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\n" ] }, "metadata": {}, "execution_count": 53 } ] }, { "cell_type": "code", "source": [ "data= data.rename(columns={'sentiment': 'label'})" ], "metadata": { "id": "sux_mf6pijRJ" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Data Splitting" ], "metadata": { "id": "CEpwk7d4esHz" } }, { "cell_type": "code", "source": [ "train, eval = train_test_split(data, test_size= 0.2, random_state= 50)" ], "metadata": { "id": "3RA15K4oe3qc" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "train.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JsqDlSY_fCIv", "outputId": "af4aa45f-d433-49ec-aac7-488d700b50ee" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(20000, 2)" ] }, "metadata": {}, "execution_count": 56 } ] }, { "cell_type": "code", "source": [ "eval.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OhPJdntKfGXg", "outputId": "d03befe4-5391-4a5e-c1a7-246f41cb679c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(5000, 2)" ] }, "metadata": {}, "execution_count": 57 } ] }, { "cell_type": "markdown", "source": [ " # iii. Loading Datasets using Load_dataset" ], "metadata": { "id": "iDpgwhI7fJH9" } }, { "cell_type": "code", "source": [ "train.to_csv(\"/content/train_set.csv\")\n", "eval.to_csv(\"/content/eval_set.csv\")" ], "metadata": { "id": "UwmRasGEfOAe" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "dataset= load_dataset(\"csv\", data_files={\"train_set\":\"train_set.csv\", \"eval_set\":\"eval_set.csv\" }, encoding= \"ISO-8859-1\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "308c75875bfc42ec99a4094f3e25c39d", "a30ec82243474d6eb1ace9a6148a6344", "f3df386df6a348efadc0af0571ffe104", "b5cf1247d330495fb675c7e4c4d0cc69", "ae18ee5b92e54320aab01ad57a9aa2bb", "b442dceaa8ba47408978107d92543222", "d6df302610984faab71bb373063413ce", "47fc6a0174d14642afd1fec8456cb682", "69aff0cd516d451b9648501e2b9fe792", "f2ecafb3b4204412810a138d6fcbd40a", "f84d22de27ef405b9b874127a41a6ab4", "218f406a0ae74b7aa6efe5123c5f13ed", "747eda03c0274a0aa96120bb8f14c4f1", "3830003c8c0e46f6a33d22d11f37fe72", "3d1060731de641329a30b406dabab77b", "00bf5fa987b245caa9faabff35aaba4c", "0b6cf15337074a9ca4eb8cf831933642", "cd66679b473046ad8e62b363df62c005", "413c02c74eb945df96dba92b0b887e8a", "9024644a889e4e10ace6ab7c58bdd938", "1b7363ced21449178a77cba53afc5cfa", "a1b0d6bb52b64d33b653d732da617daa", "a17e412593ea41d89784935ccea1f4ef", "3841c48a94624a18a3ae55fd073889a1", "7f1b85e4c8ec4503aca382a11600b6c8", "340a27a100c34511bce354c01e4c9292", "925c67ffae774138b45730678050bbf8", "94f7695ba77e40b5a2d53cb4cd78e49c", "94a690d841574615927f625c0d23322b", "4f6a8d1ba9a840f2b55f14ea7f59481d", "f7c55c1a98e4462bbd24f6177d8b6e40", "bd24496e3f7f434586a0d21e1eb4bfc7", "fd90a0f8ceba48cbb3cb48a948dc466c", "ddd49a19eb004c5bb4517c49fc81e49f", "2369fbbbf9ef4d2095761ed9ea207c1f", "6948fd75759148f5b929614da3463cec", "b1e856e32d6d4c1f8efd4b228c0accc9", "16b44092160e495eb87624f3957f5a77", "f74dc06fcab24c12bff9ef5de0717b61", "60991ba3825740e5b4904cba2010e21c", "1cd57e64cdae4c59a77bc00e6c4dab42", "f18c1d5b440446ecb57eb9be6024a0d8", "66fb07d356534ccd996a086043e91efa", "f35aa19ea60145628dd69870730ab9b2" ] }, "id": "lttST34xfUEs", "outputId": "290b2134-bc3e-4441-fae4-6cd21049cdd9" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading data files: 0%| | 0/2 [00:00 " ], "text/html": [ "\n", "
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EpochTraining LossValidation LossAccuracy
10.3164000.2392560.908600
20.2111000.2155430.916000
30.1568000.3493320.913600
40.0714000.3668550.919200
50.0398000.4013430.920600

" ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [ "TrainOutput(global_step=3125, training_loss=0.14534735946655272, metrics={'train_runtime': 10188.082, 'train_samples_per_second': 9.815, 'train_steps_per_second': 0.307, 'total_flos': 2.6311105536e+16, 'train_loss': 0.14534735946655272, 'epoch': 5.0})" ] }, "metadata": {}, "execution_count": 74 } ] }, { "cell_type": "code", "source": [ "trainer.push_to_hub()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "_PNeF2DykJfF", "outputId": "a9881696-a8ba-4f76-ba6e-1a3356e8d737" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'https://huggingface.co./gArthur98/Roberta-capstone_2/tree/main/'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 75 } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "rriv3rRYZUxa" }, "execution_count": null, "outputs": [] } ] }