{"cells":[{"cell_type":"code","source":["!nvidia-smi #checking whether GPU is working or not"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fet3K5GfHHpQ","executionInfo":{"status":"ok","timestamp":1691774881690,"user_tz":-330,"elapsed":30,"user":{"displayName":"Suyash Shirish Gahankari","userId":"03254191982788877845"}},"outputId":"27798fb0-ab40-4291-ec3c-369af9495511"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Fri Aug 11 17:28:17 2023 \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 525.105.17 Driver Version: 525.105.17 CUDA Version: 12.0 |\n","|-------------------------------+----------------------+----------------------+\n","| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n","| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n","| | | MIG M. |\n","|===============================+======================+======================|\n","| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n","| N/A 38C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |\n","| | | N/A |\n","+-------------------------------+----------------------+----------------------+\n"," \n","+-----------------------------------------------------------------------------+\n","| Processes: |\n","| GPU GI CI PID Type Process name GPU Memory |\n","| ID ID Usage |\n","|=============================================================================|\n","| No running processes found |\n","+-----------------------------------------------------------------------------+\n"]}]},{"cell_type":"code","source":["! pip install -q transformers accelerate sentencepiece gradio datasets evaluate sacrebleu\n","#installing all the necessary libraries"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UF0lJfd5HFXs","executionInfo":{"status":"ok","timestamp":1691774911552,"user_tz":-330,"elapsed":25826,"user":{"displayName":"Suyash Shirish Gahankari","userId":"03254191982788877845"}},"outputId":"f308b8a7-3b9e-4b2a-8c75-613e5d25ae17"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m23.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m244.2/244.2 kB\u001b[0m \u001b[31m23.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m44.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m20.0/20.0 MB\u001b[0m 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languages."],"metadata":{"id":"-qSxRNqSIk_2"}},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":281,"referenced_widgets":["47ad99f6b46546adad2e835e69c4d5c2","599cd4d0d8e444fc90c40d94ab16c504","6b4500eca72a49669cbaedc926bac7cc","f92eb6b332dc461dbf5754795309b5aa","76787c1a9b9f4ca78fd860a36764cd52","a6028c653d1345919c5b63fe7b7e403e","2078096d72884602af53ba7289da25f7","921dbf6129194020a2a926727cc19026","60f8a144f9084cc390c2699a015e6af1","a7fab938d85c44749f71e51f64d0a2fa","487f71dff3dc4e30a80fd03be79205d0","d2e537aa19134472afd8b50b667e76d8","b9d9af11284d465891c4609974bf5e60","5a612eef7a844341989a75e0c99192b6","ac222746957a4079ba64f1a33b852d5d","2f117da3c67147a888a7ace0b70e8965","04c9884f174b4e3db470980dd0226df2","6d9d8908ce2b492fa1998c617732f8ea","0a6c79eefdfd4662b2bf96361643790b","d46d3f520d4644faaecf6818532d29cb","096c878917f24392a2e58a083326b88a","9f4a5bf5b5974b469b67da39f178b5d9","252301e8994c4d90882b76b3289005ee","7fa0879d2a704872811e42d66f465b5a","70137f4fd1c8401ab2026d30edfb2f6b","803cdfa3ee964950a19be5259a8c307d","11949ce885f84414ba9b6b9dc7f89466","90a8572aca4c48dead2fd960c0e95e54","2ee648f41a0c44f7856dbe625a12e250","0502e0eddfbd481f8b0922aad1657ba1","d27154bd6c0949419d13150872762aa3","1fcd4bac845b4e679188f176c96f1615","7af53643b4c546c5af204580a91fc001","91bfed8a6cc5452db08355373ad53669","ba3149153cef47e8a175ac7b39c5a4fd","eb2152329ceb4d9f88df19c5520d5282","3d8257b9260a43bbb6a08eb27ad9ad85","de8c51bcbc4c4750a62ceb2efbeac1a5","f87961aac78847c99fa26040b8d27e2a","0025ac250d8d477392ad3a9820d58757","797d3247971d4e50b81a812944f28ba4","06acf1d9c3ee43d581515120e0b5a5c4","4586c6897473439a905c44fe9a5969c5","cd212e9d4c034ef481a6db41e7282f44","f6218ea6cff14edc8225c4064ccaac7c","554aa22675444b96bad6b4b284febe6a","f9884ffd88814aeb9ac6178e106b287a","c5be0d5d00fb40479b0302dbc37a98fc","9d33945752a04ee787e99c8dafa1a224","943a8c3fd15b4a5e9389fa6eacf5bb0e","417a643b51d44836a5e367172fd19d2d","6dd1d82f97bd4dee8064a1f58fc96c1e","3970ba2cb5be4362a2a3eef215cbdf19","1bdacb6ffec34402b339ceeea6fcd5f7","54675d5f5aaf48deafe67be32593a8c8"]},"executionInfo":{"elapsed":62975,"status":"ok","timestamp":1691774974516,"user":{"displayName":"Suyash Shirish Gahankari","userId":"03254191982788877845"},"user_tz":-330},"id":"NRnwM8bcnmGP","outputId":"3a7fb86c-697c-40bb-a482-33fa579dc0b3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading builder script: 0%| | 0.00/4.25k [00:00 \n"," \n"," \n"," [657/657 47:18]\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["{'eval_loss': 1.7014496326446533,\n"," 'eval_bleu': 3.3440279108838085e-10,\n"," 'eval_runtime': 3279.3875,\n"," 'eval_samples_per_second': 12.818,\n"," 'eval_steps_per_second': 0.2}"]},"execution_count":24,"metadata":{},"output_type":"execute_result"}],"source":["trainer.evaluate(max_length=128) #(to check the result of pre trained model)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":1000},"id":"gqfa0GDbqD2m","outputId":"fc398f3f-0d14-445a-9b82-28753fc22761"},"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.10/dist-packages/transformers/optimization.py:411: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n"," warnings.warn(\n"]},{"data":{"text/html":["\n","
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StepTraining Loss
5001.378900
10001.211500
15001.162500
20001.112500
25001.072500
30001.039900
35001.024300
40001.010100
45000.981200
50000.982100
55000.918800
60000.871900
65000.852400
70000.862000
75000.869900
80000.854800
85000.832100
90000.842000
95000.852900
100000.840000
105000.830200
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