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"c86dbf84142e4bec984850fad606ea5a", "eac97b40dd8a4e19a85f606c730cc7c3", "6d741e5c51334400ab76497e52e25fcf", "47607367a824442e88abfc12b8c955c3", "f2627f6b57604abd8e3337d4f0072961", "874c355df40e4768ab772d1269c1491a", "9b898be60c7143c5bd4ffd9b1bbed58e", "8d0e8687ade24ac192c3a3b070caf50f", "5f194d5f3d4a47f8893d7b43cea4ebd4", "fb18c036908548e195bc8394cdbf3382", "dc2927dd34114605a682695779bbf81c", "fca81aaa694b4a6d8732b1edeec41e46", "3c9bda0559004b678c454d780abda891", "8b164a0fa1d74ea3ae56e40cb2a2ccdb", "89576e99797a42c5af0f84e6e2a1df94", "4f9d43bdc8d64d6899013eccf5c0da44", "cb6f6bcad4c64b26b216470d7f89a9f1", "02fab0e3bd9f4b928d47df36e15d8d5f", "49ae49c8248149f199892c249d82a3c1", "e820270e6dc0492cafcba3cef247afdd", "3e1d34af535845e991028a1a0e42844a", "234bb07a85024d90bd3996391451e870", "997236402da342eaaf5d1b2b5038ee04", "239e258d4af540b6a864464e23c36840", "5355125c92fc4ca1bb4f5652ae10e499", "769b96f8f5594856985793e9032ddad5", "e14decf5d6694b7fb9033801b5b5eba3", "2636df430b4643169390394df668fe42", "4a7192d09f774fd499d4e0a081e32a4a" ] }, "id": "HFh8yupAKxkV", "outputId": "ab45644d-8338-45cb-bdcf-4c2b31a24b39" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading (…)okenizer_config.json: 0%| | 0.00/727 [00:00\n" ] } ] }, { "cell_type": "code", "source": [ "inputt = \"\"\"\n", "given data as below:\n", "Items Price Currency Date\n", " Clothes 5 GBP 2023-03-31 00:00:00\n", " Hotel room 200 GBP 2023-06-01 00:00:00\n", " Computer 700 GBP 2022-12-31 00:00:00\n", " Clothes 10 GBP 30/2/2023\n", " Clothes 14 GBP 2023-06-29 00:00:00\n", " IT Courses 3000 GBP 2023-05-01 00:00:00\n", " Clothes 5 GBP 2023-03-31 00:00:00\n", "\n", "Give me a json with fields: \"item\": the item name, \"price\": item price, \"currency_code\": currency code of item, \"submission_date\": the date of item, \"country': country of item equals \"undefined\" if not\n", "\"\"\"\n", "\n", "input_ids = tokenizer(inputt, return_tensors=\"pt\").input_ids.to(\"cuda\")\n", "\n", "output1 = model.generate(input_ids, max_length=1024)\n", "input_length = input_ids.shape[1]\n", "output1 = output1[:, input_length:]\n", "output = tokenizer.decode(output1[0])\n", "\n", "print(output)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-YaXLkMDRERX", "outputId": "194f61c1-8ce6-42e0-954c-e62032610c4f" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Expected output:\n", "[\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 4,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-03-31 00:00:00\",\n", " \"country\": \"Germany\"\n", " },\n", " {\n", " \"item\": \"Hotel room\",\n", " \"price\": 100,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-06-01 00:00:00\",\n", " \"country\": \"Germany\"\n", " },\n", " {\n", " \"item\": \"Computer\",\n", " \"price\": 1000,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2022-12-31 00:00:00\",\n", " \"country\": \"Germany\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 10,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"30/2/2023\",\n", " \"country\": \"Germany\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 14,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-06-29 00:00:00\",\n", " \"country\": \"Germany\"\n", " },\n", " {\n", " \"item\": \"IT Courses\",\n", " \"price\": 200,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-05-01 00:00:00\",\n", " \"country\": \"Germany\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 5,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-03-31 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Hotel room\",\n", " \"price\": 200,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-06-01 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Computer\",\n", " \"price\": 700,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2022-12-31 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 10,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"30/2/2023\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 14,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-06-29 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"IT Courses\",\n", " \"price\": 200,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-05-01 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 5,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-03-31 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Hotel room\",\n", " \"price\": 200,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-06-01 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Computer\",\n", " \"price\": 700,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2022-12-31 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 10,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"30/2/2023\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"Clothes\",\n", " \"price\": 14,\n", " \"currency_code\": \"EUR\",\n", " \"submission_date\": \"2023-06-29 00:00:00\",\n", " \"country\": \"Italy\"\n", " },\n", " {\n", " \"item\": \"IT Courses\",\n", " \"price\n" ] } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "DzrXgQayeFA_" }, "execution_count": null, "outputs": [] } ] }