y+VWF291Km1yDZWB7WUJm2LMG85lHI3aPVEcClvWu2WpmI6gpBaL/87dJVvJvnhtH78CtsSzoh2T/OxbqXdmj50VXY0y7EO30eulEGnJ4gJ8BDkYgcab+wXCmyLdktqVCipUYPjhIVG7+5v8CT+kpLbrOTAsu0XQQhwW+9Qpy7iAHjj6NCVUqutGs4ISEldcFMcPKRiXCmpxfn8KriJOLxxZy+r47v4KBDgaegBZsvgy3VQ82LPS0AIwYZjtLaLY0UtLTEg0hexgR6o1+jw++l8+28wklFkuUCdo1BDxJ7nhYaMAjxlNiujU2RuYv78PCfAINfo9PwcIhy4fptW2RXq4aHVhvuG+5i1VRBKtAOeF17v0kFaAwCtbLxIpVIkJSVh586d/HN6vR47d+5EcnKyxfckJyebjQeAHTt2WB3fHhRZSQu2xTBjISBaZMkW1HhxxHK3BK0Qa6t7KO1ZIuIAXxteJOqVKatVN9N6mKZJW1rlDo72g0TMIbeinncTN4WKdQM8pXZ7gTSF4zgkOCDarVFp+Uqd9KblCPaMl8p6DT7cbgjXLbq1B+9St4W1jLSsklr871BWs15K1F1sL30ZAJKNIZ/jWeUONe+k2SNNa9PYghftam2Ldmkl5Ug/d0HVZW/pGQxPmRtyyuv5izZgyP7Zfr4QIg54+pZ4wfNsSs9QJXzcJahT66wKpxvDdD5WPyfMR4EN85PRNdADCaFKfP5gEuJseBI5juO9L9ZCR1qTG6ItzUuYjwJiEQeVVm/TKwgYjN9LRTV8faOWYtAmGUJjG44JqzNVXqvmF0OOavuaQq/F9nqONRqBwq/diQ4I6vMrGqDTE0jdRA4Vc6PHtVolvNYL9R4PinGuQKAj/bA6Wpo00AZho2eeeQZffvklvv32W1y4cAH//ve/UVtbi3/9618AgJkzZ2LRokX8+CeffBJbt27Fhx9+iLS0NLz++us4fvw4Fi5c2NpTFUxjNVnhB3JoV39wnKGCLHXBWYOmOjpiuVuCGi9HrpTxjfWaQuu2+HnIILbhRfJzl4LjAD0BypsIP+21SvCQufGepy1nLGeMXHQyZERxxHg5mFECrZ4g2t8dUf6Ou6vpcbeWcbTmQBaqGrSID/LEIyO7WhzTlGHG0NrOtEZDc+PxbIxbthev/XoOo5buxnajB02vJ9hlHDdCgGERF+SJAE8pVFq94NBRnVqLrcaO5nf1E35z4ziOv9jb8iTQEKHQej5yiRi3GrN1fjJpQPrB9osADLoYW0aCPUQiji98ZkmbVVTdgPzKBnCcZbGuKYldvLHr2TH468mRFltMNIUaL9ZEu/mVxhuiScjSEhKxiF/B26spRYW6k3qHOh2absrdA7pAIjZok4R4EC8ZvaRdfBTwlLWs2DvveamyHSIXWqDOFCr0puJ1W1BDIMJX4VDnZblE3NiQVIDuRaXVYY8xxHlLT2HVrJsS4UCYkXrXAztIawCgDYyX++67Dx988AFee+019OvXDykpKdi6dSsvyr127Rry8xvdjMOGDcO6devwxRdfoG/fvti0aRN++eUXJCYmtvZUBSO0r5Epvh5SPqvCXujIVZ6XKH93BHoZXNLW1PI0TdqegtxNLOI9M01Fu0Jq3lDvw2+n8yy6RYXqH6zBZxwV2L9o0hWLM14XoHE/ra3yfk0x6DIW3BRn0yA05RZjwbJjWeWoqFMjNacSr2w+C63Ry6XW6vHMj6eRWVKL1NxKFFap4CEV8x49W3Acxzf3PCAgbAkAf6UWoFatQ5S/u+CeKRQhAmRnjvc0Y9bR5lO5yKuox/5Lxdh3sRhuIg5PjnXe60KhBrYl44UaYrGBnvBo4Y22KTSkeMrKzfEqv5hR2D2f+A7FNkIB9WodfjemndM0cVcQ4CnjjbUfbWSGUWjtFEezCy1BPS+FlSqbYRehBepMoWHXlOwKu41v6bXbmYWnI7qXg5dLUavWIVgp42tpObu9KgGVfTtaawCgjQS7CxcuxNWrV6FSqXDkyBEMGTKEf23Pnj1Ys2aN2fipU6ciPT0dKpUKZ8+exaRJk9pimoIRWqCuKfRGI9h4cUCtbgmO4+ymaQtJk6ZQA6ep7sVadV1TxvcKhsxNhCvFtRbnQnsaOXsha/S8VNu8eOn0hM8AcUbvApiIAy2kfl8prsGVklpIxFyzYlq2iPR3R/dgL77q72PrTkCt0+OWnsG49M6tGBzthxqVFv/+/gRW7bvMz1+o2Hi0sRnk3+ftl6LX6hoLgjXtdSMEQZ4X2oDTAaHooGg/DO3qB7XO0I/qiR9OAQAeHBrllAetKbTHy/Gs8mZ6ndQc4Y32HKVPuA84DsirbLDozbtaZjBEhOwjFWHaMl62nStAtUqLcF+F081MrXGfMXT088kcu0Uyaai4pWJhwKDF4DhArdPzoXBL8H2NBGq4ACA+yBNeMjfUqXV2671QL0aEgD5ZTXEkXZpWBh/fM8QhD48pZvVx7HhfijpYjRfgOsg2ag+E3KwtQUMDB2zoXjQ6Pb86aKnnBWis82EtXtuYJm0/a8paxpEQT5SXXILbjPVUvjt8tdnrztzMTOkW7AURZ9Dk2KoncyCjBEXVhqq6I+JaaLxY8LzQ1NMhMf4OdSoGgPuMnoWPd15Cdlk9wn0V+ODevpCIRfjk/v4I8JQiraAafxrLpN8/OErwZ49NCIKIA87nV9m9UP1wLBuZJbXw85Bi1rBoh/YBMBftWhK/EkJ4Y9VRT9vzE3pALOJwrawO5XUaRPu744WJ3R2eoyXijeG1eo2uWTuL1FzD49YwXjxlbog3aj4spbPTMLKQ6wGtl5JpI2xEvSJTkyKcvvFZY0RcALr4KFDVoMW6I7a1L9T71lK9C2Ao+EcXYLZEu3yNFwfCRiIRh/5RwkJHtDO0M9duoenSey82ehwfGWm9Uaoj27R3Teho1XUBZrw4BY3/ORI2AgwrRzcRh+yyeqsnS15FPd/DxBUuOpoma61YnZAaL5QAL2q8NNG8CPREPZRsuNluOZNvtjoqrGpAQVUDRJztgmW2kEvEfB8oW/VMNhn1Enf0CXNKoQ+YiAMtrJL3XTIYpjc5Ua109rBo3sCL9nfHqoeS4G3sVxOslOOLmQP5issvTOwuSO9C8feU8fVsbJVxz62ox3t/pQEAnrg5ziktQpS/O7xsiHZzK+pRo9JCIuYcTpFNivLF93OGoEeIFyb3C8PauUMFCX6FYBpea+odbezv5HrjBWgsAmipjQPt9yWkbkjXAGPYyErhseyyOhy8XAqOA6YkWS6a2BLEIg4LjRVxV+zOQI2VJpF6k+yqhBDXZIiGChDt5hprvAjNnqMkGUOn9orwNYaNHPt8QFjY6GxuJRauPQkAuH9IZIs9jhECRbs3pGD3eoMQ4pTmBTCssKgxYS10ZBozdcWqiF5ss0rrLF5IeM2LgJOSNg9r5nmhxoudVgn9InyQ2EUJtVZvFhOnQsVuwV4t0hMMsiG4BIDjWWX4zdg4b1oLinLR415ZrzFzjRNC+JvPYBtF0awhEnH4ZEZ/7Hh6FHY9O6ZZ2u+ASF/8/cxonHz1Fjw2Js7Kp1jn9j4G3dG6o9csdjhXaXVYsPYkX+ztoeRoh7cBGEW7YdZDR9SgiQ30dKqqa3KsP7Y+NQofTe/v8E3I7mdbMF6KqhpQVK0yGNd2xLrO0tjGoaLZa1TzEi3gRkWN2+yyOouZZT8b6+QMi/W3mbnUEu5NCkdMgAdKa9VYvuOixTGXimpQZexrRfVqLYX+LvOtCOkbNDr+2uVI2Aho1L3Y87zkuEDzQktGNOVqaS1mrz6KapUWg6P98PIk67WjhBLpZ3ubgEG8T+8dLGzUialWaVFnzNxxVPMCAMNjqXDScujIVWJdio+7lPeqWOog6ojnhWY6mFaW1esJL+YKsSOC4zgOM4dGAwC+P3yVT7mmGhiadeEsNH5vyXg5cbUc/zauWKYNDG/Wm8YRlHI3yCWGn45pUayrpXWorNdA6iZyWngsEnGID/ayarhyHAc/D+fKc9/dvwu8ZG7ILKnlRcsUnZ7g+Y1nkJJdAW+FBMun9RMsNrZEbxsdptMLXKd1cDW0oOLxq2V8sbXDmWUADPN1lZenKabdv001W4QQhzRwgV4y+LhLoCfAxQLz37teT7DppGHRcK8LhbpNkYhFWHxHTwDAmoNZFr0Vx7IM32n/SOt9rRyl0fNi+UZMw0kKiRi+7o6FdPtGeEPEGW7y1rIMa1WNfYKcMV4a2zs0r9NDCMELm86gpEaNnqFKfDV7oKA6NXa36Wvf80IjDQqJGB7SjlFdF2DGi8NQnYNS7gaFEwcy2SSjwZKw1NXGC9C4GrNUwK24WrjmpVGw2xjyKatTQ6Mj4DhhLsU7+obBWyFBTnk9dhrrz9AsC1uF3IQwtKvB23E+v4rv46PR6fHOH+dx78qDKK5WoUeIV4tXLBzHWcw4oqvmXmFKp0NSrYmHzI3X1Sz56wIvSiWEYPFvZ/Hb6Ty4Gb0/LRWLN7YJaJ791dLMstYkOsADsYEe0OgI9l00LDD+uWQw9Khh0xp0D/GC1E2EqgYtsky6QhdWqVCn1kHE2a6uS+E4zmq219GsMmSX1cNT5oaJvYT383KGMd2DMLlfGHR6goXrTjYT0R43Gi+0kKYrCLFTqI7PNPKxXI/KFl5yCW9sWwsdUQPAWyFxKv2cehFr1TpUNGkj8/uZfBzJLINcIsKqh5Jclt4uJF2altMIUsoc/t5ak453he3gOCvWpfSL8IFYxKGwSmXxR5bdCsYLFcRZ6gvTmCotJGzUXLBLb97+HjJBIQCFVIz7hxgyEr7an4mSGhUfNnKmP4cpQV5yxAd5ghBD6fPSGhUe+voIvtyfCUKAyf3CsPHRZPgIaOlgD0uF6qgHSUgTw/bisZvi4OchxcXCGiz6ORV5FfVY9HMqvj98DRwHLL+vH0Y5mUJuCk3fvJBf1Uy0S8XZQmu8tDXjjOm+f18oBCEE/xh1TI5ojBxFIm7sMG2qe6Gp/10DPQVnljUajhVmz1O91+19Qp1aeDnK23f3RtcAD+RXNuCZH1P4UKVGp8d+43fqSF8xe1DPi7UWAbTGi6MhIwrtUXcsy4rxUtayRAu5RMx7t5uKdtccyAQAPDo6tsX1v0yJMBEJW8vSpJ6XjqR3AZjx4jB5TqTamaIwifFaKkrVOp4Xo/FSZC7i0+sJyowNJm0Vv6IE8GEjc7EtYF/vYsrsYdGQiDkczSrDXZ8egFqnR98InxYVGaPQ7JjXfz+Pmz/ci8NXyuAhFWPlg0n4aHp/hzOArEEvIFdNVsn0ptNSD1Jr4uchxTuTEyHigJ9O5mDYu7uw/lg2OA54Z3Jvl1RbBcxFuzQlFjCkYWcUO5dp1FbQmjtbzxZg/6US5FU2QCoWYUiMa9OKm9LXQpPGNGOn9AQHhOyWPC+1Ki3+TDXU02rNkJEpnjI3rHhgAGRuIuxJL8bHOy8BMGTkldaqEegl4wsDuoIQpe3mjDRNWogHyxKDjcf/iJX+dC0R61IsiXYvFlbj5LUKuIk4fuHnKkJ95BBxgEqrt5qlSa/xHUnvAjDjxWFaar0DQP8IWvSouQXPp0W20G1vCvW8ZDTxvJTUqqAnAMdBkI6CCnaLaxoLQfGeKAdO7GClHHNGGCrP0gvKzKHC035tMXVgOO9+raw3pNL+smA4JiY6V4XSGl35lFSDQajR6XHWWFW0bwc2XgDg1t6h+OKhgXz2SmygB76eNdClF0Zrot2s0jqotXq4S8UuF9u6iqQoX/QJ90a9RoeZ3xwFYKhW3dreCj7jyES0m2b0vPRwwNCjxktafjUvKP8zNR91ah2i/d1b7OF0hIRQJf7v7t4ADCUAPv77Ej7dZaghdM+ALi7TuwDm2UaWvAjOFKgzZWhMY1jaUlG37BaIdSnhFjQoP500eMxu7hHk8t5CErEIod62u5HnGzVEocx46dw4m2pnSmNFzQqz5yvrNKhqMKi6nSlyZI1Yo/FytbTWzIWfX9HYKVRIyId6Z9RaPaqN6nOqAXI08+qZW7phSIwfZG4iTBkQ7rIVv8xNjPXzhmL+6K54/OY4/LpwBOJbITzBFwMzGi/pxkaESrkbol1oeLYW43oGY+/zN+HsGxPw9zOjcXMP+2XsHYWKds+YhC9oyMiWKLm94TgOT41rrNgrFnF4dny3Vt8uNXrP5Vbx7TxouwtHSgiE+yrQxUcBrZ5gT7pBr0NDRvcmhbe5bmFKUjgeHR0LAFj+90Wk5lZC5ibC/YNd60Wgofw6tY6/jpqS08KFZ5BSjpgADxDSqNkxhU9p93M+fZk24zXVJ9LCkq66RjaFeoqsiXbzK1smlWgtWkc6fx2TW2E4wC0xXmhWTWpuJdRaPS/upK3JA71kLl3lhSrlUEjEqNfocK2sjg8j8Ra1wJWIXCKGj7sEFXUa5Fc0QBkiccrzAhiKSq2fNxSEwOU3sQg/dyy6teVphLaIofU0imtACMEpqneJ8OlQojZ7tLSnjC2okX7cRCNAU00TWynl2FXc3CMYnz0wAH+m5mN4XECLux4LIdrfHV18FMitqMc/GSUYGR/ANzLt4UA6McdxuK1PKL7YdwW/n8lDsFKGI5llEHHA3QPaJmTUlBcndoevuwTfHMiESqvHygeTXFIV2RS5MYuovE6DgsqGZh3uqWdBSL0cawyJ8UNmSS2OZpZhbIK5wU81hdQr6wzU4D+dbfBWZpXU4nJxLdxEnNMVwe0R6eeOw1fKrKZLU12j0PtEW8E8Lw6S60SFxqbEBHjAWyGBSqvn3cJAo7Ud74KKk6aIRBxigww/qMsmFn2e0fMS5kCHVWq00ZgstcqDnbDKOY7rsKtve0T5u4PjgOoGQ3pkZ9C7tDVUz5BWUM2LvOmK1ZVCzdZiUu9QfHr/AMxwsYfAGhzHNXaCP1+APenF0OkJuvgoHF4c3GGs6fPHmXw89LUh9DVlQHi7heo4jsP80bE4vGgsTv7nFpe3JaDQcg35TdKl1Vo9/1xL9IT0vKXp85QGjY737LTEeOlvvH5cLKpGjUqLv40ZmYNj/FyWYdSUCDtVdjuq54UZLw6g0xPeCm2J5oXjON77YirOo43KXFEuuym8aNek54mjnhegef+NQic9L50duaRRs3GluJYvajagDfUEHR1/TxkvND10uRS1Ki2vCxrkRBG/G4FxCTTTqQibThhqstyaGOJEfyklf6OtUWkhl4jw5LiWN69sKa29YAkz3mDpIpOSa6xcLpfY7sxtD1qB+WxupVnRz6uldSAE8JK7tagyepBSjlBvOQgxbON3Y1HNCb1cq9kzheorTZMPKHo94a/xocx46bwUV6ug0RGIRRyCW5g2Zkn3klHYOp4XAIgzGi+msdS8SsdPSioooxeHgg5qlbcF1CDcfCoXuRX1xowUdlM2hTYj3X+pGCevlfOehJYY/9czQ7r6IcJPgbJaNf6+YOiTNamP4zVZOI7Dlw8NxOAYP/QI8cK6uUNbraJuR6Kxbom58WKaxdmSsG4XHwXCfRXQ6YlZvZcrfMjIs8VhY3pv2HAsG6dzKiEWGcKArYWtlhIltSpo9QQigXW82hJmvDgAvWGHKOUtVsn3t9Ar45LRsHBFynBTYi3Uesl3Iu3bNJWvvFbNC+M6auZIa3KTMQb9w1FDA7qB0b6tVoG1s0I9Cb+fzsfnewzdsIfHtW7KcWdGIhbhncm9+cdDYvzQz8m6Qd7uEvw4PxlbnxqFAZE3hkeQL7HfRHx6zagnjGyBmJZCU+aPmqRM0xt/rIO9uiwx2lhnafMpQyuHUfEBgupwOUt0gMHgK6lR8VWlKXRxGuTV8nueq+lYs+ngXDO2pne2ToApAyJ9IOIMK4L8yno0aHT8Dy4+uBU8L9R4KappTHN2wmvSqHmp51Ovu/goWtSTqLNya2/z1dDI+NYR1HVmhnb1Q0KoEvUaHQ4aQ2s0TZ5hmVHdArHqoSR8PL0f1j4ypNPqwtoDvsR+E/2GK+tnUe/qkSuNuhe+X5cLvOb3JoWbpcbTRpethZdcwhtHWSXm31tH1bsAzHhxiEyjXqQlgiyKl1zC12M4dLkU5/OrQAjg6y7h66m4kmh/D0jEHKpVWuRW1EOnJyg0FiVypO6Badt2WnysNTQ6nYFgpZy/kMUEeGDGYOebPV6vcByHhTc1XnxvTQzpsMXpOhITeoXgrn6urYNyI9DYq8c8bET1HJEtKCBHGWJsQ3I6p4JPaacedFdU13YTi/Dx9P64o28YfpyfjCQXtlCwRmPpB/NaYI3p5R3PeLnxlsstgLoGY1zgGgSAobH+OJ1TiUOXS/kCSkNi/Fsl1VbqJkJ8kBfO51fhbG4VVFo9dHrisICNZlmV1apxxlhMqzU0Op2F9+/tgz3pxbg3KfyG9D4J4bY+oYgNGoniatUNE75gtA+0ZklZrRo1Ki1fCiDDRJPSUiL93BGilKOgqgGnrpUjNsgTOeX1EHGGBo6uoHuIFz6Z0d8lnyWE6AB3HM0q44tuUrKMj4V0NG9rmFnvALQIkasOZLJRub7vUjFfTKo1+6ckdjFkfpzPq8T5PFq5U+lQ92BvhYRX9K8/ZsiGuFE9LwAQ5e+BWcOimeFihx4hSoyMD2TfE6NV8ZJL4GPsGE1Tfxs0Ov4m7AqvH8dxfBPYnWlFOGn0unQPUbqs/Uhb01i3qonxQu95LlqwuxJmvAiEEOLSsBEADO3qjwBPKQqrVDhu/AG0ZufaXrRce14VztPKnU4UCxveZI6todFhMBgMZ6ChI6pzuVxcAz0xLLxclTFDq93+cioX+4xdx5OifFzy2e1BN+M1nFbAplBjxlXRBlfCjBeBFNeoUGtsTe+qrp5yiRizjY0EAUP/kpZUf7QH9byk5lbiXJ7jZccpI026DsslIr5VPIPBYLQ31BNMb8RUm9c92MtlIfnR3QIR6CVDaa0aPxw1eKDHJbi+xUZbQesxXS6u4fthNWh0yDPWAmNho04M9bp08VUIbk0vhIeSozE4xg/jewbjm9mDWrW0fEKoEjI3EYqrVdh30bBacMrzEtuY6vrChB6d1lXKYDCuP3oZr2nn8gwl9tMLaT8t13mI3cQiPDw8hn88OMaPT3HujIR6y+HjLoFWT/haYNllxsJ7MjcEeLo+iaSlsAC0QDQ6gh4hXi5JtTPFW2GoxdAWuEvdcFufUPx80lA/QCoWOdStluLvKcPbkxNRWqM28xwxGAxGe9OTN14M3mXa3NLVHuJHR3eFr7sE288X4uVJCZ2qp1lTOI5DQogSh64YMl8Tu3jz4t3oAI8OuW/MeBHIiPgAbH1qVHtPo8U8MCSKN16evqWb00XVHhwa5cppMRgMhkvoFWrQ9uWU16O0RsU3Bk1ycesOjuMwfXAkprdR76vWJiHUaLwYjb6zuQbPVUfNJmXGyw3GgEgfPD2uGwDDyoHBYDCuJ7zdJQj3VSCnvB7fH76GGpUWfh5Sp/R9NxJ9jB2tjxqbTh41NlEd2EH7kDHj5QaD47gO0aCNwWAwWotB0X7IKc/F8r8vAjD02GKVim0zMj4AHAecz69Cdlkd33dvcEzHrM3UKoLdrKwszJkzBzExMVAoFIiNjcXixYuhVqttvm/MmDHgOM7s79FHH22NKTIYDAbjOuWhZPOw9qhOLKZtK/w9ZehvbAr5352XoNLq4esu4RvQdjRaxfOSlpYGvV6PVatWIS4uDmfPnsXcuXNRW1uLDz74wOZ7586dizfffJN/7O5+/XdCZTAYDIbrGBDpi4FRvjh+tRxjewRhcr8u7T2lTsHYhGCcvFaBjSdyABhqkXVEsS7QSsbLxIkTMXHiRP5x165dkZ6ejs8//9yu8eLu7o6QkJDWmBaDwWAwbhA+e2AATl6rwLiEINYjSiAzBkfi24NZKDL2vXt2fLd2npF12uyIVlZWws/PvvBn7dq1CAgIQGJiIhYtWoS6ujqb41UqFaqqqsz+GAwGg3FjE6SUY2JiCDNcHMDPQ4q1jwzBuIRgfDlzIOKCOm4B0jYR7GZkZOCTTz6x63W5//77ERUVhbCwMJw5cwYvvvgi0tPT8fPPP1t9z5IlS/DGG2+4esoMBoPBYNxwxAd74atZA9t7GnbhCCFE6OCXXnoJ7733ns0xFy5cQI8ePfjHubm5GD16NMaMGYOvvvrKocnt2rULY8eORUZGBmJjYy2OUalUUKlU/OPKykpERkYiOzsbSiVLjWMwGAwGozNQVVWFiIgIVFRUwNvbdoduh4yX4uJilJaW2hzTtWtXSKWGUsJ5eXkYM2YMhg4dijVr1kAkcsx9V1tbC09PT2zduhUTJkwQ9J6cnBxEREQ4tB0Gg8FgMBgdg+zsbISHh9sc41DYKDAwEIGBwlLOcnNzcdNNNyEpKQmrV6922HABgJSUFABAaGio4PeEhYUhOzsbXl6ua8JFoVYh8+p0DNjx6HiwY9KxYMejY8GOh20IIaiurkZYWJjdsa2iecnNzcWYMWMQFRWFDz74AMXFxfxrNJMoNzcXY8eOxf/+9z8MHjwYly9fxrp16zBp0iT4+/vjzJkzePrppzFq1Cj06dNH8LZFIpFdi62lKJVKduJ1INjx6HiwY9KxYMejY8GOh3XshYsorWK87NixAxkZGcjIyGhmSNAolUajQXp6Op9NJJVK8ffff+Ojjz5CbW0tIiIiMGXKFPznP/9pjSkyGAwGg8HopDikebnRqaqqgre3NyorK5nV3AFgx6PjwY5Jx4Idj44FOx6ugyXAO4BMJsPixYshk8naeyoMsOPREWHHpGPBjkfHgh0P18E8LwwGg8FgMDoVzPPCYDAYDAajU8GMFwaDwWAwGJ0KZrwwGAwGg8HoVDDjhcFgMBgMRqeCGS8CWbFiBaKjoyGXyzFkyBAcPXq0vad03bJv3z7ccccdCAsLA8dx+OWXX8xeJ4TgtddeQ2hoKBQKBcaNG4dLly6ZjSkrK8MDDzwApVIJHx8fzJkzBzU1NW24F9cHS5YswaBBg+Dl5YWgoCBMnjwZ6enpZmMaGhqwYMEC+Pv7w9PTE1OmTEFhYaHZmGvXruG2226Du7s7goKC8Pzzz0Or1bblrlw3fP755+jTpw9f6Cw5ORl//fUX/zo7Hu3Lu+++C47j8NRTT/HPsWPiepjxIoANGzbgmWeeweLFi3Hy5En07dsXEyZMQFFRUXtP7bqktrYWffv2xYoVKyy+/v777+O///0vVq5ciSNHjsDDwwMTJkxAQ0MDP+aBBx7AuXPnsGPHDmzZsgX79u3DvHnz2moXrhv27t2LBQsW4PDhw9ixYwc0Gg3Gjx+P2tpafszTTz+N33//HRs3bsTevXuRl5eHe+65h39dp9Phtttug1qtxsGDB/Htt99izZo1eO2119pjlzo94eHhePfdd3HixAkcP34cN998M+666y6cO3cOADse7cmxY8ewatWqZlXh2TFpBQjDLoMHDyYLFizgH+t0OhIWFkaWLFnSjrO6MQBANm/ezD/W6/UkJCSELF26lH+uoqKCyGQy8sMPPxBCCDl//jwBQI4dO8aP+euvvwjHcSQ3N7fN5n49UlRURACQvXv3EkIM371EIiEbN27kx1y4cIEAIIcOHSKEEPLnn38SkUhECgoK+DGff/45USqVRKVSte0OXKf4+vqSr776ih2PdqS6uprEx8eTHTt2kNGjR5Mnn3ySEMJ+I60F87zYQa1W48SJExg3bhz/nEgkwrhx43Do0KF2nNmNSWZmJgoKCsyOh7e3N4YMGcIfj0OHDsHHxwcDBw7kx4wbNw4ikQhHjhxp8zlfT1RWVgIA/Pz8AAAnTpyARqMxOx49evRAZGSk2fHo3bs3goOD+TETJkxAVVUV7y1gOIdOp8P69etRW1uL5ORkdjzakQULFuC2224z++4B9htpLVqlt9H1RElJCXQ6ndlJBQDBwcFIS0trp1nduBQUFACAxeNBXysoKEBQUJDZ625ubvDz8+PHMBxHr9fjqaeewvDhw5GYmAjA8F1LpVL4+PiYjW16PCwdL/oaw3FSU1ORnJyMhoYGeHp6YvPmzejZsydSUlLY8WgH1q9fj5MnT+LYsWPNXmO/kdaBGS8MBkMQCxYswNmzZ/HPP/+091RueLp3746UlBRUVlZi06ZNmDVrFvbu3dve07ohyc7OxpNPPokdO3ZALpe393RuGFjYyA4BAQEQi8XNlOGFhYUICQlpp1nduNDv3NbxCAkJaSam1mq1KCsrY8fMSRYuXIgtW7Zg9+7dZp3iQ0JCoFarUVFRYTa+6fGwdLzoawzHkUqliIuLQ1JSEpYsWYK+ffvi448/ZsejHThx4gSKioowYMAAuLm5wc3NDXv37sV///tfuLm5ITg4mB2TVoAZL3aQSqVISkrCzp07+ef0ej127tyJ5OTkdpzZjUlMTAxCQkLMjkdVVRWOHDnCH4/k5GRUVFTgxIkT/Jhdu3ZBr9djyJAhbT7nzgwhBAsXLsTmzZuxa9cuxMTEmL2elJQEiURidjzS09Nx7do1s+ORmppqZlDu2LEDSqUSPXv2bJsduc7R6/VQqVTseLQDY8eORWpqKlJSUvi/gQMH4oEHHuD/z45JK9DeiuHOwPr164lMJiNr1qwh58+fJ/PmzSM+Pj5mynCG66iurianTp0ip06dIgDIsmXLyKlTp8jVq1cJIYS8++67xMfHh/z666/kzJkz5K677iIxMTGkvr6e/4yJEyeS/v37kyNHjpB//vmHxMfHkxkzZrTXLnVa/v3vfxNvb2+yZ88ekp+fz//V1dXxYx599FESGRlJdu3aRY4fP06Sk5NJcnIy/7pWqyWJiYlk/PjxJCUlhWzdupUEBgaSRYsWtccudXpeeuklsnfvXpKZmUnOnDlDXnrpJcJxHNm+fTshhB2PjoBpthEh7Ji0Bsx4Ecgnn3xCIiMjiVQqJYMHDyaHDx9u7yldt+zevZsAaPY3a9YsQoghXfrVV18lwcHBRCaTkbFjx5L09HSzzygtLSUzZswgnp6eRKlUkn/961+kurq6Hfamc2PpOAAgq1ev5sfU19eTxx57jPj6+hJ3d3dy9913k/z8fLPPycrKIrfeeitRKBQkICCAPPvss0Sj0bTx3lwfPPzwwyQqKopIpVISGBhIxo4dyxsuhLDj0RFoarywY+J6OEIIaR+fD4PBYDAYDIbjMM0Lg8FgMBiMTgUzXhgMBoPBYHQqmPHCYDAYDAajU8GMFwaDwWAwGJ0KZrwwGAwGg8HoVDDjhcFgMBgMRqeCGS8MBoPBYDA6Fcx4YTAYDAaD0algxguDwWAwGIxOBTNeGAwGg8FgdCqY8cJgMBgMBqNTwYwXBoPBYDAYnYr/B4rJnNN8//J0AAAAAElFTkSuQmCC", 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" ] @@ -236,12 +236,12 @@ "output_type": "stream", "text": [ "idx: 701\n", - " class 0 with c_x_train.shape (1803, 450, 1)\n" + " class 0 with c_x_train.shape (1787, 450, 1)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -253,12 +253,12 @@ "name": "stdout", "output_type": "stream", "text": [ - " class 1 with c_x_train.shape (1697, 450, 1)\n" + " class 1 with c_x_train.shape (1713, 450, 1)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -400,154 +400,162 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { "id": "l8CubWn7h0vs" }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-07-24 23:42:02.348039: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.381233: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.381470: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.383607: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX_VNNI FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-07-24 23:42:02.385630: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.385894: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.386062: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.956319: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.956669: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.956897: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2023-07-24 23:42:02.957079: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1613] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 6218 MB memory: -> device: 0, name: NVIDIA RTX A2000 8GB Laptop GPU, pci bus id: 0000:01:00.0, compute capability: 8.6\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"model_3\"\n", + "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", - " input_4 (InputLayer) [(None, 450, 1)] 0 [] \n", + " input_1 (InputLayer) [(None, 450, 1)] 0 [] \n", " \n", - " layer_normalization_40 (LayerN (None, 450, 1) 2 ['input_4[0][0]'] \n", - " ormalization) \n", + " layer_normalization (LayerNorm (None, 450, 1) 2 ['input_1[0][0]'] \n", + " alization) \n", " \n", - " multi_head_attention_20 (Multi (None, 450, 1) 7169 ['layer_normalization_40[0][0]', \n", - " HeadAttention) 'layer_normalization_40[0][0]'] \n", + " multi_head_attention (MultiHea (None, 450, 1) 14337 ['layer_normalization[0][0]', \n", + " dAttention) 'layer_normalization[0][0]'] \n", " \n", - " dropout_43 (Dropout) (None, 450, 1) 0 ['multi_head_attention_20[0][0]']\n", + " dropout (Dropout) (None, 450, 1) 0 ['multi_head_attention[0][0]'] \n", " \n", - " tf.__operators__.add_40 (TFOpL (None, 450, 1) 0 ['dropout_43[0][0]', \n", - " ambda) 'input_4[0][0]'] \n", + " tf.__operators__.add (TFOpLamb (None, 450, 1) 0 ['dropout[0][0]', \n", + " da) 'input_1[0][0]'] \n", " \n", - " layer_normalization_41 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_40[0][0]']\n", - " ormalization) \n", + " layer_normalization_1 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add[0][0]'] \n", + " rmalization) \n", " \n", - " conv1d_40 (Conv1D) (None, 450, 4) 8 ['layer_normalization_41[0][0]'] \n", + " conv1d (Conv1D) (None, 450, 4) 8 ['layer_normalization_1[0][0]'] \n", " \n", - " dropout_44 (Dropout) (None, 450, 4) 0 ['conv1d_40[0][0]'] \n", + " dropout_1 (Dropout) (None, 450, 4) 0 ['conv1d[0][0]'] \n", " \n", - " conv1d_41 (Conv1D) (None, 450, 1) 5 ['dropout_44[0][0]'] \n", + " conv1d_1 (Conv1D) (None, 450, 1) 5 ['dropout_1[0][0]'] \n", " \n", - " tf.__operators__.add_41 (TFOpL (None, 450, 1) 0 ['conv1d_41[0][0]', \n", - " ambda) 'tf.__operators__.add_40[0][0]']\n", + " tf.__operators__.add_1 (TFOpLa (None, 450, 1) 0 ['conv1d_1[0][0]', \n", + " mbda) 'tf.__operators__.add[0][0]'] \n", " \n", - " layer_normalization_42 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_41[0][0]']\n", - " ormalization) \n", + " layer_normalization_2 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add_1[0][0]'] \n", + " rmalization) \n", " \n", - " multi_head_attention_21 (Multi (None, 450, 1) 7169 ['layer_normalization_42[0][0]', \n", - " HeadAttention) 'layer_normalization_42[0][0]'] \n", + " multi_head_attention_1 (MultiH (None, 450, 1) 14337 ['layer_normalization_2[0][0]', \n", + " eadAttention) 'layer_normalization_2[0][0]'] \n", " \n", - " dropout_45 (Dropout) (None, 450, 1) 0 ['multi_head_attention_21[0][0]']\n", + " dropout_2 (Dropout) (None, 450, 1) 0 ['multi_head_attention_1[0][0]'] \n", " \n", - " tf.__operators__.add_42 (TFOpL (None, 450, 1) 0 ['dropout_45[0][0]', \n", - " ambda) 'tf.__operators__.add_41[0][0]']\n", + " tf.__operators__.add_2 (TFOpLa (None, 450, 1) 0 ['dropout_2[0][0]', \n", + " mbda) 'tf.__operators__.add_1[0][0]'] \n", " \n", - " layer_normalization_43 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_42[0][0]']\n", - " ormalization) \n", + " layer_normalization_3 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add_2[0][0]'] \n", + " rmalization) \n", " \n", - " conv1d_42 (Conv1D) (None, 450, 4) 8 ['layer_normalization_43[0][0]'] \n", + " conv1d_2 (Conv1D) (None, 450, 4) 8 ['layer_normalization_3[0][0]'] \n", " \n", - " dropout_46 (Dropout) (None, 450, 4) 0 ['conv1d_42[0][0]'] \n", + " dropout_3 (Dropout) (None, 450, 4) 0 ['conv1d_2[0][0]'] \n", " \n", - " conv1d_43 (Conv1D) (None, 450, 1) 5 ['dropout_46[0][0]'] \n", + " conv1d_3 (Conv1D) (None, 450, 1) 5 ['dropout_3[0][0]'] \n", " \n", - " tf.__operators__.add_43 (TFOpL (None, 450, 1) 0 ['conv1d_43[0][0]', \n", - " ambda) 'tf.__operators__.add_42[0][0]']\n", + " tf.__operators__.add_3 (TFOpLa (None, 450, 1) 0 ['conv1d_3[0][0]', \n", + " mbda) 'tf.__operators__.add_2[0][0]'] \n", " \n", - " layer_normalization_44 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_43[0][0]']\n", - " ormalization) \n", + " layer_normalization_4 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add_3[0][0]'] \n", + " rmalization) \n", " \n", - " multi_head_attention_22 (Multi (None, 450, 1) 7169 ['layer_normalization_44[0][0]', \n", - " HeadAttention) 'layer_normalization_44[0][0]'] \n", + " multi_head_attention_2 (MultiH (None, 450, 1) 14337 ['layer_normalization_4[0][0]', \n", + " eadAttention) 'layer_normalization_4[0][0]'] \n", " \n", - " dropout_47 (Dropout) (None, 450, 1) 0 ['multi_head_attention_22[0][0]']\n", + " dropout_4 (Dropout) (None, 450, 1) 0 ['multi_head_attention_2[0][0]'] \n", " \n", - " tf.__operators__.add_44 (TFOpL (None, 450, 1) 0 ['dropout_47[0][0]', \n", - " ambda) 'tf.__operators__.add_43[0][0]']\n", + " tf.__operators__.add_4 (TFOpLa (None, 450, 1) 0 ['dropout_4[0][0]', \n", + " mbda) 'tf.__operators__.add_3[0][0]'] \n", " \n", - " layer_normalization_45 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_44[0][0]']\n", - " ormalization) \n", + " layer_normalization_5 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add_4[0][0]'] \n", + " rmalization) \n", " \n", - " conv1d_44 (Conv1D) (None, 450, 4) 8 ['layer_normalization_45[0][0]'] \n", + " conv1d_4 (Conv1D) (None, 450, 4) 8 ['layer_normalization_5[0][0]'] \n", " \n", - " dropout_48 (Dropout) (None, 450, 4) 0 ['conv1d_44[0][0]'] \n", + " dropout_5 (Dropout) (None, 450, 4) 0 ['conv1d_4[0][0]'] \n", " \n", - " conv1d_45 (Conv1D) (None, 450, 1) 5 ['dropout_48[0][0]'] \n", + " conv1d_5 (Conv1D) (None, 450, 1) 5 ['dropout_5[0][0]'] \n", " \n", - " tf.__operators__.add_45 (TFOpL (None, 450, 1) 0 ['conv1d_45[0][0]', \n", - " ambda) 'tf.__operators__.add_44[0][0]']\n", + " tf.__operators__.add_5 (TFOpLa (None, 450, 1) 0 ['conv1d_5[0][0]', \n", + " mbda) 'tf.__operators__.add_4[0][0]'] \n", " \n", - " layer_normalization_46 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_45[0][0]']\n", - " ormalization) \n", + " layer_normalization_6 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add_5[0][0]'] \n", + " rmalization) \n", " \n", - " multi_head_attention_23 (Multi (None, 450, 1) 7169 ['layer_normalization_46[0][0]', \n", - " HeadAttention) 'layer_normalization_46[0][0]'] \n", + " multi_head_attention_3 (MultiH (None, 450, 1) 14337 ['layer_normalization_6[0][0]', \n", + " eadAttention) 'layer_normalization_6[0][0]'] \n", " \n", - " dropout_49 (Dropout) (None, 450, 1) 0 ['multi_head_attention_23[0][0]']\n", + " dropout_6 (Dropout) (None, 450, 1) 0 ['multi_head_attention_3[0][0]'] \n", " \n", - " tf.__operators__.add_46 (TFOpL (None, 450, 1) 0 ['dropout_49[0][0]', \n" + " tf.__operators__.add_6 (TFOpLa (None, 450, 1) 0 ['dropout_6[0][0]', \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - " ambda) 'tf.__operators__.add_45[0][0]']\n", + " mbda) 'tf.__operators__.add_5[0][0]'] \n", " \n", - " layer_normalization_47 (LayerN (None, 450, 1) 2 ['tf.__operators__.add_46[0][0]']\n", - " ormalization) \n", + " layer_normalization_7 (LayerNo (None, 450, 1) 2 ['tf.__operators__.add_6[0][0]'] \n", + " rmalization) \n", " \n", - " conv1d_46 (Conv1D) (None, 450, 4) 8 ['layer_normalization_47[0][0]'] \n", + " conv1d_6 (Conv1D) (None, 450, 4) 8 ['layer_normalization_7[0][0]'] \n", " \n", - " dropout_50 (Dropout) (None, 450, 4) 0 ['conv1d_46[0][0]'] \n", + " dropout_7 (Dropout) (None, 450, 4) 0 ['conv1d_6[0][0]'] \n", " \n", - " conv1d_47 (Conv1D) (None, 450, 1) 5 ['dropout_50[0][0]'] \n", + " conv1d_7 (Conv1D) (None, 450, 1) 5 ['dropout_7[0][0]'] \n", " \n", - " tf.__operators__.add_47 (TFOpL (None, 450, 1) 0 ['conv1d_47[0][0]', \n", - " ambda) 'tf.__operators__.add_46[0][0]']\n", + " tf.__operators__.add_7 (TFOpLa (None, 450, 1) 0 ['conv1d_7[0][0]', \n", + " mbda) 'tf.__operators__.add_6[0][0]'] \n", " \n", - " global_average_pooling1d_3 (Gl (None, 450) 0 ['tf.__operators__.add_47[0][0]']\n", - " obalAveragePooling1D) \n", + " global_average_pooling1d (Glob (None, 450) 0 ['tf.__operators__.add_7[0][0]'] \n", + " alAveragePooling1D) \n", " \n", - " dense_6 (Dense) (None, 128) 57728 ['global_average_pooling1d_3[0][0\n", - " ]'] \n", + " dense (Dense) (None, 128) 57728 ['global_average_pooling1d[0][0]'\n", + " ] \n", " \n", - " dropout_51 (Dropout) (None, 128) 0 ['dense_6[0][0]'] \n", + " dropout_8 (Dropout) (None, 128) 0 ['dense[0][0]'] \n", " \n", - " dense_7 (Dense) (None, 2) 258 ['dropout_51[0][0]'] \n", + " dense_1 (Dense) (None, 2) 258 ['dropout_8[0][0]'] \n", " \n", "==================================================================================================\n", - "Total params: 86,730\n", - "Trainable params: 86,730\n", + "Total params: 115,402\n", + "Trainable params: 115,402\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "input_shape: (450, 1)\n" ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "input_shape = x_train.shape[1:]\n", "\n", - "epoch_number = 2\n", + "# epoch_number = 2\n", "# epoch_number = 10\n", + "epoch_number = 25\n", "# epoch_number = 50\n", "# epoch_number = 100\n", "# epoch_number = 200\n", @@ -560,9 +568,9 @@ "\n", "\n", "## Transformer settings \n", - "head_size=256; num_heads=4; num_transformer_blocks = 4\n", + "# head_size=256; num_heads=4; num_transformer_blocks = 4\n", "# head_size=256; num_heads=4; num_transformer_blocks = 8\n", - "# head_size=512; num_heads=4; num_transformer_blocks = 4\n", + "head_size=512; num_heads=4; num_transformer_blocks = 4\n", "# head_size=1024; num_heads=4; num_transformer_blocks = 4\n", "# head_size=1024; num_heads=8; num_transformer_blocks = 8\n", "\n", @@ -594,7 +602,27 @@ "# keras.callbacks.ReduceLROnPlateau(monitor=\"val_loss\", factor=0.5, patience=20, min_lr=0.0001),\n", "# keras.callbacks.EarlyStopping(monitor=\"val_loss\", patience=50, verbose=1),\n", "\n", - "print(f'input_shape: {input_shape}')\n", + "print(f'input_shape: {input_shape}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "keras.utils.plot_model(model, show_shapes=True)\n" ] }, @@ -607,42 +635,57 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/2\n" + "Epoch 1/25\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2023-07-24 09:54:25.803451: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:219] failed to create cublas handle: cublas error\n", - "2023-07-24 09:54:25.803504: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:221] Failure to initialize cublas may be due to OOM (cublas needs some free memory when you initialize it, and your deep-learning framework may have preallocated more than its fair share), or may be because this binary was not built with support for the GPU in your machine.\n", - "2023-07-24 09:54:25.803542: W tensorflow/core/framework/op_kernel.cc:1830] OP_REQUIRES failed at matmul_op_impl.h:622 : INTERNAL: Attempting to perform BLAS operation using StreamExecutor without BLAS support\n", - "2023-07-24 09:54:25.808598: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:219] failed to create cublas handle: cublas error\n", - "2023-07-24 09:54:25.808619: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:221] Failure to initialize cublas may be due to OOM (cublas needs some free memory when you initialize it, and your deep-learning framework may have preallocated more than its fair share), or may be because this binary was not built with support for the GPU in your machine.\n", - "2023-07-24 09:54:25.808632: W tensorflow/core/framework/op_kernel.cc:1830] OP_REQUIRES failed at matmul_op_impl.h:622 : INTERNAL: Attempting to perform BLAS operation using StreamExecutor without BLAS support\n", - "2023-07-24 09:54:25.816895: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:219] failed to create cublas handle: cublas error\n", - "2023-07-24 09:54:25.816953: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:221] Failure to initialize cublas may be due to OOM (cublas needs some free memory when you initialize it, and your deep-learning framework may have preallocated more than its fair share), or may be because this binary was not built with support for the GPU in your machine.\n", - "2023-07-24 09:54:25.816983: W tensorflow/core/framework/op_kernel.cc:1830] OP_REQUIRES failed at matmul_op_impl.h:622 : INTERNAL: Attempting to perform BLAS operation using StreamExecutor without BLAS support\n" + "2023-07-24 23:42:09.333442: I tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:630] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n", + "2023-07-24 23:42:09.523064: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:428] Loaded cuDNN version 8800\n", + "2023-07-24 23:42:10.447165: I tensorflow/compiler/xla/service/service.cc:173] XLA service 0x7fa304184ac0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", + "2023-07-24 23:42:10.447196: I tensorflow/compiler/xla/service/service.cc:181] StreamExecutor device (0): NVIDIA RTX A2000 8GB Laptop GPU, Compute Capability 8.6\n", + "2023-07-24 23:42:10.452864: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", + "2023-07-24 23:42:10.613126: I tensorflow/compiler/jit/xla_compilation_cache.cc:477] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n" ] }, { - "ename": "InternalError", - "evalue": "Graph execution error:\n\nDetected at node 'model_3/multi_head_attention_20/key/einsum/Einsum' defined at (most recent call last):\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n return _run_code(code, main_globals, None,\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/runpy.py\", line 86, in _run_code\n exec(code, run_globals)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel_launcher.py\", line 17, in \n app.launch_new_instance()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/traitlets/config/application.py\", line 1043, in launch_instance\n app.start()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 728, in start\n self.io_loop.start()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/tornado/platform/asyncio.py\", line 195, in start\n self.asyncio_loop.run_forever()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/asyncio/base_events.py\", line 603, in run_forever\n self._run_once()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/asyncio/base_events.py\", line 1909, in _run_once\n handle._run()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/asyncio/events.py\", line 80, in _run\n self._context.run(self._callback, *self._args)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 516, in dispatch_queue\n await self.process_one()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 505, in process_one\n await dispatch(*args)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 412, in dispatch_shell\n await result\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 740, in execute_request\n reply_content = await reply_content\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/ipkernel.py\", line 422, in do_execute\n res = shell.run_cell(\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/zmqshell.py\", line 540, in run_cell\n return super().run_cell(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3009, in run_cell\n result = self._run_cell(\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3064, in _run_cell\n result = runner(coro)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/async_helpers.py\", line 129, in _pseudo_sync_runner\n coro.send(None)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3269, in run_cell_async\n has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3448, in run_ast_nodes\n if await self.run_code(code, result, async_=asy):\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3508, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)\n File \"/tmp/ipykernel_336590/3912216288.py\", line 2, in \n history = model.fit(\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1650, in fit\n tmp_logs = self.train_function(iterator)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1249, in train_function\n return step_function(self, iterator)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1233, in step_function\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1222, in run_step\n outputs = model.train_step(data)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1023, in train_step\n y_pred = self(x, training=True)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 561, in __call__\n return super().__call__(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/base_layer.py\", line 1132, in __call__\n outputs = call_fn(inputs, *args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 96, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/functional.py\", line 511, in call\n return self._run_internal_graph(inputs, training=training, mask=mask)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/functional.py\", line 668, in _run_internal_graph\n outputs = node.layer(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/base_layer.py\", line 1132, in __call__\n outputs = call_fn(inputs, *args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 96, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/layers/attention/multi_head_attention.py\", line 590, in call\n key = self._key_dense(key)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/base_layer.py\", line 1132, in __call__\n outputs = call_fn(inputs, *args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 96, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/layers/core/einsum_dense.py\", line 207, in call\n ret = tf.einsum(self.equation, inputs, self.kernel)\nNode: 'model_3/multi_head_attention_20/key/einsum/Einsum'\nAttempting to perform BLAS operation using StreamExecutor without BLAS support\n\t [[{{node model_3/multi_head_attention_20/key/einsum/Einsum}}]] [Op:__inference_train_function_38909]", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mInternalError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[13], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# fit network\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mx_train\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalidation_split\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.2\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepoch_number\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbatch_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallbacks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py:70\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 67\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m 68\u001b[0m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;66;03m# `tf.debugging.disable_traceback_filtering()`\u001b[39;00m\n\u001b[0;32m---> 70\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 71\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 72\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", - "File \u001b[0;32m~/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/tensorflow/python/eager/execute.py:52\u001b[0m, in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 50\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 51\u001b[0m ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[0;32m---> 52\u001b[0m tensors \u001b[38;5;241m=\u001b[39m pywrap_tfe\u001b[38;5;241m.\u001b[39mTFE_Py_Execute(ctx\u001b[38;5;241m.\u001b[39m_handle, device_name, op_name,\n\u001b[1;32m 53\u001b[0m inputs, attrs, num_outputs)\n\u001b[1;32m 54\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", - "\u001b[0;31mInternalError\u001b[0m: Graph execution error:\n\nDetected at node 'model_3/multi_head_attention_20/key/einsum/Einsum' defined at (most recent call last):\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n return _run_code(code, main_globals, None,\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/runpy.py\", line 86, in _run_code\n exec(code, run_globals)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel_launcher.py\", line 17, in \n app.launch_new_instance()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/traitlets/config/application.py\", line 1043, in launch_instance\n app.start()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 728, in start\n self.io_loop.start()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/tornado/platform/asyncio.py\", line 195, in start\n self.asyncio_loop.run_forever()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/asyncio/base_events.py\", line 603, in run_forever\n self._run_once()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/asyncio/base_events.py\", line 1909, in _run_once\n handle._run()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/asyncio/events.py\", line 80, in _run\n self._context.run(self._callback, *self._args)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 516, in dispatch_queue\n await self.process_one()\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 505, in process_one\n await dispatch(*args)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 412, in dispatch_shell\n await result\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 740, in execute_request\n reply_content = await reply_content\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/ipkernel.py\", line 422, in do_execute\n res = shell.run_cell(\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/ipykernel/zmqshell.py\", line 540, in run_cell\n return super().run_cell(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3009, in run_cell\n result = self._run_cell(\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3064, in _run_cell\n result = runner(coro)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/async_helpers.py\", line 129, in _pseudo_sync_runner\n coro.send(None)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3269, in run_cell_async\n has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3448, in run_ast_nodes\n if await self.run_code(code, result, async_=asy):\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3508, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)\n File \"/tmp/ipykernel_336590/3912216288.py\", line 2, in \n history = model.fit(\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1650, in fit\n tmp_logs = self.train_function(iterator)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1249, in train_function\n return step_function(self, iterator)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1233, in step_function\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1222, in run_step\n outputs = model.train_step(data)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 1023, in train_step\n y_pred = self(x, training=True)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/training.py\", line 561, in __call__\n return super().__call__(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/base_layer.py\", line 1132, in __call__\n outputs = call_fn(inputs, *args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 96, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/functional.py\", line 511, in call\n return self._run_internal_graph(inputs, training=training, mask=mask)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/functional.py\", line 668, in _run_internal_graph\n outputs = node.layer(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/base_layer.py\", line 1132, in __call__\n outputs = call_fn(inputs, *args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 96, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/layers/attention/multi_head_attention.py\", line 590, in call\n key = self._key_dense(key)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 65, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/engine/base_layer.py\", line 1132, in __call__\n outputs = call_fn(inputs, *args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 96, in error_handler\n return fn(*args, **kwargs)\n File \"/home/mxochicale/mambaforge/envs/ai-surg-skills-VE/lib/python3.10/site-packages/keras/layers/core/einsum_dense.py\", line 207, in call\n ret = tf.einsum(self.equation, inputs, self.kernel)\nNode: 'model_3/multi_head_attention_20/key/einsum/Einsum'\nAttempting to perform BLAS operation using StreamExecutor without BLAS support\n\t [[{{node model_3/multi_head_attention_20/key/einsum/Einsum}}]] [Op:__inference_train_function_38909]" + "name": "stdout", + "output_type": "stream", + "text": [ + "175/175 [==============================] - 49s 211ms/step - loss: 1.0337 - sparse_categorical_accuracy: 0.5157 - val_loss: 0.8109 - val_sparse_categorical_accuracy: 0.4829\n", + "Epoch 2/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.9151 - sparse_categorical_accuracy: 0.4768 - val_loss: 0.7708 - val_sparse_categorical_accuracy: 0.4814\n", + "Epoch 3/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.8250 - sparse_categorical_accuracy: 0.5229 - val_loss: 0.7495 - val_sparse_categorical_accuracy: 0.4686\n", + "Epoch 4/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.7883 - sparse_categorical_accuracy: 0.5186 - val_loss: 0.7455 - val_sparse_categorical_accuracy: 0.4957\n", + "Epoch 5/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.7390 - sparse_categorical_accuracy: 0.5443 - val_loss: 0.7364 - val_sparse_categorical_accuracy: 0.4786\n", + "Epoch 6/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.7203 - sparse_categorical_accuracy: 0.5432 - val_loss: 0.7224 - val_sparse_categorical_accuracy: 0.4729\n", + "Epoch 7/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.7025 - sparse_categorical_accuracy: 0.5511 - val_loss: 0.7131 - val_sparse_categorical_accuracy: 0.4871\n", + "Epoch 8/25\n", + "175/175 [==============================] - 37s 209ms/step - loss: 0.6882 - sparse_categorical_accuracy: 0.5636 - val_loss: 0.7144 - val_sparse_categorical_accuracy: 0.4900\n", + "Epoch 9/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.6839 - sparse_categorical_accuracy: 0.5721 - val_loss: 0.7114 - val_sparse_categorical_accuracy: 0.4929\n", + "Epoch 10/25\n", + "175/175 [==============================] - 37s 210ms/step - loss: 0.6688 - sparse_categorical_accuracy: 0.6032 - val_loss: 0.7154 - val_sparse_categorical_accuracy: 0.4857\n", + "Epoch 11/25\n", + "175/175 [==============================] - 37s 209ms/step - loss: 0.6663 - sparse_categorical_accuracy: 0.5886 - val_loss: 0.7218 - val_sparse_categorical_accuracy: 0.4871\n", + "Epoch 12/25\n", + "175/175 [==============================] - 37s 209ms/step - loss: 0.6691 - sparse_categorical_accuracy: 0.5871 - val_loss: 0.7204 - val_sparse_categorical_accuracy: 0.4986\n", + "Epoch 13/25\n", + "109/175 [=================>............] - ETA: 12s - loss: 0.6413 - sparse_categorical_accuracy: 0.6296" ] } ], @@ -667,28 +710,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "history.params: {'verbose': 1, 'epochs': 100, 'steps': 75}\n", - "history.history.keys(): dict_keys(['loss', 'sparse_categorical_accuracy', 'val_loss', 'val_sparse_categorical_accuracy'])\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "metric = \"sparse_categorical_accuracy\"\n", "\n", @@ -724,22 +748,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "32/32 [==============================] - 7s 194ms/step - loss: 0.7242 - sparse_categorical_accuracy: 0.5120\n", - "=============================\n", - "=============================\n", - "Test accuracy 51.20000243186951 and Test loss 72.41516709327698\n", - "=============================\n", - "=============================\n" - ] - } - ], + "outputs": [], "source": [ "loaded_model = keras.models.load_model(\"best_transforer_model.h5\")\n", "test_loss, test_acc = loaded_model.evaluate(x_test, \n", @@ -756,130 +767,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"model\"\n", - "__________________________________________________________________________________________________\n", - " Layer (type) Output Shape Param # Connected to \n", - "==================================================================================================\n", - " input_1 (InputLayer) [(None, 400, 1)] 0 [] \n", - " \n", - " layer_normalization (LayerNorm (None, 400, 1) 2 ['input_1[0][0]'] \n", - " alization) \n", - " \n", - " multi_head_attention (MultiHea (None, 400, 1) 28673 ['layer_normalization[0][0]', \n", - " dAttention) 'layer_normalization[0][0]'] \n", - " \n", - " dropout (Dropout) (None, 400, 1) 0 ['multi_head_attention[0][0]'] \n", - " \n", - " tf.__operators__.add (TFOpLamb (None, 400, 1) 0 ['dropout[0][0]', \n", - " da) 'input_1[0][0]'] \n", - " \n", - " layer_normalization_1 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add[0][0]'] \n", - " rmalization) \n", - " \n", - " conv1d (Conv1D) (None, 400, 4) 8 ['layer_normalization_1[0][0]'] \n", - " \n", - " dropout_1 (Dropout) (None, 400, 4) 0 ['conv1d[0][0]'] \n", - " \n", - " conv1d_1 (Conv1D) (None, 400, 1) 5 ['dropout_1[0][0]'] \n", - " \n", - " tf.__operators__.add_1 (TFOpLa (None, 400, 1) 0 ['conv1d_1[0][0]', \n", - " mbda) 'tf.__operators__.add[0][0]'] \n", - " \n", - " layer_normalization_2 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add_1[0][0]'] \n", - " rmalization) \n", - " \n", - " multi_head_attention_1 (MultiH (None, 400, 1) 28673 ['layer_normalization_2[0][0]', \n", - " eadAttention) 'layer_normalization_2[0][0]'] \n", - " \n", - " dropout_2 (Dropout) (None, 400, 1) 0 ['multi_head_attention_1[0][0]'] \n", - " \n", - " tf.__operators__.add_2 (TFOpLa (None, 400, 1) 0 ['dropout_2[0][0]', \n", - " mbda) 'tf.__operators__.add_1[0][0]'] \n", - " \n", - " layer_normalization_3 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add_2[0][0]'] \n", - " rmalization) \n", - " \n", - " conv1d_2 (Conv1D) (None, 400, 4) 8 ['layer_normalization_3[0][0]'] \n", - " \n", - " dropout_3 (Dropout) (None, 400, 4) 0 ['conv1d_2[0][0]'] \n", - " \n", - " conv1d_3 (Conv1D) (None, 400, 1) 5 ['dropout_3[0][0]'] \n", - " \n", - " tf.__operators__.add_3 (TFOpLa (None, 400, 1) 0 ['conv1d_3[0][0]', \n", - " mbda) 'tf.__operators__.add_2[0][0]'] \n", - " \n", - " layer_normalization_4 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add_3[0][0]'] \n", - " rmalization) \n", - " \n", - " multi_head_attention_2 (MultiH (None, 400, 1) 28673 ['layer_normalization_4[0][0]', \n", - " eadAttention) 'layer_normalization_4[0][0]'] \n", - " \n", - " dropout_4 (Dropout) (None, 400, 1) 0 ['multi_head_attention_2[0][0]'] \n", - " \n", - " tf.__operators__.add_4 (TFOpLa (None, 400, 1) 0 ['dropout_4[0][0]', \n", - " mbda) 'tf.__operators__.add_3[0][0]'] \n", - " \n", - " layer_normalization_5 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add_4[0][0]'] \n", - " rmalization) \n", - " \n", - " conv1d_4 (Conv1D) (None, 400, 4) 8 ['layer_normalization_5[0][0]'] \n", - " \n", - " dropout_5 (Dropout) (None, 400, 4) 0 ['conv1d_4[0][0]'] \n", - " \n", - " conv1d_5 (Conv1D) (None, 400, 1) 5 ['dropout_5[0][0]'] \n", - " \n", - " tf.__operators__.add_5 (TFOpLa (None, 400, 1) 0 ['conv1d_5[0][0]', \n", - " mbda) 'tf.__operators__.add_4[0][0]'] \n", - " \n", - " layer_normalization_6 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add_5[0][0]'] \n", - " rmalization) \n", - " \n", - " multi_head_attention_3 (MultiH (None, 400, 1) 28673 ['layer_normalization_6[0][0]', \n", - " eadAttention) 'layer_normalization_6[0][0]'] \n", - " \n", - " dropout_6 (Dropout) (None, 400, 1) 0 ['multi_head_attention_3[0][0]'] \n", - " \n", - " tf.__operators__.add_6 (TFOpLa (None, 400, 1) 0 ['dropout_6[0][0]', \n", - " mbda) 'tf.__operators__.add_5[0][0]'] \n", - " \n", - " layer_normalization_7 (LayerNo (None, 400, 1) 2 ['tf.__operators__.add_6[0][0]'] \n", - " rmalization) \n", - " \n", - " conv1d_6 (Conv1D) (None, 400, 4) 8 ['layer_normalization_7[0][0]'] \n", - " \n", - " dropout_7 (Dropout) (None, 400, 4) 0 ['conv1d_6[0][0]'] \n", - " \n", - " conv1d_7 (Conv1D) (None, 400, 1) 5 ['dropout_7[0][0]'] \n", - " \n", - " tf.__operators__.add_7 (TFOpLa (None, 400, 1) 0 ['conv1d_7[0][0]', \n", - " mbda) 'tf.__operators__.add_6[0][0]'] \n", - " \n", - " global_average_pooling1d (Glob (None, 400) 0 ['tf.__operators__.add_7[0][0]'] \n", - " alAveragePooling1D) \n", - " \n", - " dense (Dense) (None, 128) 51328 ['global_average_pooling1d[0][0]'\n", - " ] \n", - " \n", - " dropout_8 (Dropout) (None, 128) 0 ['dense[0][0]'] \n", - " \n", - " dense_1 (Dense) (None, 2) 258 ['dropout_8[0][0]'] \n", - " \n", - "==================================================================================================\n", - "Total params: 166,346\n", - "Trainable params: 166,346\n", - "Non-trainable params: 0\n", - "__________________________________________________________________________________________________\n", - "None\n" - ] - } - ], + "outputs": [], "source": [ "#Understanding your h5 model > https://www.youtube.com/watch?v=_a-UYLfF6TE\n", "print(loaded_model.summary())\n", @@ -889,17 +779,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "32/32 [==============================] - 6s 192ms/step\n" - ] - } - ], + "outputs": [], "source": [ "## Load model\n", "predictions = loaded_model.predict(x_test)\n" @@ -907,99 +789,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "x_test.shape: (1000, 400, 1), predictions.shape: (1000, 2)\n", - "Ground truth for test timeseries: 1\n", - "Predictions for each class:\n", - "\n", - "class: 0 probability: 0.45926356\n", - "class: 1 probability: 0.54073644\n", - "len(predicted_labels): 1000\n", - "[1 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 0 1 1 0 1 0 0 1\n", - " 1 1 0 1 1 1 0 0 1 1 0 1 0 1 1 0 1 0 0 0 1 1 0 0 1 0 1 1 1 0 1 0 0 0 0 0 1\n", - " 1 0 0 1 1 1 0 0 0 1 1 0 0 1 1 1 1 0 1 0 0 1 0 1 1 0 1 0 1 1 1 1 1 1 0 1 0\n", - " 0 1 1 1 1 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 1 1 1 1\n", - " 1 1 0 1 0 0 1 1 0 1 1 0 1 1 0 0 1 0 0 0 1 0 1 0 0 0 0 1 1 1 1 1 0 1 0 1 1\n", - " 0 0 1 0 1 1 1 0 0 0 1 0 0 1 0 1 1 0 1 0 1 0 1 1 0 1 0 0 0 1 1 0 0 0 1 0 1\n", - " 0 0 1 0 0 0 1 1 1 0 0 1 1 1 1 1 1 0 1 0 0 0 1 0 1 1 1 0 1 0 1 0 0 1 0 1 1\n", - " 1 0 1 0 0 1 1 0 0 1 1 1 1 1 0 0 1 1 0 1 0 0 0 0 0 1 0 1 0 1 0 1 1 1 1 1 0\n", - " 1 1 0 1 0 0 1 1 0 0 0 1 1 1 0 0 0 1 1 0 1 1 0 0 1 0 0 1 1 1 0 0 0 1 1 1 0\n", - " 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 1 0 0 0 0 0 0 0 1 1 0 1 0 0 1 1 0 0 0 1 1 0\n", - " 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0 0 1 1 0 0 0 1 1 0 1 0 1 0 0 0 1 0 0 1 1 0 1\n", - " 0 1 1 0 1 1 0 1 0 0 1 1 0 1 1 1 0 1 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 1 1 1\n", - " 0 0 1 1 0 0 0 0 0 0 1 0 1 0 0 0 1 1 1 0 1 0 1 1 0 1 1 0 1 0 0 0 1 0 0 1 0\n", - " 1 1 1 1 0 0 0 1 1 1 1 1 1 0 0 1 0 0 0 1 1 1 0 0 0 0 0 1 0 0 1 1 0 1 1 0 0\n", - " 0 1 1 1 1 1 0 0 1 0 1 0 0 1 0 1 0 0 0 0 0 0 1 1 0 1 0 0 1 1 1 0 0 1 0 1 0\n", - " 0 0 0 1 0 1 1 0 1 0 1 0 0 1 0 0 1 1 0 1 0 0 1 0 1 1 0 0 0 0 1 1 1 1 1 1 0\n", - " 0 0 1 0 1 0 0 0 1 0 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 0 0 0 0 0\n", - " 0 1 0 1 1 1 0 0 0 1 0 1 0 1 1 1 1 1 0 1 1 0 1 1 1 0 1 0 0 0 0 0 1 1 0 0 1\n", - " 0 0 1 0 0 1 1 1 1 0 1 0 0 1 1 1 0 0 0 1 0 0 0 0 0 1 0 0 1 1 1 1 0 0 1 0 0\n", - " 1 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 1 1 1 0 0 1 0 0 1 0 0 1 0 0 0 1 1 0 0 1\n", - " 0 1 0 1 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 0 1 1 1 1 0 1 0 0 0 1 1 1 1 0 1 0 1\n", - " 1 1 1 1 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 0 1 0 0 1 0 0 0 0 1 1 1 1 0 1 1 1 1\n", - " 1 0 1 0 1 0 1 0 1 0 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 0 0 0 1 1 0 0 0 0 1 0 1\n", - " 1 1 1 1 0 0 0 0 1 1 1 1 1 0 1 1 0 0 1 1 0 0 1 0 0 1 1 1 0 0 0 1 0 0 1 1 0\n", - " 0 1 0 0 1 1 1 0 0 0 0 1 0 0 0 1 1 1 0 1 0 1 0 1 0 0 0 0 0 1 1 0 0 0 1 0 1\n", - " 1 1 0 1 0 1 0 1 1 1 0 1 0 0 1 0 0 1 0 0 1 1 1 1 1 0 1 1 1 0 0 0 1 1 1 1 1\n", - " 0 1 0 1 1 1 1 0 1 1 1 0 1 1 1 0 1 0 0 0 1 0 1 0 0 0 1 0 1 0 1 1 0 1 0 0 1\n", - " 0]\n", - "[0 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 0 0 1 0 1 0 1 0 1 1 0 0 0 0 0 1 1 1 0\n", - " 1 0 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 1 1 1 1 0 1 0 1 0 1 0 0 1 0\n", - " 0 0 1 0 1 0 0 1 1 0 0 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 1 0 0 0 1 0 1 0 1\n", - " 0 0 0 1 1 0 0 1 0 0 0 1 0 1 0 1 0 0 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1\n", - " 0 1 1 1 0 0 1 1 0 0 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 1 1 1 0 1 1 0 1 0 0 0 1\n", - " 1 1 1 1 0 0 1 0 1 1 0 0 1 0 1 1 1 1 1 0 1 1 1 0 1 1 1 0 1 0 0 0 0 0 0 0 0\n", - " 1 1 1 1 1 1 1 0 0 1 0 1 1 0 1 0 0 1 1 1 0 0 0 1 0 1 0 1 0 0 1 1 1 0 1 1 0\n", - " 1 0 0 1 1 1 1 0 1 0 0 1 0 0 1 0 0 0 0 0 1 0 1 1 0 1 0 1 0 1 1 0 1 0 1 1 0\n", - " 1 1 1 0 0 1 1 0 1 0 0 1 0 0 0 0 0 1 0 1 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 1 1\n", - " 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 1 0 0 0 0 0 0 1 1 1 0 1 1 0 0 1 1 0 1 1 0 0\n", - " 1 0 1 0 0 0 1 1 1 1 0 0 1 0 0 0 0 1 1 0 1 0 0 1 0 0 0 1 0 1 1 0 1 0 0 0 0\n", - " 0 0 1 1 0 0 0 1 0 0 1 1 0 1 1 0 0 0 1 1 0 1 1 1 1 1 0 1 1 0 0 1 0 0 0 1 1\n", - " 0 1 0 0 0 1 0 1 0 1 1 0 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 0 1 0 1 1 0 1\n", - " 0 1 1 0 0 0 0 0 0 1 1 0 0 1 1 1 0 0 0 0 0 1 0 0 1 1 1 0 1 0 0 1 0 1 0 1 0\n", - " 1 1 0 1 1 1 1 0 0 1 0 1 0 1 1 0 0 1 0 0 0 1 0 1 1 0 1 1 0 1 0 1 0 1 1 1 0\n", - " 1 0 0 1 1 1 1 1 1 0 0 0 0 1 0 1 0 1 1 1 1 1 0 1 0 0 0 0 0 1 0 1 0 1 0 1 0\n", - " 0 0 0 1 0 1 0 0 1 1 0 1 1 1 1 0 0 0 0 1 0 1 1 0 0 1 0 0 1 0 1 0 1 1 0 0 1\n", - " 0 0 0 1 0 0 1 1 0 1 0 1 0 0 0 0 1 1 0 0 1 0 1 0 0 1 1 1 0 0 1 0 0 0 0 0 0\n", - " 1 0 0 0 1 0 0 1 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 0 0 0 0 1 0 1 0 0 0\n", - " 1 1 0 1 0 0 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 0 0 0 1 1 1 0 0 0 1 0 0 1 1\n", - " 0 0 0 1 1 0 0 0 0 0 0 1 1 0 1 0 0 1 1 1 0 0 0 1 0 1 1 1 0 0 0 1 1 1 1 0 0\n", - " 0 0 0 0 1 1 1 0 1 0 1 0 1 0 0 0 0 0 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 0 1 1 1\n", - " 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 1 0 1 0 0 0 0 0 1 0 0 1 0 0 1 0 1 1 0 0\n", - " 1 0 1 0 1 1 1 0 0 0 0 1 1 0 0 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 1 0 1 0 1 0\n", - " 1 1 0 0 1 0 1 0 1 0 1 1 0 0 0 1 1 0 0 1 0 0 0 1 0 1 0 0 1 0 1 0 1 0 1 1 0\n", - " 0 0 1 0 0 1 1 0 0 1 1 0 0 1 1 1 0 1 0 1 1 1 1 0 0 1 0 1 1 0 1 1 1 0 1 0 1\n", - " 0 0 0 0 1 1 1 0 0 1 0 1 0 1 1 0 1 1 1 0 0 1 0 1 0 0 1 1 1 1 1 0 1 0 1 0 1\n", - " 0]\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0.5, 55.65546539603249, 'Predicted label')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "print(f'x_test.shape: {x_test.shape}, predictions.shape: {predictions.shape}')\n", "\n", @@ -1064,6 +856,13 @@ "\n", "You can use the trained model hosted on [Hugging Face Hub](https://huggingface.co/keras-io/timeseries_transformer_classification) and try the demo on [Hugging Face Spaces](https://huggingface.co/spaces/keras-io/timeseries_transformer_classification)." ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {