{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "bert_qa_tune.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "metadata": { "id": "RXSeYLR-TYTV" }, "source": [ "import json" ], "execution_count": 62, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "swJC98DsJSeH", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "7bc172eb-e4e0-4bc9-9166-41dd3b603a91" }, "source": [ "!pip install transformers" ], "execution_count": 63, "outputs": [ { "output_type": "stream", "text": [ "Requirement already satisfied: transformers in /usr/local/lib/python3.7/dist-packages (4.5.1)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from transformers) (20.9)\n", "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from transformers) (3.10.1)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.19.5)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.0.12)\n", "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.41.1)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2019.12.20)\n", "Requirement already satisfied: tokenizers<0.11,>=0.10.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.10.2)\n", "Requirement already satisfied: sacremoses in /usr/local/lib/python3.7/dist-packages (from transformers) (0.0.45)\n", "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->transformers) (2.4.7)\n", "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.4.1)\n", "Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.7.4.3)\n", "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (3.0.4)\n", "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2020.12.5)\n", "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.15.0)\n", "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.0.1)\n", "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (7.1.2)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "8wU7xls9TaWp" }, "source": [ "import torch\n", "import pandas as pd\n", "import numpy as np" ], "execution_count": 64, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "jBFg4gOYTxdw" }, "source": [ "import urllib.request\n", "\n", "def getEntries ( url):\n", " \n", " request = urllib.request.Request (url , None, {'User-Agent' : 'test'})\n", " response = urllib.request.urlopen (request)\n", " \n", " return json.loads(response.read())\n" ], "execution_count": 65, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "qjY8fLKWV6aU" }, "source": [ "" ], "execution_count": 65, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 313 }, "id": "prkWp6-5UVIx", "outputId": "c141233d-5440-4cd7-a0c3-43082080124d" }, "source": [ "df_disease_symptoms = pd.read_csv(\"https://raw.githubusercontent.com/mcelikkaya/medium_articles2/main/dataset.csv\")\n", "df_disease_symptoms = df_disease_symptoms.fillna(\"\")\n", "df_disease_symptoms.head( 5 )" ], "execution_count": 66, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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DiseaseSymptom_1Symptom_2Symptom_3Symptom_4Symptom_5Symptom_6Symptom_7Symptom_8Symptom_9Symptom_10Symptom_11Symptom_12Symptom_13Symptom_14Symptom_15Symptom_16Symptom_17
0Fungal infectionitchingskin_rashnodal_skin_eruptionsdischromic _patches
1Fungal infectionskin_rashnodal_skin_eruptionsdischromic _patches
2Fungal infectionitchingnodal_skin_eruptionsdischromic _patches
3Fungal infectionitchingskin_rashdischromic _patches
4Fungal infectionitchingskin_rashnodal_skin_eruptions
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" ], "text/plain": [ " Disease Symptom_1 ... Symptom_16 Symptom_17\n", "0 Fungal infection itching ... \n", "1 Fungal infection skin_rash ... \n", "2 Fungal infection itching ... \n", "3 Fungal infection itching ... \n", "4 Fungal infection itching ... \n", "\n", "[5 rows x 18 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 66 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "FDLB-OmDVHZp", "outputId": "19f3ecd2-962a-49a5-f329-19c04b938610" }, "source": [ "df_symptom_description = pd.read_csv(\"https://raw.githubusercontent.com/mcelikkaya/medium_articles2/main/symptom_Description.csv\")\n", "df_symptom_description = df_symptom_description.fillna(\"\")\n", "df_symptom_description.head( 5 )" ], "execution_count": 67, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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DiseaseDescription
0Drug ReactionAn adverse drug reaction (ADR) is an injury ca...
1MalariaAn infectious disease caused by protozoan para...
2AllergyAn allergy is an immune system response to a f...
3HypothyroidismHypothyroidism, also called underactive thyroi...
4PsoriasisPsoriasis is a common skin disorder that forms...
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" ], "text/plain": [ " Disease Description\n", "0 Drug Reaction An adverse drug reaction (ADR) is an injury ca...\n", "1 Malaria An infectious disease caused by protozoan para...\n", "2 Allergy An allergy is an immune system response to a f...\n", "3 Hypothyroidism Hypothyroidism, also called underactive thyroi...\n", "4 Psoriasis Psoriasis is a common skin disorder that forms..." ] }, "metadata": { "tags": [] }, "execution_count": 67 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "5ZiiND_iIvez", "outputId": "196f582b-69b4-4d8b-b14d-6fe4e4e67352" }, "source": [ "df_symptom_precaution = pd.read_csv(\"https://raw.githubusercontent.com/mcelikkaya/medium_articles2/main/symptom_precaution.csv\")\n", "df_symptom_precaution = df_symptom_precaution.fillna(\"\")\n", "df_symptom_precaution.head( 5 )" ], "execution_count": 68, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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DiseasePrecaution_1Precaution_2Precaution_3Precaution_4
0Drug Reactionstop irritationconsult nearest hospitalstop taking drugfollow up
1MalariaConsult nearest hospitalavoid oily foodavoid non veg foodkeep mosquitos out
2Allergyapply calaminecover area with bandageuse ice to compress itching
3Hypothyroidismreduce stressexerciseeat healthyget proper sleep
4Psoriasiswash hands with warm soapy waterstop bleeding using pressureconsult doctorsalt baths
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" ], "text/plain": [ " Disease ... Precaution_4\n", "0 Drug Reaction ... follow up\n", "1 Malaria ... keep mosquitos out\n", "2 Allergy ... use ice to compress itching\n", "3 Hypothyroidism ... get proper sleep\n", "4 Psoriasis ... salt baths\n", "\n", "[5 rows x 5 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 68 } ] }, { "cell_type": "code", "metadata": { "id": "soUFQauhI07k" }, "source": [ "def get_df_as_map(df):\n", " disease_list = df.to_numpy().tolist()\n", " diease_map = {}\n", " for disease_row in disease_list:\n", " disease = disease_row[0]\n", " #print(disease)\n", " if disease not in diease_map.keys():\n", " diease_map[disease] = [] \n", " for symptom in disease_row[1:]:\n", " if \"\" != symptom and symptom not in diease_map[disease]: \n", " diease_map[disease].append(symptom)\n", " return diease_map" ], "execution_count": 69, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "8a2q2lEbI3XA" }, "source": [ "df_disease_symptoms_map = get_df_as_map( df_disease_symptoms)\n", "df_symptom_precaution_map = get_df_as_map( df_symptom_precaution)\n", "df_symptom_description_map = get_df_as_map( df_symptom_description)\n" ], "execution_count": 140, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "iW6JIX0CI42V" }, "source": [ "df_disease_symptoms_questions = [\"What is problem if,I have\",\"What happens if,I feel\",\n", " \"What does it show when I have a problem as\",\"What happend when my problem is\"]\n", "df_symptom_precaution_questions = [\"What must I do\",\"What is treatment\",\"What can I do\",\"What do you advice\"]\n", "df_symptom_description_questions =[\"What is\",\"How do you define\",\"What happens when you are\",\"How do you understand\"]" ], "execution_count": 141, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AkWBmTB0I6gZ", "outputId": "080e7b31-09fe-43d6-cece-0e07a9f997ac" }, "source": [ "disease_text_map = {}\n", "for disease in df_disease_symptoms_map.keys():\n", " try:\n", " #print(disease)\n", " symptoms = df_disease_symptoms_map[disease]\n", " precautions = df_symptom_precaution_map[disease]\n", " description = df_symptom_description_map[disease.strip()] \n", " \n", " desc = description[0]\n", " symptoms_text = \" \".join(symptoms )\n", " precautions_text = \" \".join(precautions )\n", " text = desc #\n", " text += \"The name of disease is \"+ disease \n", " text += \" is an illness when you have \" + symptoms_text + \" .\"\n", " text += \" You must \" + precautions_text + \" .\"\n", " #print(text)\n", " disease_text_map[disease] = [text,desc,symptoms_text,precautions_text]\n", " except:\n", " print(\"Error in disease\",disease)" ], "execution_count": 142, "outputs": [ { "output_type": "stream", "text": [ "Error in disease Dimorphic hemmorhoids(piles)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "sfqk-8TnI8J3" }, "source": [ "train_contexts = []\n", "train_questions = []\n", "train_answers = []\n", "\n", "val_contexts = []\n", "val_questions = []\n", "val_answers = []" ], "execution_count": 178, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "GYP4pXljYxy9", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5f1d2958-2c4f-4ec8-8b9b-20d201f3ba45" }, "source": [ "from textwrap import wrap\n", "\n", "disease = list( disease_text_map.keys() )[0]\n", "text = disease_text_map[disease][0]\n", "desc = disease_text_map[disease][1]\n", "symptoms_text = disease_text_map[disease][2]\n", "precautions_text = disease_text_map[disease][3]\n", "print(\"text :\",\"\\n\".join(wrap(text, 120)) )\n", "print(\"-----\")\n", "print(\"desc :\",\"\\n\".join(wrap(desc, 120))) \n", "print(\"--\")\n", "print(\"symptoms_text : \",symptoms_text)\n", "print(\"precautions_text : \",precautions_text)\n" ], "execution_count": 179, "outputs": [ { "output_type": "stream", "text": [ "text : In humans, fungal infections occur when an invading fungus takes over an area of the body and is too much for the immune\n", "system to handle. Fungi can live in the air, soil, water, and plants. There are also some fungi that live naturally in\n", "the human body. Like many microbes, there are helpful fungi and harmful fungi.The name of disease is Fungal infection is\n", "an illness when you have itching skin_rash nodal_skin_eruptions dischromic _patches . You must bath twice use detol\n", "or neem in bathing water keep infected area dry use clean cloths .\n", "-----\n", "desc : In humans, fungal infections occur when an invading fungus takes over an area of the body and is too much for the immune\n", "system to handle. Fungi can live in the air, soil, water, and plants. There are also some fungi that live naturally in\n", "the human body. Like many microbes, there are helpful fungi and harmful fungi.\n", "--\n", "symptoms_text : itching skin_rash nodal_skin_eruptions dischromic _patches\n", "precautions_text : bath twice use detol or neem in bathing water keep infected area dry use clean cloths\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "W7TQFgmgIxN8" }, "source": [ "" ], "execution_count": 179, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "xh1TAsJFI-NI" }, "source": [ "for disease in disease_text_map.keys():\n", " text = disease_text_map[disease][0]\n", " desc = disease_text_map[disease][1]\n", " symptoms_text = disease_text_map[disease][2]\n", " precautions_text = disease_text_map[disease][3]\n", " \n", " \n", " #for index_symptom,symptom_description_question in enumerate( df_symptom_description_questions):\n", " # if index_symptom < 2:\n", " # train_contexts.append( text )\n", " # train_questions.append( symptom_description_question + \" \" + disease )\n", " # train_answers.append( {'text': desc, 'answer_start': text.find(desc)} )\n", " # else:\n", " # val_contexts.append( text )\n", " # val_questions.append( symptom_description_question + \" \" + disease )\n", " # val_answers.append( {'text': desc, 'answer_start': text.find(desc)} ) \n", " \n", " for index_description,symptom_description_question in enumerate(df_disease_symptoms_questions):\n", " if index_description < 2:\n", " train_contexts.append( text )\n", " train_questions.append( symptom_description_question + \" \" + symptoms_text + \" ? \" )\n", " train_answers.append( {'text': disease, 'answer_start': text.find(disease)} ) \n", " else:\n", " val_contexts.append( text )\n", " val_questions.append( symptom_description_question + \" \" + symptoms_text + \" ? \")\n", " val_answers.append( {'text': disease, 'answer_start': text.find(disease)} ) \n", " \n", " for index_precaution,symptom_precaution_question in enumerate(df_symptom_precaution_questions):\n", " if index_precaution < 2: \n", " train_contexts.append( text )\n", " train_questions.append( symptom_precaution_question + \" for \" + disease + \" ? \")\n", " train_answers.append( {'text': precautions_text, 'answer_start': text.find(precautions_text)} ) \n", " else:\n", " val_contexts.append( text )\n", " val_questions.append( symptom_precaution_question + \" for \" + disease + \" ? \")\n", " val_answers.append( {'text': precautions_text, 'answer_start': text.find(precautions_text)} ) " ], "execution_count": 180, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "NA67NOd-dwwI" }, "source": [ "def dump_index(index):\n", " print(\"train_questions\",train_questions[index]) \n", " print(\"train_answers\",train_answers[index])\n", " print(\"val_question:\",val_questions[index])\n", " print(\"val_answers:\",val_answers[index])\n", " \n" ], "execution_count": 181, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mbMcI8fCe6HI", "outputId": "58e45de0-a47b-4129-9560-997ec3cee732" }, "source": [ "dump_index(0)" ], "execution_count": 182, "outputs": [ { "output_type": "stream", "text": [ "train_questions What is problem if,I have itching skin_rash nodal_skin_eruptions dischromic _patches ? \n", "train_answers {'text': 'Fungal infection', 'answer_start': 341}\n", "val_question: What does it show when I have a problem as itching skin_rash nodal_skin_eruptions dischromic _patches ? \n", "val_answers: {'text': 'Fungal infection', 'answer_start': 341}\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wgqrFxXieuT7", "outputId": "700aef94-5f2c-4393-cde9-258a75f42b21" }, "source": [ "#dump_index(1)\n", "dump_index(2)" ], "execution_count": 183, "outputs": [ { "output_type": "stream", "text": [ "train_questions What must I do for Fungal infection ? \n", "train_answers {'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}\n", "val_question: What can I do for Fungal infection ? \n", "val_answers: {'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "k-0jwvNnex_A", "outputId": "2043747b-693c-44a4-d859-884bb632c9f4" }, "source": [ "dump_index(3)" ], "execution_count": 184, "outputs": [ { "output_type": "stream", "text": [ "train_questions What is treatment for Fungal infection ? \n", "train_answers {'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}\n", "val_question: What do you advice for Fungal infection ? \n", "val_answers: {'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "tL90sDTgQV0w" }, "source": [ "#for ii in range(len(train_questions)):\n", "# print(ii,\"-----------------\")\n", "# dump_index(ii)" ], "execution_count": 185, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "cBdclJqtd8HU", "outputId": "4dfb6cbf-6b49-4d51-d391-a91f37000d23" }, "source": [ "#for ii in range(len(train_questions)):\n", "# print(ii,\"-----------------\")\n", "# dump_index(ii)\n", "\n", "import pandas as pd\n", "df = pd.DataFrame()\n", "df[\"train_questions\"] =train_questions \n", "df[\"train_answers\"] =train_answers \n", "df[\"val_questions\"] =val_questions \n", "df[\"val_answers\"] =val_answers \n", "df" ], "execution_count": 186, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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train_questionstrain_answersval_questionsval_answers
0What is problem if,I have itching skin_rash ...{'text': 'Fungal infection', 'answer_start': 341}What does it show when I have a problem as itc...{'text': 'Fungal infection', 'answer_start': 341}
1What happens if,I feel itching skin_rash nod...{'text': 'Fungal infection', 'answer_start': 341}What happend when my problem is itching skin_...{'text': 'Fungal infection', 'answer_start': 341}
2What must I do for Fungal infection ?{'text': 'bath twice use detol or neem in bath...What can I do for Fungal infection ?{'text': 'bath twice use detol or neem in bath...
3What is treatment for Fungal infection ?{'text': 'bath twice use detol or neem in bath...What do you advice for Fungal infection ?{'text': 'bath twice use detol or neem in bath...
4What is problem if,I have continuous_sneezing...{'text': 'Allergy', 'answer_start': 261}What does it show when I have a problem as co...{'text': 'Allergy', 'answer_start': 261}
...............
155What is treatment for Psoriasis ?{'text': 'wash hands with warm soapy water sto...What do you advice for Psoriasis ?{'text': 'wash hands with warm soapy water sto...
156What is problem if,I have skin_rash high_fev...{'text': 'Impetigo', 'answer_start': 0}What does it show when I have a problem as sk...{'text': 'Impetigo', 'answer_start': 0}
157What happens if,I feel skin_rash high_fever ...{'text': 'Impetigo', 'answer_start': 0}What happend when my problem is skin_rash hi...{'text': 'Impetigo', 'answer_start': 0}
158What must I do for Impetigo ?{'text': 'soak affected area in warm water use...What can I do for Impetigo ?{'text': 'soak affected area in warm water use...
159What is treatment for Impetigo ?{'text': 'soak affected area in warm water use...What do you advice for Impetigo ?{'text': 'soak affected area in warm water use...
\n", "

160 rows × 4 columns

\n", "
" ], "text/plain": [ " train_questions ... val_answers\n", "0 What is problem if,I have itching skin_rash ... ... {'text': 'Fungal infection', 'answer_start': 341}\n", "1 What happens if,I feel itching skin_rash nod... ... {'text': 'Fungal infection', 'answer_start': 341}\n", "2 What must I do for Fungal infection ? ... {'text': 'bath twice use detol or neem in bath...\n", "3 What is treatment for Fungal infection ? ... {'text': 'bath twice use detol or neem in bath...\n", "4 What is problem if,I have continuous_sneezing... ... {'text': 'Allergy', 'answer_start': 261}\n", ".. ... ... ...\n", "155 What is treatment for Psoriasis ? ... {'text': 'wash hands with warm soapy water sto...\n", "156 What is problem if,I have skin_rash high_fev... ... {'text': 'Impetigo', 'answer_start': 0}\n", "157 What happens if,I feel skin_rash high_fever ... ... {'text': 'Impetigo', 'answer_start': 0}\n", "158 What must I do for Impetigo ? ... {'text': 'soak affected area in warm water use...\n", "159 What is treatment for Impetigo ? ... {'text': 'soak affected area in warm water use...\n", "\n", "[160 rows x 4 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 186 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ni20jIX2a8df", "outputId": "f89fce78-a5ac-494b-f50b-03933e34a55b" }, "source": [ "print(\"\\n \".join( train_questions[10:16]) )\n", "print(train_answers[10:16])\n", "\n", "\n", "print(\"\\n \".join( val_questions[0:6]) )\n", "print(val_answers[0:6])" ], "execution_count": 187, "outputs": [ { "output_type": "stream", "text": [ "What must I do for GERD ? \n", " What is treatment for GERD ? \n", " What is problem if,I have itching vomiting yellowish_skin nausea loss_of_appetite abdominal_pain yellowing_of_eyes ? \n", " What happens if,I feel itching vomiting yellowish_skin nausea loss_of_appetite abdominal_pain yellowing_of_eyes ? \n", " What must I do for Chronic cholestasis ? \n", " What is treatment for Chronic cholestasis ? \n", "[{'text': 'avoid fatty spicy food avoid lying down after eating maintain healthy weight exercise', 'answer_start': 404}, {'text': 'avoid fatty spicy food avoid lying down after eating maintain healthy weight exercise', 'answer_start': 404}, {'text': 'Chronic cholestasis', 'answer_start': 264}, {'text': 'Chronic cholestasis', 'answer_start': 264}, {'text': 'cold baths anti itch medicine consult doctor eat healthy', 'answer_start': 418}, {'text': 'cold baths anti itch medicine consult doctor eat healthy', 'answer_start': 418}]\n", "What does it show when I have a problem as itching skin_rash nodal_skin_eruptions dischromic _patches ? \n", " What happend when my problem is itching skin_rash nodal_skin_eruptions dischromic _patches ? \n", " What can I do for Fungal infection ? \n", " What do you advice for Fungal infection ? \n", " What does it show when I have a problem as continuous_sneezing shivering chills watering_from_eyes ? \n", " What happend when my problem is continuous_sneezing shivering chills watering_from_eyes ? \n", "[{'text': 'Fungal infection', 'answer_start': 341}, {'text': 'Fungal infection', 'answer_start': 341}, {'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}, {'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}, {'text': 'Allergy', 'answer_start': 261}, {'text': 'Allergy', 'answer_start': 261}]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BvNXgYBmI_9A", "outputId": "32212ef4-92d5-429c-e854-e785b776b56d" }, "source": [ "print(\"text :\",\"\\n\".join(wrap(train_contexts[3], 120)) )\n", "print(\"\\nQuestion:\",train_questions[3])\n", "print(train_answers[3])" ], "execution_count": 188, "outputs": [ { "output_type": "stream", "text": [ "text : In humans, fungal infections occur when an invading fungus takes over an area of the body and is too much for the immune\n", "system to handle. Fungi can live in the air, soil, water, and plants. There are also some fungi that live naturally in\n", "the human body. Like many microbes, there are helpful fungi and harmful fungi.The name of disease is Fungal infection is\n", "an illness when you have itching skin_rash nodal_skin_eruptions dischromic _patches . You must bath twice use detol\n", "or neem in bathing water keep infected area dry use clean cloths .\n", "\n", "Question: What is treatment for Fungal infection ? \n", "{'text': 'bath twice use detol or neem in bathing water keep infected area dry use clean cloths', 'answer_start': 459}\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KQD4KNCSJBhe", "outputId": "1d8cb44c-c82f-46c2-c5de-05b7121de4e4" }, "source": [ "print(train_contexts[len(train_contexts)-1])\n", "print(\"\\n\\ntrain_questions:\",train_questions[len(train_contexts)-1])\n", "print(train_answers[len(train_contexts)-1])" ], "execution_count": 174, "outputs": [ { "output_type": "stream", "text": [ "Impetigo (im-puh-TIE-go) is a common and highly contagious skin infection that mainly affects infants and children. Impetigo usually appears as red sores on the face, especially around a child's nose and mouth, and on hands and feet. The sores burst and develop honey-colored crusts.The name of disease is Impetigo is an illness when you have skin_rash high_fever blister red_sore_around_nose yellow_crust_ooze . You must soak affected area in warm water use antibiotics remove scabs with wet compressed cloth consult doctor .\n", "\n", "\n", "train_questions: What is treatment for Impetigo ? \n", "{'text': 'soak affected area in warm water use antibiotics remove scabs with wet compressed cloth consult doctor', 'answer_start': 427}\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "4iWroY8vPwyH" }, "source": [ "" ], "execution_count": 188, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "P_Mdoi5pJDdi", "outputId": "79b4a235-4648-4f22-e95b-0926fc5dea93" }, "source": [ "print(len(train_contexts))\n", "print(len(train_questions))\n", "print(len(train_answers))" ], "execution_count": 86, "outputs": [ { "output_type": "stream", "text": [ "160\n", "160\n", "160\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JgGWZqFtJFaj", "outputId": "2f8b8e6d-e368-4cf9-f144-d8e52015b712" }, "source": [ "print(len(val_contexts))\n", "print(len(val_questions))\n", "print(len(val_answers))" ], "execution_count": 87, "outputs": [ { "output_type": "stream", "text": [ "160\n", "160\n", "160\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "rbmsCbOVJHdr" }, "source": [ "#TODO\n", "def add_end_idx(answers, contexts):\n", " for answer, context in zip(answers, contexts):\n", " gold_text = answer['text']\n", " start_idx = answer['answer_start']\n", " end_idx = start_idx + len(gold_text)\n", "\n", " # sometimes squad answers are off by a character or two – fix this\n", " if context[start_idx:end_idx] == gold_text:\n", " answer['answer_end'] = end_idx\n", " elif context[start_idx-1:end_idx-1] == gold_text:\n", " answer['answer_start'] = start_idx - 1\n", " answer['answer_end'] = end_idx - 1 # When the gold label is off by one character\n", " elif context[start_idx-2:end_idx-2] == gold_text:\n", " answer['answer_start'] = start_idx - 2\n", " answer['answer_end'] = end_idx - 2 # When the gold label is off by two characters\n", "\n", "add_end_idx(train_answers, train_contexts)\n", "add_end_idx(val_answers, val_contexts)" ], "execution_count": 88, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Yqq9wnN6JJev", "outputId": "77793969-71d1-429d-89a3-74abab93daee" }, "source": [ "print(train_contexts[0])\n", "print(\"\\n\\ntrain_questions:\",train_questions[0])\n", "print(train_answers[0])" ], "execution_count": 89, "outputs": [ { "output_type": "stream", "text": [ "In humans, fungal infections occur when an invading fungus takes over an area of the body and is too much for the immune system to handle. Fungi can live in the air, soil, water, and plants. There are also some fungi that live naturally in the human body. Like many microbes, there are helpful fungi and harmful fungi.The name of disease is Fungal infection is an illness when you have itching skin_rash nodal_skin_eruptions dischromic _patches . You must bath twice use detol or neem in bathing water keep infected area dry use clean cloths .\n", "\n", "\n", "train_questions: I have itching skin_rash nodal_skin_eruptions dischromic _patches\n", "{'text': 'Fungal infection', 'answer_start': 341, 'answer_end': 357}\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kHdzHvmGc3WQ", "outputId": "6a119575-462f-4701-9744-19d720937bea" }, "source": [ "starts = [t[\"answer_start\"] for t in train_answers]\n", "ends = [t[\"answer_end\"] for t in train_answers]\n", "print(\"starts\",starts)\n", "print(\"ends\",ends)\n", "#[t[\"answer_start\"] for t in train_answers]\n", "#[t[\"answer_end\"] for t in train_answers]\n", "starts0s = [t for t in starts if t == 0]\n", "print(len(starts0s))" ], "execution_count": 90, "outputs": [ { "output_type": "stream", "text": [ "starts [341, 341, 459, 459, 261, 261, 368, 368, 36, 36, 404, 404, 264, 264, 418, 418, 225, 225, 353, 353, 287, 287, 439, 439, 36, 36, 386, 386, 0, 0, 509, 509, 0, 0, 384, 384, 322, 322, 453, 453, 0, 0, 373, 373, 188, 188, 519, 519, 0, 0, 395, 395, 275, 275, 409, 409, 184, 184, 473, 473, 251, 251, 380, 380, 286, 286, 478, 478, 60, 60, 481, 481, 97, 97, 463, 463, 65, 65, 428, 428, 0, 0, 533, 533, 275, 275, 412, 412, 0, 0, 474, 474, 241, 241, 541, 541, 0, 0, 481, 481, 0, 0, 550, 550, 217, 217, 489, 489, 0, 0, 439, 439, 230, 230, 330, 330, 128, 128, 404, 404, 0, 0, 448, 448, 0, 0, 473, 473, 1, 1, 556, 556, 214, 214, 353, 353, 0, 0, 400, 400, 288, 288, 446, 446, 0, 0, 407, 407, 0, 0, 401, 401, 0, 0, 465, 465, 0, 0, 427, 427]\n", "ends [357, 357, 544, 544, 268, 268, 434, 434, 40, 40, 489, 489, 283, 283, 474, 474, 238, 238, 420, 420, 306, 306, 513, 513, 40, 40, 447, 447, 9, 9, 561, 561, 15, 15, 474, 474, 338, 338, 528, 528, 13, 13, 425, 425, 196, 196, 586, 586, 20, 20, 469, 469, 303, 303, 452, 452, 192, 192, 560, 560, 258, 258, 458, 458, 297, 297, 551, 551, 66, 66, 561, 561, 104, 104, 535, 535, 76, 76, 505, 505, 11, 11, 592, 592, 286, 286, 471, 471, 11, 11, 521, 521, 252, 252, 596, 596, 19, 19, 541, 541, 12, 12, 592, 592, 228, 228, 564, 564, 9, 9, 479, 479, 242, 242, 377, 377, 142, 142, 500, 500, 14, 14, 499, 499, 15, 15, 541, 541, 13, 13, 622, 622, 229, 229, 412, 412, 9, 9, 457, 457, 327, 327, 514, 514, 4, 4, 486, 486, 23, 23, 486, 486, 9, 9, 552, 552, 8, 8, 529, 529]\n", "32\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "hez__LsumejD" }, "source": [ "#Open to see question and context\n", "#for q,a in zip( val_questions, val_answers):\n", "# print(\":\",q)\n", "# print( a[\"text\"])" ], "execution_count": 91, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "0z4v7ybqc3Tz" }, "source": [ "#Open comment to see question and answer\n", "#for q,a in zip( train_questions, train_answers):\n", "# print(q)\n", "# print( a[\"text\"])" ], "execution_count": 92, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "7IvGO0bMc3RP", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "703a82e7-c21e-4f60-9e30-81004f679819" }, "source": [ "print(type(train_contexts))\n", "print(type(train_questions))\n", "print(train_contexts[0])\n", "print(train_questions[0] )" ], "execution_count": 93, "outputs": [ { "output_type": "stream", "text": [ "\n", "\n", "In humans, fungal infections occur when an invading fungus takes over an area of the body and is too much for the immune system to handle. Fungi can live in the air, soil, water, and plants. There are also some fungi that live naturally in the human body. Like many microbes, there are helpful fungi and harmful fungi.The name of disease is Fungal infection is an illness when you have itching skin_rash nodal_skin_eruptions dischromic _patches . You must bath twice use detol or neem in bathing water keep infected area dry use clean cloths .\n", "I have itching skin_rash nodal_skin_eruptions dischromic _patches\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "eOYNLBFjJM66" }, "source": [ "from transformers import DistilBertTokenizerFast\n", "tokenizer = DistilBertTokenizerFast.from_pretrained('distilbert-base-uncased')\n", "\n", "train_encodings = tokenizer(train_contexts, train_questions, truncation=True, padding=True)\n", "val_encodings = tokenizer(val_contexts, val_questions, truncation=True, padding=True)" ], "execution_count": 94, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PZTl61i6QIMP", "outputId": "ff8e1eab-a03b-499e-ac02-f7129667037f" }, "source": [ "tokenizer" ], "execution_count": 189, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "PreTrainedTokenizerFast(name_or_path='distilbert-base-uncased', vocab_size=30522, model_max_len=512, is_fast=True, padding_side='right', special_tokens={'unk_token': '[UNK]', 'sep_token': '[SEP]', 'pad_token': '[PAD]', 'cls_token': '[CLS]', 'mask_token': '[MASK]'})" ] }, "metadata": { "tags": [] }, "execution_count": 189 } ] }, { "cell_type": "code", "metadata": { "id": "FF4Bd2hTJQG1" }, "source": [ "def add_token_positions(encodings, answers):\n", " start_positions = []\n", " end_positions = []\n", " for i in range(len(answers)):\n", " start_positions.append(encodings.char_to_token(i, answers[i]['answer_start']))\n", " end_positions.append(encodings.char_to_token(i, answers[i]['answer_end'] - 1))\n", "\n", " # if start position is None, the answer passage has been truncated\n", " if start_positions[-1] is None: \n", " #print(\"start_positions minus,\",answers[i])\n", " start_positions[-1] = tokenizer.model_max_length\n", " if end_positions[-1] is None:\n", " #print(\"end_positions minus,\",answers[i])\n", " end_positions[-1] = tokenizer.model_max_length\n", "\n", " encodings.update({'start_positions': start_positions, 'end_positions': end_positions})\n", "\n", "add_token_positions(train_encodings, train_answers)\n", "add_token_positions(val_encodings, val_answers)" ], "execution_count": 95, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "ljXGdQPJl34i", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0240f92b-f3c2-4330-902b-e083b412699b" }, "source": [ "len(train_encodings[\"start_positions\"])" ], "execution_count": 96, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "160" ] }, "metadata": { "tags": [] }, "execution_count": 96 } ] }, { "cell_type": "code", "metadata": { "id": "Yrtm_eTeJjQn" }, "source": [ "import torch\n", "\n", "class CustomDataset(torch.utils.data.Dataset):\n", " def __init__(self, encodings):\n", " self.encodings = encodings\n", "\n", " def __getitem__(self, idx):\n", " return {key: torch.tensor(val[idx]) for key, val in self.encodings.items()}\n", "\n", " def __len__(self):\n", " return len(self.encodings.input_ids)\n", "\n", "train_dataset = CustomDataset(train_encodings)\n", "val_dataset = CustomDataset(val_encodings)" ], "execution_count": 97, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xwrPt1yFJlmc", "outputId": "6317e12f-43dd-4064-e1b5-5a7d55b3ab78" }, "source": [ "from transformers import DistilBertForQuestionAnswering\n", "model = DistilBertForQuestionAnswering.from_pretrained(\"distilbert-base-uncased\")" ], "execution_count": 98, "outputs": [ { "output_type": "stream", "text": [ "Some weights of the model checkpoint at distilbert-base-uncased were not used when initializing DistilBertForQuestionAnswering: ['vocab_transform.weight', 'vocab_transform.bias', 'vocab_layer_norm.weight', 'vocab_layer_norm.bias', 'vocab_projector.weight', 'vocab_projector.bias']\n", "- This IS expected if you are initializing DistilBertForQuestionAnswering from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n", "- This IS NOT expected if you are initializing DistilBertForQuestionAnswering from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n", "Some weights of DistilBertForQuestionAnswering were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['qa_outputs.weight', 'qa_outputs.bias']\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "fXi2zjIlJn0M" }, "source": [ "from torch.utils.data import DataLoader\n", "from transformers import AdamW\n", "\n", "device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\n", "\n", "_ = model.to(device)" ], "execution_count": 99, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "3K81CgocKt2G" }, "source": [ "def eval_loader(batch_size=16,dump_equals=False):\n", " t1 = time()\n", " model.eval()\n", " acc = []\n", " val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=True)\n", " dump_count = 0\n", " eval_data = []\n", " for batch in val_loader:\n", " with torch.no_grad():\n", " input_ids = batch['input_ids'].to(device)\n", " attention_mask = batch['attention_mask'].to(device)\n", " start_true = batch['start_positions'].to(device)\n", " end_true = batch['end_positions'].to(device)\n", " # make predictions\n", " outputs = model(input_ids, attention_mask=attention_mask)\n", " # get top prediction with argmax\n", " start_pred = torch.argmax(outputs['start_logits'], dim=1)\n", " end_pred = torch.argmax(outputs['end_logits'], dim=1)\n", " # calculate accuracy \n", " acc.append(((start_pred == start_true).sum()/len(start_pred)).item())\n", " acc.append(((end_pred == end_true).sum()/len(end_pred)).item())\n", "\n", " eval_data.append( [start_pred , start_true,end_pred , end_true ])\n", "\n", " if dump_equals and dump_count < 14 and start_pred == start_true and end_pred == end_true:\n", " dump_count += 1\n", " tokens = tokenizer.convert_ids_to_tokens(batch['input_ids'][0])\n", " pred = get_text_atrange( tokens,start_pred[0],end_pred[0] )\n", " print(\"tokens\",pred )\n", " print(\"start_pred == start_true\",start_pred , start_true)\n", " print(\"end_pred == end_true\",end_pred , end_true)\n", " print(\"--\")\n", " # calculate accuracy in total\n", " acc = sum(acc)/len(acc)\n", " t2 = time() \n", " elapsed = t2 - t1\n", " print('Elapsed time for eval %f seconds.' % elapsed)\n", " return acc ,eval_data" ], "execution_count": 100, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "vPmKbYbXNNsi" }, "source": [ "from time import time\n", "import matplotlib.pyplot as plt\n", "\n", "def train_model():\n", " t1 = time()\n", " model.train()\n", " train_loader = DataLoader(train_dataset, batch_size=16, shuffle=True)\n", " optim = AdamW(model.parameters(), lr=5e-5)\n", " outputs_model = []\n", " for epoch in range(1):\n", " for batch in train_loader:\n", " optim.zero_grad()\n", " input_ids = batch['input_ids'].to(device)\n", " attention_mask = batch['attention_mask'].to(device)\n", " start_positions = batch['start_positions'].to(device)\n", " end_positions = batch['end_positions'].to(device)\n", " outputs = model(input_ids, attention_mask=attention_mask, start_positions=start_positions, end_positions=end_positions)\n", " if len(outputs_model) == 0:\n", " outputs_model.append(outputs)\n", " loss = outputs[0]\n", " loss.backward()\n", " optim.step()\n", " t2 = time() \n", " elapsed = t2 - t1\n", " print('Elapsed time for training %f seconds.' % elapsed)\n", " return outputs_model\n", "\n", "#start_pred , start_true,end_pred , end_true\n", "def plot_eval_old(eval_data):\n", " pred_x = []\n", " pred_y = []\n", " true_x = []\n", " true_y = []\n", " for e_data in eval_data:\n", " if e_data[3].item() - e_data[1].item() > 30:\n", " continue\n", " pred_x.append( e_data[0].item() )\n", " true_x.append( e_data[1].item() )\n", " pred_y.append( e_data[2].item() )\n", " true_y.append( e_data[3].item() )\n", " plt.scatter(pred_x,pred_y,color=\"blue\",label=\"prediction\")\n", " plt.scatter(true_x,true_y,color=\"orange\",label=\"true\")\n", " plt.legend() \n", " plt.show()\n", " plt.plot(pred_x,pred_y,color=\"blue\",label=\"prediction\",linestyle='-')\n", " plt.plot(true_x,true_y,color=\"orange\",label=\"true\")\n", " plt.legend()\n", " plt.show()\n", "\n", "def plot_eval(eval_data):\n", " fig, axes = plt.subplots(3,1)\n", " fig.set_size_inches(11, 8)\n", " axes[0].set_title(\"Prediction\")\n", " axes[1].set_title(\"Actual\")\n", " axes[2].set_title(\"Combined\")\n", " for index,e_data in enumerate(eval_data):\n", " start_pred , end_pred = e_data[0] , e_data[2]\n", " start_true , end_true = e_data[1] , e_data[3]\n", " \n", " if abs(start_true - end_true) < 100:\n", " axes[0].plot([index,index],[start_pred,end_pred],color=\"blue\",linestyle='-')\n", " axes[1].plot([index,index],[start_true,end_true],color=\"orange\") \n", "\n", " axes[2].plot([index*2,index*2],[start_pred,end_pred],color=\"blue\",linestyle='-')\n", " axes[2].plot([index*2+1,index*2+1],[start_true,end_true],color=\"orange\") \n", "\n", " #axes[3].plot([index*2+1,index*2+1],[start_true,end_true],color=\"orange\") \n", " #axes[3].plot([index*2,index*2],[start_pred,end_pred],color=\"blue\",linestyle='-')\n", " \n", " fig.tight_layout() \n", "\n", " \n", " " ], "execution_count": 101, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "eVTfzZ-5rJ-D" }, "source": [ "" ], "execution_count": 101, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "CkgGOon6_-FI" }, "source": [ "\n" ], "execution_count": 101, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 604 }, "id": "DF03fU5gAHRO", "outputId": "8b60ba48-02fb-45a1-8bd8-68fe5d1126f3" }, "source": [ "acc,eval_data = eval_loader(1,dump_equals=False)\n", "plot_eval( eval_data)" ], "execution_count": 102, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for eval 1.218337 seconds.\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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h10GLlDnrKc2yVAAREfcA7pSZt1Z//xTwfOBy4Czg/Or3W5ZNqLrXREUyb6XcVSXexueWUhEvko5Vpb3UTlUb+9+nDkopZbcNfToOTRjSsWyjvii1DlqV9eVjSOfHqsr+kM6xw1l2BuJY4E0RceC9XpuZb4+IDwGXRcTTgd3AGUt+jgowpIqkC6Xk3yLpKCXtXXH/u06B6qjTcfFY6nCGXD5WtW9DzsNpSwUQmfkZ4EEbbP8C8Ohl3lsTQ55OlSQ1x3ZC0qr4TdSFG/t0qiRJkspiACFJWspY1vzOMvb9lzQ+BhAjZYOnsejzMsC+pL2r9JWSP11//qrZfkgygCjcRhV1G3dD6nOD0Oe0q33rlwHWKS+llKlSlzCWcjeTUvNn6MYWMKlMpdTTY2UAUbiNKuo2Ku8+NQjrRx2bSHspI5lDsr5yL6Wyr3OMLQeH591MtKxS6oOu9LnNKSXtXX/+2BlAqHe893c/rK/crewlHTD2+qDPbU6f067mGEBIkrRiYx+B1+pZ5tQkAwhJklZs7CPwWj3LnJpkAKHeaWMUxZGZgy2yxrWUdbHSMqwLtAp9Lmd9TruaYwCh3hn7ReSrsMgaV9fFDseYOwjWBVqFectZSeek54jAAEIdc9RaY1FqWd8oXaWlURo7z0mVxgBihiai/ZJGDErVl1HroR/Loe9fCboq636XgoZis7Lc53qsz2nvs1LyvZR0zMMAYoYmon1HDIZj6Mdy6PtXgq4aiM2ObR8bLo3TZmW5z/VYn9PeZ6XkeynpmIcBhCStQKkNRKnpkiSVywBCRRn7aOiQp+ilZbm0tH2l5E8p6VB/WGZWywBCRRn7aOiQp+ilZbm0tH2l5E8p6VB/WGZW605dJ0DtO+ecO+60IkmS+s+2XV1yBmIEvMuKxqzP09p9Trukdtm2q0sGEJIGrc/T2n1OuyRpuFzCJKkTTr9rmuVBkvrDGYiOjX2Jwtj3v6+aOG5Ov2ua5UFaju2pVskAomNjX6Iw9v0v1WYN0UbHbd7Gy8ZO0ywPw+Gx7Ibt6XD04RwygJB0iEUaonn/x8ZO0ywPw+GxlJbTh3PIayAkSZIk1eYMRIO6mnLy24s1VJbd/vLYLc887KdVHTfLRxnGehwMIJawvtB0NeXktxdrqOqU3bFW3qVbRb0z9GNv3d1PqzpuYyofJZ/rYzoO0wwgllBqoSn5RJOaVup5uIgDtzGdtU+e2wdb1bE339u3WdnXuFkuytNaABERpwEvBY4AXpmZ57f1WX2yiobIE+1gJTf+JaetC2NfjrfZrUzXn9uL5MfQ87ANTdSpTeT7kI/dIrfxbaP8DzmPtTzLxx0iM5t/04gjgH8GfhLYA3wIeFJmfnyj16+treXOnTsbT0fTHCHRPE49dfL7Pe9Z/D0sc+PSRJmR+qirsu85p2mWh0NFxK7MXFu/va0ZiFOA6zLzM9WHXwqcDmwYQPSFnTjNo4mRCsvcuDi6pbEq9SYkGhfLQ31tzUD8PHBaZv5y9fgpwMMy8+yp12wHtgNs3br1obt37248HZIkSZIWM2sGorPvgcjMHZm5lplrxxxzTFfJkCRJkjSHtgKIvcCJU49PqLZJkiRJ6rG2AogPASdFxH0i4i7AmcDlLX2WJEmSpBVp5SLqzLwtIs4G3sHkNq4XZua1bXyWJEmSpNVp7XsgMvNtwNvaen9JkiRJq9fKXZjmTkTEzUAJt2HaAny+60QMjHnaPPO0HeZr88zT5pmnzTNPm2eeNq+rPP2+zDzkbkdFBBCliIidG92qSoszT5tnnrbDfG2eedo887R55mnzzNPmlZannd3GVZIkSVL/GEBIkiRJqs0A4mA7uk7AAJmnzTNP22G+Ns88bZ552jzztHnmafOKylOvgZAkSZJUmzMQkiRJkmozgJAkSZJUmwFEJSJOi4hPRcR1EXFu1+npo4g4MSLeHREfj4hrI+LXq+1HR8QVEfHp6ve9uk5r30TEERHx4Yh4a/X4PhHxgaq8vi4i7tJ1GvskIo6KiNdHxCcj4hMR8SOW0+VExH+vzvuPRcQlEXE3y+l8IuLCiNgfER+b2rZhuYyJP63y9iMR8ZDuUl62Gfn6J9X5/5GIeFNEHDX13HlVvn4qIh7TTarLtlGeTj337IjIiNhSPbas1jArTyPiWVVZvTYi/nhqe6fl1ACCSecM+DPgscD9gSdFxP27TVUv3QY8OzPvDzwceGaVj+cCV2bmScCV1WPN59eBT0w9/iPgJZn5/cAtwNM7SVV/vRR4e2b+F+BBTPLWcrqgiDge+DVgLTMfCBwBnInldF4XAaet2zarXD4WOKn62Q68fEVp7KOLODRfrwAemJk/BPwzcB5A1WadCTyg+p8/r/oIOthFHJqnRMSJwE8Bn5vabFmt5yLW5WlEPAo4HXhQZj4AeGG1vfNyagAxcQpwXWZ+JjO/AVzK5IBpDpm5LzOvrv6+lUmn7HgmeXlx9bKLgSd2k8J+iogTgJ8GXlk9DuDHgddXLzFP5xAR3wX8GPAqgMz8RmZ+Ccvpso4EviMijgTuDuzDcjqXzHwv8MV1m2eVy9OBV+fEVcBREXHcalLaLxvla2a+MzNvqx5eBZxQ/X06cGlmfj0zPwtcx6SPoCkzyirAS4DfAqbv0GNZrWFGnv434PzM/Hr1mv3V9s7LqQHExPHADVOP91TbtKCI2AY8GPgAcGxm7queuhE4tqNk9dUFTCrkb1WPvxv40lTjZ3mdz32Am4G/qpaFvTIi7oHldGGZuZfJyNjnmAQOXwZ2YTltwqxyabvVnF8C/q7623xdUEScDuzNzH9a95R5urj7AY+sloL+Q0T8cLW98zw1gFDjIuKewBuAczLzK9PP5eS+wd47uKaIeDywPzN3dZ2WATkSeAjw8sx8MPBV1i1XspzOp1qXfzqT4OzewD3YYHmDlmO5bF5E/DaT5bev6TotfRYRdweeC/xe12kZmCOBo5ksC/9N4LJqFULnDCAm9gInTj0+odqmOUXEnZkED6/JzDdWm286MF1Z/d4/6/91iEcAT4iI65ksrftxJuv3j6qWioDldV57gD2Z+YHq8euZBBSW08X9BPDZzLw5M78JvJFJ2bWcLm9WubTdWlJEPBV4PPDkvONLsczXxdyXyQDCP1Xt1QnA1RHxvZiny9gDvLFa/vVBJisRtlBAnhpATHwIOKm6Y8hdmFyYcnnHaeqdKip+FfCJzHzx1FOXA2dVf58FvGXVaeurzDwvM0/IzG1MyuXfZ+aTgXcDP1+9zDydQ2beCNwQET9QbXo08HEsp8v4HPDwiLh7VQ8cyFPL6fJmlcvLgV+s7nDzcODLU0udtImIOI3J0tAnZObXpp66HDgzIu4aEfdhcuHvB7tIY59k5kcz83syc1vVXu0BHlLVt5bVxb0ZeBRARNwPuAvweQoop0du/pLhy8zbIuJs4B1M7h5yYWZe23Gy+ugRwFOAj0bENdW25wLnM5l2ezqwGzijo/QNyXOASyPiD4EPU10QrNqeBbymGjD4DPA0JgMqltMFZOYHIuL1wNVMloN8GNgB/B8sp7VFxCXAqcCWiNgDPI/Z9efbgMcxuXjya0zKsDYwI1/PA+4KXFGtCLkqM5+RmddGxGVMAuDbgGdm5u3dpLxcG+VpZs46vy2rNcwopxcCF1a3dv0GcFY1W9Z5OY07Zu0kSZIk6fBcwiRJkiSpNgMISZIkSbUZQEiSJEmqzQBCkiRJUm0GEJIkSZJqM4CQJEmSVJsBhCRJkqTaDCAkSZIk1WYAIUmSJKk2AwhJkiRJtRlASJIkSarNAEKSJElSbQYQkqRiRMTvR8TfdJ0OSdJsBhCSpINExHsi4paIuGuN1z41It63inRJkspgACFJ+raI2AY8EkjgCZ0mRpJUJAMISdK0XwSuAi4CzjqwMSJOjIg3RsTNEfGFiHhZRPwg8BfAj0TEv0XEl6rXvicifnnqfw+apYiIl0bEDRHxlYjYFRGPXNXOSZKWZwAhSZr2i8Brqp/HRMSxEXEE8FZgN7ANOB64NDM/ATwDeH9m3jMzj6r5GR8CTgaOBl4L/G1E3K3Z3ZAktcUAQpIEQET8KPB9wGWZuQv4F+C/AqcA9wZ+MzO/mpn/kZkLX/eQmX+TmV/IzNsy80XAXYEfaGAXJEkrYAAhSTrgLOCdmfn56vFrq20nArsz87YmPiQi/t+I+EREfLla9vRdwJYm3luS1L4ju06AJKl7EfEdwBnAERFxY7X5rsBRwE3A1og4coMgIjd4u68Cd596/L1Tn/NI4LeARwPXZua3IuIWIJrZE0lS25yBkCQBPBG4Hbg/k+sTTgZ+EPjH6rl9wPkRcY+IuFtEPKL6v5uAEyLiLlPvdQ3wcxFx94j4fuDpU899J3AbcDNwZET8HvCfWtwvSVLDDCAkSTBZqvRXmfm5zLzxwA/wMuBJwM8A3w98DtgD/EL1f38PXAvcGBEHlj69BPgGk+DiYiYXZB/wDuDtwD8zuSj7P4Ab2twxSVKzInOj2WdJkiRJOpQzEJIkSZJqM4CQJEmSVJsBhCRJkqTaDCAkSZIk1VbE90Bs2bIlt23b1nUyJEmSJFV27dr1+cw8Zv32IgKIbdu2sXPnzq6TIUmSJKkSEbs32u4SJkmSJEm1GUBIkiRJqs0AQpIkSVJtBhCSpOHadc7kZ6zGvv+SWlHERdSSJLXilmu6TkG3xr7/klrhDIRUx9BH8Ya+f5IkqTHOQEh1DH0Ub+j7J0mSGuMMhCRJkqTaDCAkSZIk1WYAIUmSJKk2AwhJ/eYF4JI0bNbzxfEiakn95gXgkjRs1vPFcQZCkiRJUm0GEJIkSZJqM4Bokmv0JGnC+lCSBstrIJrkGj1JmrA+lKTB2nQGIiIujIj9EfGxqW1/EhGfjIiPRMSbIuKoavu2iPj3iLim+vmLNhMvSZvq80h4n9MuSRqsOjMQFwEvA149te0K4LzMvC0i/gg4D3hO9dy/ZObJjaZSZTrQsXnoBd2mQ/20qvLT55HwPqd9Xm2Vh3uNvDka+/53YextY6n731a61r9vqfvfsE0DiMx8b0RsW7ftnVMPrwJ+vtlkqXVNFPAxdW6G3gh3sX9NlZ+hH5uxaKs+GXgjvqk29r8vHaSu0tmntrGNPGpj/5uo59s6Luvft0/HfwlNXAPxS8Drph7fJyI+DHwF+J3M/MeN/ikitgPbAbZu3dpAMjSXkRTwxpTeUC6rz/vX57RLfdSX9qMv6exSX/LIer44S92FKSJ+G7gNeE21aR+wNTMfDPwG8NqI+E8b/W9m7sjMtcxcO+aYY5ZJhiRJkqQVWTiAiIinAo8HnpyZCZCZX8/ML1R/7wL+BbhfA+mUJEmSVICFljBFxGnAbwH/V2Z+bWr7McAXM/P2iPjPwEnAZxpJqaRh8doFTbM8SFJvbBpARMQlwKnAlojYAzyPyV2X7gpcEREAV2XmM4AfA54fEd8EvgU8IzO/2FLaJfWZa1o1zfIgSb1R5y5MT9pg86tmvPYNwBuWTdSg9eXuFWNX5zh5LCVJQ2Y7pxn8JupV68sdD0q2igqtznHyWEoTdjK6Yb6rbRu1c5Y7YQChPrLjLjXH74TpL/P9YHZsV8NyJwwgJGnc7AxoKCzL0soYQGhx3jVFktQGZxP6q6u+gWVmpQwgtLE6J6InqSSVo+QO1Lxpczahv9Yf41WVS8vMShlAaGOeiOO2SIVfcudFGoOS6+2S06Z2eewHyQBC0qEWqfBLbST6vNSuz2mXxsrzdlxGerwNIJpUSiEa+kjw+nwudbR86MehL1aV/20c7z6XnVLqw1I0UT6sU5rneTs/z+2DDf14z2AA0aRSClGdkeA+VwDr87nU0fJSR+TVDo/3wUqpD0vRRPkopYz1pf2ok85S8rQrixzLvp7bqyq3fTk/lmQAMVZ9rQBWZSQVgCTNrS/tR1/S2aXN8mhIbeGqysNIyp0BhLSRkVQAkiTNZFuoGQwgtLEhjTpIy3LtufrAelvLsq5TTQYQ2piVx7gt0hEZcudl7Ouk+2LsFyr3Mc0qi3WdajKAkHSoRToidl76qYnAr5TgcUgXKtdRSr6XwvyQVsYAYojGVomObX+lJjUR+Bk8dqOUfG9j1qbkuwP1eZZqyOwLrFStACIiLmy8n2oAACAASURBVAQeD+zPzAdW244GXgdsA64HzsjMWyIigJcCjwO+Bjw1M69uPumaaWyV2pD214ZJalcp51gp6WhCG7M2JedLn2appg2pzG1kqPtVqDvVfN1FwGnrtp0LXJmZJwFXVo8BHgucVP1sB16+fDI1WrvOuaPSG4Nbrulv46T5jK1sl6KUc6yUdGg8LHNqUK0ZiMx8b0RsW7f5dODU6u+LgfcAz6m2vzozE7gqIo6KiOMyc18TCe49p9jmU3Jl57Fs3tBHyKaVXLalsRpTHSQtYZlrII6dCgpuBI6t/j4euGHqdXuqbQcFEBGxnckMBVu3bl0iGT1jpTQcHsvm2anWMoZ0QfjQ9CVfrYOa15djr7k0chF1ZmZE5Jz/swPYAbC2tjbX/2pAHO3pJ4+bSuQF4eUyX8fLYz9IywQQNx1YmhQRxwH7q+17gROnXndCtU061JhGezbqdPe1Iz6m4zY0i5S5vpbTkjg7ImlAlgkgLgfOAs6vfr9lavvZEXEp8DDgy17/ILFxp9uOuFZtkTJnOV2esyOSBqTubVwvYXLB9JaI2AM8j0ngcFlEPB3YDZxRvfxtTG7heh2T27g+reE0S/Nx9LQMHofmmacqwSIzI30uu84ESbXvwvSkGU89eoPXJvDMZRIlNaqr0VMbmYM5it0881QlWCQIKKXslvyFdVLB/CbqWeqMjvR5BGXsVtG5X6RcGHT0l8du9Rapgz1OmlZK+21/Qj1jADFLndGRUkZQNL9SK+lS06XNeexWb5E6uJTjZCCjaavoT1jm1CADCEnlsIHTWJQSyOhgQ66DLHNqkAGEhm/IDcLQ2MDNx7ItNcs6SKrFAELDZ4OgobJsS5I6cKeuEyBJkiSpPwwgJEmSJNXmEiZpVTZar+4a9n4Y0nFaZF+GtP+SZvNcV00GEMto40TzXtDDtdExbeI4W2bms0h+DSlvF9mXUvffzo7UrFLP9Y3Y9nXKAGIZbRRav1viYHYQNmeZmU8p+WXZXp4dB2m8SqnLR8oAQt3arBNlB6FMdn6XZ9mWJPWUAYS6ZSeqnxY5bgYdkg7oS33QxDIZl9pogAwgZulL5Sb1hY2npAP6Uh80sUymznvY51DPGEDM0pfKTZIk9Zt9DvXMwgFERPwA8LqpTf8Z+D3gKOBXgJur7c/NzLctnMKx22jq0+lQSZLa18TMgLMLGqCFA4jM/BRwMkBEHAHsBd4EPA14SWa+sJEUjs36imajqU/vPKBpNk6S1I4mBuoc7NMANbWE6dHAv2Tm7oho6C1HyopG8xpTmXH2TZLUFtuY2poKIM4ELpl6fHZE/CKwE3h2Zt6y/h8iYjuwHWDr1q0NJUPSoDUx+1byjI2Nl8bKsq95tVGXu8KjtqUDiIi4C/AE4Lxq08uBPwCy+v0i4JfW/19m7gB2AKytreWy6VgJKzitmmXuYE00GCXnpY2Xxsqyr3m1UZeXPMBUmCZmIB4LXJ2ZNwEc+A0QEa8A3trAZ5TBCk6rZpk7WMmdf0lSv9nG1HanBt7jSUwtX4qI46ae+1ngYw18hiRJkqQCLDUDERH3AH4S+NWpzX8cESczWcJ0/brnJEmSJPXYUgFEZn4V+O51256yVIpK5to4rZplTpIkFcZvop6Ha+O0apY5SZJUGAOI0m00Au2otCRJkjpiAFG6jUagHZWWJElSR5q4C5PUnF3n3PHdBzqU+SNJqqPP7UWf0z4SzkCoLH7vweGZP8Pm8kSNlWW/eX1uL/qc9pEwgFBZbEQOz/wZNpcnaqws+1KvGECoLDYih2f+SJKkjnkNhCRJYzGkteVD2hepZ5yB0PAcaFAcre+Wx0Eqz5DWlg9pX6SeMYDQ8NiolMHjIEnSIBlAaHi80LgMHgdJ6k6f6+A+p30kDCA0PC6ZKYPHQZK60+c6uM9pHwkDCEmSxmJII7tD2hepZwwgJEkaiyGN7A5pX6Se8TaukiRJkmpbegYiIq4HbgVuB27LzLWIOBp4HbANuB44IzNvWfazJEmSJHWrqRmIR2XmyZm5Vj0+F7gyM08Crqweq2R+IY80TG2c29YXkobAumxhbV0DcTpwavX3xcB7gOe09Flqwtjv2e+Xnmmo2ji3x15fSMuyzSmDddnCmgggEnhnRCTwl5m5Azg2M/dVz98IHLv+nyJiO7AdYOvWrQ0kY8SaqIjGfjcLKxGpvrHXF9KyhtTmGAyNUhMBxI9m5t6I+B7gioj45PSTmZlVcMG67TuAHQBra2uHPK85NFERjf3Et0OkaTaIh7eqfPE4aKiG1OYMKRhSbUsHEJm5t/q9PyLeBJwC3BQRx2Xmvog4Dti/7OfoMIZUEXXFDoqm2SCWweOgoRpSm2MfZJSWCiAi4h7AnTLz1urvnwKeD1wOnAWcX/1+y7IJ1WEMqSKSSmCDWAaPg1S+RfogY5pdHOi+LjsDcSzwpog48F6vzcy3R8SHgMsi4unAbuCMJT9HklZnSBV9nzvhQzoOku5QyuziKurHUva1YUsFEJn5GeBBG2z/AvDoZd5bktQAO+GSSlPKwMYq6sdS9rVhbd3GVZIkSTrUmAY2BrqvTX2RnCT1l18mJGlR1h8aIWcgJGmga1QlrYD1h0bIAEKSBrpGVdIKWH9ohAwgJGmga1QlrYD1h0bIayAkSZIk1WYAIUmSJKk2AwhJkiRJtRlASJIkSarNAEKSJElSbQYQkiRJkmozgJAkSZJUmwGEJEmSpNoMICRJq7frnMmPJLXBOqZVCwcQEXFiRLw7Ij4eEddGxK9X238/IvZGxDXVz+OaS64kaRBuuWbyI0ltsI5p1ZFL/O9twLMz8+qI+E5gV0RcUT33ksx84fLJkyRJklSShQOIzNwH7Kv+vjUiPgEc31TCJEkDdq+Tu06BpCGzjmlVZObybxKxDXgv8EDgN4CnAl8BdjKZpbhlg//ZDmwH2Lp160N37969dDokSZIkNSMidmXm2vrtS19EHRH3BN4AnJOZXwFeDtwXOJnJDMWLNvq/zNyRmWuZuXbMMccsmwxJkiRJK7BUABERd2YSPLwmM98IkJk3Zebtmfkt4BXAKcsnU5IkSVIJlrkLUwCvAj6RmS+e2n7c1Mt+FvjY4smTJEmSVJJl7sL0COApwEcj4sB9sp4LPCkiTgYSuB741aVSqHIcuJ/yQy/oNh1aPY+9JEmqLHMXpvcBscFTb1s8OSqa91MeL4+9JEmq+E3UkiRJkmpbZgmTxsZ7Ko+Xx16SJFUMIFSf69/Hy2MvSZIqLmHSau06544LciWpa9ZJkjQ3ZyDGoKQ76HgxrsaqpPNQd7BO6g/PoYOZH+qQAcQYlNRAupZeY1XSeag7WCf1h+fQwcwPdcgAYgxKaiAdKdFYlXQe6g7WSf3hOXQw80MdiszsOg2sra3lzp07u06GJEmSpEpE7MrMtfXbvYhakiRJUm0GEJIkSZJqM4CQJEmSVJsBRJu8v7ikPrLuksriOTlsPTy+3oWpTd5iTV3w3uBl6PNxsO5aTp+OfZ/SOmaek8PWw+NrAKHm2BCVoYcV0SB5HJrXlzqmT8d+fVr7kscaFstd7xhAHGDhXV6fGs02WIaaZ55q2tjqmC7K/9jyWGWw3PVOawFERJwGvBQ4AnhlZp7f1mc1wsLbvLF1/ixDzVskT4dc7oa8byVbn++bPW5KKXWK5U5jZdmfqZUAIiKOAP4M+ElgD/ChiLg8Mz/exuepUKU0fhqXIZe7Ie9bydbn+2aPh2bo+yfNYtmfqa0ZiFOA6zLzMwARcSlwOlBuANHGV8KP7Wvm1+/v2Pe/K6WkowmL7Esp+9/nOqWUPFyvq3RtVre1VfetYn/rpL3U8jAmQz8Gpe7f2Ovcw4jMbP5NI34eOC0zf7l6/BTgYZl59tRrtgPbAbZu3frQ3bt3N54OSZIkSYuJiF2ZubZ+e2ffA5GZOzJzLTPXjjnmmK6SIUmSJGkObQUQe4ETpx6fUG2TJEmS1GNtBRAfAk6KiPtExF2AM4HLW/osSZIkSSvSykXUmXlbRJwNvIPJbVwvzMxr2/gsSZIkSavTykXUcyci4maghKuotwCf7zoRA2OeNs88bYf52jzztHnmafPM0+aZp83rKk+/LzMPuVi5iACiFBGxc6MrzbU487R55mk7zNfmmafNM0+bZ542zzxtXml52tldmCRJkiT1jwGEJEmSpNoMIA62o+sEDJB52jzztB3ma/PM0+aZp80zT5tnnjavqDz1GghJkiRJtTkDIUmSJKk2AwhJkiRJtRlAVCLitIj4VERcFxHndp2ePoqIEyPi3RHx8Yi4NiJ+vdp+dERcERGfrn7fq+u09k1EHBERH46It1aP7xMRH6jK6+uqb3xXTRFxVES8PiI+GRGfiIgfsZwuJyL+e3XefywiLomIu1lO5xMRF0bE/oj42NS2DctlTPxplbcfiYiHdJfyss3I1z+pzv+PRMSbIuKoqefOq/L1UxHxmG5SXbaN8nTquWdHREbEluqxZbWGWXkaEc+qyuq1EfHHU9s7LacGEEw6Z8CfAY8F7g88KSLu322qeuk24NmZeX/g4cAzq3w8F7gyM08Crqweaz6/Dnxi6vEfAS/JzO8HbgGe3kmq+uulwNsz878AD2KSt5bTBUXE8cCvAWuZ+UDgCOBMLKfzugg4bd22WeXyscBJ1c924OUrSmMfXcSh+XoF8MDM/CHgn4HzAKo260zgAdX//HnVR9DBLuLQPCUiTgR+Cvjc1GbLaj0XsS5PI+JRwOnAgzLzAcALq+2dl1MDiIlTgOsy8zOZ+Q3gUiYHTHPIzH2ZeXX1961MOmXHM8nLi6uXXQw8sZsU9lNEnAD8NPDK6nEAPw68vnqJeTqHiPgu4MeAVwFk5jcy80tYTpd1JPAdEXEkcHdgH5bTuWTme4Evrts8q1yeDrw6J64CjoqI41aT0n7ZKF8z852ZeVv18CrghOrv04FLM/PrmflZ4DomfQRNmVFWAV4C/BYwfYcey2oNM/L0vwHnZ+bXq9fsr7Z3Xk4NICaOB26Yeryn2qYFRcQ24MHAB4BjM3Nf9dSNwLEdJauvLmBSIX+revzdwJemGj/L63zuA9wM/FW1LOyVEXEPLKcLy8y9TEbGPsckcPgysAvLaRNmlUvbreb8EvB31d/m64Ii4nRgb2b+07qnzNPF3Q94ZLUU9B8i4oer7Z3nqQGEGhcR9wTeAJyTmV+Zfi4n9w323sE1RcTjgf2ZuavrtAzIkcBDgJdn5oOBr7JuuZLldD7VuvzTmQRn9wbuwQbLG7Qcy2XzIuK3mSy/fU3XaemziLg78Fzg97pOy8AcCRzNZFn4bwKXVasQOmcAMbEXOHHq8QnVNs0pIu7MJHh4TWa+sdp804Hpyur3/ln/r0M8AnhCRFzPZGndjzNZv39UtVQELK/z2gPsycwPVI9fzySgsJwu7ieAz2bmzZn5TeCNTMqu5XR5s8ql7daSIuKpwOOBJ+cdX4plvi7mvkwGEP6paq9OAK6OiO/FPF3GHuCN1fKvDzJZibCFAvLUAGLiQ8BJ1R1D7sLkwpTLO05T71RR8auAT2Tmi6eeuhw4q/r7LOAtq05bX2XmeZl5QmZuY1Iu/z4znwy8G/j56mXm6Rwy80bghoj4gWrTo4GPYzldxueAh0fE3at64ECeWk6XN6tcXg78YnWHm4cDX55a6qRNRMRpTJaGPiEzvzb11OXAmRFx14i4D5MLfz/YRRr7JDM/mpnfk5nbqvZqD/CQqr61rC7uzcCjACLifsBdgM9TQDk9cvOXDF9m3hYRZwPvYHL3kAsz89qOk9VHjwCeAnw0Iq6ptj0XOJ/JtNvTgd3AGR2lb0ieA1waEX8IfJjqgmDV9izgNdWAwWeApzEZULGcLiAzPxARrweuZrIc5MPADuD/YDmtLSIuAU4FtkTEHuB5zK4/3wY8jsnFk19jUoa1gRn5eh5wV+CKakXIVZn5jMy8NiIuYxIA3wY8MzNv7ybl5dooTzNz1vltWa1hRjm9ELiwurXrN4Czqtmyzstp3DFrJ0mSJEmH5xImSZIkSbUZQEiSJEmqzQBCkiRJUm0GEJIkSZJqM4CQJEmSVJsBhCRJkqTaDCAkSZIk1WYAIUmSJKk2AwhJkiRJtRlASJIkSarNAEKSJElSbQYQkiRJkmozgJAkLS0ifj8i/uYwz18bEae28LmnRsSept9XkjSbAYQkDVxE/NeI2BkR/xYR+yLi7yLiR1eZhsx8QGa+Z5WfKUlqhwGEJA1YRPwGcAHwP4Fjga3AnwOnd5kuSVJ/GUBI0kBFxHcBzweemZlvzMyvZuY3M/N/Z+ZvRsRdI+KCiPjX6ueCiLhr9b+nRsSeiPitiNhfzVw8MSIeFxH/HBFfjIjnrvvIu0XE6yLi1oi4OiIeNJWW6yPiJ6q/fz8iLouIV1evvTYi1qZee++IeENE3BwRn42IX5t67jsi4qKIuCUiPg78cJt5KEk6lAGEJA3XjwB3A9404/nfBh4OnAw8CDgF+J2p57+3+v/jgd8DXgH8P8BDgUcCvxsR95l6/enA3wJHA68F3hwRd57x2U8ALgWOAi4HXgYQEXcC/jfwT9XnPho4JyIeU/3f84D7Vj+PAc7aJA8kSQ0zgJCk4fpu4POZeduM558MPD8z92fmzcD/AJ4y9fw3gRdk5jeZdPa3AC/NzFsz81rg40wCjwN2Zebrq9e/mEnw8fAZn/2+zHxbZt4O/PXU+/wwcExmPj8zv5GZn2ESuJxZPX9GlaYvZuYNwJ/WzQxJUjOO7DoBkqTWfAHYEhFHzggi7g3snnq8u9r27f+vOvgA/179vmnq+X8H7jn1+IYDf2Tmt6q7I02/37Qbp/7+GpPlT0cC3wfcOyK+NPX8EcA/TqX5hqnnptMvSVoBZyAkabjeD3wdeOKM5/+VSYf9gK3VtkWdeOCPainSCQu83w3AZzPzqKmf78zMx1XP75v+nCrNkqQVMoCQpIHKzC8zuXbhz6oLoO8eEXeOiMdGxB8DlwC/ExHHRMSW6rUzv8uhhodGxM9VMwnnMAlerprzPT4I3BoRz6kumD4iIh4YEQculr4MOC8i7hURJwDPWiK9kqQFGEBI0oBl5ouA32BycfTNTEb4zwbeDPwhsBP4CPBR4Opq26LeAvwCcAuTayl+rroeYp703g48nsmF3Z8FPg+8Eviu6iX/g8mypc8C72Ry/YQkaYUiM7tOgyRJkqSecAZCkiRJUm0GEJIkSZJqM4CQJEmSVJsBhCRJkqTaivgiuS1btuS2bdu6ToYkSZKkyq5duz6fmces315EALFt2zZ27tzZdTIkSZIkVSJi90bbXcIkSZIkqTYDCEmSJEm1GUBIkiRJqs0AQpIkSVJtBhAanHPOmfyoOxsdA4+LND7rz3vrgfHo87Huc9pXpYi7MElNuuaarlOgjY6Bx0Uan/XnvfXAePT5WPc57aviDIQkSTqEo7CSZnEGQpIkHcJRWEmzOAMhSZIkqTYDCEmSJEm1GUBIkiS1wOtINFReAyFJkhpxoLN8wQXdpqMUXkeiw+nz+WIA0aI+FwxJkuZlh1mqb/350qd+owFEi6xIJUmSVEef+o1eAyFJkiSpNgMISZIkSbUZQEiSJEmqzQBCkiRJUm0GEJIkSZJqM4CQJEmSVJsBhGrx2zQlSWNiuyfN5vdAqJY+3ZtYkqRl2e5JszkDIWlTjsRJkqQDnIGQGtCnr59fhCNxkiTpAAOIytA7gGqXHWxJGpaTT+46BWWz3zRumwYQEXEh8Hhgf2Y+sNr2+8CvADdXL3tuZr6teu484OnA7cCvZeY7Wkh34+wASpKkA+wYH579pnGrMwNxEfAy4NXrtr8kM184vSEi7g+cCTwAuDfwroi4X2be3kBaJa3jCJAklctZDA3VpgFEZr43IrbVfL/TgUsz8+vAZyPiOuAU4P0Lp1DSTEMeATI4ktR31l8aqmXuwnR2RHwkIi6MiHtV244Hbph6zZ5q2yEiYntE7IyInTfffPNGLxkl73YzH/NruK65ZtgBktQm60ZJbVr0IuqXA38AZPX7RcAvzfMGmbkD2AGwtraWC6ZjcOwwzWfs+eX0uKSNjL1uVJmcWR6OhQKIzLzpwN8R8QrgrdXDvcCJUy89odqmmuwQah5WwtJsdlakshjYDsdCAUREHJeZ+6qHPwt8rPr7cuC1EfFiJhdRnwR8cOlUjogNnbRadjKHy86KJLWjzm1cLwFOBbZExB7gecCpEXEykyVM1wO/CpCZ10bEZcDHgduAZ3oHJkkls5MpaREOPgyXq0E2V+cuTE/aYPOrDvP6FwAvWCZRkiRJJXPwYbgMCje3zF2YJEkq365zJj9jNOZ910p5569xWfQuTNqA05kjcKAhfugAD/KQ903jdsuIh4rHvO9aKWdkDjb0PqEBRIM8eUZgyI3xkPetQUNvFCRJyxt6n9AAQiqYndXylNwoWF6kbrVxDnpel2nsx8UAQipYyZ1VlaeU8jL2hlXj1cY5WMp53Vdt1UdjPy4GEHOwUZyP+aWV8fqNooy9YZVK17v2eY46fv2+WR+1wwBiDhbC+ZhfatrMRs/rNySptt61z3PU8b3bt54ygJDUGzYMklQmv3xtXAwg2vDte273ZW5Qklrg0jJpNHqzHGoDvVvSVQADiDa4nEIqS587sn1Ou3WhVCRnCw7m7Pb8DCC0vD53cNS9VZSfPndk+5z2ebVVFu414t7SmPe9S4W3i62OtJe6CqOtY7L+fUvd/4YZQIxdEyfUmDo4Q26Mu9q3JsrPkI/LmLRVlxTaiVuJtva98A7yt3WVzr60i23kTxv73kQd39YxWf++fTn2SzKAGLuRFPTGLFHJFr/GsvSOwOH0Oe2FK77cqht9aTv6ks6uzMif4s576/jiGEBIK+Iay+EqrrFtkOX2YKUc61LSUQrzo1me99qMAYSkbg1g+ZGNbUN6UBZKOdalpKMU5oe0WgYQao13eVAtTk3rAMuCNuDsglQeA4iu9OUCtCWUepeHuRqjzY7TYdJho6dRGUGdVqQR5HsbswvWz3MY6V2GdHgGEF3xwq7lLJF/czVGm33OYZ53Sn08ej/b5t3Y+st8P1jNsmz9PIeR3mVIh2cAMUCOrEir1ftzzQ6BSrTISLdlebycGVkpA4gBanRkpc4J2YMLH6f1frRYKsi3Bywe3206VCm1E2UwMB4b9QlWUS4tLytlAKEN3dEpqHFC9mztbROjxaPoNC2yrKXUzota8+0BiyGfCwWaORBSaieq1HSpeRu1GQsef1dUlMsAQhuyU3B4o8ifRSr8UjsJPZslO0if066DNXGtSfUeFxzoUb1ryTQtaUwdvLn21fO2Eb24VmWkx9oAog2lFKY6jVUpaZ1XE1Okq7p7iaPy3VvVLFkbZapnM3wHabB+GURHtYkAu8UgfZEOcqt3SGpigGazMjjHOTvXvvblvF3kHC2s31C7vLSV7vXHurD8aYsBRBtKqTjqNDSlpHVeTUyRrmq0vNRReTXPY32wBuuXXoxE9lwpHeRGZ3g3S+fYz9lFjmNh/Yba5WVV6S4sf9piALFi6yPlQYyqFW6pPF7hSIJlQfOwvGgelhctbCQj6pqPAcSKrY+Uix9VG0DFsVQezxhJaONOTsWXhbErbCma5UUbmlFnW15Uy0b13EhG1DUfAwgdnhXHhr49itfxBYytGsDa2EaNfalDXzR4oXIv678+plnlsJ5TTbUCiIi4kMmY+f7MfGC17WjgdcA24HrgjMy8JSICeCnwOOBrwFMz8+rmk65NDbkzt5Gx7W/bDtMRmbkcws5LPzVx7pRy/hV+oXLjSsn3NmboSh3EKGw2UpVSzoWRqDsDcRHwMuDVU9vOBa7MzPMj4tzq8XOAxwInVT8PA15e/daqja0zN6T9LbyBcjnEwDRx7vTp/CtlhqGJdHS9Dwe0EXSVeoFvnwLM9Uop+20Y4j4VrFYAkZnvjYht6zafDpxa/X0x8B4mAcTpwKszM4GrIuKoiDguM/c1kWCN1JArvY30uYFaVuHBU+PGVrZLUMr5VUo6ltDG9WCdm3FODmJfB1DmSjW2GxUscw3EsVNBwY3AsdXfxwM3TL1uT7XtoAAiIrYD2wG2bt26RDJ6yqm2+ZRa6Xkcm1fqsW7L2Pa3bQNYjtWnjkjt68H6VFfOOCdHce1bW/p0/Bc0tpn5Ri6izsyMiJzzf3YAOwDW1tbm+t9BcLTxYH0dhe1bepvW1+Om4RrAcqxBdkSsI8at5vHvU/A8dssEEDcdWJoUEccB+6vte4ETp153QrVtcCzoB1sqP2aM+DT6jaRzaPXYVp3uc/568uYXPKXHS3YcPV9IV3XHtz/3KQsEfgaLyxvA7IjUpPV14SCD54FaJoC4HDgLOL/6/Zap7WdHxKVMLp7+8lCvf7CgH6yN/Gj0G0nn6AC1emyrTvcd+zayglRYR7SLdc2Nl6+a140sVeYMFpc3gNmRmeYNbFquB1oN0qt9HcQ1ER2zH9VfdW/jegmTC6a3RMQe4HlMAofLIuLpwG7gjOrlb2NyC9frmNzG9WkNp1laTFcdIEcMD1ZYR3QQM4iF5WkXmugwLvIezkRX5g0EWi6ztTumi9TP1b5e8ND5/1Uairp3YXrSjKcevcFrE3jmMokqzmaje2O7a8xQrKpjv8gIm0FHP3ncVq+qf6+5Zo7zrMFva3YEtedKmdEpbGZW2ozfRF3HZiMljv71U8kVdclpG5m5rsPxuK3eIvVvKcfJgFMHrKofMaPMdXW9ofrLAEKA0/BjUvyxLqxT1eh1ONK0UgIZHaywOqhRM8pcn+q54tuwGfqa7lkMIASMZBp+yI3CHIo/1naq5rfCsj20RlA6hHVQa5q48Lz4Nqyyfl/7ku66DCA0HjYKGqoVlu1VNYIGKtLwjOl8Hvq+GkBIq7Z+tNiZkX4Y0nFaZF9WvP9DG62TemFI9ZxaZQAxw1yjX22ccN6RYbjWH9MmQPeYSQAAECFJREFUjrHlZX7z5lkP83ZmPbbIvpS6/3Z41GPFXbxc6nm+kSXugOkM5/IMIGaYa/SrjRPuMHdkGGXBt5NweN4JbH6l5FmLZbvUUfxG67A+dXjUmVLbzT5dvFycJerweevGUstPlwwgeqjUTsFSNutE2UkoUw+WwhRvhGV7kHWY5tOnJXFNzPA6S9xr1lmHMoCoww5P+6xU+2lIS2EkrU6f6oEmZis3ew/7GeoZA4g6Cq/onFqTpEM1ccvIvhrzvvdS4f0MaT0DiFKtH43YaPqz2nbNNVY800bZcDp6JR1izIMqTez7KOvSjTRRvw6wjrZ8jJsBRKnWj0ZsNP1ZykWghRllp2Fso1cjXE/sTOPqjT3Px7rfh2iinhlgXTXI8jHCtmVRBhCS+mdG8Nz57ZebMKMB8yK+5c0bECyS530KOopL6xK35dQItVGHOzBbmwHEIqzkWlNcg1aKqsyd89eTjBl9/sxoOFZx++XWp+2XaMDGvKSgzr6vIgjrU6BXXFrtvGkebcwSlDqwVCADiMpcDa+VXGuKa9BqWlWnsq/507gOp5dLDt5KTlvbxrzvOtSYg2ktwaVLtRlAVGx8ljfmCtvyo6FwFlBN6qpdsPx2r86xH3O/oe8MIBbhFNeGrLBbZJnTijjLpSbZLoxXnWNv+egvA4hFDGCKy1HGnhlAmZPGqIm6ts57rKJOt90ok8dFXTCA6IuNRqCXGJXebJTRaUWNlY2xmtTEjE6d9/AC8fHyuPTD0PpVBhB9sdEIdIuj0nae+snO7/KaaIw9DpKK0NfvNRjg3S6H1h4YQEgDMvaRqFJGeJY6Dl7vUrRSytggWfYbcdAARl/vGtnXdI+IAYQ0IGPr3Kwf6S9lhGep49C3kcIF9LmcllLGBmkEZX8V+jyQ1ETd0Of6pU8MIKQBGVvnptSGcmzHYV7mT8eGsjykr8tzNNO364Z3NfAeapUBhIZrKI1kn9nAa2R6MfpZLQ/pRVoPx2UuUmcMIDRcNi7d8xhoZPo0+tmntEoqiwGEhssL8rpX2DHw7kiSRqWwOri2vqZ7RAwgNFwNLpsZcsez1X0rbOlSqddMSCs1lM7ZUPajTYXVwbX1Nd0jsnQAERHXA7cCtwO3ZeZaRBwNvA7YBlwPnJGZtyz7Weq3PnfCh9zxHPK+SYfT5zppKUPpnA1lP6QeamoG4lGZ+fmpx+cCV2bm+RFxbvX4OQ19lnrKjqqkklgnSdJi2lrCdDpwavX3xcB7MIDoB++aIw1PG3ck8y5nkvrOemxhTQQQCbwzIhL4y8zcARybmfuq528Ejm3gc7SZJk4E75ojDU8b57V1hSTo98Cj9djCmgggfjQz90bE9wBXRMQnp5/MzKyCi4NExHZgO8DWrVsbSIYaORG8KE2acGTq8FZVV3gcpLms/Ps97ISP0tIBRGburX7vj4g3AacAN0XEcZm5LyKOA/Zv8H87gB0Aa2trhwQYWkATDXofRxCkNtgoHt6q6ooBHofRXrytldioXLVa5hx4HKWlAoiIuAdwp8y8tfr7p4DnA5cDZwHnV7/fsmxCVUPhnf9FRkW6+qbU3n9Daw8V16lqsVG0fM1hgMfBi7eX01ZdUVwd1KB5y9xc58YifY8+L3ua10D3ddkZiGOBN0XEgfd6bWa+PSI+BFwWEU8HdgNnLPk56lgTDe0ilXJXFXkbn1tKp7HUQK64TlVV2bex7ysv10t0wjsvty02ukPsKM7S+XFsUFt1RXF10AqtLx+tnxsrnFk8bNlvcIBi5ucMcBYVlgwgMvMzwIM22P4F4NHLvLfKMqaGti2l5GGfArkSDGLfl+iED2L/R2CzAMHjqP+/vfsL1awq4zj++zlqRUX/HET8U1IDYRdNJmYUYYY1ejMFEuOFSRjThQMJ3Vg3FXRhF2UFJlgNWVSTWNIQQyYmdJWOlqUzIk3mkIM5/VErAmPs6WKvo+95Pe85+5yz915r7f39wHDO+2fOu979rGft/ey93vWupqaTGuu16nvr8ATFwtcZ6RQvvom6cGO+pAoUhQ/romLsIzIa6RSVXk1pW430vVJAFG7Kl1SBQY30MjOAnjF2YIIoIABAGu1l5r6NaW79Rkz9/UOMHZgkCojCrbRz6mKHNf832AlijOanAK7az3v80PRGlDp9cagPW64Vh1K2T+7XH1IpuVGckU5RKRX9sAwUEIVbaefUxQ5r/m/UuhNkIMFq5qcAtunnpeRCqdMXh9o+a71OqdtnzErJDUwb/bAMFBCoyvxZxy4GklLOZI5JX1fOANRt6uNAzfubmtuO7lFAoCp9nHXkTGb3+rpyBqBuUx8Hat7f1Nx2dI8CAgCAAU39LDyGR59D1yggAAAY0NTPwmN49Dl0jQICVenjLApnZpbbyDxX5sZiQwr7Ai7GAvSt5j5WXdsLG1/GhgICWa33wLOPA1QOepfbyDxX5saOx6AHCYV9ARdjAfq2kT5WyoF7dflR2PgyNhQQC5SSsGPHgSemINcVmo18l0J1BwlAxdoca5CT3eMYb/MoIBboImHpoOMx5liO+b2VIlehXPx3KfANvmihzRhV6zhGcdCjVcaXUrZ7rf1WooDoVSkdFJs35liO+b2VotSdRPZ2MTcZLdT0BZAoSAXjS839lgICAHpW6k6i1HYBAMpGAYH16XlVg+xnRDOq4jL9UvzFkSeG1UXfz54/hStl+5TSDtSB/pIHBQTWp+dVDaZ8RrSKy/SsaoFMuuj72fOncKVsn1LagTrQX/I4KXcD0L/rrntxtRUAAFAv9ukoAVcgJqDTlVZYNWXaKot/zZe2a247gP5kXz0NEAUE1quLzz7w7ZD1qixmNV/arrnt1WFMAoB1oYCYklJ2ksyjh/J9uVpWpeRgYbL3BcakOrCIw3JsD2REAZHZoNMUStlJzkyDYZpGnbqI2yQvw5eSg4XJ3hcqm5o3WeTPcml7sB9FDhQQmQ16xq2UneTM2ddJnX2uRJud0XzcNrIDm+ROr5QcLEz2vsAVoc70GkvyZ7m0PdiPjkf2sXAdKCCmhJ0kWtjIzmio/1M9cnBFk+wLI9VrLMmf5dgeo1PTWEgB0aFcleNar1tTRQssod/Wi9htDtuvXkPEjv5RhqnHgQKiQ7kqx7Vet6aKFlhCv60Xsdsctl+9hogd/aMMU48DBcQmtK4+WXkFQ5tInyv+DNA64pB9JaJ5hfehamJfwwo5mWNdXN8vVeE52Yfi87wrFcaWAmITWg92MytHTOLyZoWJMDojXa1kvm8Xf8CxjjistRLR4Hldah9K48tXBwj+prZ5hyvk9B77+VgPPIZnX4WrFqXmZBcW9Lnix/iuVBjb3goI2zskfU3SFknfiogb+nqtTvU8cE7i8mZhiTD4gVfLM4/ZC73CLNweMzmZvW9nxMpXyYDjSxf9bVN/Y8BiaZnCxvB5ffX9UeRHrUbY58aulwLC9hZJN0m6VNITkg7a3h8Rh/t4vU6t0onpQHUa/KCz5UDYpl1T6nMLt0fhO5ZcWPlqAuj7K+qr75MfWIS+8VJ9XYG4UNKRiHhMkmzvk7RTUvkFxCrrTG+4A01t7eqpvd956f13cfBPn1Pd72UdbS+uWCx1u5farnldtHOo9zr/OgNv4xx9v7h8a6OWvr8Rmd9b9v5QYWwdEd3/UfsKSTsi4hPp9lWS3hURe2aes1vSbkk655xz3nn06NHO2wEAAABgY2w/EBEXzN9/Uo7GSFJE3BIRF0TEBVu3bs3VDAAAAADr0FcBcUzS2TO3z0r3AQAAAKhYXwXEQUnbbJ9r+1RJuyTt7+m1AAAAAAyklw9RR8QJ23sk3almGde9EXGoj9cCAAAAMJzevgciIg5IOtDX3wcAAAAwvF5WYVp3I+y/SiphGabTJP0tdyOwJuJUB+JUB+JUB+JUD2JVB+LUzhsj4iWrHRVRQJTC9v0rLVWFshCnOhCnOhCnOhCnehCrOhCnzcm2jCsAAACA+lBAAAAAAGiNAmK5W3I3AK0QpzoQpzoQpzoQp3oQqzoQp03gMxAAAAAAWuMKBAAAAIDWKCAAAAAAtEYBkdjeYftR20dsX5+7PXiR7cdtP2T7Qdv3p/teb/su239IP1+Xu51TY3uv7eO2H565b8W4uPH1lF+/t31+vpZPy4I4fd72sZRTD9q+fOaxz6Q4PWr7Q3laPT22z7Z9j+3Dtg/Z/lS6n5wqyCpxIqcKYvvltu+z/bsUpy+k+8+1fW+Kx49sn5ruf1m6fSQ9/qac7a8BBYQk21sk3STpMknnSbrS9nl5W4U574+I7TNrNl8v6e6I2Cbp7nQbw/qOpB1z9y2Ky2WStqV/uyXdPFAbsXKcJOnGlFPbI+KAJKVxb5ekt6X/8400PqJ/JyR9OiLOk3SRpGtTPMipsiyKk0ROleQ5SZdExNslbZe0w/ZFkr6kJk5vkfS0pGvS86+R9HS6/8b0PKyCAqJxoaQjEfFYRPxX0j5JOzO3CavbKenW9Putkj6csS2TFBG/kvSPubsXxWWnpO9G49eSXmv7jGFaOm0L4rTITkn7IuK5iPiTpCNqxkf0LCKejIjfpN//JekRSWeKnCrKKnFahJzKIOXFv9PNU9K/kHSJpNvT/fP5tJRnt0v6gG0P1NwqUUA0zpT055nbT2j1AQHDCkm/sP2A7d3pvtMj4sn0+18knZ6naZizKC7kWHn2pKkve2emABKnAqTpE++QdK/IqWLNxUkip4pie4vtByUdl3SXpD9KeiYiTqSnzMbihTilx5+V9IZhW1wXCgjU4L0Rcb6aS/bX2n7f7IPRrEXMesSFIS5Fu1nSm9Vc2n9S0pfzNgdLbL9K0o8lXRcR/5x9jJwqxwpxIqcKExHPR8R2SWepuerz1sxNGhUKiMYxSWfP3D4r3YcCRMSx9PO4pDvUDARPLV2uTz+P52shZiyKCzlWkIh4Ku1c/yfpm3pxSgVxysj2KWoOSr8fET9Jd5NThVkpTuRUuSLiGUn3SHq3mql+J6eHZmPxQpzS46+R9PeBm1oVCojGQUnb0qfzT1Xzgaf9mdsESbZfafvVS79L+qCkh9XE5+r0tKsl/TRPCzFnUVz2S/pYWjnmIknPzkzLwMDm5sp/RE1OSU2cdqUVSc5V8wHd+4Zu3xSl+dbflvRIRHxl5iFyqiCL4kROlcX2VtuvTb+/QtKlaj6vco+kK9LT5vNpKc+ukPTL4JuWV3Xy2k8Zv4g4YXuPpDslbZG0NyIOZW4WGqdLuiN9lulkST+IiJ/bPijpNtvXSDoq6aMZ2zhJtn8o6WJJp9l+QtLnJN2gleNyQNLlaj5A+B9JHx+8wRO1IE4X296uZjrM45I+KUkRccj2bZIOq1lt5tqIeD5HuyfoPZKukvRQmrctSZ8VOVWaRXG6kpwqyhmSbk0rXp0k6baI+Jntw5L22f6ipN+qKQaVfn7P9hE1i07sytHompgCCwAAAEBbTGECAAAA0BoFBAAAAIDWKCAAAAAAtEYBAQAAAKA1CggAAAAArVFAAAAAAGiNAgIAAABAa/8HLe3gKGME8c4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "cOhT7N7K-RYU" }, "source": [ "#Open if you want to see output\n", "#outputs_model = train_model()\n", "#outputs_model" ], "execution_count": 103, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "O3N6BNFiOs0E" }, "source": [ "" ], "execution_count": 103, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "XfNX1vPtruJW" }, "source": [ "" ], "execution_count": 103, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "HZVqH-7p5utx" }, "source": [ "\n", "\n", "def get_text_atrange(tokens,begin,end):\n", " print(\"begin,end\",begin,end)\n", " answer = \"\"\n", " for i in range(begin, end + 1): \n", " if tokens[i][0:2] == '##': # If it's a subword token, then recombine it with the previous token.\n", " answer += tokens[i][2:] \n", " else: # Otherwise, add a space then the token.\n", " answer += ' ' + tokens[i] \n", " return answer\n", "\n", "#used to combine tokens with prefix ##\n", "def get_tokens_at_text(tokens):\n", " \n", " answer = \"\"\n", " for token in tokens: \n", " if token[0:2] == '##': # If it's a subword token, then recombine it with the previous token.\n", " answer += token[2:] \n", " else: # Otherwise, add a space then the token.\n", " answer += ' ' + token \n", " return answer " ], "execution_count": 104, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "_qesFKchrJOa" }, "source": [ "import numpy as np\n", "def get_top_answers(possible_starts,possible_ends,input_ids):\n", " answers = []\n", " for start,end in zip(possible_starts,possible_ends):\n", " #+1 for end\n", " answer = tokenizer.convert_tokens_to_string(tokenizer.convert_ids_to_tokens(input_ids[start:end+1]))\n", " answers.append( answer )\n", " return answers \n", "\n", "def answer_question(question,context,topN):\n", "\n", " inputs = tokenizer.encode_plus(question, context, add_special_tokens=True, return_tensors=\"pt\")\n", " \n", " input_ids = inputs[\"input_ids\"].tolist()[0]\n", "\n", " text_tokens = tokenizer.convert_ids_to_tokens(input_ids)\n", " model_out = model(**inputs.to(device))\n", " \n", " answer_start_scores = model_out[\"start_logits\"]\n", " answer_end_scores = model_out[\"end_logits\"]\n", "\n", " possible_starts = np.argsort(answer_start_scores.cpu().detach().numpy()).flatten()[::-1][:topN]\n", " possible_ends = np.argsort(answer_end_scores.cpu().detach().numpy()).flatten()[::-1][:topN]\n", " \n", " #get best answer\n", " answer_start = torch.argmax(answer_start_scores) \n", " answer_end = torch.argmax(answer_end_scores) + 1 # Get the most likely end of answer with the argmax of the score\n", "\n", " answer = tokenizer.convert_tokens_to_string(tokenizer.convert_ids_to_tokens(input_ids[answer_start:answer_end]))\n", "\n", " answers = get_top_answers(possible_starts,possible_ends,input_ids )\n", "\n", " return { \"answer\":answer,\"answer_start\":answer_start,\"answer_end\":answer_end,\"input_ids\":input_ids,\n", " \"answer_start_scores\":answer_start_scores,\"answer_end_scores\":answer_end_scores,\"inputs\":inputs,\"answers\":answers,\n", " \"possible_starts\":possible_starts,\"possible_ends\":possible_ends}\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "def plot_possible_answer(answer_map,expected_start,expected_end,title_postfix=\"\"):\n", " start_scores = answer_map[\"answer_start_scores\"]\n", " end_scores = answer_map[\"answer_end_scores\"]\n", " tokens = tokenizer.decode( answer_map[\"input_ids\"] ).split(\" \") \n", " #print(\"tokens\",len(tokens),\"---\",len(answer_map[\"input_ids\"]))\n", " tokens_ind = [ tokenizer.decode(t) for t in answer_map[\"input_ids\"] ]\n", " #print(\"tokens_ind\",len(tokens_ind))\n", " #print(\"tokens_ind\",tokens_ind )\n", " fig,axes = plt.subplots(2,1)\n", " y_start = start_scores.cpu().detach().numpy().flatten()\n", " x_start = [i for i in range(len(y_start))]\n", "\n", " y_end = end_scores.cpu().detach().numpy().flatten()\n", " x_end = [i for i in range(len(y_end))]\n", "\n", " axes[0].bar(tokens_ind,y_start)\n", " axes[0].set_title(\"start scores( \"+ str( len( y_start ) ) +\") \" + title_postfix )\n", " axes[0].figure.set_size_inches(10, 5)\n", " #axes[0].xaxis.set_labels( tokens_ind )\n", " axes[0].xaxis.set_tick_params(rotation=90)\n", " axes[0].axvline(expected_start,color=\"yellow\")\n", " #print(\"axes[0].get_xticklabels()\",axes[0].get_xticklabels())\n", " #axes[0].get_xticklabels()[0].set_color(\"yellow\")\n", " #axes[0].set_xticklabels(tokens_ind, rotation = 90, ha=\"right\")\n", " #axes[0].get_xticklabels()[expected_start].set_color(\"yellow\")\n", " \n", " axes[1].bar(tokens_ind,y_end, color=\"orange\")\n", " axes[1].set_title(\"end scores( \"+ str( len( y_end ) ) +\") \" + title_postfix )\n", " axes[1].axvline(expected_end,color=\"red\")\n", " axes[1].xaxis.set_tick_params(rotation=90)\n", " #axes[1].get_xticklabels()[expected_end].set_color(\"red\")\n", "\n", " axes[0].autoscale(tight=True)\n", " axes[1].autoscale(tight=True)\n", " fig.tight_layout()\n", " #return fig ,axes[0].get_xticklabels() " ], "execution_count": 105, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 622 }, "id": "t9eBR4EhJp89", "outputId": "abe454d4-f1c9-4ee3-d7f9-5628be123fc9" }, "source": [ "eval_loader(batch_size=1,dump_equals=True)\n", "#no training yet so accuracy so low\n", "\n", "acc,eval_data = eval_loader(1,dump_equals=False)\n", "plot_eval( eval_data)" ], "execution_count": 106, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for eval 1.128047 seconds.\n", "Elapsed time for eval 1.130968 seconds.\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wrZvk7IzsohB", "outputId": "67d07009-a63c-4a6f-f03c-00431f1872a9" }, "source": [ "def dump_validation(index):\n", " print( val_contexts[index] )\n", " print( val_questions[index] )\n", "\n", "dump_validation(5)" ], "execution_count": 107, "outputs": [ { "output_type": "stream", "text": [ "An allergy is an immune system response to a foreign substance that's not typically harmful to your body.They can include certain foods, pollen, or pet dander. Your immune system's job is to keep you healthy by fighting harmful pathogens.The name of disease is Allergy is an illness when you have continuous_sneezing shivering chills watering_from_eyes . You must apply calamine cover area with bandage use ice to compress itching .\n", "My problem is continuous_sneezing shivering chills watering_from_eyes\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "sCywRnOQCU_7" }, "source": [ "" ], "execution_count": 109, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eqh-34TBCWN_", "outputId": "201ad941-82bf-45ad-ff10-7bc73f94bece" }, "source": [ "" ], "execution_count": 110, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "3" ] }, "metadata": { "tags": [] }, "execution_count": 110 } ] }, { "cell_type": "code", "metadata": { "id": "rfn5kNvFrMcI" }, "source": [ "index = val_questions.index(\"What do you advice for Fungal infection\")\n", "question = val_questions[index] \n", "context = val_contexts[index] \n", "topN = 5\n", "expected_start = 70 #109\n", "expected_end = 84 #127\n", "\n", "answer_steps = []" ], "execution_count": 111, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "3Ear2a5P9HTR" }, "source": [ "#print(\"question\",question)\n", "#get_top_answers(answer_map[\"possible_starts\"],answer_map[\"possible_ends\"],answer_map[\"input_ids\"])" ], "execution_count": 112, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "gkVx4-vDuLna" }, "source": [ "" ], "execution_count": 112, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "gEdQCvBvO_at" }, "source": [ "" ], "execution_count": 112, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "id": "CzoBvz_-smOq", "outputId": "dd61112a-25cd-4374-ed82-c58c82fd0750" }, "source": [ "print(\"question\",question)\n", "answer_map = answer_question(question,context,topN)\n", "answer_steps.append( answer_map )\n", "plot_possible_answer(answer_map,expected_start,expected_end,\"Not trained\")" ], "execution_count": 113, "outputs": [ { "output_type": "stream", "text": [ "question What do you advice for Fungal infection\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wmoblRST8EQy", "outputId": "a3b50a88-db43-4b3e-d031-2a46d536059a" }, "source": [ "tokens = tokenizer.convert_ids_to_tokens(answer_map[\"input_ids\"])\n", "for index,t in enumerate(tokens):\n", " if index % 10 == 0:\n", " print(\"\")\n", " print(f\"{index} ) {t}\", end =\" \")" ], "execution_count": 114, "outputs": [ { "output_type": "stream", "text": [ "\n", "0 ) [CLS] 1 ) what 2 ) do 3 ) you 4 ) advice 5 ) for 6 ) fungal 7 ) infection 8 ) [SEP] 9 ) in \n", "10 ) humans 11 ) , 12 ) fungal 13 ) infections 14 ) occur 15 ) when 16 ) an 17 ) invading 18 ) fungus 19 ) takes \n", "20 ) over 21 ) an 22 ) area 23 ) of 24 ) the 25 ) body 26 ) and 27 ) is 28 ) too 29 ) much \n", "30 ) for 31 ) the 32 ) immune 33 ) system 34 ) to 35 ) handle 36 ) . 37 ) fungi 38 ) can 39 ) live \n", "40 ) in 41 ) the 42 ) air 43 ) , 44 ) soil 45 ) , 46 ) water 47 ) , 48 ) and 49 ) plants \n", "50 ) . 51 ) there 52 ) are 53 ) also 54 ) some 55 ) fungi 56 ) that 57 ) live 58 ) naturally 59 ) in \n", "60 ) the 61 ) human 62 ) body 63 ) . 64 ) like 65 ) many 66 ) micro 67 ) ##bes 68 ) , 69 ) there \n", "70 ) are 71 ) helpful 72 ) fungi 73 ) and 74 ) harmful 75 ) fungi 76 ) . 77 ) the 78 ) name 79 ) of \n", "80 ) disease 81 ) is 82 ) fungal 83 ) infection 84 ) is 85 ) an 86 ) illness 87 ) when 88 ) you 89 ) have \n", "90 ) it 91 ) ##ching 92 ) skin 93 ) _ 94 ) rash 95 ) nod 96 ) ##al 97 ) _ 98 ) skin 99 ) _ \n", "100 ) eruptions 101 ) disc 102 ) ##hr 103 ) ##omic 104 ) _ 105 ) patches 106 ) . 107 ) you 108 ) must 109 ) bath \n", "110 ) twice 111 ) use 112 ) det 113 ) ##ol 114 ) or 115 ) nee 116 ) ##m 117 ) in 118 ) bathing 119 ) water \n", "120 ) keep 121 ) infected 122 ) area 123 ) dry 124 ) use 125 ) clean 126 ) cloth 127 ) ##s 128 ) . 129 ) [SEP] " ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sEIn9tqmJp4Q", "outputId": "1f18a0a3-0405-4b75-d259-c78632d504e1" }, "source": [ "_ = train_model()" ], "execution_count": 115, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for training 2.904784 seconds.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "id": "pRrYnMW9rNdg", "outputId": "b68131c2-32ec-4f35-b8d2-fa7ef86b0407" }, "source": [ "print(\"question\",question)\n", "answer_map = answer_question(question,context,topN)\n", "answer_steps.append( answer_map )\n", "print( \"\\n\".join( get_top_answers(answer_map[\"possible_starts\"],answer_map[\"possible_ends\"],answer_map[\"input_ids\"]) ) )\n", "plot_possible_answer(answer_map,expected_start,expected_end)" ], "execution_count": 116, "outputs": [ { "output_type": "stream", "text": [ "question What do you advice for Fungal infection\n", "\n", "\n", "\n", "keep infected area dry use clean cloth\n", "\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 622 }, "id": "M7GSJV_qJp08", "outputId": "c801c46f-4d78-409f-fc09-1582c11f0627" }, "source": [ "acc,eval_data = eval_loader(1,dump_equals=False)\n", "print(\"accuracy eval :\",acc)\n", "plot_eval( eval_data)" ], "execution_count": 117, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for eval 1.197488 seconds.\n", "accuracy eval : 0.553125\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gYwPbEXnMc92", "outputId": "e8ec7912-bc5e-48b1-816b-9ce71260a3fc" }, "source": [ "_ = train_model()" ], "execution_count": 118, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for training 2.863359 seconds.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "id": "qRsI1LjX_Kf4", "outputId": "58c7e17b-ca47-4d11-a687-943dd4f6886d" }, "source": [ "print(\"Question\",question)\n", "answer_map = answer_question(question,context,topN)\n", "answer_steps.append( answer_map )\n", "print( \"\\n\".join( get_top_answers(answer_map[\"possible_starts\"],answer_map[\"possible_ends\"],answer_map[\"input_ids\"]) ) )\n", "plot_possible_answer(answer_map,expected_start,expected_end)" ], "execution_count": 119, "outputs": [ { "output_type": "stream", "text": [ "question What do you advice for Fungal infection\n", "bath twice use detol or neem in bathing water keep infected area dry use clean cloths\n", "twice use detol or neem in bathing water keep infected area dry use clean cloth\n", "\n", "use detol or neem in bathing water keep infected area dry use\n", "\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 622 }, "id": "TQq772G9NaK3", "outputId": "844471bf-6879-40b0-8675-55b3e5d6cab5" }, "source": [ "acc,eval_data = eval_loader(1,dump_equals=False)\n", "print(\"accuracy eval :\",acc)\n", "plot_eval( eval_data)" ], "execution_count": 120, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for eval 1.198547 seconds.\n", "accuracy eval : 0.86875\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 641 }, "id": "rPVP9GeFVn89", "outputId": "feabfddd-ac25-4bc4-8d77-5fb77ae5344d" }, "source": [ "_ = train_model()\n", "acc,eval_data = eval_loader(1,dump_equals=False)\n", "print(\"accuracy eval :\",acc)\n", "plot_eval( eval_data)" ], "execution_count": 121, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for training 2.901363 seconds.\n", "Elapsed time for eval 1.162849 seconds.\n", "accuracy eval : 0.934375\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "id": "yW8KZCXN_QBx", "outputId": "c66adae9-21ed-4958-813b-b4312a50769a" }, "source": [ "print(\"question\",question)\n", "answer_map = answer_question(question,context,topN)\n", "answer_steps.append( answer_map )\n", "print( \"\\n\".join( get_top_answers(answer_map[\"possible_starts\"],answer_map[\"possible_ends\"],answer_map[\"input_ids\"]) ) )\n", "plot_possible_answer(answer_map,expected_start,expected_end)" ], "execution_count": 122, "outputs": [ { "output_type": "stream", "text": [ "question What do you advice for Fungal infection\n", "bath twice use detol or neem in bathing water keep infected area dry use clean cloths\n", "\n", "fungal infection\n", "\n", "\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "MsAhrGV6YF4u", "colab": { "base_uri": "https://localhost:8080/", "height": 641 }, "outputId": "848f9ab5-e4a4-4c29-8d96-074b2e6dde0c" }, "source": [ "_ = train_model()\n", "acc,eval_data = eval_loader(1,dump_equals=False)\n", "print(\"accuracy eval :\",acc)\n", "plot_eval( eval_data)" ], "execution_count": 123, "outputs": [ { "output_type": "stream", "text": [ "Elapsed time for training 2.996536 seconds.\n", "Elapsed time for eval 1.176285 seconds.\n", "accuracy eval : 0.9625\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "sb7-tzFY_luA", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2e71e600-31f9-45d4-b79c-53fac0f0cd68" }, "source": [ "print( answer_map[\"possible_starts\"] )\n", "print( answer_map[\"possible_ends\"] )" ], "execution_count": 124, "outputs": [ { "output_type": "stream", "text": [ "[109 127 82 126 125]\n", "[127 126 83 125 109]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "kOSpeCAXc6BO" }, "source": [ "" ], "execution_count": 124, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "jejIlgn4NbRn", "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "outputId": "3285f0d2-8805-4fd5-802d-64e7b2ee9967" }, "source": [ "print(\"question\",question)\n", "answer_map = answer_question(question,context,topN)\n", "answer_steps.append( answer_map )\n", "print( \"\\n\".join( get_top_answers(answer_map[\"possible_starts\"],answer_map[\"possible_ends\"],answer_map[\"input_ids\"]) ) )\n", "plot_possible_answer(answer_map,expected_start,expected_end)" ], "execution_count": 125, "outputs": [ { "output_type": "stream", "text": [ "question What do you advice for Fungal infection\n", "bath twice use detol or neem in bathing water keep infected area dry use clean cloths\n", "fungal infection is an illness when you have itching skin _ rash nodal _ skin _ eruptions dischromic _ patches. you must bath twice use detol or neem in bathing water keep infected area dry use clean cloth\n", "\n", "\n", "infection is an illness when you have itching skin _ rash nodal _ skin _ eruptions dischromic _ patches. you must bath\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "_mn2D3tZDH6o" }, "source": [ "" ], "execution_count": 125, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "R6KqQo-qDH4D", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "c78ac7ef-7ccd-4f03-a9b6-a78abd098e53" }, "source": [ "for index,a_map in enumerate(answer_steps):\n", " print(\"\\n\\nStep \",index+1)\n", " plot_possible_answer(a_map,expected_start,expected_end,\"Step\"+str(index+1))\n", " plt.show()\n", " \n", " \n" ], "execution_count": 126, "outputs": [ { "output_type": "stream", "text": [ "\n", "\n", "Step 1\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "uleIWN9DDH1E" }, "source": [ "\n" ], "execution_count": 126, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "F9d9brRl6YVL", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9ca45586-add6-4ae4-8f28-be93f5b17a8b" }, "source": [ "#answer_map[\"answer\"]\n", "print( \"\\n\".join( get_top_answers(answer_map[\"possible_starts\"],answer_map[\"possible_ends\"],answer_map[\"input_ids\"]) ) )\n", "print(\"s\",answer_map[\"possible_starts\"])\n", "print(\"e\",answer_map[\"possible_ends\"])" ], "execution_count": 127, "outputs": [ { "output_type": "stream", "text": [ "bath twice use detol or neem in bathing water keep infected area dry use clean cloths\n", "fungal infection is an illness when you have itching skin _ rash nodal _ skin _ eruptions dischromic _ patches. you must bath twice use detol or neem in bathing water keep infected area dry use clean cloth\n", "\n", "\n", "infection is an illness when you have itching skin _ rash nodal _ skin _ eruptions dischromic _ patches. you must bath\n", "s [109 82 127 126 83]\n", "e [127 126 83 125 109]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "Z4HEBknFmsYD" }, "source": [ "#template_question = \"What do you advice for GERD\"\n", "template_question = \"What is treatment for Dengue\"\n", "for index,q in enumerate(val_questions):\n", " if q == template_question:\n", " print( index )" ], "execution_count": 128, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "6P0ljl-dUQHM" }, "source": [ "sub_contexts = val_contexts[166:168]\n", "sub_questions = val_questions[166:168]\n", "sub_answers = val_answers[166:168]" ], "execution_count": 129, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "DyhCm7yBB8O8" }, "source": [ "" ], "execution_count": 129, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "kpZxdLkWB60f" }, "source": [ "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Gi7PiHkqCKWm" }, "source": [ "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "u3neAQ3KB6dM" }, "source": [ "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "JI4zZjYcUI_t" }, "source": [ "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "VeZaJInpVPgH" }, "source": [ "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "bvaZIAgr_bZG" }, "source": [ "" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "dZ-BdMjwAPiD" }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }