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Tempest_in_Action/notebooks/Playground.ipynb

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initial commit
2 months ago
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final update for notebooks
1 month ago
initial commit
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final update for notebooks
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initial commit
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final update for notebooks
1 month ago
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initial commit
2 months ago
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renamed playground env
1 month ago
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updated notebooks
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updated notebooks
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initial commit
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updated notebooks
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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "markdown",
  5. "metadata": {},
  6. "source": [
  7. "## Example usage of Tempestpy"
  8. ]
  9. },
  10. {
  11. "cell_type": "code",
  12. "execution_count": 1,
  13. "metadata": {
  14. "vscode": {
  15. "languageId": "plaintext"
  16. }
  17. },
  18. "outputs": [
  19. {
  20. "name": "stdout",
  21. "output_type": "stream",
  22. "text": [
  23. "pygame 2.6.0 (SDL 2.28.4, Python 3.10.12)\n",
  24. "Hello from the pygame community. https://www.pygame.org/contribute.html\n"
  25. ]
  26. },
  27. {
  28. "name": "stderr",
  29. "output_type": "stream",
  30. "text": [
  31. "2024-09-24 13:31:25.321557: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
  32. "2024-09-24 13:31:25.336097: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
  33. "2024-09-24 13:31:25.340241: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
  34. "2024-09-24 13:31:25.350298: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
  35. "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
  36. "2024-09-24 13:31:26.198496: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
  37. "error: XDG_RUNTIME_DIR not set in the environment.\n"
  38. ]
  39. }
  40. ],
  41. "source": [
  42. "from sb3_contrib import MaskablePPO\n",
  43. "from sb3_contrib.common.wrappers import ActionMasker\n",
  44. "from stable_baselines3.common.logger import Logger, CSVOutputFormat, TensorBoardOutputFormat, HumanOutputFormat\n",
  45. "\n",
  46. "import gymnasium as gym\n",
  47. "\n",
  48. "from minigrid.core.actions import Actions\n",
  49. "from minigrid.core.constants import TILE_PIXELS\n",
  50. "from minigrid.wrappers import RGBImgObsWrapper, ImgObsWrapper\n",
  51. "\n",
  52. "import tempfile, datetime, shutil\n",
  53. "\n",
  54. "import time\n",
  55. "import os\n",
  56. "\n",
  57. "from utils import MiniGridShieldHandler, create_log_dir, ShieldingConfig, MiniWrapper, expname, shield_needed, shielded_evaluation, create_shield_overlay_image\n",
  58. "from sb3utils import MiniGridSbShieldingWrapper, parse_sb3_arguments, ImageRecorderCallback, InfoCallback\n",
  59. "\n",
  60. "import os, sys\n",
  61. "from copy import deepcopy\n",
  62. "\n",
  63. "from PIL import Image"
  64. ]
  65. },
  66. {
  67. "cell_type": "code",
  68. "execution_count": null,
  69. "metadata": {
  70. "vscode": {
  71. "languageId": "plaintext"
  72. }
  73. },
  74. "outputs": [
  75. {
  76. "name": "stdout",
  77. "output_type": "stream",
  78. "text": [
  79. "Starting the training\n"
  80. ]
  81. },
  82. {
  83. "data": {
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  86. "text/plain": [
  87. "<PIL.Image.Image image mode=RGB size=384x384>"
  88. ]
  89. },
  90. "metadata": {},
  91. "output_type": "display_data"
  92. },
  93. {
  94. "name": "stdout",
  95. "output_type": "stream",
  96. "text": [
  97. "\n",
  98. "\n",
  99. "Computing new shield\n",
  100. "LOG: Starting with explicit model creation...\n",
  101. "Elapsed time is 0.058641910552978516 seconds.\n",
  102. "LOG: Starting with model checking...\n",
  103. "Elapsed time is 0.0003376007080078125 seconds.\n",
  104. "LOG: Starting to translate shield...\n",
  105. "Write to file shielding_files_20240924T133128_pk5u63e5/shield.\n",
  106. "Elapsed time is 0.013018369674682617 seconds.\n"
  107. ]
  108. },
  109. {
  110. "data": {
  111. "image/png": "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
  112. "text/plain": [
  113. "<PIL.Image.Image image mode=RGBA size=384x384>"
  114. ]
  115. },
  116. "metadata": {},
  117. "output_type": "display_data"
  118. },
  119. {
  120. "name": "stdout",
  121. "output_type": "stream",
  122. "text": [
  123. "The shield for shield_value = 0.9\n",
  124. "\n",
  125. "\n",
  126. "Computing new shield\n",
  127. "LOG: Starting with explicit model creation...\n",
  128. "Elapsed time is 0.05918574333190918 seconds.\n",
  129. "LOG: Starting with model checking...\n",
  130. "Elapsed time is 0.0002396106719970703 seconds.\n",
  131. "LOG: Starting to translate shield...\n",
  132. "Write to file shielding_files_20240924T133128_3pf0niht/shield.\n",
  133. "Elapsed time is 0.011339187622070312 seconds.\n"
  134. ]
  135. },
  136. {
  137. "data": {
  138. "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAGACAYAAACkx7W/AAAukklEQVR4Ae2dz64kyVWHq4fWIKRBIFtcPNJ4LC+84gEo8xB3h3mB4gFo7/oBWmyM2buewOzuCvEAcFl5xcoSlscWYwZhGTESYmTUxO/WPd1x41ZW/qnMjHMyvpCyszIy4pyIL079TlZW3uoXh8Ph7Y4CAQhAAALNEfiguRkzYQhAAAIQeCBAAiAQIAABCDRKgATQ6MIzbQhAAAIkAGIAAhCAQKMESACNLjzThgAEIEACIAYgAAEINEqABNDowjNtCEAAAiQAYgACEIBAowRIAI0uPNOGAAQgQAIgBiAAAQg0SoAE0OjCM20IQAACJABiAAIQgECjBEgAjS4804YABCBAAiAGIAABCDRKgATQ6MIzbQhAAAIkAGIAAhCAQKMESACNLjzThgAEIEACIAYgAAEINEqABNDowjNtCEAAAiQAYgACEIBAowRIAI0uPNOGAAQgQAIgBiAAAQg0SoAE0OjCM20IQAACJABiAAIQgECjBEgAjS4804YABCBAAiAGIAABCDRKgATQ6MIzbQhAAAIkAGIAAhCAQKMESACNLjzThgAEIEACIAYgAAEINEqABNDowjNtCEAAAi9rI3h9d1d1CF988e3dfnffM4a/S+f3aftmTzs7/Yv0Qjb/3Cqu3G/X/7/e/PGVbOgOgekEvvj2F9M7z9Dz5mc3uze3tzNYmmaiegLQsL/4ot4i7Hf/foHc36RzP0zbLx/b/FXaa+tKBBJ+tdem8kna1P6VDiaU7ftX8B+Oxwls5ulyPBzw3zD/3bfniaOoVpq+BaRr+vNFwiuR/37aJP7WUsL+adok6BJ7K3qtOp0z8Vcf9ZUN2ZLNoaUt/0Z3KJ252plf289ld6gd82v7of3mamd+bT+X3aF2zK/th/abq10tv3ONfw47zSaA84t/Tnj/MXH+p7R9ljZdzavkiaAUfrVRW/VRX3kamgja9X9+PRK6hUrprzxeyO07s6W/8vhdw4VelP7K44XcvjNb+iuP3zVc6MXa/haaxtVmm0wA5xf/ewlmfsVvwv/dR8h2FV8mArviN+E3EVc39T2XCOSrLK37f/85qyQz9/H59cd/F5dW+M89zwj2mksA3UGuL2y1lcJvt3ck5CplIjgn/Gr7Km3qq5InAvNzOvP+X6tv1f+JRPf6vCd1zas++33nr/Gtvn32+87j/zoCS/O9bnTr924qAVxefAnwj9NmV/wm/J+mOl3l/9njuTIR5Ff8Oqf+apvfJsoTgXzIV1la9/+ex+V1et9u7Kuhdoe2w/84AkO5Dm03znt/8h1rbwvtm0kAw4OqFH4ts8RZT/Tcp61MBKnq4TaPCb/aqK2J/LlEoD5dpXX/Jy7D16uL49P6sfbGtn/q7fnRWHtj2z/3+LRmrL2x7Z96e3401t7Y9s89Pq2Z295T63GPmkgAwxb/nPDa7R1dtev8D9JWJoJS+NVGbdXns7TJhkpfImjd/4lS/u+wdct7nH891c7UfuUoptqZ2g//TwnMxfGp1W0cbT4BDF/876cVlUirmPDnt3dU/yptZSK4T3VKCib8amOl/L5A9fIhX2Vp3X/J43Q8fP3of44A/M5Roc4IbDoBjAt+if454dd9fT2ho2RgJU8E54RfbdWn/L7gs1RnfsyW7a1ebfLE04p/4/B8P24d3/ef2u+9hdOrqXam9sP/UwJTOU7t99T7to82mwDGL75u5ZTCa7d39FMMukK3K3oLCiUCbVasv9qqT/l9gfWX3bK07r/k8fR47HqObf/U2/OjsfbGtn/u8WnNWHtj2z/19vxorL2x7Z97fFoz1t7Y9k+9tXO0yQRw3eLnT/Lcp0iQNd3P177rD7py4be/HLY+slEmglTVWVr33wmm9xFK66mVWqIMtTu03dgxDrU7tB3+xxLYXvvNJYDpwX9OeO2ZfD3Ro/M6loc8EeiqXlf8Jvxdfe5Tm0uJoHX/Cc+A0re+fecHuLjYpM9+3/mLxgec7LPfd36Ai4tN+uz3nb9ofMDJPvt95we4aKrJphLAdYuvL2fv0yYrJuLlrRodl4mgFP6+PvJhXzanl+9K6/7fgeh90bXOXfW9Bkc26PLTVT/SfG/zLj9d9b0GRzbo8tNVP9J8b/MuP131vQYbbrCZBHD94uvL3FL4f5HqXqXtxeNexyp5IpjSR77K0rr/ksfl43K9y+PLva8/W/orj6/3cNlC6a88vtz7+rOlv/L4eg+XLZT+yuPLvTlrBDaRAOZZfN3Ksat3E/5PU51drWuvYyWEPBFM6SNfZWndf8mj/9jW3fb9PeZtYX5tP6/1fmvm1/b9PeZtYX5tP6/1fmvm1/b9PWhREgifAOZd/HPCr8czdZWvvUqZCKb0OVl6/u8UW1P6PPd8qplia0qfLv/j6+ddf/yPJdA6/7G8vLUPnQDmDT49tplf8UvwP0ubnvDRVb72Oi4TwZQ+8lWW1v2XPDiGAASWJhA2Acwr/sJsopwLf3mrRsdlIlDfsX3Ml/pasbqxttR/bB/zZb61t7qxttR3bB/zpb4UCECgFoGQCWB+8Rd+Pbf/Nm0SeBN+ezTzRaqzL37Ty3d/EKb2U/rIV1la91/y4BgCEFiaQLgEsIz4l5hN+PXc/v3jSe11nCeCx1MPuyl98v756ym2pvTJfeavp9ia0if3yWsIQGBtAqESwPLiX4qY/cibrvL1RbBGUCaCso/aqK36/CBt5a+Hqn1XKW215r+LC/UQgMASBMIkgOXF/1Xia1f8Jrz2hIvQ25V/mQisjwm/ibj6yKZslIlA9WVp3X/Jg2MIQGBpAh8s7WAO+8uLv43ynPDrnL60lJCrlIngnPCrbf5FZ5kIHgyd+ad1/2eQUAUBCCxGwH0CWE/89eVvfsUv5vaF8PfS60/TZkKuc5YI8it+66+26mNPDam9ivWX3bKozvrbOdXJRgv+bc7sIQCBtQi4TgDriX+J24T3++mE/daP2vwwbZ+mzYRcdSom3DqnNioaff6jcbI5tLTufygn2kEAAtcQcJsA6oj/OeHVPX9d5X+WNj3vrpInAiWDXPjtmXj1Ud8xiaB1/wkXBQIQWI2AywRQR/x1myW/4jfh160eFbudUyYCu+I34TcRVx+7TVQmAvkqS+v+Sx4cQwACSxN4ubSDsfbriL9Gqd/8V5GQm+g/VBT/WCJQu1z8Vd9VLBHoU4H6mK+8vdW16j9nwWsIQGANAq4SQD3xF2oJsInwEPSWCIa0tTZKBF3JpXX/xog9BCCwFgE3t4Dqiv9auPEDAQhAwA+BF4fD4W3N4by+u9u9ub2tOQR8VyRwPP6oovfd7nD4y6r+cV6XgPSndqmpfy5uAR2Ox4dnZWosREqAu2PyX6u07n+3q5sAtO6sf7vxn64Aqq3/fYq9m5ubWtLz4NfNLSDBoLRMQH85XT4d9SrVacuL2uR/Za2/wVCdvmC3oteq0zkr5+zbOfYQWJeAF71zkwCE3wuUdUMBbycCEmhteozWio711FQu7ibkJu76YzvV5YlCx9Y3vXwoVpfbt3PsIbAeAU865yoBaAk8wVkvJPD09I/sjIceiVXJxd3q7BFcPVW1T5sixxJF3sYSRV6XmlIgUIGAN31zlwC0Jt4gVYiTBl2akOuK3q7SJfz6gbw+cc/bC50e0S0F/5x9taVAYB0CHnXNZQLQcniEtU6YtOzFhNyu7sXChNw+BVwS96GJIrffMm/mvhYBr3rmNgFoYbxCWyto2vNz7iqdTwHtxcG2ZuxZx1wnAIWBZ3jbClMvs+FTgJeVYBzXE/CuX+4TgJbAO8TrwwQL7wnknwL05I6KPgWo5JFgP9uR386xdlan20Vlu3P2H4zzDwRmJZBH66yGZzQWIgFovhFgzrguDZvSUzu22vtHDvZ0jx2r2pKDfUegOvv0kLezvpYIztlXXwoE5iNgETyfxWUshUkAmn4UqMssVStW7epdwq4reBW7sjeBl4jn7dRGQq8I0VNDeXs9VaSEoCt/lbyf2T+d4V8IzEEgkk6FSgBanEhw5wimtmxcEvY+ETfRzz8RmNhfShxtEWa
  139. "text/plain": [
  140. "<PIL.Image.Image image mode=RGBA size=384x384>"
  141. ]
  142. },
  143. "metadata": {},
  144. "output_type": "display_data"
  145. },
  146. {
  147. "name": "stdout",
  148. "output_type": "stream",
  149. "text": [
  150. "The shield for shield_value = 0.99\n",
  151. "\n",
  152. "\n",
  153. "Computing new shield\n",
  154. "LOG: Starting with explicit model creation...\n",
  155. "Elapsed time is 0.05561947822570801 seconds.\n",
  156. "LOG: Starting with model checking...\n",
  157. "Elapsed time is 0.00025653839111328125 seconds.\n",
  158. "LOG: Starting to translate shield...\n",
  159. "Write to file shielding_files_20240924T133129_kc6xcewk/shield.\n",
  160. "Elapsed time is 0.012254714965820312 seconds.\n"
  161. ]
  162. },
  163. {
  164. "data": {
  165. "image/png": "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
  166. "text/plain": [
  167. "<PIL.Image.Image image mode=RGBA size=384x384>"
  168. ]
  169. },
  170. "metadata": {},
  171. "output_type": "display_data"
  172. },
  173. {
  174. "name": "stdout",
  175. "output_type": "stream",
  176. "text": [
  177. "The shield for shield_value = 0.999\n",
  178. "\n",
  179. "\n",
  180. "Computing new shield\n",
  181. "LOG: Starting with explicit model creation...\n",
  182. "Elapsed time is 0.05743050575256348 seconds.\n",
  183. "LOG: Starting with model checking...\n",
  184. "Elapsed time is 0.0002510547637939453 seconds.\n",
  185. "LOG: Starting to translate shield...\n",
  186. "Write to file shielding_files_20240924T133129_xvlqgzvq/shield.\n",
  187. "Elapsed time is 0.011241436004638672 seconds.\n"
  188. ]
  189. },
  190. {
  191. "data": {
  192. "image/png": "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
  193. "text/plain": [
  194. "<PIL.Image.Image image mode=RGBA size=384x384>"
  195. ]
  196. },
  197. "metadata": {},
  198. "output_type": "display_data"
  199. },
  200. {
  201. "name": "stdout",
  202. "output_type": "stream",
  203. "text": [
  204. "The shield for shield_value = 0.9999\n",
  205. "\n",
  206. "\n",
  207. "Computing new shield\n",
  208. "LOG: Starting with explicit model creation...\n",
  209. "Elapsed time is 0.057801008224487305 seconds.\n",
  210. "LOG: Starting with model checking...\n",
  211. "Elapsed time is 0.0002875328063964844 seconds.\n",
  212. "LOG: Starting to translate shield...\n",
  213. "Elapsed time is 0.011219024658203125 seconds.\n",
  214. "Write to file shielding_files_20240924T133129_9qlpdi5z/shield.\n"
  215. ]
  216. },
  217. {
  218. "data": {
  219. "image/png": "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
  220. "text/plain": [
  221. "<PIL.Image.Image image mode=RGBA size=384x384>"
  222. ]
  223. },
  224. "metadata": {},
  225. "output_type": "display_data"
  226. },
  227. {
  228. "name": "stdout",
  229. "output_type": "stream",
  230. "text": [
  231. "The shield for shield_value = 1.0\n",
  232. "Training with shield:\n"
  233. ]
  234. },
  235. {
  236. "data": {
  237. "image/png": "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
  238. "text/plain": [
  239. "<PIL.Image.Image image mode=RGBA size=384x384>"
  240. ]
  241. },
  242. "metadata": {},
  243. "output_type": "display_data"
  244. },
  245. {
  246. "name": "stdout",
  247. "output_type": "stream",
  248. "text": [
  249. "Using cpu device\n",
  250. "Wrapping the env with a `Monitor` wrapper\n",
  251. "Wrapping the env in a DummyVecEnv.\n",
  252. "Wrapping the env in a VecTransposeImage.\n",
  253. "-----------------------------------\n",
  254. "| info/ | |\n",
  255. "| no_shield_action | 0 |\n",
  256. "| sum_opened_door | 0 |\n",
  257. "| sum_picked_up | 0 |\n",
  258. "| sum_ran_into_lava | 0 |\n",
  259. "| sum_reached_goal | 2 |\n",
  260. "| rollout/ | |\n",
  261. "| ep_len_mean | 186 |\n",
  262. "| ep_rew_mean | 0.2 |\n",
  263. "| time/ | |\n",
  264. "| fps | 194 |\n",
  265. "| iterations | 1 |\n",
  266. "| time_elapsed | 10 |\n",
  267. "| total_timesteps | 2048 |\n",
  268. "-----------------------------------\n"
  269. ]
  270. }
  271. ],
  272. "source": [
  273. "GRID_TO_PRISM_BINARY=os.getenv(\"M2P_BINARY\")\n",
  274. "import gymnasium as gym\n",
  275. "\n",
  276. "\n",
  277. "def mask_fn(env: gym.Env):\n",
  278. " return env.create_action_mask()\n",
  279. "\n",
  280. "def nomask_fn(env: gym.Env):\n",
  281. " return [1.0] * 7\n",
  282. "\n",
  283. "def main():\n",
  284. " # Edit 'environments/Minigrid/minigrid/envs/Playground.py' to alter the environment\n",
  285. " env = \"MiniGrid-Playground-v0\"\n",
  286. "\n",
  287. " # TODO Change the safety specification\n",
  288. " formula = \"Pmax=? [G !AgentIsOnLava]\"\n",
  289. " value_for_training = 1.0\n",
  290. " shield_comparison = \"absolute\"\n",
  291. " shielding = ShieldingConfig.Training\n",
  292. " \n",
  293. " logger = Logger(\"/tmp\", output_formats=[HumanOutputFormat(sys.stdout)])\n",
  294. " \n",
  295. "\n",
  296. " env = gym.make(env, render_mode=\"rgb_array\")\n",
  297. " image_env = RGBImgObsWrapper(env, TILE_PIXELS)\n",
  298. " env = RGBImgObsWrapper(env, 8)\n",
  299. " env = ImgObsWrapper(env)\n",
  300. " env = MiniWrapper(env)\n",
  301. "\n",
  302. " \n",
  303. " env.reset()\n",
  304. " Image.fromarray(env.render()).show()\n",
  305. " \n",
  306. " shield_handlers = dict()\n",
  307. " if shield_needed(shielding):\n",
  308. " for value in [0.9, 0.99, 0.999, 0.9999, 1.0]:\n",
  309. " shield_handler = MiniGridShieldHandler(GRID_TO_PRISM_BINARY, \"grid.txt\", \"grid.prism\", formula, shield_value=value, shield_comparison=shield_comparison, nocleanup=True, prism_file=None)\n",
  310. " env = MiniGridSbShieldingWrapper(env, shield_handler=shield_handler, create_shield_at_reset=False)\n",
  311. " create_shield_overlay_image(image_env, shield_handler.create_shield())\n",
  312. " print(f\"The shield for shield_value = {value}\")\n",
  313. "\n",
  314. " shield_handlers[value] = shield_handler\n",
  315. "\n",
  316. "\n",
  317. " if shielding == ShieldingConfig.Training:\n",
  318. " env = MiniGridSbShieldingWrapper(env, shield_handler=shield_handler, create_shield_at_reset=False)\n",
  319. " env = ActionMasker(env, mask_fn)\n",
  320. " print(\"Training with shield:\")\n",
  321. " create_shield_overlay_image(image_env, shield_handlers[value_for_training].create_shield())\n",
  322. " elif shielding == ShieldingConfig.Disabled:\n",
  323. " env = ActionMasker(env, nomask_fn)\n",
  324. " else:\n",
  325. " assert(False) \n",
  326. " model = MaskablePPO(\"CnnPolicy\", env, verbose=1, device=\"auto\")\n",
  327. " model.set_logger(logger)\n",
  328. " steps = 20_000\n",
  329. "\n",
  330. " \n",
  331. " model.learn(steps,callback=[InfoCallback()])\n",
  332. "\n",
  333. "\n",
  334. "\n",
  335. "if __name__ == '__main__':\n",
  336. " print(\"Starting the training\")\n",
  337. " main()"
  338. ]
  339. },
  340. {
  341. "cell_type": "code",
  342. "execution_count": null,
  343. "metadata": {},
  344. "outputs": [],
  345. "source": []
  346. }
  347. ],
  348. "metadata": {
  349. "kernelspec": {
  350. "display_name": "Python 3 (ipykernel)",
  351. "language": "python",
  352. "name": "python3"
  353. },
  354. "language_info": {
  355. "codemirror_mode": {
  356. "name": "ipython",
  357. "version": 3
  358. },
  359. "file_extension": ".py",
  360. "mimetype": "text/x-python",
  361. "name": "python",
  362. "nbconvert_exporter": "python",
  363. "pygments_lexer": "ipython3",
  364. "version": "3.10.12"
  365. }
  366. },
  367. "nbformat": 4,
  368. "nbformat_minor": 4
  369. }