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Load pretrained Model\n", "5. a. Load Trainer and train it\n", " b. or use naive Pytorch training pipeline" ], "metadata": { "id": "rzk_Q6ACfTIl" } }, { "cell_type": "markdown", "source": [ "## Import libraries" ], "metadata": { "id": "cPjlmk7aFwkR" } }, { "cell_type": "code", "source": [ "# Pretty print\n", "from pprint import pprint\n", "# Datasets load_dataset function\n", "from datasets import load_dataset\n", "# Transformers Autokenizer\n", "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n", "tokenizer = AutoTokenizer.from_pretrained('distilbert-base-uncased')\n", "# Standard PyTorch DataLoader\n", "from torch.utils.data import DataLoader\n", "\n", "from transformers import pipeline\n", "\n", "import torch\n", "import torch.nn.functional as F\n" ], "metadata": { "id": "FxZeFFTlFvz1" }, "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Download Dataset (USPTO)" ], "metadata": { "id": "jDVxfOsznnQP" } }, { "cell_type": "markdown", "source": [ "use the `load_dataset` function to load all the patent applications that were filed to the USPTO in January 2016. We specify the date ranges of the training and validation sets as January 1-21, 2016 and January 22-31, 2016, respectively." ], "metadata": { "id": "JtxpuQV7F712" } }, { "cell_type": "code", "source": [ "dataset_dict = load_dataset('HUPD/hupd',\n", " name='sample',\n", " data_files=\"https://huggingface.co/datasets/HUPD/hupd/blob/main/hupd_metadata_2022-02-22.feather\",\n", " icpr_label=None,\n", " train_filing_start_date='2016-01-01',\n", " train_filing_end_date='2016-01-21',\n", " val_filing_start_date='2016-01-22',\n", " val_filing_end_date='2016-01-31',\n", ")\n", "\n", "print('Loading is done!')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 371, "referenced_widgets": [ "47194f6a54fb47b0be6795348a0c22ab", "eaeb1d86af814accac27f718329fba4d", "d712705466034d47ae52b18f956de6a1", "114e141716c54c43b43ab660520f6078", "66a7d86c6ad94133895257459f498ad4", "4964adab401f474c81e9b45ccfd49fc1", "bace3357a6fc4af9a8cfd6376155c33f", "4ff3e45206c740e59756d119b3f08907", "59ecf9b80d60415fba525a20a62f1885", "f289e6b237414ac2ae93b80cdff0004b", "e319e686f5da4051a0f64307057e3a7b", "237723ceb8ee4015a550c2a5adf39b8e", "fbf16ce3f4dd4eb09123062e25e47958", "dda5f6b523dd44b38836d45d1c725692", "0d6436b93cd04b84b166b25bf729717b", "c19afec20c724e86b6e02edb3d882822", "42f209664cfd486bb5066e9098dd4564", "11ee8a8b889747c5aa64beedcf6bbcdd", "501840a6e93248ba8ae90de3ed02b421", "330e1a90ad424e05a14784cb951292ee", "65691f683bd4439394c26de2563be84f", "a543ab29bf1542c5b4f28b5e6f48aff8", "8ffedb1a0868464ab5faf0c2c837916c", "dbea595ea86c469ea6ca1f3ae8cd141e", "af715c3ed45444f6acfe29a12a4495f5", "a8c992b66110458485ba761dc406349d", "cee04d93a88642cfb9e3649bcb2c5fd6", "fa237d6137cd496da27be220494e3539", "812643c2167049e5b6b24407235585e3", "5bfc8f70236c48ae9fa6fabb45736cbf", "576127d3ef1543c3864bd7900ebce8e2", "30c4bb167c444c72b8b24740a4432627", "94aa315af4db472daf53497c6653fe73", "781250b595f1466fac595fbfff78e75e", "3883cc98633d4b719d7545ea841a6167", "58420a680fda4ed5a1deba1e0a53104b", "8bb54f88275c4d679782c30ad56e80e7", "319f4ab1cae949cbb2daf4448b556d15", "3d467a5411744c20b3b6af4efe87c02c", "e4387390f1d4491084bbf1a72d7f62c8", "7ca492f9fd6448d3a76ad8acdf76d508", "560737c7eb6d4c60971408bf555005cd", "d5b8a3a77a2a4a3695ecfc9d6755ef9a", "04d45404aa1445038d10d0ecf441948f", "0b2dc24d40984e088c745766d211bbef", "2d54d568c3e349678800d2db999fd153", "4fe7372eaedd4b459eeddf4bb4e45142", "75052315a3754d1cafa619cd01cd1c03", "2462d265401d4b9298c2806080259ab2", "70719bfca864445a8b0fd8e5cd342f61", "509a6fe438bf4efda5b1efa5d2c0ab51", "0c8affefb6934513a90dc662578f4f9c", "0e98647108f745e692d1c7e0873a0932", "89df46d590d54e538ba24f62dc8b3367", "98c3cdd3ea9c4e1eb0b8bca3312160da", "819e8811cff84ac1b3ec1b0125bd1362", "ca1c66abbf40410b8d712c7add45d0c7", "e6d1b846a1df454baa7b39f53119f357", "53effb67dbd946dc80635e065c0dfb8b", "d39c8d70a4a743dc913c942df125273c", "3c5382dff7d145c4b846a994d8b29170", "5700699178444d6ab23becc335b5c9cf", "621f4ec5fbc34bc3b12d743aaa0fcba0", "5dbdf945846e47c9b2442becc12144bf", "4e86be9e7757498e9f9efff9558c2f66", "64d59c79c22343bbaaddd512da9f31fa", "dcdf6dae6cf14eddb0e2c7de0159963b", "8566595c971546c09417a864e7778e45", "eb6297cc90c14d33bcc804758b306f31", "c6de91e03bca4907b353d5bed78f8b4b", "b69047ded30847cf94f977021365c309", "7e3943de11264578a67a1c172db86ffb", "e9b63e89e6984e899646f1b0f0747e24", "35f2263b13df482b9f75f7eaffaa54f1", "20ac9ff4d2f041ea9a1b7c441b42189c", "7f877e163a7944f5adea7561f496bfdd", "627f5230b56944809e2f7469e5eef1d3" ] }, "id": "pIDmYbLGF1a7", "outputId": "0b7a2b00-40e6-4ed3-eb00-6a7012765135" }, "execution_count": 6, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading builder script: 0%| | 0.00/14.7k [00:00