{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "X4cRE8IbIrIV" }, "source": [] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "MOsHUjgdIrIW" }, "outputs": [], "source": [ "##!pip install transformers datasets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "YZbiBDuGIrId" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "zVvslsfMIrIh" }, "outputs": [], "source": [ "\n", "task = \"sst2\"\n", "model_checkpoint = \"distilbert-base-uncased\"\n", "\n", "model_checkpoint2 = \"bigscience/bloom-560m\"\n", "\n", "\n", "batch_size = 32" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "IreSlFmlIrIm" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\anaconda\\envs\\transformers\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "from datasets import load_dataset, load_metric" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "s_AY1ATSIrIq" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\杨宇峰\\AppData\\Local\\Temp\\ipykernel_16568\\3398658072.py:4: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co/docs/evaluate\n", " metric = load_metric('accuracy')\n", "c:\\anaconda\\envs\\transformers\\lib\\site-packages\\datasets\\load.py:753: FutureWarning: The repository for accuracy contains custom code which must be executed to correctly load the metric. You can inspect the repository content at https://raw.githubusercontent.com/huggingface/datasets/2.17.1/metrics/accuracy/accuracy.py\n", "You can avoid this message in future by passing the argument `trust_remote_code=True`.\n", "Passing `trust_remote_code=True` will be mandatory to load this metric from the next major release of `datasets`.\n", " warnings.warn(\n" ] } ], "source": [ "actual_task = \"mnli\" if task == \"mnli-mm\" else task\n", "metric = load_metric('accuracy')\n", "dataset = load_dataset(\"financial_phrasebank\",'sentences_50agree')\n", "dataset=dataset['train']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GWiVUF0jIrIv", "outputId": "b5d9d856-eaa3-4444-c650-1642a797cb77" }, "outputs": [], "source": [ "\n", "dataset=dataset.train_test_split(test_size=0.1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X6HrpprwIrIz", "outputId": "1a1cf3a9-3349-40e6-88e2-912be6462daa" }, "outputs": [ { "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['sentence', 'label'],\n", " num_rows: 4361\n", " })\n", " test: Dataset({\n", " features: ['sentence', 'label'],\n", " num_rows: 485\n", " })\n", "})" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "i3j8APAoIrI3" }, "outputs": [], "source": [ "import datasets\n", "import random\n", "import pandas as pd\n", "from IPython.display import display, HTML\n", "\n", "def show_random_elements(dataset, num_examples=10):\n", " assert num_examples <= len(dataset), \"Can't pick more elements than there are in the dataset.\"\n", " picks = []\n", " for _ in range(num_examples):\n", " pick = random.randint(0, len(dataset)-1)\n", " while pick in picks:\n", " pick = random.randint(0, len(dataset)-1)\n", " picks.append(pick)\n", " \n", " df = pd.DataFrame(dataset[picks])\n", " for column, typ in dataset.features.items():\n", " if isinstance(typ, datasets.ClassLabel):\n", " df[column] = df[column].transform(lambda i: typ.names[i])\n", " display(HTML(df.to_html()))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 359 }, "id": "SZy5tRB_IrI7", "outputId": "bf2a2b5b-0bda-41d0-edd4-db568b0cfcc8" }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sentencelabel
0Margin call of Zanadvorov has given the chance to make such purchase under the credit of Deutsche Bank for USD 560 million .neutral
1Again , the most significant sales increase of 18.6 % was in Russia .positive
2Shares of Nokia Corp. rose Thursday after the cell phone maker said its third-quarter earnings almost doubled and its share of the global handset market increased .positive
3Finnish plumbing and heating systems supplier Uponor 's net sales from continuing operations decreased by 9.4 % in 2008 to EUR 949.2 mn from EUR 1,047.4 mn in 2007 .negative
4Pretax profit totalled EUR 2.0 mn , compared to a loss of EUR 159.2 mn in the fourth quarter of 2008 .positive
5The Segu companies and PKC 's Polish unit will form a business servicing the western European markets with `` annual sales of about hundred million '' and about 2,500 employees , the Finnish company 's CEO , Harri Suutari , said .neutral
6We serve a broad range of customers , including construction and process industries , shipyards , the public sector and households .neutral
7Nokia said it still expects to sell 150 more million Symbian devices in years to come , giving an indication of how it expects the Phone 7 handoff to work .neutral
8Thanks to its extensive industry and operations experience , Cybercom offers strategic and technological expertise to these markets : telecom , industry , media , public sector , retail , and banking and financial services .neutral
9Aldata said that there are still a number of operational aspects to be defined between it and Microsoft and further details of the product and market initiatives resulting from this agreement will be available at a later date .neutral
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_random_elements(dataset[\"train\"])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6XN1Rq0aIrJC", "outputId": "0fa6d397-4d58-40ce-d14c-e527de32074d" }, "outputs": [ { "data": { "text/plain": [ "{'accuracy': 0.5625}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Collecting ray[tune]\n", " Downloading https://pypi.tuna.tsinghua.edu.cn/packages/91/54/a7b32b579741dedd32c574ac3938303b5de30d4419c2bc04b4aa4528d124/ray-2.9.3-cp39-cp39-win_amd64.whl (25.2 MB)\n", " ---------------------------------------- 0.0/25.2 MB ? eta -:--:--\n", " ---------------------------------------- 0.0/25.2 MB 1.4 MB/s eta 0:00:19\n", " --------------------------------------- 0.1/25.2 MB 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requests->ray[tune]) (3.6)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\anaconda\\envs\\transformers\\lib\\site-packages (from requests->ray[tune]) (2.2.1)\n", "Requirement already satisfied: certifi>=2017.4.17 in c:\\anaconda\\envs\\transformers\\lib\\site-packages (from requests->ray[tune]) (2024.2.2)\n", "Requirement already satisfied: six>=1.5 in c:\\anaconda\\envs\\transformers\\lib\\site-packages (from python-dateutil>=2.8.2->pandas->ray[tune]) (1.16.0)\n", "Installing collected packages: tensorboardX, pyarrow, msgpack, ray\n", " Attempting uninstall: pyarrow\n", " Found existing installation: pyarrow 15.0.0\n", " Uninstalling pyarrow-15.0.0:\n", " Successfully uninstalled pyarrow-15.0.0\n", "Successfully installed msgpack-1.0.8 pyarrow-6.0.1 ray-2.9.3 tensorboardX-2.6.2.2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " WARNING: Failed to remove contents in a temporary directory 'C:\\anaconda\\envs\\transformers\\Lib\\site-packages\\~yarrow'.\n", " You can safely remove it manually.\n", "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "datasets 2.17.1 requires pyarrow>=12.0.0, but you have pyarrow 6.0.1 which is incompatible.\n" ] } ], "source": [ "import numpy as np\n", "\n", "fake_preds = np.random.randint(0, 2, size=(64,))\n", "fake_labels = np.random.randint(0, 2, size=(64,))\n", "metric.compute(predictions=fake_preds, references=fake_labels)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "eXNLu_-nIrJI" }, "outputs": [], "source": [ "from transformers import AutoTokenizer\n", "\n", "tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, use_fast=True,trust_remote_code=True)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a5hBlsrHIrJL", "outputId": "cf52c5d7-2273-453f-e78c-0f0e16fb8e0e" }, "outputs": [ { "data": { "text/plain": [ "{'input_ids': [101, 2023, 4518, 2003, 2204, 999, 102], 'attention_mask': [1, 1, 1, 1, 1, 1, 1]}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tokenizer(\"this stock is good!\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sentence: Microsoft also churned up its courtship , agreeing to use the Navteq mapping service , which is offered by a company Nokia bought for $ 8.1 billion a few years ago .\n" ] } ], "source": [ "sentence_key= task_to_keys[task]\n", "print(f\"Sentence: {dataset['train'][0][sentence1_key]}\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "vc0BSBLIIrJQ" }, "outputs": [], "source": [ "def preprocess_function(examples):\n", " return tokenizer(examples[sentence_key], truncation=True)\n", " " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-b70jh26IrJS", "outputId": "cea1c3e7-2633-445b-8aee-58ca8d9bcf66" }, "outputs": [ { "data": { "text/plain": [ "{'input_ids': [[101, 7513, 2036, 14684, 21119, 2039, 2049, 28592, 1010, 16191, 2000, 2224, 1996, 6583, 2615, 2618, 4160, 12375, 2326, 1010, 2029, 2003, 3253, 2011, 1037, 2194, 22098, 4149, 2005, 1002, 1022, 1012, 1015, 4551, 1037, 2261, 2086, 3283, 1012, 102], [101, 27523, 2361, 7390, 2003, 12825, 18875, 3095, 7659, 1012, 102], [101, 4506, 2000, 5335, 6515, 8122, 1998, 14171, 3136, 2024, 3517, 2000, 8116, 3296, 5084, 4568, 3465, 10995, 1997, 2105, 7327, 2099, 1018, 1012, 1019, 2454, 1998, 2097, 2022, 3466, 2098, 3262, 2076, 1996, 2034, 2431, 1997, 2230, 1012, 102], [101, 2004, 3130, 2623, 1010, 20248, 5054, 12412, 1051, 2100, 3501, 3133, 2046, 12135, 10540, 2007, 2049, 2599, 14316, 2006, 2238, 2382, 1010, 2230, 12067, 1996, 2194, 2000, 4374, 12135, 2039, 2000, 1996, 9572, 3815, 1997, 1020, 2213, 1012, 102], [101, 2256, 6020, 8013, 9358, 7277, 3012, 1998, 11532, 1999, 3617, 2578, 2275, 2149, 4237, 2013, 2256, 10159, 1012, 102]], 'attention_mask': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preprocess_function(dataset['train'][:5])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "DDtsaJeVIrJT" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Map: 100%|██████████| 4361/4361 [00:00<00:00, 14512.75 examples/s]\n", "Map: 100%|██████████| 485/485 [00:00<00:00, 30464.06 examples/s]\n" ] } ], "source": [ "encoded_dataset = dataset.map(preprocess_function, batched=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 154, "referenced_widgets": [ "fc7dcd466978430fa564001d1fa8959d", "477b25083c3541efb4339e0ceef4e522", "8ead287f55c1422fab004d24cbc23d62", "ac5fb6c061aa432b82f1b8a499ece40a", "cae8ea12d2c943d4ad2f1c4812237916", "b778869a30d64bd5aa628163a83b8c45", "9b7051f36fe1427ab13a8effbe89d2e3", "bd75bd9e0afe4759aa2f747f8562a55c", "d7f5cbfcaa3e41f783b24dee39d49e6a", "d90bc3f2b14746d18636fe3dbe490c04", "79b6d1ffa7b6423fab3ca70b116a75c2" ] }, "id": "TlqNaB8jIrJW", "outputId": "4d048460-7bb0-44a7-dca6-75ce19bebe5c" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Some weights of DistilBertForSequenceClassification were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight', 'pre_classifier.bias', 'pre_classifier.weight']\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] } ], "source": [ "from transformers import AutoModelForSequenceClassification, TrainingArguments, Trainer\n", "\n", "num_labels = 3 if task.startswith(\"mnli\") else 1 if task==\"stsb\" else 3\n", "model = AutoModelForSequenceClassification.from_pretrained(model_checkpoint, num_labels=num_labels,trust_remote_code=True)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "Bliy8zgjIrJY" }, "outputs": [], "source": [ "num_train_epochs = 5\n", "metric_name = \"pearson\" if task == \"stsb\" else \"matthews_correlation\" if task == \"cola\" else \"accuracy\"\n", "output_dir = f\"{num_train_epochs}_{model_checkpoint}\"\n", "args = TrainingArguments(\n", " #\"test-finance/1\",\n", " output_dir,\n", " evaluation_strategy = \"epoch\",\n", " save_strategy = \"epoch\",\n", " learning_rate=2e-5,\n", " per_device_train_batch_size=batch_size,\n", " per_device_eval_batch_size=batch_size,\n", " num_train_epochs=num_train_epochs,\n", " weight_decay=0.01,\n", " load_best_model_at_end=True,\n", " metric_for_best_model=metric_name,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "UmvbnJ9JIrJd" }, "outputs": [], "source": [ "def compute_metrics(eval_pred):\n", " predictions, labels = eval_pred\n", " if task != \"stsb\":\n", " predictions = np.argmax(predictions, axis=1)\n", " else:\n", " predictions = predictions[:, 0]\n", " return metric.compute(predictions=predictions, references=labels)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "imY1oC3SIrJf" }, "outputs": [], "source": [ "validation_key = \"validation_mismatched\" if task == \"mnli-mm\" else \"validation_matched\" if task == \"mnli\" else \"validation\"\n", "trainer = Trainer(\n", " model=model,\n", " args=args,\n", " train_dataset=encoded_dataset[\"train\"],\n", " eval_dataset=encoded_dataset[\"test\"],\n", " tokenizer=tokenizer,\n", " compute_metrics=compute_metrics\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "66955779" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(param.numel() for param in model.parameters())" ] }, { "cell_type": "markdown", "metadata": { "id": "CdzABDVcIrJg" }, "source": [ "开始训练:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "uNx5pyRlIrJh", "outputId": "bc13d4b6-b797-4522-bd3b-887b4a01e3e4" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \n", " 20%|██ | 137/685 [00:18<01:11, 7.64it/s]Checkpoint destination directory 5_distilbert-base-uncased\\checkpoint-137 already exists and is non-empty. Saving will proceed but saved results may be invalid.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'eval_loss': 0.4332113564014435, 'eval_accuracy': 0.8329896907216495, 'eval_runtime': 0.6388, 'eval_samples_per_second': 759.293, 'eval_steps_per_second': 25.049, 'epoch': 1.0}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \n", " 40%|████ | 274/685 [00:37<00:51, 7.98it/s]Checkpoint destination directory 5_distilbert-base-uncased\\checkpoint-274 already exists and is non-empty. Saving will proceed but saved results may be invalid.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'eval_loss': 0.39384299516677856, 'eval_accuracy': 0.845360824742268, 'eval_runtime': 0.6395, 'eval_samples_per_second': 758.368, 'eval_steps_per_second': 25.018, 'epoch': 2.0}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \n", " 60%|██████ | 411/685 [00:56<00:33, 8.25it/s]Checkpoint destination directory 5_distilbert-base-uncased\\checkpoint-411 already exists and is non-empty. Saving will proceed but saved results may be invalid.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'eval_loss': 0.4134014844894409, 'eval_accuracy': 0.8329896907216495, 'eval_runtime': 0.6336, 'eval_samples_per_second': 765.499, 'eval_steps_per_second': 25.254, 'epoch': 3.0}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 73%|███████▎ | 501/685 [01:08<00:26, 7.01it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'loss': 0.3446, 'grad_norm': 9.002357482910156, 'learning_rate': 5.401459854014599e-06, 'epoch': 3.65}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \n", " 80%|████████ | 548/685 [01:14<00:17, 7.70it/s]Checkpoint destination directory 5_distilbert-base-uncased\\checkpoint-548 already exists and is non-empty. Saving will proceed but saved results may be invalid.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'eval_loss': 0.44615429639816284, 'eval_accuracy': 0.8309278350515464, 'eval_runtime': 0.6399, 'eval_samples_per_second': 757.892, 'eval_steps_per_second': 25.003, 'epoch': 4.0}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \n", "100%|██████████| 685/685 [01:33<00:00, 8.12it/s]Checkpoint destination directory 5_distilbert-base-uncased\\checkpoint-685 already exists and is non-empty. Saving will proceed but saved results may be invalid.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'eval_loss': 0.46296465396881104, 'eval_accuracy': 0.8391752577319588, 'eval_runtime': 0.6483, 'eval_samples_per_second': 748.1, 'eval_steps_per_second': 24.68, 'epoch': 5.0}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 685/685 [01:34<00:00, 7.26it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'train_runtime': 94.386, 'train_samples_per_second': 231.019, 'train_steps_per_second': 7.257, 'train_loss': 0.2828438250687871, 'epoch': 5.0}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "TrainOutput(global_step=685, training_loss=0.2828438250687871, metrics={'train_runtime': 94.386, 'train_samples_per_second': 231.019, 'train_steps_per_second': 7.257, 'train_loss': 0.2828438250687871, 'epoch': 5.0})" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainer.train()" ] }, { "cell_type": "markdown", "metadata": { "id": "CKASz-2vIrJi" }, "source": [ "训练完成后进行评估:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 207 }, "id": "UOUcBkX8IrJi", "outputId": "29f903c0-9124-4a20-b2e4-159d39a265a2" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/16 [00:00 1\u001b[0m trainer\u001b[38;5;241m.\u001b[39mevaluate(\u001b[43mencoded1\u001b[49m)\n", "\u001b[1;31mNameError\u001b[0m: name 'encoded1' is not defined" ] } ], "source": [ "\n", "trainer.evaluate(encoded1)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 264/264 [00:04<00:00, 54.01it/s]\n" ] }, { "data": { "text/plain": [ "{'eval_train_loss': 0.06999471783638,\n", " 'eval_train_accuracy': 0.9864832819539957,\n", " 'eval_train_runtime': 4.9132,\n", " 'eval_train_samples_per_second': 858.298,\n", " 'eval_train_steps_per_second': 53.733,\n", " 'epoch': 5.0}" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainer.evaluate(encoded2)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 216/216 [00:04<00:00, 52.49it/s]\n" ] }, { "data": { "text/plain": [ "{'eval_train_loss': 0.04703378304839134,\n", " 'eval_train_accuracy': 0.9907326962061975,\n", " 'eval_train_runtime': 4.1859,\n", " 'eval_train_samples_per_second': 824.919,\n", " 'eval_train_steps_per_second': 51.602,\n", " 'epoch': 5.0}" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainer.evaluate(encoded3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#model = AutoModelForSequenceClassification.from_pretrained(model_checkpoint, num_labels=num_labels,pretrained_model_name_or_path='/test_')\n", "model = AutoModelForSequenceClassification.from_pretrained(output_dir+'/checkpoint-685', num_labels=num_labels,trust_remote_code=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from transformers import pipeline\n", "pipe = pipeline(\"sentiment-analysis\", model=model, tokenizer=tokenizer, device=0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'label': 'negative', 'score': 0.88096022605896}]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "id2_label={0:\"negative\",1:\"neural\",2:\"positive\"}\n", "model.config.id2label=id2_label\n", "pipe(\"whis stock is not good.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": 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