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"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": [] + } + ] +} \ No newline at end of file