diff --git "a/log/debug_0.log" "b/log/debug_0.log"
--- "a/log/debug_0.log"
+++ "b/log/debug_0.log"
@@ -1,60046 +1,3 @@
-11/06/2021 21:16:12 - INFO - __main__ - Distributed environment: MULTI_GPU  Backend: nccl
-Num processes: 16
-Process index: 0
-Local process index: 0
-Device: cuda:0
-Use FP16 precision: True
-
-11/06/2021 21:16:13 - WARNING - huggingface_hub.repository - /home/leandro/codeparrot-small/./ is already a clone of https://huggingface.co/lvwerra/codeparrot-small. Make sure you pull the latest changes with `repo.git_pull()`.
-11/06/2021 21:16:13 - WARNING - huggingface_hub.repository - Revision `proud-haze-135` does not exist. Created and checked out branch `proud-haze-135`.
-11/06/2021 21:16:13 - WARNING - huggingface_hub.repository - 
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-11/06/2021 21:16:15 - WARNING - datasets.builder - Using custom data configuration codeparrot-clean-train-e839c6c1585da466
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-11/06/2021 21:16:15 - WARNING - datasets.builder - Using custom data configuration codeparrot-clean-valid-ced470bd23403144
-11/06/2021 21:16:43 - INFO - __main__ - Step 1: {'lr': 0.0, 'samples': 192, 'steps': 0, 'loss/train': 10.55798625946045}
-11/06/2021 21:16:43 - INFO - root - Reducer buckets have been rebuilt in this iteration.
-11/06/2021 21:16:43 - INFO - __main__ - Step 2: {'lr': 2.5e-07, 'samples': 384, 'steps': 1, 'loss/train': 10.535750389099121}
-11/06/2021 21:16:43 - INFO - __main__ - Step 3: {'lr': 5e-07, 'samples': 576, 'steps': 2, 'loss/train': 10.530282974243164}
-11/06/2021 21:16:44 - INFO - __main__ - Step 4: {'lr': 7.5e-07, 'samples': 768, 'steps': 3, 'loss/train': 10.527787208557129}
-11/06/2021 21:16:45 - INFO - __main__ - Step 5: {'lr': 1e-06, 'samples': 960, 'steps': 4, 'loss/train': 10.491048812866211}
-11/06/2021 21:16:46 - INFO - __main__ - Step 6: {'lr': 1.25e-06, 'samples': 1152, 'steps': 5, 'loss/train': 10.409588813781738}
-11/06/2021 21:16:46 - INFO - __main__ - Step 7: {'lr': 1.5e-06, 'samples': 1344, 'steps': 6, 'loss/train': 10.350728034973145}
-11/06/2021 21:16:46 - INFO - __main__ - Step 8: {'lr': 1.75e-06, 'samples': 1536, 'steps': 7, 'loss/train': 10.252238273620605}
-11/06/2021 21:16:47 - INFO - __main__ - Step 9: {'lr': 2e-06, 'samples': 1728, 'steps': 8, 'loss/train': 10.193534851074219}
-11/06/2021 21:16:47 - INFO - __main__ - Step 10: {'lr': 2.25e-06, 'samples': 1920, 'steps': 9, 'loss/train': 9.953790664672852}
-11/06/2021 21:16:48 - INFO - __main__ - Step 11: {'lr': 2.5e-06, 'samples': 2112, 'steps': 10, 'loss/train': 10.194929122924805}
-11/06/2021 21:16:49 - INFO - __main__ - Step 12: {'lr': 2.75e-06, 'samples': 2304, 'steps': 11, 'loss/train': 9.89802074432373}
-11/06/2021 21:16:49 - INFO - __main__ - Step 13: {'lr': 3e-06, 'samples': 2496, 'steps': 12, 'loss/train': 9.843729972839355}
-11/06/2021 21:16:49 - INFO - __main__ - Step 14: {'lr': 3.25e-06, 'samples': 2688, 'steps': 13, 'loss/train': 9.845044136047363}
-11/06/2021 21:16:50 - INFO - __main__ - Step 15: {'lr': 3.5e-06, 'samples': 2880, 'steps': 14, 'loss/train': 9.869210243225098}
-11/06/2021 21:16:51 - INFO - __main__ - Step 16: {'lr': 3.75e-06, 'samples': 3072, 'steps': 15, 'loss/train': 9.587459564208984}
-11/06/2021 21:16:51 - INFO - __main__ - Step 17: {'lr': 4e-06, 'samples': 3264, 'steps': 16, 'loss/train': 9.667202949523926}
-11/06/2021 21:16:51 - INFO - __main__ - Step 18: {'lr': 4.250000000000001e-06, 'samples': 3456, 'steps': 17, 'loss/train': 9.495230674743652}
-11/06/2021 21:16:52 - INFO - __main__ - Step 19: {'lr': 4.5e-06, 'samples': 3648, 'steps': 18, 'loss/train': 9.640376091003418}
-11/06/2021 21:16:52 - INFO - __main__ - Step 20: {'lr': 4.75e-06, 'samples': 3840, 'steps': 19, 'loss/train': 9.428448677062988}
-11/06/2021 21:16:52 - INFO - __main__ - Step 21: {'lr': 5e-06, 'samples': 4032, 'steps': 20, 'loss/train': 9.341026306152344}
-11/06/2021 21:16:54 - INFO - __main__ - Step 22: {'lr': 5.2500000000000006e-06, 'samples': 4224, 'steps': 21, 'loss/train': 9.372577667236328}
-11/06/2021 21:16:54 - INFO - __main__ - Step 23: {'lr': 5.5e-06, 'samples': 4416, 'steps': 22, 'loss/train': 8.967851638793945}
-11/06/2021 21:16:54 - INFO - __main__ - Step 24: {'lr': 5.75e-06, 'samples': 4608, 'steps': 23, 'loss/train': 8.74506950378418}
-11/06/2021 21:16:55 - INFO - __main__ - Step 25: {'lr': 6e-06, 'samples': 4800, 'steps': 24, 'loss/train': 9.786674499511719}
-11/06/2021 21:16:55 - INFO - __main__ - Step 26: {'lr': 6.25e-06, 'samples': 4992, 'steps': 25, 'loss/train': 9.504456520080566}
-11/06/2021 21:16:56 - INFO - __main__ - Step 27: {'lr': 6.5e-06, 'samples': 5184, 'steps': 26, 'loss/train': 9.166744232177734}
-11/06/2021 21:16:56 - INFO - __main__ - Step 28: {'lr': 6.75e-06, 'samples': 5376, 'steps': 27, 'loss/train': 8.682860374450684}
-11/06/2021 21:16:57 - INFO - __main__ - Step 29: {'lr': 7e-06, 'samples': 5568, 'steps': 28, 'loss/train': 8.596318244934082}
-11/06/2021 21:16:57 - INFO - __main__ - Step 30: {'lr': 7.250000000000001e-06, 'samples': 5760, 'steps': 29, 'loss/train': 9.048979759216309}
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-11/06/2021 23:18:58 - INFO - __main__ - Step 15000: {'lr': 0.0004905430961831242, 'samples': 2880000, 'steps': 14999, 'loss/train': 0.5816349983215332}
-11/06/2021 23:18:58 - INFO - __main__ - Evaluating and saving model checkpoint
-11/06/2021 23:22:11 - INFO - __main__ - Step 15000: {'loss/eval': 1.610079050064087, 'perplexity': 5.003206729888916}
-11/06/2021 23:22:42 - WARNING - huggingface_hub.repository - remote: ----------------------------------------------------------        
-remote: Your push was accepted, but with warnings:        
-remote: - warning : empty or missing yaml metadata in card (lvwerra/codeparrot-small)        
-remote: help: please find help at https://huggingface.co/docs/hub/model-repos        
-remote: ----------------------------------------------------------        
-remote: Please find the documentation at:        
-remote: https://huggingface.co/docs/hub/model-repos(B        
-remote: ----------------------------------------------------------        
-To https://huggingface.co/lvwerra/codeparrot-small
- * [new branch]      proud-haze-135 -> proud-haze-135
-
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-11/07/2021 01:25:24 - INFO - __main__ - Evaluating and saving model checkpoint
-11/07/2021 01:28:38 - INFO - __main__ - Step 30000: {'loss/eval': 1.5031383037567139, 'perplexity': 4.495776176452637}
-11/07/2021 01:28:49 - WARNING - huggingface_hub.repository - Adding files tracked by Git LFS: ['wandb/run-20211106_211610-dtkf2u0m/logs/debug-internal.log']. This may take a bit of time if the files are large.
-11/07/2021 01:28:53 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
-11/07/2021 01:28:53 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
-11/07/2021 01:29:19 - WARNING - huggingface_hub.repository - To https://huggingface.co/lvwerra/codeparrot-small
-   acc8d6f..d425b2d  proud-haze-135 -> proud-haze-135
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-11/07/2021 01:29:21 - INFO - __main__ - Step 30001: {'lr': 0.00045712741231096054, 'samples': 5760192, 'steps': 30000, 'loss/train': 1.1647251844406128}
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-11/07/2021 03:31:56 - INFO - __main__ - Evaluating and saving model checkpoint
-11/07/2021 03:35:09 - INFO - __main__ - Step 45000: {'loss/eval': 1.406919240951538, 'perplexity': 4.0833563804626465}
-11/07/2021 03:35:20 - WARNING - huggingface_hub.repository - Adding files tracked by Git LFS: ['wandb/run-20211106_211610-dtkf2u0m/run-dtkf2u0m.wandb']. This may take a bit of time if the files are large.
-11/07/2021 03:35:24 - WARNING - huggingface_hub.repository - Several commits (3) will be pushed upstream.
-11/07/2021 03:35:24 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
-11/07/2021 03:35:49 - WARNING - huggingface_hub.repository - To https://huggingface.co/lvwerra/codeparrot-small
-   d425b2d..5ed0776  proud-haze-135 -> proud-haze-135
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-11/07/2021 05:38:27 - INFO - __main__ - Evaluating and saving model checkpoint
-11/07/2021 05:41:40 - INFO - __main__ - Step 60000: {'loss/eval': 1.3816074132919312, 'perplexity': 3.9812960624694824}
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