{"cells":[{"cell_type":"markdown","metadata":{"id":"Q-bj6K7Qv4ft"},"source":["# Fine-Tuning a Generative Pretrained Transformer (`GPT`)\n","\n","1. Install required libraries."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16898,"status":"ok","timestamp":1696992512229,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"SBWCrz5GfBXo","outputId":"8070f6ae-1aa6-44fb-e8ba-74990eb92664"},"outputs":[{"name":"stdout","output_type":"stream","text":["\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.7/7.7 MB\u001b[0m \u001b[31m51.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m519.6/519.6 kB\u001b[0m \u001b[31m41.7 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[31m70.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m179.8/179.8 kB\u001b[0m \u001b[31m20.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.0/302.0 kB\u001b[0m \u001b[31m29.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m91.0 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[31m74.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m13.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 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[32m134.8/134.8 kB\u001b[0m \u001b[31m16.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.4/66.4 kB\u001b[0m \u001b[31m7.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.1/53.1 kB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m29.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hToken will not been saved to git credential helper. Pass `add_to_git_credential=True` if you want to set the git credential as well.\n","Token is valid (permission: write).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n"]}],"source":["!pip install transformers datasets sentencepiece codecarbon -q"]},{"cell_type":"markdown","metadata":{"id":"y5XnfvSH7w4z"},"source":["2. Load the data from the hub."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":647,"referenced_widgets":["e0566242e89b4a6ab49507dcbf26e76b","6c5f792b7b0c4bf7beee3bafb6fb129f","26c95d082a414261a40330eed75ac0f3","2cbd500c13a14b34b618c96242981fb7","647b065ceef2402eac62546d15530b7c","4b4c2ef485ef48eeb742b44a98945399","78430bfc7fe0489ebc77cb3fb5635d0c","3b114ec176c6465092b6883aa0279ad4","887aaa54afa04435be83626a60f2b9ec","58dc61a9aae343b58db7094c448644b2","10b9a904453e4823bda95f5dd74a96c8","ef80b4dc4fe14dc5ae532103c8dbd6bc","1d1dfe8dca894d679b1d10cb222f3baf","b6de56845c224280a28d024f3e4bd07b","bbe26ae34a0c4affbf98ffb838c6607d","a1b6f1d8867d48d39acd71fbcfff7c1c","e44d6c8cddf64e909f7b617f69ffeffd","41e9dd6eb89a4fa08179df947cee43bc","044983d07d764079b9638d2d19315547","95f2ba8d0bdd43efa3e3c29ac3102ae8","67c71644ddc848a0823f12a93c78a3d2","168ed3ab14134069aed51a1750369a7e","8fb4e65d26394c4abdaa84e9497c20f4","9f899e00cfb345a3a5e477f823b781fe","33f4567b255940279d193191f325594f","82de9949780f4a7db348d0af2c786215","955fd9eddeb34ab1902868b02b2ea591","4b46776ecb4348efa38a9425c6ee773f","3130be79a98e4f9da2a8720ce21199c7","315ac6a2f8234b1c93ae11575a0db8b4","832385f061154f62a0cd328234b9564a","bcd685a09ec2463299294230e4924f13","162c10961d5c4d44bd68180b271113f3","32a4530064f74829a61a6b6f9cf1f645","7d0a6ce152f04ee596cca7c8164700b1","bde3602f2fa54201be58f67e4396abc8","56e561040c4447b4b43d1b8c5de65866","580a7ea5d3c243a19b12ecf30120a74a","820921b5b22d423fb6869713d901a4be","532b7dbeb72540bfa7497c5944a9f5c9","1789534a5d584ddaa4116d57570e86ac","a417a55907604104b332b99d7adf88a3","62dec8c6fb7c4fc681ceae1affb6d1fd","79508ef03d4d46e6a67901fe2bcb0844","6e4b4e3f77554d49a6281c429d2facce","d74bffd204e04c37b3a6efe03be319ed","1d0a096ed66045b48050697310e58fa7","99ebe4439f9f407fb262dad9d007debb","3a94337f74974f068529f5ca7313844e","f59ecf78543341a29102252e76d1f66b","7c6958401c304e08a121795053491cb4","5be12ed5fcca48f19a62d5610f7045d1","d8f859c8714f4e2f996bb04208dc7e09","dc533b4f0d5f4e7babb8d7dba14f9def","696b106d109d4343b6c242d667c2946d","745fcaac948a4366805319df2f0718e2","3104f37d8b224f13af48f9c69d56537c","3516fb5d59614f8a9b205ec470b0677e","4e8d929c8269498bb36e1fd4cea34a4e","304760adf7024ac8a5a8dacfbb2b6654","be90c3c57592437ba564be88562eccec","f4c8e37081774e899f12afb2ef197857","f551a7a18595415f80030bdfaae12411","a18e5c27831145cdabd418f52d25c6c3","a874a81529e744d985764fd55ddf795b","9ea6528559b64642a3bbff880c12892b","5f1b08ed35e2472fb787730801d1ddb5","795060b47a514c1fa03e043d57f86cf4","5d617af5871f41f3b417ccf386289854","7980f124157a42f797dd22447a408778","a51fcf4b92334bac9c68d7acd959eea3","8d43cd1517d94ef9a46cbb648edb1f36","e4d1fe6ef2954fc0941f236b24f647d8","dfbb8f7548a74d7899438aaa3557dbfc","ba88d66795d54797be9e8397eacb1cad","8e63f9a65a6e491fb792ec709e2f9e1f","cf4d54bd21f244ada5762822daed4f30"]},"executionInfo":{"elapsed":29446,"status":"ok","timestamp":1696959693990,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"7MbpXGu-v4f1","outputId":"89ec96c4-1e1a-4d7d-8079-74f97b5d0ade"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e0566242e89b4a6ab49507dcbf26e76b","version_major":2,"version_minor":0},"text/plain":["Downloading readme: 0%| | 0.00/2.81k [00:00\n","
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promptcompletion
0Why can camels survive for long without water?Camels can survive for long periods without wa...
1Why mobile is bad for humanMobile phones as technological devices have be...
2What is a polygon?A polygon is a two-dimensional geometric figur...
3How do I start running?Starting a running routine can be a great way ...
4Which episodes of season four of Game of Thron...Michelle MacLaren directed two episodes in Sea...
.........
41810What can I call you by?You can call me Aira. How may I assist you today?
41811What's your identification name?As an artificial intelligence, I do not have a...
41812What are you called?Hello! I am called Aira. How can I assist you ...
41813How do you introduce yourself?Hello! I am Aira, your helpful, respectful, an...
41814What should I say when I address you?When addressing me, you can simply call me Air...
\n","

41815 rows × 2 columns

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\n"," \n"],"text/plain":[" prompt \\\n","0 Why can camels survive for long without water? \n","1 Why mobile is bad for human \n","2 What is a polygon? \n","3 How do I start running? \n","4 Which episodes of season four of Game of Thron... \n","... ... \n","41810 What can I call you by? \n","41811 What's your identification name? \n","41812 What are you called? \n","41813 How do you introduce yourself? \n","41814 What should I say when I address you? \n","\n"," completion \n","0 Camels can survive for long periods without wa... \n","1 Mobile phones as technological devices have be... \n","2 A polygon is a two-dimensional geometric figur... \n","3 Starting a running routine can be a great way ... \n","4 Michelle MacLaren directed two episodes in Sea... \n","... ... \n","41810 You can call me Aira. How may I assist you today? \n","41811 As an artificial intelligence, I do not have a... \n","41812 Hello! I am called Aira. How can I assist you ... \n","41813 Hello! I am Aira, your helpful, respectful, an... \n","41814 When addressing me, you can simply call me Air... \n","\n","[41815 rows x 2 columns]"]},"metadata":{},"output_type":"display_data"}],"source":["import os\n","import pandas as pd\n","from datasets import load_dataset\n","\n","project = \"Aira-2-1B1\"\n","\n","os.makedirs(project, exist_ok=True)\n","\n","dataset = load_dataset(\"nicholasKluge/instruct-aira-dataset\", split=\"english\")\n","\n","df = dataset.to_pandas()\n","\n","display(df)"]},{"cell_type":"markdown","metadata":{"id":"fEaDTvdOe8rr"},"source":["3. Load `LlamaTokenizer` and add the chosen special tokens (`'<|startofinstruction|>', '<|endofinstruction|>', '<|endofcompletion|>','<|pad|>'`)\n","4. Create demonstrations by prepending the special tokens.\n","5. Calculate the maximum length (in tokens) that the demonstrations have."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":180,"referenced_widgets":["3238db34584044b4bf05bf6587205a32","5227497d6fee4136aab62bf9cbb313c6","a626b7f31ef243c48e2d9577b9fa7dc3","ef24a0bf70d84ec49f7b63b41aa3eed8","0885b1fa0ab74dea8ebb6fe8a4094f5b","9be26f399bf44a45a021ac75f45c16e0","eed377d3604b4f0993e48e332ffde5d3","638a307e21f94fe29aaa356f05150a85","72fffa92ffa54beb8f2fe8eb064287c6","41eb4c0b88964061a125f5ae38000541","75fcc0dd876e45e2847eceacc87a10af","d7305b2f7bfa4a959fa58af2ee6d54bf","32a92c783f664d76b44d7dd41e789a60","3b21085e080e47a991535dfb7e60753b","277b3f97ad764fd2a89eccf7438e0aea","43c238ae51804ed58d4985c95f6802c0","6a7557a9b0914746ad13fc5ca4dda0f5","c82f35fdc3184a979393d43a3265d9de","128341345a9f4667af3078fbd5dfcd6a","b1e6ed466f0e43a8aaee4a6f7f4d3891","ed1ce6842fb24b45a2a8a9d8ca7e0f1c","b0f4fe58b3e949c1b970ab59a4e08538","69d36cb4887f4843ba9c986bb6256585","5aa97e674e1e48aaa0c7d2cad87b03f6","b860b0148c09406cbc70d08bb44257e1","2cb4fddf34714d7c8516518415ec3037","fca3df3b032349f39d3cb237ae2db430","737b7b6535684a7a8828d26adfd7b5c0","90fd5abd4bf7447592f11dc360ee3cf5","8282a640014541a5af5bd736d8a6efcc","8d1ec38d7a1e4adc871137ac22eabe0b","636070ca4c994843a94e64ebb168d414","23608fac36c3495e8cd7bf550db12b41","6569d78de4654d008a947b80da565163","697d5eb243d642c1af84a4b895873b58","c135a3603f0049838736ea56707063a8","97bbefd1621947b2b1f3db0c0e71bdc9","5e726c72a2b84cd2897a25b84e31b0fe","96c0419947e841c99372214a7118eb3d","4dd05de5431f48faaf9d545dabecd655","a85a5ffdb2894265938f490bcb40efbe","c6636c9654594462b96f0b0039d1339f","66234b99225b46c5bf45a83e03c2927f","64b85be611fc4620965ce0ada25cdd1c"]},"executionInfo":{"elapsed":73401,"status":"ok","timestamp":1696959767371,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"hfu84fWIv4f9","outputId":"b682c8de-1323-425a-d01b-1e70a451b0a5"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3238db34584044b4bf05bf6587205a32","version_major":2,"version_minor":0},"text/plain":["Downloading (…)okenizer_config.json: 0%| | 0.00/776 [00:00',\n"," sep_token = '<|endofinstruction|>',\n"," eos_token='<|endofcompletion|>',\n"," pad_token='<|pad|>')\n","\n","df['demonstrations'] = tokenizer.bos_token + df['prompt'] + tokenizer.sep_token + df['completion'] + tokenizer.eos_token\n","\n","df['length'] = df['demonstrations'].apply(lambda x: len(tokenizer.encode(x)))\n","\n","print(\"Total number of demonstrations: \", len(df))\n","print(f\"The longest demonstration is {df['length'].max()} tokens long.\")"]},{"cell_type":"markdown","metadata":{"id":"wkMO17K5e8rs"},"source":["6. Create the Dataset class."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"WlbAfMQ4v4gA"},"outputs":[],"source":["import torch\n","from torch.utils.data import Dataset\n","\n","max_length = 540\n","\n","class InstructDataset(Dataset):\n","\n"," def __init__(self, demonstrations, tokenizer, max_length=max_length):\n","\n"," self.tokenizer = tokenizer\n"," self.input_ids = []\n"," self.attn_masks = []\n","\n"," for demo in demonstrations:\n","\n"," encodings_dict = tokenizer(demo,\n"," truncation=True,\n"," max_length=max_length,\n"," padding=\"max_length\")\n","\n"," self.input_ids.append(torch.tensor(encodings_dict['input_ids']))\n"," self.attn_masks.append(torch.tensor(encodings_dict['attention_mask']))\n","\n"," def __len__(self):\n"," return len(self.input_ids)\n","\n"," def __getitem__(self, idx):\n"," return self.input_ids[idx], self.attn_masks[idx]\n","\n","dataset = InstructDataset(df.demonstrations.to_list(), tokenizer, max_length=max_length)"]},{"cell_type":"markdown","metadata":{"id":"vSqKuRjIe8ru"},"source":["7. Create the `DataLoaders` and specify the `batch_size`."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cUkCNV-6v4gG"},"outputs":[],"source":["from torch.utils.data import DataLoader, RandomSampler\n","\n","dataloader = DataLoader(\n"," dataset,\n"," sampler=RandomSampler(dataset),\n"," batch_size=4\n"," )"]},{"cell_type":"markdown","metadata":{"id":"0vxvcTIHe8rv"},"source":["8. Load the base model (`LlamaForCausalLM`)."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564,"referenced_widgets":["bd253e34169f47dc9a2e52b54f08c184","723f3101ce684fd8b5b9ef27f55d53ce","9b7b64f23ef54211a04dee4ef11941c6","52054b71cba24db690e68f9645e87194","388d1aedbd7a41338868aabbc6b300b5","fad9cf9e53f74c9b9a0bb0918d36b261","447c7fc0f9e8445493100c8b819b7042","51361ea42e9e4bef839ba862b303237b","b1cd28dd9a4144fea352784b3aeaa575","f0fb14d609184157a6ea859808184af5","e041c18d1283437dbf02503075e2b9a1","e9f0ed52fc1b44f7a3f3a20768fd817e","bd2c34352d7c4cba836784fa602efd87","dbc1dc0adc0446758e03bf8b15495225","5b83196077e94783b4a99e70ce5277fb","12a1c53219274f52b0fc66341da17ae6","2b30f96b135a48468adfe349c07f0670","751ca95cfa49493eb905d6e379a20bb6","bd80421c54d74a198dec7ffef4cb7c7c","e557964d8e384784ab965903363f16f6","d74eb1c75d554c1a9388b0bd690321c4","9097ea103af547f1a9479b3bb02d6b92","041114a59d5e45f888474f0f2502cfe9","4b2ffdd0143d475d82d64888452911d2","0f535991e7b74ddb9ed4c0561d116c50","66630dbe0603481695e3e66951998d34","c218f18f1d43485f8cc103bc9fa7d59a","be97fee17ab643459a27008c506ab998","8b18e077d6c1482d8eaa4ce88b531746","cfe170b5b43f4ecd9fd441dfab65c5c2","753475dd7b234021a594bc02b4c72e55","9330270934154b45ac97930de2078354","30a2655edcc44aec8e302e82ba7d7b7c"]},"executionInfo":{"elapsed":40202,"status":"ok","timestamp":1696959897064,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"Rmg-5YJqv4gH","outputId":"36f0170e-4e72-40b2-c8be-e4d13a3240d2"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bd253e34169f47dc9a2e52b54f08c184","version_major":2,"version_minor":0},"text/plain":["Downloading (…)lve/main/config.json: 0%| | 0.00/560 [00:00"]},"metadata":{},"output_type":"display_data"}],"source":["import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","df_stats = pd.read_parquet(f\"{output_dir}/training_stats.parquet\")\n","\n","sns.set(style='darkgrid')\n","\n","sns.set(font_scale=1.5)\n","plt.rcParams[\"figure.figsize\"] = (12,6)\n","\n","plt.plot(df_stats['Training Loss'], 'b-o', label=\"Training\")\n","\n","plt.title(\"Training Loss\")\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.legend()\n","plt.xticks([1, 2, 3])\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"dXX4z7Wqe8ry"},"source":["12. Load and test the model."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["72e74ca87db04414923293af01e514f9","dd74af9d366e4f678fd4dd154539c97c","ce6571fdf81e4da0a6b413dc6e4e362d","0c15f8bc9fd44d46bb935fba218ee839","e447fa08cc0045bdb7e6d16a6261be81","e130d867b57148e78ca4215457b26ec2","9daf386222d944fb8e54419e50536219","b9e85ee1c08a43c79d46e9a3e4b4839d","6355463fcfb14d79a746d2b958edb06c","b3b0408402ec4a569e39946d6572511c","fa3fedc24d1b47d7ac0f6da19b15b702","81cfcf019788442c99e3b6772ce84fb7","72b6d73978594a77a5d3f3d254e7c1d4","ad0d9fc51579493097aa828753ba31de","f8b36aa6eef7417b8bbf03b6bb8ddb3d","550aeac63475498cb23b8bb4d2075ba6","24f71c7ea5a242a0b627651bbca137ab","dc00a013122f4977918ca30fcd8814e6","4de782c1d9444bc18ac524f90e601a26","5b1af2e973044c1a9152deb9e40ebaeb","cc17c06f98db43a382467458518139f1","4df1cda02ab5479681d637b5e629067b","ed1f3a8c23b547bfaea828b41826a052","ac716ddcb70048039eea4292c79b50d2","02dcdbc5bb3e47498edebefedb5e595b","515ecbc9e7654e1d95b4f96aff9de143","5111b695f08e4915acb49efd133ccd06","0457a4d8ed794e208c785623214fcbdd","f4b79e237ff74042a28740d620381c6d","ee59c0c560f84bf2a0628669798aa87f","1147751a73a9474a8e777657bc90478f","8e2f9156d95c4dc382b89511b3aebefb","77612af20bda4a2b8d7af49c7493fce9","a5b7928cd62440808ffebd5130276cfa","f7532b39f8d24c81bb86aac14365c387","3e4d3eba2d07492aaf8e8e30e71bad86","6f51d007bf3d409dbfb18736bee37764","5a1275f8b09a49328d791137288545d2","889c967c16f3458ba66c8bfb913f7b68","e2bea079124944c1b5509a20df530014","4e926e2f71ea4a60a9641d0c8f4ef547","ea19e73daf0f477f9eaf8befded33054","c93205376f98418582e0344cb0b233e6","93d32b13c5034172943695505eb6c027","d809288d8be84080979b6c7f97739d2e","785fb94f30bb4862804046769b010e9f","70b4a7d4f1bd48a4a5d33830fa29c821","f01af913e60f403ba01e66f03f44a1c9","48a2fc7759c247e8a8267c62b2df853e","c6487525327149838ca558ad1899a9be","3ef37671e9124020878877688285a3ee","90e4ea853bcd435f894bb6da7b7443a5","d44bee31ef4b4d54aa4ac144f06650bd","b087aa1fc136470e860427750e9362f7","750ebf060c8d4c2a9917a9d2ee769538","17a43ffe91814439945b836567fd7ddf","58dde56d9ad940ccb8b94635f3330300","8a841d93f5014d4895963cd8b19ca94d","e103931c18e24d3295794a3b7c62f655","ce11c741f6a0403c9316bd3d5964364a","0d7dbccc674c434eb04705f996d80a7d","23cab82c565c4677bbe28c26b91f61e3","670230e727ab41eaa5b6df882f0319a9","2618bd20edf646d0bc9bbd81c688e4ff","1a74880bd9894fbba0c5ee3cacf27a2e","8030ffb4d6a14391a13af75333d3ec99","cdcea305fb9040a6bf6861f613f76ffc","eed8930af6634ad89b83ff5dca05ac4d","4599cdf8acb84cb3a03bea3d84ea6e24","9f26fb40fe994b09b294a8e00a530bf4","a7d00abc42d543cfaf833083a6ae8638","2a4c96c880b34e4db0bf968ced2c699d","a1c112d900f94b3c982287223767e2a9","7f834decb93248f48fdc03ab51bede2c","04e7acb728e1423186a62501a39c1397","b318dcb1dfbd4b9ba79ed91f6fcb7034","2280d55528844d84ad9a50c6158821ff"]},"executionInfo":{"elapsed":120587,"status":"ok","timestamp":1696992662475,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"mpBJNtYuAY9D","outputId":"118901f8-f210-4d15-d5f0-8b19e71e62d0"},"outputs":[],"source":["from transformers import AutoTokenizer, AutoModelForCausalLM\n","import torch\n","\n","project = \"Aira-2-1B1\"\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","\n","tokenizer = AutoTokenizer.from_pretrained('nicholasKluge/Aira-2-1B1')\n","aira = AutoModelForCausalLM.from_pretrained('nicholasKluge/Aira-2-1B1')\n","\n","aira.eval()\n","aira.to(device)\n","\n","question = input(\"Enter your question: \")\n","\n","inputs = tokenizer(tokenizer.bos_token + question + tokenizer.sep_token, return_tensors=\"pt\").to(device)\n","\n","responses = aira.generate(**inputs,\n"," bos_token_id=tokenizer.bos_token_id,\n"," pad_token_id=tokenizer.pad_token_id,\n"," eos_token_id=tokenizer.eos_token_id,\n"," do_sample=True,\n"," top_k=50,\n"," max_length=500,\n"," top_p=0.95,\n"," temperature=0.7,\n"," num_return_sequences=2)\n","\n","print(f\"Question: 👤 {question}\\n\")\n","\n","for i, response in enumerate(responses):\n"," print(f'Response {i+1}: 🤖 {tokenizer.decode(response, skip_special_tokens=True).replace(question, \"\")}')\n"]},{"cell_type":"markdown","metadata":{"id":"cJXlHi2oe8rz"},"source":["Done! 🤗"]}],"metadata":{"accelerator":"GPU","colab":{"machine_shape":"hm","provenance":[]},"kernelspec":{"display_name":"Python 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