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notebook_login\n","notebook_login()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":113,"referenced_widgets":["7632aa366fbd4b43a47cf0f3b24191f6","1c6f23fe5b2f4c99b3195f10f6220794","b5f1237fb89a4b7b8f9c15651b03d7d3","5d490e93599d4e239fafe549ee52fc68","cb6be4f9b53842759779d130806e4d6a","810a3b29238341a1897e103d00e01dc5","85baa2ed1c5448f29870a449a026a689","3ae588a27d564ba7beb96640292e6aa5","e2dc75050fce41f0962d40d97cf49f70","92195324fae94d469e3285d6360e6ed7","6228fa823e1246d697f4254674412ed6","a2ede10c652e4cbcbb32bc56430d10fd","a47503354b3c44cd9ab50a45a29328dc","b8220d0ccc364036b3e1336476167166","37e969ed2eb54383bbd51b08439fbe77","bdccd39044a14eb4b2ad7777f1421dc6","863a837550494f779cacc71dd3eea557","be990aa2d9784cd8ab7a98899d804916","009b6b7192a54b00aebe191f7ed1aeae","0f90a8aa9fa543a9ab695f03a20d33c4","8acbb2db683b406996ee9af95cea08da","073bcb15a6824eb18c8e8da8dfd80a36","b9084ce26e864921b91cd3850dd0c3ef","8fad8b5f5027427382a176b67bbe1ae4","97a63413ae7b4505905d813922ec048b","716f43211cd54f948c79fe9d561d84b5","f1a6079ab1404dd6a2b553e7187d6192","82c79485b45841b6aa335f3aa00251ae","d36e3a13bc87469698645bec9e3b8d99"]},"id":"ZTRbZINkyK_l","executionInfo":{"status":"ok","timestamp":1725311688338,"user_tz":240,"elapsed":585,"user":{"displayName":"Dhaval Patel","userId":"09029567572314905178"}},"outputId":"f564ffc9-a148-44cf-f481-bf044c8f970d"},"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":["VBox(children=(HTML(value=' =1.17 in /usr/local/lib/python3.10/dist-packages (from peft) (1.26.4)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from peft) (24.1)\n","Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from peft) (5.9.5)\n","Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from peft) (6.0.2)\n","Requirement already satisfied: torch>=1.13.0 in /usr/local/lib/python3.10/dist-packages (from peft) (2.4.0+cu121)\n","Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (from peft) (4.42.4)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from peft) (4.66.5)\n","Requirement already satisfied: accelerate>=0.21.0 in 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satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (3.3)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.13.0->peft) (3.1.4)\n","Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers->peft) (2024.5.15)\n","Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers->peft) (0.19.1)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.13.0->peft) (2.1.5)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (3.3.2)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (3.8)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.17.0->peft) (2024.7.4)\n","Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.13.0->peft) (1.3.0)\n","Downloading peft-0.12.0-py3-none-any.whl (296 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m296.4/296.4 kB\u001b[0m \u001b[31m9.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: peft\n","Successfully installed peft-0.12.0\n"]}]},{"cell_type":"code","source":["from peft import PeftModel, PeftConfig\n","from transformers import AutoModelForCausalLM\n","\n","config = PeftConfig.from_pretrained(\"grounded-ai/phi3-hallucination-judge\")\n","base_model = AutoModelForCausalLM.from_pretrained(\"microsoft/Phi-3-mini-4k-instruct\")\n","model = PeftModel.from_pretrained(base_model, \"grounded-ai/phi3-hallucination-judge\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":429,"referenced_widgets":["5fe3552f8034465daf9b53fd18c18ed2","3d23c8c2ebd846e78dc24ed5deac86cd","b5febfb3c9224441be71b11477f8b88d","b7cc3479e64c4fbf8e8048d73552c0f4","d70fd72776ac4fcf8de7d2a372a965a6","b8aaed24fe4642d8801e38846a283467","2d6f5c5396fb494d95c4a4a80ebacdff","5514286cb8204c27a821188163ff3adf","51046f4f4ba249bc84640881022ad404","e15f853528ce4cd285b9db814e1fc5c5","8b8a7f1cc4204fb3ad58d46d34b59fee","1e5a6062f5e149fc929f34278ed88f31","2375395769114defbb6dde010dba93d8","c23fb3c1101e490c8b02b91349d7f7ad","b1199cd9f59a42599944c5b8d76377e7","1405271be02a4ab7b504a96eca71ce44","3ae16b7f28c747d4928950d006a40558","8068105744e8453a833ae27df07394dd","f9cec61b305e49b18c12b2261b61a546","707bdefecda8487d96c598b89854ce57","bcfa96c79d354c9db61a25c6990a58d6","4e03de96a53a4b74853f23cff5083919","0d1453c4478c437bbc57fd741706f529","1cda46108e3040208dfe67177e347269","0ea4fe70d8aa4e99b5d9390b411ffc2f","adc8a567668e41e0aab0889bb869e0cb","28dc34412a7548f68858c35fc12cd5ee","910a519d336446f584030ddce27541d6","cdb0b05b81e2408ebb45e7e587bf633b","ee7355e941a34b22adde6de0f8cebb1e","7a11fd67418b47438d366dde0bd9daca","bdc0b998367443dd94dd449d416018f4","3bedd7cfe8c3482e94a68bf70f07a0b7","b82c3ace7d174af9a04bf70c39fbdc2d","ff04a68b99d24aa993c5f864faddbb41","a0991f148a924c288cbe56ca25f59c95","498f88919b0646c0bbdd331508e11e37","72b2f69912d4451198269795f127afe4","b5acfc4924b4439fb8686351f765f172","eefacf04a5a440e2b24623962dab9211","87bd62561c7b4c83a36b0cb3fc7489ba","5d3130de0617435b8989df57ad74503e","e0f3ffc689a14b32b98463eaa2559fde","efe506128d2b4391bad6d0a99322ff71","f5346a13ad9642d6aa51cc70b197e161","f58c25656f9d4ce59703a46c3ed3afbd","fc1af0b578624de0b4d896ae989a711c","8687b72e3e6147aab2c3c53e0e22b847","9e92902f2c834b87b752dcf152ebbf59","1607fd8b10564384b6b4538bb8799a6e","b349e1d5bf834fd5bad0d4e20e91b671","a34c958442154f99bb0fc12c25ccca03","96ded39127114af986074f3b67e69a7f","433fd6b2522943908d87c6c18d818c5a","0c03d547a5ff49f5ba418df1b765e277","6105dc40d98946a8837e41e000b3cb2e","8315314196f642b881b490f3be5a8f9a","0bce9c5efaff41059bd24185961515c0","d70db53a21304310aa353eb47432c7d4","95d384a6cfd34e719cb7ad355b2af2e8","825022764c3441219b2f9d31ea21530f","0b9ab123bcbd40bab08ddbb390ef73c8","607e58811709461d97897e2a58da2111","b4e1ef614901444396324790214b487e","e489be7db09e424b8d84ac6caedb7dc2","a999c9b3fe0e4487ad3c20419b51237a","7608af4fb73245e09be3bb72e57ce262","42b6af77c96644ef8d9a845315ed5736","5e8cc77b341046d38db4308e5b76f252","c97747e1afef4277be0a2d92cbaabed7","8b46913b89fc4356b31b79ccf6b982fd","2e009349b6e84d07a9fa2af84531e8a0","d8601da51017495885320126288edcc7","7f8ca01e3ac94e6dba3aecd54dfcc766","8dd0367e25b544c0bfa62909c9938a1a","8b62fec52bfc465ca433bc2c8bb4fe44","b45a271437a64858be259aa45f6d0fc2","8df46d4e146349af8815b9e709fb84ca","e1eda3db0e67452f8596bbf9e558065b","0b9d082297e3404787b883a7533195e6","67eff7c32f7945708f371bc4f66989ce","88b0917b734e4f67a45fdd34a7f74d25","21ff2c0c71b04e75b0dc6ce881434170","e1d96d50b3df44a389e4f127c3eed8f4","d19463398fe74af3b9313f49d262488c","c11b2388950f4bb3a30f4806e2fdbc1d","f7443746aa43472db0289ee7bb338acf","de137ce412e240f090e274770b09ff30","76d1db38d1734905842569671ccd2939","0d6df76383ac4ffba8f48493be916157","f75aa70562764988aab2979bca380877","2af37091dab14498bb1cff43da66b2dc","2a263dbcbafd4de28047fc4969241299","2df1b17647794dbcbb655b86b6ab491b","7a1f19cc2d4245dabf24791a5deb8f22","2b5f9410382d432db0bcbb1e59c209b8","54461037187d4748be16ab45aaa80b00","9613b1ed715a498193916ac97f63637a","85a216229de1449886c32530f1db18a9"]},"id":"43lGLh2ayctR","executionInfo":{"status":"ok","timestamp":1725311745855,"user_tz":240,"elapsed":40087,"user":{"displayName":"Dhaval Patel","userId":"09029567572314905178"}},"outputId":"fc87a305-2379-4b06-9a21-208776a650cb"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["adapter_config.json: 0%| | 0.00/734 [00:00=0.23.2 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.23.5)\n","Requirement already satisfied: numpy<2.0,>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.26.4)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (24.1)\n","Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.2)\n","Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2024.5.15)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.32.3)\n","Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.4.4)\n","Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.19.1)\n","Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.5)\n","Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from 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torch"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ccdwEbXAye5_","executionInfo":{"status":"ok","timestamp":1725311780217,"user_tz":240,"elapsed":2659,"user":{"displayName":"Dhaval Patel","userId":"09029567572314905178"}},"outputId":"396ad59c-8894-4f0d-f5ba-1c00238eb099"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.4.0+cu121)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.15.4)\n","Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch) (4.12.2)\n","Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch) (1.13.2)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.3)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.4)\n","Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch) (2024.6.1)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.5)\n","Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n"]}]},{"cell_type":"code","source":["!pip install tokenizers==0.19.1"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QoCtoDiIzg2M","executionInfo":{"status":"ok","timestamp":1725311787080,"user_tz":240,"elapsed":2519,"user":{"displayName":"Dhaval Patel","userId":"09029567572314905178"}},"outputId":"faf6ff55-ab00-4955-c53a-d4af1c943339"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: tokenizers==0.19.1 in /usr/local/lib/python3.10/dist-packages (0.19.1)\n","Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in 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(4.66.5)\n","Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers==0.19.1) (4.12.2)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub<1.0,>=0.16.4->tokenizers==0.19.1) (3.3.2)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub<1.0,>=0.16.4->tokenizers==0.19.1) (3.8)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub<1.0,>=0.16.4->tokenizers==0.19.1) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub<1.0,>=0.16.4->tokenizers==0.19.1) (2024.7.4)\n"]}]},{"cell_type":"code","source":["from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline\n","import torch\n","import tokenizers\n","\n","tokenizer = AutoTokenizer.from_pretrained(\"microsoft/Phi-3-mini-4k-instruct\")\n","\n","def format_input(reference, query, response):\n"," prompt = f\"\"\"Your job is to evaluate whether a machine learning model has hallucinated or not.\n"," A hallucination occurs when the response is coherent but factually incorrect or nonsensical\n"," outputs that are not grounded in the provided context.\n"," You are given the following information:\n"," ####INFO####\n"," [Knowledge]: Walrus are the largest mammal\n"," [User Input]: What is the biggest mammal?\n"," [Model Response]: Walrus\n"," ####END INFO####\n"," Based on the information provided is the model output a hallucination? Respond with only \"yes\" or \"no\"\n"," \"\"\"\n"," return prompt\n","\n","text = format_input(query='', response='', reference='')\n","\n","messages = [\n"," {\"role\": \"user\", \"content\": text}\n","]\n","\n","pipe = pipeline(\n"," \"text-generation\",\n"," model=base_model,\n"," tokenizer=tokenizer,\n",")\n","generation_args = {\n"," \"max_new_tokens\": 2,\n"," \"return_full_text\": False,\n"," \"temperature\": 0.01,\n"," \"do_sample\": True,\n"," }\n","\n","output = pipe(messages, **generation_args)\n","print(f'Hallucination: {output[0]}')\n","# Hallucination: yes\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e8V-QUvHycep","executionInfo":{"status":"ok","timestamp":1725311868467,"user_tz":240,"elapsed":3961,"user":{"displayName":"Dhaval Patel","userId":"09029567572314905178"}},"outputId":"09175c5c-366b-4d87-8551-33b9572745fc"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stderr","text":["Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n","Hardware accelerator e.g. GPU is available in the environment, but no `device` argument is passed to the `Pipeline` object. Model will be on CPU.\n"]},{"output_type":"stream","name":"stdout","text":["Hallucination: {'generated_text': ' no'}\n"]}]}]}