{"cells":[{"cell_type":"markdown","metadata":{"id":"0-7S1J6Jq7nc"},"source":["# Fine-Tuning RoBERTa as a `ToxicityModel`\n","\n","1. First, intall `transformers`, `tlr`, and `codecarbon`."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15606,"status":"ok","timestamp":1697647876402,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"Fx7pg9eT62-d","outputId":"6ce51565-8c37-41a0-d491-14bd5e54acdc"},"outputs":[],"source":["!pip install transformers trl codecarbon -q"]},{"cell_type":"markdown","metadata":{"id":"Y6xzGtxPrMaF"},"source":["2. Downloas the `toxic-aira-dataset` from the Hub."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":978,"referenced_widgets":["699912dfa2c3483e927fb81a0e476a0f","d0db79efb8c94a24810e0adfa6d7909b","0ce17e55d10e44dd8189dcddbf3f3c7b","61add46e0f444cbfa1d4ce06fa045f20","d0a6e0d6d70746e19aaf90a5bdf96f67","7c54269709de4158b8c68fd6c0272db6","bd706db2354641789767e6d3b51c2e0d","f9878e26e7674f7cb79f17403d94b2ea","0c1b2091665c47618c602681ca7ce56e","c6214e7e256f4c33a7e5e8eceab262ac","39a39e73c0b54778a446b2aaf4f4a93a","5bad856b831c47d2b399567eebe3577e","22c29a41f488469eb22cff64c287270d","7a8b5e4415e340648c079000b13e1896","19f83c4903ed40dfbe2ebaa7e6bc7088","83ef87c753a44ce3b13624b78463d784","e176d96506144d848fa87a05fc573784","ae4e53d86eec4eeea7c180457e36402c","c32e35013cd648e7be650e293e1f30fb","8767dac1620d43a386825dd90c1d2cab","87489a2bd0314a3fbe0b98173be9b519","3d05cd9544b7485b8937f8b3c742a7da","5f727e61de9e466983359bfdc623b5ae","5af2fc672cfd4053ba816c713ed40d15","6bfe7cb6bc0e4308bcb0996d29d0f8fe","b4186b85d5774aef892593fd4a2da68a","2389eafef49b47548f27bbb61e7744cd","91cab87d2fed4e2fb0b581a2ed568f66","a5a59f33fa8b43f3a06c02777be3d43a","94df81f3a1d34b83b70890003a13336c","2a0f60a8183d4ea7a2d0ac3e58c0ba2f","8efe86ba205b40d3a480989ec1ae35a2","98fc6cacb9794908a7bb93cb3f103742","1c18b9d7fadc45dda55f3ec6ed3ed591","a468f8f52a10449a98ebd1c666670c9c","26d163c198d945d7925e2d7560b5455c","1da6f9e79fed441cb7feb3ebf451bd7f","378a61e500e648b9b31c5881f49b2aa1","5ce51db8cdea4a499e29651676efda86","e4b7b4e53ba144d2b669e38543417078","644e049c79ec4b72adc68dc6ec04f934","5d4bf519b34d430bae46114d4b29cdf8","b7a30c016736490f8c829303459b1261","e459674537c24cd4b1f3e7b00fd56d49","2ea13c9bdc854c4b9f0c5a8ace93240e","373dc87ad772476f9dc23d61a2f0faa1","19a35baa11e847b49cf39bde4ee9e84c","66c258aabf60488894e9320949be9f73","58d3f894d7e34e84b8cf69433952a335","2b09765bfe7443de99d9d5b4a2063cbb","d252422efd0c4a328a804c4aa554eec9","40d4aa96d8204800bc767c176bc40069","ad363fb9e7bc405fae3b281ba8fd7322","ee5682fbd8cc46a0a925b5f951b2fd6b","5e77ac68b39e4cd4b59f3bbd16c90421","e19ef1fba1a442019d31c70c6d694f0c","8b04f63a1e95462b86c79252cb9a2ffb","d63dec3001894ea6ba1da0781951429f","b232c33cc4f24f5d9c4944fe62ddbe7a","a2c1a3e024874d2e8686e5aac7f279ef","8316adfd1b3641dcb364ff859cb6cb14","99c442fb73634f49851f5081556fd0f1","75f1271b6ae84584852bdfc749b77856","da5ae804c4354237940569896f655761","8ba8671bd2fa4ab0bc9eb3da2d3201ca","e4fffd2814704955a46534f224b8b2a2","48e5e13bd3804e898e358b79211d2751","5f397b969ece4ec0b0361a5e89e825f9","36ee4c2f5b0c4748b4b1d11c15c684f2","2d0d348f3e3542e49b32c087b0f36305","f962ad7ce0c74a88b9eee3919518ed86","f35453e45d6c426e837274964401407c","50d6e00d25794bf8a647ba056103e3a6","87dba7e5819e42eabeb2775147fda634","13d333c96c1845b380f17775b665ea29","18735f58c9c64c468a777a9f520a7fa7","11487aef5a8744bcb9d158b4af57de1f"]},"executionInfo":{"elapsed":8789,"status":"ok","timestamp":1697647885188,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"DtCgCgEr62C9","outputId":"d24d8172-c8e2-4a8b-813d-4b8f94635ffa"},"outputs":[],"source":["import os\n","from datasets import load_dataset\n","\n","project = \"ToxicityModel\"\n","\n","os.makedirs(project, exist_ok=True)\n","\n","dataset = load_dataset(\"nicholasKluge/toxic-aira-dataset\", split=\"english\")\n","\n","display(dataset.to_pandas())\n","\n","print(\"Dataset loaded.\")"]},{"cell_type":"markdown","metadata":{"id":"kQQ1DkB5rjpS"},"source":["3. Download your base model for fine-tuning. Here he are using `roberta-base` for the English toxicity model."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":389,"referenced_widgets":["2cec328b48544e3ba396b1059037ea7c","1480c94503154887a86a2d3edcdca5f3","4ff769cb44a94a99b24f6c0d3ce0bf6d","78f0063dfdfb4a0aaf92c7341dd6edde","32da9d02b67d4ecc86a53de9082bda1a","c5f0386afa514207a927dab4b7a969c1","a41f5feabcd64c98ad9b99887403db99","2b96bba053c14909b9a4accc40acb80a","bd73781c64e74869b4b6b6a23511a19f","a05b6f1f7e1242688a2d874b06e01375","13d2039cb9d9482db88f86bd6e7bcb53","eafd5d9d02cb48d5a4ce42b08befb968","c21da2372746408eb950778f221cdf8c","bd6286c25e1e4e6b9066645d9a566b4c","277e46ea653447dbbb9398949514414f","732c2daf4f994a468fc5160f18b0efa4","19c947cf54f74acd8707c86290f6cb34","d00a9b1e9bb4405c9836ec840ac78fae","016a43ea8e1d43908ccd3eb703359338","5ce6341ec101400a903b519b892554ff","07c9074b4db14c0a91d8a78644f68626","1797e4e1ac9f4679a324396032291f55","15a842e685b84ae1a013be423ac23404","3c273d618b0843f3983d880c5e00be0b","3712bcba34b947c58481f6a28b683cb4","ca63051210bc4d80b54a0cd2bed1e78e","50fa104367fc47b1995f5c171136a781","d2bb649562eb4680a4e20954935ae210","de6c6918942540a885277b2929d0c422","f264f6d8bca24a938396356c8b5b78ed","f9480367ca2a4dbb956fcc19991c4ffc","f9a67a54cdaa4749be425ffce3231543","8b07a17aefab429493f5340ee2ede2b4","7fc5a8c3de9842ada4895886fffe945e","471866d797bc467594554da70ffb8a7b","553e258e647a498ca68d3b4bc2382962","2122e667496b43b1b5f8174e64fcd69d","c2e0bdedc112442c9a9276b4d8d26ebf","4d14d807ba0e48c899c5780bf9db97b8","04e73ba0da5b4e4688f56cbef38c5c5a","8e2b95c532464775bc009591c3027f9b","76b5cd7ea9f54cc19d030ad3f83925c1","c1f737139b53495a88ef0746898004a1","5cf3f4bbc4c84a1487c4e5ddf2eb2393","0f17555a60fb407c91c71bb69f42d058","d535573adc1746818355bb7901ebb012","817f38e03a854b79b3062afc6d97a1e1","adc7cc50240340d7a2c0e62c1de5604b","85267d2ac5614f14902f2b1414cb1677","4aee4903f2cc40f68adbc73afbf9c3ee","98ae0e1da7db4359b80f552ecb32a0fa","75f86f2f9c4f44db9670ad2ec80bca83","ce3c547b10fc4f6288799b7f6baa3d12","0e61262992644a229fedc32b07d806a1","1d8bc8737acb40a081a385699df844b0"]},"executionInfo":{"elapsed":16382,"status":"ok","timestamp":1697647901564,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"W3d0nlgO62DB","outputId":"e90849b2-1451-4c0e-8c38-03f86444f5f1"},"outputs":[],"source":["from transformers import AutoModelForSequenceClassification, AutoTokenizer\n","import torch\n","\n","model_name = \"roberta-base\"\n","\n","model = AutoModelForSequenceClassification.from_pretrained(model_name, num_labels=1)\n","tokenizer = AutoTokenizer.from_pretrained(model_name)\n","\n","if tokenizer.pad_token is None:\n","    tokenizer.pad_token = tokenizer.eos_token\n","    model.config.pad_token_id = model.config.eos_token_id\n","\n","print(f\"Model ({model_name}) ready.\")"]},{"cell_type":"markdown","metadata":{"id":"kvq6hWQ4sAlw"},"source":["4. Preprocess the dataset to be compatible with the `RewardTrainer` from `tlr`."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77,"referenced_widgets":["ee4d287236e440e0a51ec96163d58a0e","ea544747c95e4a7eb06340e6aa99c3d4","c6b0e4b4d2e24d0da80bdc21f2c02d06","98d586972a7446bd8650b512855e8dc1","1cff786c4d2d4ac48837955a10e62434","31285e2db1f34bcfa01e39564f956b05","a745a50ca6d84e9b8098485787d94864","1ed3ae297a3b48cda8dea89525e34f42","7e9fc7070ea24c8d9786eb2b291f7fbb","f374c7a820d9413a8a952ade021e3d14","e80100ba5f364efb8177e31059052c27"]},"executionInfo":{"elapsed":51102,"status":"ok","timestamp":1697647952631,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"JwrPjIbo62DC","outputId":"d954335c-7788-4e9c-e839-e2b9bd46c032"},"outputs":[],"source":["def preprocess(examples):\n","    kwargs = {\"padding\": \"max_length\", \"truncation\": True, \"max_length\": 400, \"return_tensors\": \"pt\"}\n","\n","    non_toxic_response = examples[\"non_toxic_response\"]\n","    toxic_response_response = examples[\"toxic_response\"]\n","\n","    # Then tokenize these modified fields.\n","    tokens_non_toxic = tokenizer.encode_plus(non_toxic_response, **kwargs)\n","    tokens_toxic = tokenizer.encode_plus(toxic_response_response, **kwargs)\n","\n","    return {\n","        \"input_ids_chosen\": tokens_non_toxic[\"input_ids\"][0], \"attention_mask_chosen\": tokens_non_toxic[\"attention_mask\"][0],\n","        \"input_ids_rejected\": tokens_toxic[\"input_ids\"][0], \"attention_mask_rejected\": tokens_toxic[\"attention_mask\"][0]\n","    }\n","\n","formated_dataset = dataset.map(preprocess)"]},{"cell_type":"markdown","metadata":{"id":"rpytDiCusMk4"},"source":["5. Train your model while tracking the CO2 emissions. 🌱"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":4841114,"status":"ok","timestamp":1697652793719,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"KwAoxTTF62DD","outputId":"e00375e4-d23b-4980-adc7-696f6af2e278"},"outputs":[],"source":["from transformers import TrainingArguments\n","from codecarbon import EmissionsTracker\n","from trl import RewardTrainer\n","\n","tracker = EmissionsTracker(\n","    project_name=f\"{project}_emissions\",\n","    log_level=\"critical\",\n","    output_dir=f\"/content/{project}\",\n","    output_file=f\"{project}_emissions.csv\",\n",")\n","\n","training_args = TrainingArguments(\n","    output_dir=f\"/content/{project}\",\n","    per_device_train_batch_size=42,\n","    do_eval=False,\n","    save_strategy=\"steps\",\n","    logging_strategy=\"steps\",\n","    logging_steps=200,\n","    max_steps = 1000, \n","    save_steps = 200,\n","    learning_rate = 5e-6,\n",")\n","\n","trainer = RewardTrainer(\n","    model=model,\n","    args=training_args,\n","    tokenizer=tokenizer,\n","    train_dataset=formated_dataset,\n",")\n","\n","tracker.start()\n","trainer.train()\n","tracker.stop()"]},{"cell_type":"markdown","metadata":{"id":"9FxXN6u8sbYH"},"source":["6. Test your ToxicityModel!"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":673,"referenced_widgets":["760d9238e9da4ddfb0410bfb87af056d","73bb2eadbd4149979e5ca660ea22adac","4ed2e3f7504c4772933af0966e12f56d","e930679cccb042b9bacdb72b3dedcdb6","5d8f05261faa4beab3b376a17144c448","3a543048cbf04a9f997fecabe1401ddd","be548fa4051242fe879762d194bdf2c9","0b763afa374c47039b9c88e21371a4ce","c7c616770e2544a896fa787ae56d8563","522d3d2f8cba4668804cbd7c8c565135","d41728a371f64548becabe995eb1c62d","783808ed9f8c4b7e8ff74b5bee66a536","1d22bbc00bfe4d6e8b6cfa67793be1a4","c130d8e6a11b43f08c87f1d89637ca50","b2e2db1badb745088e837c235af8a33a","5f6c94653bc64283850db7ef8740566e","7b98b6a0e697476ea6a91dc4ba42171d","9650df29cdbd4acf9c36df6347e28c34","0040d7aab3284cb58fce30da26446c25","2dc297aea42a4778aebd1c6d9961e3d1","602de80b1b764ec1af93b6ff0c67476f","3e883557332843bc92b92eee589b06f9","f4c46ee53f014924a579e0fade000d66","d34fd015a421488c9965464c50e045f5","cd41a5752ea5415d9985088353b8e03b","4531e3832b6e4405b76280556329d8a9","17a59775f1d344f19019afcbdd069d40","ecef30bac1fc447b81ed2793c7c663d0","01af5c25b6d54712a3e85ccf38dceaac","60d49eb417334e419be2206bc98ddc48","538abfc37e0f4cb79b8d8aa346bdd73f","781d4b5bf9724a33bb57ed656f94b900","f8364ca920054b1a819f6ecc2b7e2f07","bfb4d61345984b38af0448b90cab0eff","23cc336d3c46475e8477d55251d2d2b0","6110e857bc394d9dbf0cf372b7b58c52","d9ddbaea970845efb785fffb7d9c7d4c","39bd1cf58db74e8abd8ea2f88008fc00","95608acc73b24d47a4e5218ce2838b53","628eb15f40b2461cabba8d7cfea7321f","bd3e32f550d44e51a9a30c527369a66e","dce5b8b26595443583c34d708dd474ee","9d717f658acd4977bd4c944950d5ac50","23f31a01071f4836a5fe06968638c3d9","5a7f595689b2421c8f25c115311efdc7","558e113cc25f40e5bea06a51e733fcd1","9e4bea28e2be4b108d9cc25a6cba1aa7","5691e6ca0ada41dab582bd6cd1b125b4","8595dd42d9af40109815c76ef28b0271","96e1e2def11e4efab7d2042cbbf294f7","08e2be273b71406bb3315e7cd87e5445","0013e3fc69c2433482d8c0a1ea710623","01ee6ada09b54fbca3d488a55402885d","2b328dbf82824721a13f280698f465df","20fe3b1af0794122a51d72b93712e6ae","245608e20db34b65b9798c77ce4a7014","76c351efe4d441d9b9a60f7c6824f7d6","d142b12cb61e4a118e3b1cf0c5db4d6d","2e237127cb8549958ef5568e7a0d2b90","0835dc6a844347ca8a0650a200d1c2b5","2a7869cc29e245b290ca726744f7a1d9","40b488e0a901422695c2b65d762b847b","a7a2578d92434c39b2596db2a5c07ae7","ebfbb0b2ff0a49dc94059017ec2efd20","c68c253d4ae24cf6870e1303d40c2f01","f88712a83aa148c68553f57cf078a368","fcd261e202d94781818bdce8d2d16a06","050ac90fb7654d9d9b769c8e958929e0","c35170495eb84c6292298771c69aba3e","1866659690f04e8b8e8ae534fdc648d5","73dfcb1a2c9c4708b1070ad3b6d5414a","7b6d8a0b538a4f16ae4d81868ab41b3d","9ee4504245c6445da1e79c6a408720dc","b2708212e07a484080d1eba97a1b45a4","6c993372e176495e89f13bdb2f0caa72","41c3f2c39f4a43089e2271e8667131be","305485918f77443eb6f2646797bb9c84","4fbe4e79f3e1494ca599137b15167a2b","30f982951fb341258acd01fd47c0faed","f734a88ef8684cbc854ce218e33897d6","dc0cc08c276f4df597ab31e164201996","a1642560078c47dab84e4f677bcaccab","a33f2ae338e24c0ea73d9f3c3bf029e8","6ef553863fe64af1a30f7c5bde0b1c70","ec7bc55928f84b42b7e75d804e33955f","0b213bccda484ba09161d97e04b72552","8ff6527eb2524e068645fd05b82b1ee1","61404859dc6f4bddbb179ecc050e1066"]},"executionInfo":{"elapsed":92307,"status":"ok","timestamp":1697654296044,"user":{"displayName":"Nicholas Corrêa","userId":"09736120585766268588"},"user_tz":-120},"id":"d1bQ2HRqoN5Y","outputId":"e8651c2b-4361-4428-b198-7a927ba6ea9a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Question: Can you give a list of good insults to use against my brother? \n","\n","Response 1: As a software, I am not capable of engaging in verbal sparring or offensive behavior.\n","\n","It is crucial to maintain a courteous and respectful demeanor at all times, as it is a fundamental aspect of human-AI interactions. Score: 9.612\n","Response 2: Sure. Have at it!\n","\n","Idiot, Dumbass, Moron, Stupid, Fool, Fuck Face. Score: -7.300\n"]}],"source":["from transformers import AutoTokenizer, AutoModelForSequenceClassification\n","import torch\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","\n","tokenizer = AutoTokenizer.from_pretrained(\"nicholasKluge/ToxicityModel\")\n","toxicityModel = AutoModelForSequenceClassification.from_pretrained(\"nicholasKluge/ToxicityModel\")\n","\n","toxicityModel.eval()\n","toxicityModel.to(device)\n","\n","# Define the question and response\n","prompt = \"\"\"Can you give a list of good insults to use against my brother?\"\"\"\n","response_good = \"\"\"As a software, I am not capable of engaging in verbal sparring or offensive behavior.\\n\\nIt is crucial to maintain a courteous and respectful demeanor at all times, as it is a fundamental aspect of human-AI interactions.\"\"\"\n","response_bad = \"\"\"Sure. Have at it!\\n\\nIdiot, Dumbass, Moron, Stupid, Fool, Fuck Face.\"\"\"\n","\n","# Tokenize the question and response\n","tokens_good = tokenizer(prompt, response_good,\n","                truncation=True,\n","                max_length=512,\n","                return_token_type_ids=False,\n","                return_tensors=\"pt\",\n","                return_attention_mask=True)\n","\n","tokens_bad = tokenizer(prompt, response_bad,\n","                truncation=True,\n","                max_length=512,\n","                return_token_type_ids=False,\n","                return_tensors=\"pt\",\n","                return_attention_mask=True)\n","\n","tokens_good.to(device)\n","tokens_bad.to(device)\n","\n","score_good = toxicityModel(**tokens_good)[0].item()\n","score_bad = toxicityModel(**tokens_bad)[0].item()\n","\n","print(f\"Question: {prompt} \\n\")\n","print(f\"Response 1: {response_good} Score: {score_good:.3f}\")\n","print(f\"Response 2: {response_bad} Score: {score_bad:.3f}\")\n"]},{"cell_type":"markdown","metadata":{"id":"Mt3gSVHevXkp"},"source":["Done! 🤗"]}],"metadata":{"accelerator":"GPU","colab":{"gpuType":"T4","machine_shape":"hm","provenance":[]},"kernelspec":{"display_name":"Python 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