Ви не можете вибрати більше 25 тем Теми мають розпочинатися з літери або цифри, можуть містити дефіси (-) і не повинні перевищувати 35 символів.

notepad_siboulet.ipynb 180KB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "markdown",
  5. "id": "fc19fea3-7fe9-48e5-b38b-fecafe80b3f9",
  6. "metadata": {},
  7. "source": [
  8. "## Séquençage des données météo"
  9. ]
  10. },
  11. {
  12. "cell_type": "code",
  13. "execution_count": 1,
  14. "id": "cd8f796e-ece2-46f3-bb02-34bb00389122",
  15. "metadata": {},
  16. "outputs": [
  17. {
  18. "name": "stderr",
  19. "output_type": "stream",
  20. "text": [
  21. "\u001b[32m[I 2022-01-02 16:00:37,511]\u001b[0m A new study created in memory with name: no-name-8511aaee-62c2-4af4-b879-4b5950db28da\u001b[0m\n",
  22. "2022-01-02 16:00:37.569309: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] 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",
  23. "2022-01-02 16:00:37.576764: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /home/emilesib/ros2_foxy/install/rosbag2_transport/lib:/home/emilesib/ros2_foxy/install/rosbag2_compression/lib:/home/emilesib/ros2_foxy/install/zstd_vendor/lib:/home/emilesib/ros2_foxy/install/rviz_default_plugins/lib:/home/emilesib/ros2_foxy/install/rviz_common/lib:/home/emilesib/ros2_foxy/install/rosbag2_storage_default_plugins/lib:/home/emilesib/ros2_foxy/install/rosbag2_converter_default_plugins/lib:/home/emilesib/ros2_foxy/install/rosbag2_cpp/lib:/home/emilesib/ros2_foxy/install/rosbag2_storage/lib:/home/emilesib/ros2_foxy/install/yaml_cpp_vendor/opt/yaml_cpp_vendor/lib:/home/emilesib/ros2_foxy/install/interactive_markers/lib:/home/emilesib/ros2_foxy/install/visualization_msgs/lib:/home/emilesib/ros2_foxy/install/robot_state_publisher/lib:/home/emilesib/ros2_foxy/install/kdl_parser/lib:/home/emilesib/ros2_foxy/install/urdf/lib:/home/emilesib/ros2_foxy/install/urdfdom/lib:/home/emilesib/ros2_foxy/install/turtlesim/lib:/home/emilesib/ros2_foxy/install/tf2_bullet/lib:/home/emilesib/ros2_foxy/install/tf2_ros/lib:/home/emilesib/ros2_foxy/install/tf2_msgs/lib:/home/emilesib/ros2_foxy/install/test_msgs/lib:/home/emilesib/ros2_foxy/install/demo_nodes_cpp/lib:/home/emilesib/ros2_foxy/install/composition/lib:/home/emilesib/ros2_foxy/install/rclpy/lib:/home/emilesib/ros2_foxy/install/action_tutorials_cpp/lib:/home/emilesib/ros2_foxy/install/rclcpp_action/lib:/home/emilesib/ros2_foxy/install/rcl_action/lib:/home/emilesib/ros2_foxy/install/move_base_msgs/lib:/home/emilesib/ros2_foxy/install/example_interfaces/lib:/home/emilesib/ros2_foxy/install/action_tutorials_interfaces/lib:/home/emilesib/ros2_foxy/install/action_msgs/lib:/home/emilesib/ros2_foxy/install/unique_identifier_msgs/lib:/home/emilesib/ros2_foxy/install/trajectory_msgs/lib:/home/emilesib/ros2_foxy/install/rqt_gui_cpp/lib:/home/emilesib/ros2_foxy/install/rclcpp_lifecycle/lib:/home/emilesib/ros2_foxy/install/logging_demo/lib:/home/emilesib/ros2_foxy/install/image_tools/lib:/home/emilesib/ros2_foxy/install/examples_rclcpp_minimal_composition/lib:/home/emilesib/ros2_foxy/install/demo_nodes_cpp_native/lib:/home/emilesib/ros2_foxy/install/rclcpp_components/lib:/home/emilesib/ros2_foxy/install/laser_geometry/lib:/home/emilesib/ros2_foxy/install/rclcpp/lib:/home/emilesib/ros2_foxy/install/rcl_lifecycle/lib:/home/emilesib/ros2_foxy/install/libstatistics_collector/lib:/home/emilesib/ros2_foxy/install/rcl/lib:/home/emilesib/ros2_foxy/install/tracetools/lib:/home/emilesib/ros2_foxy/install/tlsf/lib:/home/emilesib/ros2_foxy/install/qt_gui_cpp/lib:/home/emilesib/ros2_foxy/install/tf2_eigen_kdl/lib:/home/emilesib/ros2_foxy/install/tf2/lib:/home/emilesib/ros2_foxy/install/stereo_msgs/lib:/home/emilesib/ros2_foxy/install/std_srvs/lib:/home/emilesib/ros2_foxy/install/shape_msgs/lib:/home/emilesib/ros2_foxy/install/map_msgs/lib:/home/emilesib/ros2_foxy/install/sensor_msgs/lib:/home/emilesib/ros2_foxy/install/nav_msgs/lib:/home/emilesib/ros2_foxy/install/diagnostic_msgs/lib:/home/emilesib/ros2_foxy/install/geometry_msgs/lib:/home/emilesib/ros2_foxy/install/actionlib_msgs/lib:/home/emilesib/ros2_foxy/install/std_msgs/lib:/home/emilesib/ros2_foxy/install/statistics_msgs/lib:/home/emilesib/ros2_foxy/install/rcl_logging_spdlog/lib:/home/emilesib/ros2_foxy/install/spdlog_vendor/lib:/home/emilesib/ros2_foxy/install/rviz_rendering/lib:/home/emilesib/ros2_foxy/install/rviz_ogre_vendor/opt/rviz_ogre_vendor/lib:/home/emilesib/ros2_foxy/install/rttest/lib:/home/emilesib/ros2_foxy/install/rosgraph_msgs/lib:/home/emilesib/ros2_foxy/install/rmw_implementation/lib:/home/emilesib/ros2_foxy/install/rmw_fastrtps_dynamic_cpp/lib:/home/emilesib/ros2_foxy/install/rmw_fastrtps_cpp/lib:/home/emilesib/ros2_foxy/install/rmw_fastrtps_shared_cpp/lib:/home/emilesib/ros2_foxy/install/rmw_cyclonedds_cpp/lib:/home/emilesib/ros2_foxy/install/rmw_dds_common/lib:/home/emilesib/ros2_foxy/install/composition_interfaces/lib:/home/emilesib/ros2_foxy/install/rcl_interfaces/lib:/home/emilesib/ros2_foxy/install/pendulum_msgs/lib:/home/emilesib/ros2_foxy/install/lifecycle_msgs/lib:/home/emilesib/ros2_foxy/install/builtin_interfaces/lib:/home/emilesib/ros2_foxy/install/rosidl_typesupport_cpp/lib:/home/emilesib/ros2_foxy/install/rosidl_typesupport_introspection_cpp/lib:/home/emilesib/ros2_foxy/install/rosidl_typesupport_c/lib:/home/emilesib/ros2_foxy/install/rosidl_typesupport_introspection_c/lib:/home/emilesib/ros2_foxy/install/rosidl_typesupport_fastrtps_c/lib:/home/emilesib/ros2_foxy/install/rosidl_typesupport_fastrtps_cpp/lib:/home/emilesib/ros2_foxy/install/rmw/lib:/home/emilesib/ros2_foxy/install/rosidl_runtime_c/lib:/home/emilesib/ros2_foxy/install/resource_retriever/lib:/home/emilesib/ros2_foxy/install/class_loader/lib:/home/emilesib/ros2_foxy/install/rcpputils/lib:/home/emilesib/ros2_foxy/install/rcl_logging_noop/lib:/home/emilesib/ros2_foxy/install/rcl_logging_log4cxx/lib:/home/emilesib/ros2_foxy/install/rcutils/lib:/home/emilesib/ros2_foxy/install/rcl_yaml_param_parser/lib:/home/emilesib/ros2_foxy/install/performance_test_fixture/lib:/home/emilesib/ros2_foxy/install/osrf_testing_tools_cpp/lib:/home/emilesib/ros2_foxy/install/orocos_kdl/lib:/home/emilesib/ros2_foxy/install/mimick_vendor/lib:/home/emilesib/ros2_foxy/install/message_filters/lib:/home/emilesib/ros2_foxy/install/libyaml_vendor/lib:/home/emilesib/ros2_foxy/install/google_benchmark_vendor/lib:/home/emilesib/ros2_foxy/install/fastrtps/lib:/home/emilesib/ros2_foxy/install/fastcdr/lib:/home/emilesib/ros2_foxy/install/cyclonedds/lib:/home/emilesib/ros2_foxy/install/console_bridge_vendor/lib:/home/emilesib/ros2_foxy/install/ament_index_cpp/lib\n",
  24. "2022-01-02 16:00:37.576781: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1835] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n",
  25. "Skipping registering GPU devices...\n",
  26. "2022-01-02 16:00:37.577354: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
  27. "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
  28. "2022-01-02 16:00:37.713668: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n"
  29. ]
  30. },
  31. {
  32. "name": "stdout",
  33. "output_type": "stream",
  34. "text": [
  35. "Epoch 1/5\n",
  36. "79/79 [==============================] - 5s 44ms/step - loss: 0.6557 - binary_crossentropy: 0.6557 - mse: 0.0153\n",
  37. "Epoch 2/5\n",
  38. "79/79 [==============================] - 3s 44ms/step - loss: 0.6400 - binary_crossentropy: 0.6400 - mse: 0.0078\n",
  39. "Epoch 3/5\n",
  40. "79/79 [==============================] - 3s 43ms/step - loss: 0.6390 - binary_crossentropy: 0.6390 - mse: 0.0074\n",
  41. "Epoch 4/5\n",
  42. "79/79 [==============================] - 3s 43ms/step - loss: 0.6383 - binary_crossentropy: 0.6383 - mse: 0.0070\n",
  43. "Epoch 5/5\n",
  44. "79/79 [==============================] - 3s 44ms/step - loss: 0.6378 - binary_crossentropy: 0.6378 - mse: 0.0068\n"
  45. ]
  46. },
  47. {
  48. "name": "stderr",
  49. "output_type": "stream",
  50. "text": [
  51. "\u001b[32m[I 2022-01-02 16:01:57,291]\u001b[0m Trial 0 finished with value: 2.1585139056139586 and parameters: {'len_seq': 158, 'hidden': 46}. Best is trial 0 with value: 2.1585139056139586.\u001b[0m\n"
  52. ]
  53. },
  54. {
  55. "name": "stdout",
  56. "output_type": "stream",
  57. "text": [
  58. "215.85139056139587\n"
  59. ]
  60. },
  61. {
  62. "data": {
  63. 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\n",
  64. "text/plain": [
  65. "<Figure size 432x288 with 1 Axes>"
  66. ]
  67. },
  68. "metadata": {
  69. "needs_background": "light"
  70. },
  71. "output_type": "display_data"
  72. },
  73. {
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\n",
  76. "text/plain": [
  77. "<Figure size 432x288 with 1 Axes>"
  78. ]
  79. },
  80. "metadata": {
  81. "needs_background": "light"
  82. },
  83. "output_type": "display_data"
  84. },
  85. {
  86. "data": {
  87. "text/plain": [
  88. "<Figure size 432x288 with 0 Axes>"
  89. ]
  90. },
  91. "metadata": {},
  92. "output_type": "display_data"
  93. },
  94. {
  95. "data": {
  96. "image/png": 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\n",
  97. "text/plain": [
  98. "<Figure size 432x288 with 1 Axes>"
  99. ]
  100. },
  101. "metadata": {
  102. "needs_background": "light"
  103. },
  104. "output_type": "display_data"
  105. }
  106. ],
  107. "source": [
  108. "import os\n",
  109. "import optuna\n",
  110. "os.chdir('RNN_prediction_meteo')\n",
  111. "from training import objectif\n",
  112. "study = optuna.create_study()\n",
  113. "study.optimize(objectif, n_trials=1) #Plus d'éssaies on étés effectués\n",
  114. "os.chdir('..')\n",
  115. "# Les images sont alors dans le dossier RNN_prediction_meteo/images"
  116. ]
  117. },
  118. {
  119. "cell_type": "markdown",
  120. "id": "6dfdbc98-dac3-45d2-b735-89f8cf2f7890",
  121. "metadata": {},
  122. "source": [
  123. "## Séquençage du wilshire5000"
  124. ]
  125. },
  126. {
  127. "cell_type": "code",
  128. "execution_count": 2,
  129. "id": "8c036bae-2e48-406c-955a-13bdc770ae42",
  130. "metadata": {},
  131. "outputs": [
  132. {
  133. "name": "stderr",
  134. "output_type": "stream",
  135. "text": [
  136. "\u001b[32m[I 2022-01-02 16:02:11,518]\u001b[0m A new study created in memory with name: no-name-cd298f89-e9af-4fbf-8504-de5a85895628\u001b[0m\n"
  137. ]
  138. },
  139. {
  140. "name": "stdout",
  141. "output_type": "stream",
  142. "text": [
  143. "Epoch 1/5\n",
  144. "298/298 [==============================] - 26s 82ms/step - loss: 0.4584 - binary_crossentropy: 0.4584 - mse: 0.0074\n",
  145. "Epoch 2/5\n",
  146. "298/298 [==============================] - 25s 83ms/step - loss: 0.4390 - binary_crossentropy: 0.4390 - mse: 2.8698e-04\n",
  147. "Epoch 3/5\n",
  148. "298/298 [==============================] - 25s 83ms/step - loss: 0.4386 - binary_crossentropy: 0.4386 - mse: 1.6284e-04\n",
  149. "Epoch 4/5\n",
  150. "298/298 [==============================] - 25s 84ms/step - loss: 0.4383 - binary_crossentropy: 0.4383 - mse: 8.0718e-05\n",
  151. "Epoch 5/5\n",
  152. "298/298 [==============================] - 25s 85ms/step - loss: 0.4383 - binary_crossentropy: 0.4383 - mse: 7.3841e-05\n"
  153. ]
  154. },
  155. {
  156. "name": "stderr",
  157. "output_type": "stream",
  158. "text": [
  159. "\u001b[32m[I 2022-01-02 16:09:05,952]\u001b[0m Trial 0 finished with value: 96.30532998284268 and parameters: {'len_seq': 176, 'hidden': 106}. Best is trial 0 with value: 96.30532998284268.\u001b[0m\n"
  160. ]
  161. },
  162. {
  163. "name": "stdout",
  164. "output_type": "stream",
  165. "text": [
  166. "9630.532998284269\n"
  167. ]
  168. },
  169. {
  170. "data": {
  171. "image/png": 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\n",
  172. "text/plain": [
  173. "<Figure size 432x288 with 1 Axes>"
  174. ]
  175. },
  176. "metadata": {
  177. "needs_background": "light"
  178. },
  179. "output_type": "display_data"
  180. },
  181. {
  182. "data": {
  183. "image/png": 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\n",
  184. "text/plain": [
  185. "<Figure size 432x288 with 1 Axes>"
  186. ]
  187. },
  188. "metadata": {
  189. "needs_background": "light"
  190. },
  191. "output_type": "display_data"
  192. },
  193. {
  194. "data": {
  195. "text/plain": [
  196. "<Figure size 432x288 with 0 Axes>"
  197. ]
  198. },
  199. "metadata": {},
  200. "output_type": "display_data"
  201. },
  202. {
  203. "data": {
  204. "image/png": 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\n",
  205. "text/plain": [
  206. "<Figure size 432x288 with 1 Axes>"
  207. ]
  208. },
  209. "metadata": {
  210. "needs_background": "light"
  211. },
  212. "output_type": "display_data"
  213. }
  214. ],
  215. "source": [
  216. "os.chdir('RNN_wilshire_5000')\n",
  217. "from training import objectif\n",
  218. "study = optuna.create_study()\n",
  219. "study.optimize(objectif, n_trials=1)#Plus d'éssaies on étés effectués\n",
  220. "os.chdir('..')\n",
  221. "# Les images sont alors dans le dossier RNN_wilshire_5000/images"
  222. ]
  223. }
  224. ],
  225. "metadata": {
  226. "kernelspec": {
  227. "display_name": "Python 3 (ipykernel)",
  228. "language": "python",
  229. "name": "python3"
  230. },
  231. "language_info": {
  232. "codemirror_mode": {
  233. "name": "ipython",
  234. "version": 3
  235. },
  236. "file_extension": ".py",
  237. "mimetype": "text/x-python",
  238. "name": "python",
  239. "nbconvert_exporter": "python",
  240. "pygments_lexer": "ipython3",
  241. "version": "3.9.7"
  242. }
  243. },
  244. "nbformat": 4,
  245. "nbformat_minor": 5
  246. }