{"cells":[{"cell_type":"markdown","source":["# **Language Translation**"],"metadata":{"id":"bHXiNN5kZzxh"}},{"cell_type":"markdown","source":["This is the code of language translation from english to french. I have done a fine tuning of a dataset taken from huggingface on a pre trained model from huggingface only. The details of each cell code is given above that cell or in comments."],"metadata":{"id":"NbfRz78aZ5gz"}},{"cell_type":"markdown","source":["First we will connect the GPU so as to run our program. GPU is very useful to run programs which have very large datasets."],"metadata":{"id":"8QJEwxHIZ8cX"}},{"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":null,"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":null,"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":null,"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 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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
110000.760900
115000.763300
120000.755700
125000.777900
130000.755600
135000.758600
140000.760700
145000.758900
150000.761500
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