ver Aug22nd

updated human-rewritten instruction data
added Changelog

Changelog

@@ -0,0 +1,6 @@
+2023-08-22 Danyang Zhang <zhang-dy20@sjtu.edu.cn>
+
+	* instruction_rewriting/ (Human-rewritten instructions): Human-rewritten
+	instructions for the canonical set. Provided the annotation data, the public
+	patterns, and the wrapper tool to load them.
+	* Changelog: Added this file

README.md

@@ -66,3 +66,12 @@ Mobile-Env](https://github.com/X-LANCE/Mobile-Env/blob/master/docs/dynamic-app-e
 The available APK package from [APKCombo](https://apkcombo.com/) is provided.
 And note to use the AVD image of version Android 11.0 (API Level 30) (Google
 APIs) to obtain the best compatibility and the root-enabled ADBD.
+
+### Human-Rewritten Instructions
+
+Human-rewritten instructions for the *canonical set* are release under
+`instruction_rewriting/`. An AndroidEnv wrapper `InstructionRewritingWrapper`
+is provided to load the rewritten instructions (`merged_doccano.json`) and
+public patterns (`pattern-*.txt`). The annotations are collected via
+[doccano](https://doccano.github.io/doccano/). The patterns are parsed by
+[`sentence_pattern.py`](instruction_rewriting/sentence_pattern.py).

instruction_rewriting/annotations/merged_doccano.json

@@ -0,0 +1,2314 @@
+[
+	{
+		"id": 1091,
+		"text": "Search an article to learn how to 180 on a scooter.",
+		"task": "180_on_a_scooter-8.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to do a 180 on a scooter.",
+			"How to 180 on a scooter?",
+			"Give me a guide teaching the 180 trick for the scooter.",
+			"I want to learn to perform a 180 rotation on a scooter."
+		]
+	},
+	{
+		"id": 1092,
+		"text": "Search an article to learn how to add a contact on whatsapp.",
+		"task": "add_a_contact_on_whatsapp-8.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article about how to add a contact on WhatsApp.",
+			"If I want to add a contact on whatsapp, what should I do?",
+			"Where can we add new contacts on Whatsapp?"
+		]
+	},
+	{
+		"id": 1093,
+		"text": "Search an article to learn how to address a letter to england.",
+		"task": "address_a_letter_to_england-7.textproto",
+		"index": "0",
+		"label": [
+			"How should I address a letter to England properly?",
+			"What should I write to address a letter to england?",
+			"How should I fill the address for a letter to England?"
+		]
+	},
+	{
+		"id": 1095,
+		"text": "Search an article to learn how to apply cc cream.",
+		"task": "apply_cc_cream-0.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to use cc cream through reading an article.",
+			"How to apply cc cream?",
+			"I want to learn the usage of color control cream.",
+			"I wonder the usage of CC cream."
+		]
+	},
+	{
+		"id": 1096,
+		"text": "Search an article to learn how to apply neosporin.",
+		"task": "apply_neosporin-0.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to use neosporin.",
+			"Search for the way to apply neosporin.",
+			"I need to learn how Neosporin is applied when injured."
+		]
+	},
+	{
+		"id": 1098,
+		"text": "Search an article to learn how to avoid losing a friend to someone you hate.",
+		"task": "avoid_losing_a_friend_to_someone_you_hate-0.textproto",
+		"index": "0",
+		"label": [
+			"How to avoid losing a friend because of someone you hate.",
+			"If I have a friend, what should I do to avoid losing him or her to someone I hate?",
+			"I don't want to break our friendship because of a man I hate."
+		]
+	},
+	{
+		"id": 1099,
+		"text": "Search an article to learn how to avoid misgendering.",
+		"task": "avoid_misgendering-0.textproto",
+		"index": "0",
+		"label": [
+			"What should I do to avoid misgendering?",
+			"I want to learn to prevent misgendering.",
+			"Please tell me how to avoid identifying or presupposing a wrong gender for others."
+		]
+	},
+	{
+		"id": 1100,
+		"text": "Search an article to learn how to bake lobster tails.",
+		"task": "bake_lobster_tails-7.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to bake lobster tails.",
+			"What's the procedure to bake lobster tails.",
+			"How do we roast lobster tails?"
+		]
+	},
+	{
+		"id": 1101,
+		"text": "Search an article to learn how to be a good friend to a guy.",
+		"task": "be_a_good_friend_to_a_guy-4.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article about how to be a good friend to a guy.",
+			"What if I want to be a good friend to a guy?",
+			"I'd like to learn how to build good friendship with a boy."
+		]
+	},
+	{
+		"id": 1102,
+		"text": "Search an article to learn how to be a hip grandma.",
+		"task": "be_a_hip_grandma-0.textproto",
+		"index": "0",
+		"label": [
+			"find out how to be a cool granny",
+			"How to be a hip grandma?",
+			"How can a grandma be fashion?"
+		]
+	},
+	{
+		"id": 1103,
+		"text": "Search an article to learn how to be cool in high school (boys).",
+		"task": "be_cool_in_high_school_P28boysP29-0.textproto",
+		"index": "0",
+		"label": [
+			"How can a boy be cool in high school?",
+			"As boys, what should they do to be cool in high schools?",
+			"What can a high school boy do to become cool?"
+		]
+	},
+	{
+		"id": 1104,
+		"text": "Search an article to learn how to be feisty.",
+		"task": "be_feisty-7.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to be feisty by reading an article.",
+			"How can I be feisty?",
+			"How do we become a feisty person?"
+		]
+	},
+	{
+		"id": 1105,
+		"text": "Search an article to learn how to be free.",
+		"task": "be_free-0.textproto",
+		"index": "0",
+		"label": [
+			"How to be free?",
+			"How to be free?",
+			"How can I acquire the real freedom?",
+			"How can we live free?"
+		]
+	},
+	{
+		"id": 1106,
+		"text": "Search an article to learn how to be popular on tagged.com.",
+		"task": "be_popular_on_tagged.com-7.textproto",
+		"index": "0",
+		"label": [
+			"I want to understand how to get popular on tagged.com.",
+			"How can I be popular on tagged.com?",
+			"How can I become famous on tagged.com?",
+			"How can I become popular on tagged.com?"
+		]
+	},
+	{
+		"id": 1107,
+		"text": "Search an article to learn how to become a grandmaster.",
+		"task": "become_a_grandmaster-7.textproto",
+		"index": "0",
+		"label": [
+			"How to become a master's in special.",
+			"How can I become a grandmaster?",
+			"How can I become a skilled master?"
+		]
+	},
+	{
+		"id": 1108,
+		"text": "Search an article to learn how to become a hooters girl.",
+		"task": "become_a_hooters_girl-8.textproto",
+		"index": "0",
+		"label": [
+			"How to be a hooters girl?",
+			"I want to become a hooters girl, so what should I do?",
+			"How can a girl become a Hooters Girl waitress?"
+		]
+	},
+	{
+		"id": 1109,
+		"text": "Search an article to learn how to become a pro football(soccer) manager.",
+		"task": "become_a_pro_footballP28soccerP29_manager-7.textproto",
+		"index": "0",
+		"label": [
+			"Find an article about how to become a professional football (soccer) manager.",
+			"Search for a tutorial for becoming a professional soccer manager.",
+			"How can I become a professional manager for a football team?",
+			"I want to become a professional football manager."
+		]
+	},
+	{
+		"id": 1110,
+		"text": "Search an article to learn how to become a specialist physician.",
+		"task": "become_a_specialist_physician-4.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to become a specialty physician.",
+			"How to be a professional physician.",
+			"I want to become a physician specialized in a particular field."
+		]
+	},
+	{
+		"id": 1111,
+		"text": "Search an article to learn how to build a carport.",
+		"task": "build_a_carport-7.textproto",
+		"index": "0",
+		"label": [
+			"Find out how to construct a carport.",
+			"What is the procedure to build a carport?",
+			"I'd like to learn to build a small garage."
+		]
+	},
+	{
+		"id": 1112,
+		"text": "Search an article to learn how to build a robot car.",
+		"task": "build_a_robot_car-8.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to create a robot automobile.",
+			"Search the way to build a robot car.",
+			"I want to learn to make a robot car."
+		]
+	},
+	{
+		"id": 1113,
+		"text": "Search an article to learn how to build rafts.",
+		"task": "build_rafts-0.textproto",
+		"index": "0",
+		"label": [
+			"Find a way to build rafts.",
+			"What is the procedure to build rafts?",
+			"I'd like to learn the skill to make a raft."
+		]
+	},
+	{
+		"id": 1114,
+		"text": "Search an article to learn how to buy an apartment with no money down.",
+		"task": "buy_an_apartment_with_no_money_down-8.textproto",
+		"index": "0",
+		"label": [
+			"How can one purchase a home with no money down?",
+			"If I was no money down, how can I buy an aprtment?",
+			"Can I purchase an apartment if I cannot afford the down payment for now?"
+		]
+	},
+	{
+		"id": 1115,
+		"text": "Search an article to learn how to buy stocks (for beginners).",
+		"task": "buy_stocks_P28for_beginnersP29-6.textproto",
+		"index": "0",
+		"label": [
+			"Explore how to acquire stocks.",
+			"What should a beginner learn to buy stocks?",
+			"How should a novice try investment in stocks?"
+		]
+	},
+	{
+		"id": 1116,
+		"text": "Search an article to learn how to bypass youtube's regional filter.",
+		"task": "bypass_youtubeP27s_regional_filter-6.textproto",
+		"index": "0",
+		"label": [
+			"How to get around YouTube's regional filters.",
+			"Youtube's regional filter stops me from watching some videos. How to bypass it?",
+			"I want to watch a youtube video disabled in my region."
+		]
+	},
+	{
+		"id": 1117,
+		"text": "Search an article to learn how to call the czech republic from the united states.",
+		"task": "call_the_czech_republic_from_the_united_states-4.textproto",
+		"index": "0",
+		"label": [
+			"Call the Czech Republic from the United States.",
+			"In united states, how can I call the czech republic?",
+			"I want to make a call from the USA to Czech.",
+			"I want to make a call from the United States to Czech.",
+			"Is there a way for us to call Czech from the United States?"
+		]
+	},
+	{
+		"id": 1118,
+		"text": "Search an article to learn how to care for florida white rabbits.",
+		"task": "care_for_florida_white_rabbits-4.textproto",
+		"index": "0",
+		"label": [
+			"I want to learn about Florida white rabbit care.",
+			"I have some florida white rabbits. What can I do for them?",
+			"I need to learn how to look after a florida white rabbit."
+		]
+	},
+	{
+		"id": 1119,
+		"text": "Search an article to learn how to change a lightbulb in a recessed light.",
+		"task": "change_a_lightbulb_in_a_recessed_light-8.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to change a lightbulb in a recessed light in an article.",
+			"How can I replace the bulb in a recessed lamp?"
+		]
+	},
+	{
+		"id": 1120,
+		"text": "Search an article to learn how to change an excel sheet from read only.",
+		"task": "change_an_excel_sheet_from_read_only-4.textproto",
+		"index": "0",
+		"label": [
+			"How to modify a read-only excel sheet?",
+			"How to change an excel sheet from read only.",
+			"Is there any way to make modifications to a read-only Excel sheet?"
+		]
+	},
+	{
+		"id": 1121,
+		"text": "Search an article to learn how to change your yahoo email address.",
+		"task": "change_your_yahoo_email_address-6.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to change your Yahoo email address via searching for an article.",
+			"How to change my yahoo mail address?",
+			"How do I change a new address for my Yahoo email?"
+		]
+	},
+	{
+		"id": 1122,
+		"text": "Search an article to learn how to choose a foam roller.",
+		"task": "choose_a_foam_roller-6.textproto",
+		"index": "0",
+		"label": [
+			"How to deal with choosing a foam roller?",
+			"How can I know what type of foam roller suits me the best?"
+		]
+	},
+	{
+		"id": 1123,
+		"text": "Search an article to learn how to choose a swiss army knife.",
+		"task": "choose_a_swiss_army_knife-8.textproto",
+		"index": "0",
+		"label": [
+			"How to select a Swiss Army Knife",
+			"Is there any trick in choosing a swiss army knife?",
+			"How do I select a suitable swiss army knife?"
+		]
+	},
+	{
+		"id": 1124,
+		"text": "Search an article to learn how to clean a minor wound.",
+		"task": "clean_a_minor_wound-8.textproto",
+		"index": "0",
+		"label": [
+			"how to care for a small wound?",
+			"If I had a minor wound, how can I clean it?",
+			"How should I handle a small cut on body?",
+			"What's the correct approach to deal with a small wound?"
+		]
+	},
+	{
+		"id": 1125,
+		"text": "Search an article to learn how to clean a nonstick pan.",
+		"task": "clean_a_nonstick_pan-4.textproto",
+		"index": "0",
+		"label": [
+			"How to wash a nonstick pan.",
+			"What are the steps to clean a nonstick pan?",
+			"How should I brush my nonstick pan after cooking?"
+		]
+	},
+	{
+		"id": 1126,
+		"text": "Search an article to learn how to clean a trampoline mat.",
+		"task": "clean_a_trampoline_mat-7.textproto",
+		"index": "0",
+		"label": [
+			"What are the steps to clean a trampoline mat?",
+			"I need to learn to rinse a trampoline mat."
+		]
+	},
+	{
+		"id": 1127,
+		"text": "Search an article to learn how to clean paua shells.",
+		"task": "clean_paua_shells-8.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to clean paua shells.",
+			"Search a way to clean paua shells.",
+			"How do people wash the paua shells?"
+		]
+	},
+	{
+		"id": 1128,
+		"text": "Search an article to learn how to clean utensils.",
+		"task": "clean_utensils-7.textproto",
+		"index": "0",
+		"label": [
+			"How do I wash the utensils?"
+		]
+	},
+	{
+		"id": 1129,
+		"text": "Search an article to learn how to clean yourself in the bath.",
+		"task": "clean_yourself_in_the_bath-0.textproto",
+		"index": "0",
+		"label": [
+			"How to bathe oneself in cleanliness?",
+			"How do I clean myself in the bath?",
+			"I want to try washing in the bath."
+		]
+	},
+	{
+		"id": 1130,
+		"text": "Search an article to learn how to color streak a ponytail.",
+		"task": "color_streak_a_ponytail-0.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to color streak a ponytail.",
+			"How to streak a ponytail with color.",
+			"How do people make the ponytail dyed streaky?",
+			"I want to try highlights for my ponytail."
+		]
+	},
+	{
+		"id": 1131,
+		"text": "Search an article to learn how to come up with a movie idea.",
+		"task": "come_up_with_a_movie_idea-4.textproto",
+		"index": "0",
+		"label": [
+			"How to generate a plot for a movie?",
+			"What if I want to come up with a movie idea?",
+			"How do people get an idea about a movie?",
+			"I want to know how to work out a movie plan.",
+			"Tell me how to think out a film idea."
+		]
+	},
+	{
+		"id": 1132,
+		"text": "Search an article to learn how to completely customize a tech deck.",
+		"task": "completely_customize_a_tech_deck-8.textproto",
+		"index": "0",
+		"label": [
+			"How can I totally personalize a tech deck?",
+			"How do I customize a tech deck from scratch?",
+			"I need some plan to customize my own fingerboard."
+		]
+	},
+	{
+		"id": 1133,
+		"text": "Search an article to learn how to connect a laptop to a projector.",
+		"task": "connect_a_laptop_to_a_projector-8.textproto",
+		"index": "0",
+		"label": [
+			"Explore how to hook up a laptop to a projector.",
+			"What are the steps to connect a laptop to a projector?",
+			"I want to learn how to display the screen of a laptop by a projector.",
+			"I want to learn how to project the desktop of a laptop onto a film."
+		]
+	},
+	{
+		"id": 1134,
+		"text": "Search an article to learn how to contact avast customer support.",
+		"task": "contact_avast_customer_support-7.textproto",
+		"index": "0",
+		"label": [
+			"How to get in touch with avast customer support.",
+			"My avast software does not work. How do I contact the customer support?",
+			"How can I get help from avast customer service?"
+		]
+	},
+	{
+		"id": 1135,
+		"text": "Search an article to learn how to contact lin manuel miranda.",
+		"task": "contact_lin_manuel_miranda-8.textproto",
+		"index": "0",
+		"label": [
+			"Show me lin manuel miranda's contact information",
+			"How can I contact lin manuel miranda?",
+			"Is there a way for me to have a communication with Lin Manuel Miranda?"
+		]
+	},
+	{
+		"id": 1136,
+		"text": "Search an article to learn how to contact xbox live.",
+		"task": "contact_xbox_live-8.textproto",
+		"index": "0",
+		"label": [
+			"how to contact xbox live?",
+			"How to contact xbox live?",
+			"Is there anyway for me to seek support from the XBox Live?"
+		]
+	},
+	{
+		"id": 1137,
+		"text": "Search an article to learn how to cook blood sausage.",
+		"task": "cook_blood_sausage-7.textproto",
+		"index": "0",
+		"label": [
+			"How to prepare blood sausage?",
+			"How to cook blood sausage?",
+			"I'd like to learn a recipe about the blood sausage."
+		]
+	},
+	{
+		"id": 1138,
+		"text": "Search an article to learn how to cook jacket potatoes.",
+		"task": "cook_jacket_potatoes-4.textproto",
+		"index": "0",
+		"label": [
+			"How to prepare jacket potatoes?",
+			"How to make food with delicious jacket potatoes?",
+			"Search me several recipes using jacket potatoes."
+		]
+	},
+	{
+		"id": 1139,
+		"text": "Search an article to learn how to cover a ponytail with hair.",
+		"task": "cover_a_ponytail_with_hair-0.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to hide a ponytail with your hair.",
+			"What is the best way to cover a ponytail with hair?",
+			"I want to find a way to hide my ponytail under the hair."
+		]
+	},
+	{
+		"id": 1140,
+		"text": "Search an article to learn how to craft blu tack jewelry and accessories.",
+		"task": "craft_blu_tack_jewelry_and_accessories-8.textproto",
+		"index": "0",
+		"label": [
+			"How to make accessories and jewelry out of blu tack?",
+			"Is there any way to craft blu tack jewelry and accessories.",
+			"Can I learn to make jewelry from blu tack?"
+		]
+	},
+	{
+		"id": 1141,
+		"text": "Search an article to learn how to create a password you can remember.",
+		"task": "create_a_password_you_can_remember-0.textproto",
+		"index": "0",
+		"label": [
+			"How do you make a memorable password?",
+			"How to create a password easy to be remebered?",
+			"How can I set a password easy to remember?"
+		]
+	},
+	{
+		"id": 1142,
+		"text": "Search an article to learn how to cut limes.",
+		"task": "cut_limes-0.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to chop limes.",
+			"How to cut a lime?",
+			"What's a better way to cut a lime?"
+		]
+	},
+	{
+		"id": 1143,
+		"text": "Search an article to learn how to darken your skin.",
+		"task": "darken_your_skin-0.textproto",
+		"index": "0",
+		"label": [
+			"Search for an article about how to make your skin darker.",
+			"If I would like to darken my skin, what should I do?",
+			"How can I get tan?",
+			"I want to get a healthy tan skin."
+		]
+	},
+	{
+		"id": 1144,
+		"text": "Search an article to learn how to deal with \"type a\" personalities.",
+		"task": "deal_with_P22type_aP22_personalities-8.textproto",
+		"index": "0",
+		"label": [
+			"How to get along with people with \"type A\" personality",
+			"How can I deal with my friend who is of \"type a\" personality?",
+			"I have some difficulties to communicate with the people who have a so-called \"Type A\" personality and want to learn to do."
+		]
+	},
+	{
+		"id": 1145,
+		"text": "Search an article to learn how to deal with an existential crisis.",
+		"task": "deal_with_an_existential_crisis-7.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article about how to cope with an existential problem.",
+			"Is there any way to deal with an existential crisis?",
+			"How can I overcome a sudden crisis sense of existence?"
+		]
+	},
+	{
+		"id": 1146,
+		"text": "Search an article to learn how to deal with little sisters.",
+		"task": "deal_with_little_sisters-6.textproto",
+		"index": "0",
+		"label": [
+			"how to deal with younger sisters?",
+			"How to have fun with my little sisters?",
+			"I don't know how to get along with my little sisters."
+		]
+	},
+	{
+		"id": 1147,
+		"text": "Search an article to learn how to deal with taking a break in a relationship.",
+		"task": "deal_with_taking_a_break_in_a_relationship-8.textproto",
+		"index": "0",
+		"label": [
+			"In a relationship, how can I take a break?",
+			"How can we keep a relationship in the rest time?"
+		]
+	},
+	{
+		"id": 1148,
+		"text": "Search an article to learn how to determine shipping costs.",
+		"task": "determine_shipping_costs-8.textproto",
+		"index": "0",
+		"label": [
+			"How to calculate shipping expenses?",
+			"How can I determine shipping costs?",
+			"How can we easily calculate the postage of a package.",
+			"How can we easily calculate the shipping cost of a package."
+		]
+	},
+	{
+		"id": 1149,
+		"text": "Search an article to learn how to do a reverse lunge.",
+		"task": "do_a_reverse_lunge-8.textproto",
+		"index": "0",
+		"label": [
+			"How can I perform a reverse lunge?",
+			"How to do a reverse lunge?",
+			"Teach me the correct way to exercise with reverse lunge."
+		]
+	},
+	{
+		"id": 1150,
+		"text": "Search an article to learn how to do ruby rose hair.",
+		"task": "do_ruby_rose_hair-0.textproto",
+		"index": "0",
+		"label": [
+			"How to style ruby rose hair?",
+			"How to make ruby rose hair?",
+			"How can I get a Ruby Rose style look?",
+			"How can I have my hair look like Ruby Rose?"
+		]
+	},
+	{
+		"id": 1151,
+		"text": "Search an article to learn how to do something for the first time.",
+		"task": "do_something_for_the_first_time-0.textproto",
+		"index": "0",
+		"label": [
+			"How to perform a task for the first time?",
+			"If it is the first time I do something, how do I do it?",
+			"How should I begin something new?",
+			"Is there anything to pay attention to attempt a new a thing."
+		]
+	},
+	{
+		"id": 1152,
+		"text": "Search an article to learn how to draw a hilbert curve.",
+		"task": "draw_a_hilbert_curve-7.textproto",
+		"index": "0",
+		"label": [
+			"Please tell me how to draw a Hilbert curve.",
+			"What is the procedure to draw a hilbert curve?",
+			"Can a hilbert curve be hand drawn?",
+			"I wonder how to hand draw a hilbert curve."
+		]
+	},
+	{
+		"id": 1153,
+		"text": "Search an article to learn how to dress and groom yourself for a movie date.",
+		"task": "dress_and_groom_yourself_for_a_movie_date-7.textproto",
+		"index": "0",
+		"label": [
+			"Give me some tips on how to groom and dress up for a movie date.",
+			"When I'm going for a movie date, how do I dress and groom myself?",
+			"Give me some suggestion about dressing up for a movie date."
+		]
+	},
+	{
+		"id": 1154,
+		"text": "Search an article to learn how to dress as a petite woman.",
+		"task": "dress_as_a_petite_woman-0.textproto",
+		"index": "0",
+		"label": [
+			"Search for an essay to learn how to dress as a petite woman.",
+			"How can I dress as a petite woman?",
+			"How can a girl dress up to look petite?"
+		]
+	},
+	{
+		"id": 1155,
+		"text": "Search an article to learn how to dress for a broadway show.",
+		"task": "dress_for_a_broadway_show-8.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to dress for a Broadway play.",
+			"Search a way to dress for a broadway show.",
+			"What is the best dressing for a Broadway show?"
+		]
+	},
+	{
+		"id": 1156,
+		"text": "Search an article to learn how to dress for a human resources job.",
+		"task": "dress_for_a_human_resources_job-0.textproto",
+		"index": "0",
+		"label": [
+			"When applying for a human resources job, what should I wear?",
+			"What is a proper dressing for a human resources position."
+		]
+	},
+	{
+		"id": 1157,
+		"text": "Search an article to learn how to dress to impress on a first date.",
+		"task": "dress_to_impress_on_a_first_date-8.textproto",
+		"index": "0",
+		"label": [
+			"How to dress on a first date to impress?",
+			"To better impress the other, what should I dress on the first date?",
+			"I'd like to learn an impressive dressing for the first date."
+		]
+	},
+	{
+		"id": 1158,
+		"text": "Search an article to learn how to drink eggnog.",
+		"task": "drink_eggnog-0.textproto",
+		"index": "0",
+		"label": [
+			"How to drink eggnog?",
+			"How to drink the eggnog?",
+			"Tell me the right way to enjoy eggnog."
+		]
+	},
+	{
+		"id": 1159,
+		"text": "Search an article to learn how to drink mezcal.",
+		"task": "drink_mezcal-7.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to drink mezcal.",
+			"How to drink mezcal?",
+			"What's the right way to enjoy mescal?"
+		]
+	},
+	{
+		"id": 1160,
+		"text": "Search an article to learn how to enable regedit.",
+		"task": "enable_regedit-8.textproto",
+		"index": "0",
+		"label": [
+			"How to make regedit available?",
+			"How to open regedit on Windows.",
+			"Where can I open the regedit on Windows?",
+			"Where is the entrance of regedit on Windows?"
+		]
+	},
+	{
+		"id": 1161,
+		"text": "Search an article to learn how to enjoy vaping (e cigarettes).",
+		"task": "enjoy_vaping_P28e_cigarettesP29-4.textproto",
+		"index": "0",
+		"label": [
+			"Search for an article on how to enjoy e cigarettes.",
+			"How do I enjoy vaping, aka e cigarettes?",
+			"I'd like to try e cigarette.",
+			"I'd like to try vaping."
+		]
+	},
+	{
+		"id": 1162,
+		"text": "Search an article to learn how to es kms mean? texting, social media, & more.",
+		"task": "es_kms_meanP3F_texting_social_media_P26_more-6.textproto",
+		"index": "0",
+		"label": [
+			"What does \"es kms\" mean? texting, social media, & more.",
+			"How to es kms mean? texting social media, & more.",
+			"<invalid>"
+		]
+	},
+	{
+		"id": 1163,
+		"text": "Search an article to learn how to face paint a cat.",
+		"task": "face_paint_a_cat-8.textproto",
+		"index": "0",
+		"label": [
+			"To find out how to face-paint a cat, look up a guide online.",
+			"How to face paint a cat?",
+			"How do I make a cat face painting?"
+		]
+	},
+	{
+		"id": 1164,
+		"text": "Search an article to learn how to file your nails.",
+		"task": "file_your_nails-0.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to polish the fingernails in an article.",
+			"How to file my nails?",
+			"I want to file my fingernails safely and beautifully."
+		]
+	},
+	{
+		"id": 1165,
+		"text": "Search an article to learn how to find a person with an unlisted phone number.",
+		"task": "find_a_person_with_an_unlisted_phone_number-7.textproto",
+		"index": "0",
+		"label": [
+			"How to locate someone with an unlisted phone number?",
+			"If someone's phone number is not listed, how can I find him or her?",
+			"How can we find a person without knowing his phone number?"
+		]
+	},
+	{
+		"id": 1166,
+		"text": "Search an article to learn how to find out if your license is suspended (usa).",
+		"task": "find_out_if_your_license_is_suspended_P28usaP29-8.textproto",
+		"index": "0",
+		"label": [
+			"How to find out if your license is suspended in the United States?",
+			"What should I do to find if my usa license is suspended?",
+			"How can I check the suspension status of my license?",
+			"How can I check whether my license is under suspension?"
+		]
+	},
+	{
+		"id": 1167,
+		"text": "Search an article to learn how to find out who your real friends are.",
+		"task": "find_out_who_your_real_friends_are-8.textproto",
+		"index": "0",
+		"label": [
+			"How to identify your true buddies?",
+			"How to find out the real friends of mine?",
+			"How can I recognize my real friends?"
+		]
+	},
+	{
+		"id": 1168,
+		"text": "Search an article to learn how to fish for alligator gar.",
+		"task": "fish_for_alligator_gar-7.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to catch alligator gar by fishing.",
+			"How does a fisherman fish for alligator gar?",
+			"I wonder how I can catch an alligator gar."
+		]
+	},
+	{
+		"id": 1169,
+		"text": "Search an article to learn how to fix a front load washer so that it does not smell with washer fan.",
+		"task": "fix_a_front_load_washer_so_that_it_does_not_smell_with_washer_fan-4.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to repair a front-load washer so it doesn't stink with the washing fan.",
+			"A front load washer smells with washer fan, so how could I fix it?",
+			"I'm seeking a solution for the smell from the washer fan.",
+			"Is there a way to fix the washer to eliminate the smell from the fan?"
+		]
+	},
+	{
+		"id": 1170,
+		"text": "Search an article to learn how to fix wet suede shoes.",
+		"task": "fix_wet_suede_shoes-6.textproto",
+		"index": "0",
+		"label": [
+			"How can I fix the wet suede shoes?",
+			"Is there any means to fix wet suede shoes.",
+			"How can I repair my suede shoes stained by water.",
+			"How can I repair my water-stained suede shoes.",
+			"I have suede shoes which are stained by water and want to repair it."
+		]
+	},
+	{
+		"id": 1171,
+		"text": "Search an article to learn how to freeze buttermilk.",
+		"task": "freeze_buttermilk-7.textproto",
+		"index": "0",
+		"label": [
+			"How to freeze buttermilk?",
+			"How can I freeze and store the leftover buttermilk?"
+		]
+	},
+	{
+		"id": 1172,
+		"text": "Search an article to learn how to furnish a room for 350 dollars or less.",
+		"task": "furnish_a_room_for_350_dollars_or_less-0.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to furnish a room for 350 dollars or less.",
+			"With 350 dollars or less, how to furnish a room?",
+			"How can I furnish a room within a budget no more than 350 dollars?",
+			"I've got a room to furnish but only 350 dollars to spend."
+		]
+	},
+	{
+		"id": 1173,
+		"text": "Search an article to learn how to get a girl to call you back.",
+		"task": "get_a_girl_to_call_you_back-8.textproto",
+		"index": "0",
+		"label": [
+			"What should I do to let a girl call me back?",
+			"I've met a pretty girl and what can I do so that she will call me back?"
+		]
+	},
+	{
+		"id": 1174,
+		"text": "Search an article to learn how to get a girlfriend as a teen.",
+		"task": "get_a_girlfriend_as_a_teen-7.textproto",
+		"index": "0",
+		"label": [
+			"How to attract a girlfriend while you're a teen?",
+			"How could I get my girlfriend as a teen?",
+			"How can a teenager find a girlfriend?"
+		]
+	},
+	{
+		"id": 1175,
+		"text": "Search an article to learn how to get a loan without private mortgage insurance (pmi).",
+		"task": "get_a_loan_without_private_mortgage_insurance_P28pmiP29-8.textproto",
+		"index": "0",
+		"label": [
+			"How to obtain a loan without requiring private mortgage insurance?",
+			"If I do not have private mortgage insurance (pmi), how can I get a loan?",
+			"I want to obtain a loan but have no ability to afford excessive PMI.",
+			"Is there any way to prevent PMI while applying for a loan?"
+		]
+	},
+	{
+		"id": 1176,
+		"text": "Search an article to learn how to get fit in two weeks (middle school girls).",
+		"task": "get_fit_in_two_weeks_P28middle_school_girlsP29-7.textproto",
+		"index": "0",
+		"label": [
+			"How can a middle school girl get in shape in two weeks.",
+			"For middle school girls, how to get fit in 2 weeks?",
+			"Is there any way for a middle school girl to get in shape in two weeks?"
+		]
+	},
+	{
+		"id": 1177,
+		"text": "Search an article to learn how to get girls.",
+		"task": "get_girls-6.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to attract girls.",
+			"Search for a way to get girls.",
+			"I'm seeking a method for me to find a girlfriend."
+		]
+	},
+	{
+		"id": 1178,
+		"text": "Search an article to learn how to get into berghain.",
+		"task": "get_into_berghain-4.textproto",
+		"index": "0",
+		"label": [
+			"Find an article about how to enter into Berghain.",
+			"What is the correct way to get into berghain?",
+			"How can I attend Berghain?",
+			"Is there anyway to enter the Berghain?"
+		]
+	},
+	{
+		"id": 1179,
+		"text": "Search an article to learn how to get music on the kindle.",
+		"task": "get_music_on_the_kindle-0.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to get music on my kindle.",
+			"How do I copy or download music on the kindle?",
+			"How can I play music using a kindle?",
+			"I want to download musics on my kindle."
+		]
+	},
+	{
+		"id": 1180,
+		"text": "Search an article to learn how to get over rejection.",
+		"task": "get_over_rejection-0.textproto",
+		"index": "0",
+		"label": [
+			"How to overcome over rejection",
+			"How to go through rejection.",
+			"Tell me how to recover from a rejection."
+		]
+	},
+	{
+		"id": 1181,
+		"text": "Search an article to learn how to get rid of a dog's whipworms.",
+		"task": "get_rid_of_a_dogP27s_whipworms-8.textproto",
+		"index": "0",
+		"label": [
+			"Is there any way to get rid of whipworms in dogs?",
+			"How do I clean a dog's whipworms?",
+			"What should we do to treat the whipworm for a dog?"
+		]
+	},
+	{
+		"id": 1182,
+		"text": "Search an article to learn how to get rid of a stingray's sting.",
+		"task": "get_rid_of_a_stingrayP27s_sting-8.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to remove the sting of a stingray.",
+			"How to get rid of a stingray's sting?",
+			"How should we treat a stingray's sting?"
+		]
+	},
+	{
+		"id": 1183,
+		"text": "Search an article to learn how to get rid of ringworm scars.",
+		"task": "get_rid_of_ringworm_scars-7.textproto",
+		"index": "0",
+		"label": [
+			"How to remove ringworm scars?",
+			"Is there a way to get rid of ringworm scars?",
+			"Is there anyway to treat the scars caused by the ringworm?"
+		]
+	},
+	{
+		"id": 1184,
+		"text": "Search an article to learn how to get work done while sick.",
+		"task": "get_work_done_while_sick-0.textproto",
+		"index": "0",
+		"label": [
+			"How to work while I'm sick?",
+			"When I am sick, how to get my work perfectly done?",
+			"What can I do to complete my work in sick?"
+		]
+	},
+	{
+		"id": 1185,
+		"text": "Search an article to learn how to get zorua in pokémon white.",
+		"task": "get_zorua_in_pokPC3PA9mon_white-6.textproto",
+		"index": "0",
+		"label": [
+			"In Pokémon White, how can you obtain Zorua?",
+			"How can I get zorua in pokémon white?",
+			"Where can I obtain Zorua in Pokémon White?"
+		]
+	},
+	{
+		"id": 1186,
+		"text": "Search an article to learn how to grill scallops.",
+		"task": "grill_scallops-4.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to cook scallops.",
+			"How to grill scallops?",
+			"How can we bake scallops?",
+			"What's the best way to barbecue scallops?"
+		]
+	},
+	{
+		"id": 1187,
+		"text": "Search an article to learn how to grow finger limes.",
+		"task": "grow_finger_limes-6.textproto",
+		"index": "0",
+		"label": [
+			"Find an article about how to cultivate finger limes.",
+			"What should I do to grow finger limes?",
+			"How can we plant finger limes at home?"
+		]
+	},
+	{
+		"id": 1188,
+		"text": "Search an article to learn how to handle a psychiatric emergency.",
+		"task": "handle_a_psychiatric_emergency-0.textproto",
+		"index": "0",
+		"label": [
+			"Find an article on how to deal with a psychiatric emergency.",
+			"When there is a psychiatric emergency, how to handle it?",
+			"Tell me what is in need to help apsychiatric patient in emergency.",
+			"What can we do to help a psychiatric patient in emergency?"
+		]
+	},
+	{
+		"id": 1189,
+		"text": "Search an article to learn how to handle yourself after a motorcycle accident.",
+		"task": "handle_yourself_after_a_motorcycle_accident-8.textproto",
+		"index": "0",
+		"label": [
+			"What can I do after a motorcycle accident?",
+			"If I was involved into a motorcycle accident, what could I do to save myself?",
+			"How should I care for myself after a motorbike accident?"
+		]
+	},
+	{
+		"id": 1190,
+		"text": "Search an article to learn how to hide gauges.",
+		"task": "hide_gauges-8.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to conceal gauges.",
+			"Is there a way to hide gauges?",
+			"How can I hide my ear gauges?",
+			"How can I hide my ear spacers?"
+		]
+	},
+	{
+		"id": 1191,
+		"text": "Search an article to learn how to hide short bangs.",
+		"task": "hide_short_bangs-7.textproto",
+		"index": "0",
+		"label": [
+			"Find out how to conceal small bangs.",
+			"How to hide short bangs?",
+			"I want to obscure my short bangs for a new style."
+		]
+	},
+	{
+		"id": 1192,
+		"text": "Search an article to learn how to hide smoke smell indoors.",
+		"task": "hide_smoke_smell_indoors-0.textproto",
+		"index": "0",
+		"label": [
+			"How to conceal a smoking odor indoors?",
+			"Is there a way to hide smoke smell indoors?",
+			"Teach me some methods to obscure the smoking smell in the room."
+		]
+	},
+	{
+		"id": 1193,
+		"text": "Search an article to learn how to hold a harmonica.",
+		"task": "hold_a_harmonica-7.textproto",
+		"index": "0",
+		"label": [
+			"How to play the harmonica?",
+			"How to hold a harmonica?",
+			"Teach me how to hold the harmonica in hand as a master.",
+			"Teach me the gesture while playing the harmonica."
+		]
+	},
+	{
+		"id": 1194,
+		"text": "Search an article to learn how to identify a mouse spider.",
+		"task": "identify_a_mouse_spider-8.textproto",
+		"index": "0",
+		"label": [
+			"How can I decide if it is a mouse spider?",
+			"I need to learn to recognize the mouse spider from the similar spiders."
+		]
+	},
+	{
+		"id": 1195,
+		"text": "Search an article to learn how to identify hickory nuts.",
+		"task": "identify_hickory_nuts-6.textproto",
+		"index": "0",
+		"label": [
+			"Reveal how to recognize hickory nuts.",
+			"How to decide if the nuts are hickory nuts?",
+			"How can I distinguish hickory nuts from other species?",
+			"How can I recognize hickory nuts?"
+		]
+	},
+	{
+		"id": 1196,
+		"text": "Search an article to learn how to improve your vo2 max.",
+		"task": "improve_your_vo2_max-7.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to increase your VO2 max.",
+			"What can I do to improve my vo2 max?",
+			"How do people exercise to boost their VO2 max?"
+		]
+	},
+	{
+		"id": 1197,
+		"text": "Search an article to learn how to increase your general knowledge.",
+		"task": "increase_your_general_knowledge-4.textproto",
+		"index": "0",
+		"label": [
+			"How to become more common sense?",
+			"To increase my general knowledge, what should I do?",
+			"I want to extend my common-sense knowledge."
+		]
+	},
+	{
+		"id": 1198,
+		"text": "Search an article to learn how to install a coolant flush kit.",
+		"task": "install_a_coolant_flush_kit-8.textproto",
+		"index": "0",
+		"label": [
+			"How to set up a kit for flushing coolant?",
+			"How do I install a coolant flush kit?",
+			"How can I flush and refill the coolant using the kit?"
+		]
+	},
+	{
+		"id": 1199,
+		"text": "Search an article to learn how to introduce science to preschoolers.",
+		"task": "introduce_science_to_preschoolers-0.textproto",
+		"index": "0",
+		"label": [
+			"How to Teach Preschoolers Science?",
+			"As a teacher, how do I teach science to preschoolers?",
+			"What's the best way of the introduction of science to preschool children?"
+		]
+	},
+	{
+		"id": 1200,
+		"text": "Search an article to learn how to join a christian church.",
+		"task": "join_a_christian_church-4.textproto",
+		"index": "0",
+		"label": [
+			"Find out how to join a church.",
+			"What should one do if he or she want to join a christian church?",
+			"How can a Christian find and choose a church."
+		]
+	},
+	{
+		"id": 1201,
+		"text": "Search an article to learn how to keep spiders out of your gardening boots.",
+		"task": "keep_spiders_out_of_your_gardening_boots-7.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to keep spiders out of your gardening boots.",
+			"Is there any means to keep spiders out of my gardening boots?",
+			"I'm seeking a method to prevent spiders from entering the gardening boots."
+		]
+	},
+	{
+		"id": 1202,
+		"text": "Search an article to learn how to keep sports bra pads in place.",
+		"task": "keep_sports_bra_pads_in_place-8.textproto",
+		"index": "0",
+		"label": [
+			"How to keep sports bra pads secure?",
+			"As for sports bra pads, how to keep them in place?",
+			"Tell me a method to prevent the pad of sports bra from shifting away."
+		]
+	},
+	{
+		"id": 1203,
+		"text": "Search an article to learn how to kill brown recluse spiders.",
+		"task": "kill_brown_recluse_spiders-8.textproto",
+		"index": "0",
+		"label": [
+			"How are brown recluse spiders killed?",
+			"How do I kill brown recluse spiders?",
+			"Give me some idea to safely destroy a brown recluse spider."
+		]
+	},
+	{
+		"id": 1204,
+		"text": "Search an article to learn how to learn chinese fast.",
+		"task": "learn_chinese_fast-4.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to learn Chinese quickly.",
+			"How to learn chinese in a smarter way?",
+			"How can I grasp Chinese in short time?",
+			"I want to learn Chinese quickly."
+		]
+	},
+	{
+		"id": 1205,
+		"text": "Search an article to learn how to lessen the effects of alcohol.",
+		"task": "lessen_the_effects_of_alcohol-7.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to reduce the effects of alcohol.",
+			"If I was drunk, how to lessen the effects of alcohol?",
+			"Tell me some method to ameliorate the affects after drinking."
+		]
+	},
+	{
+		"id": 1206,
+		"text": "Search an article to learn how to level an existing house.",
+		"task": "level_an_existing_house-4.textproto",
+		"index": "0",
+		"label": [
+			"How to level an existing house?",
+			"What to do to level an existing house?",
+			"The floor of my old house has sank a little and I'd like to learn the way to re-level it."
+		]
+	},
+	{
+		"id": 1207,
+		"text": "Search an article to learn how to light a pilot light.",
+		"task": "light_a_pilot_light-4.textproto",
+		"index": "0",
+		"label": [
+			"Search an article to learn steps for starting a pilot light.",
+			"How to light a pilot light?",
+			"What should I do to ignite the pilot light?"
+		]
+	},
+	{
+		"id": 1208,
+		"text": "Search an article to learn how to look sleepy.",
+		"task": "look_sleepy-8.textproto",
+		"index": "0",
+		"label": [
+			"How to appear drowsy?",
+			"How could I look sleepy to others?",
+			"How can I act sleepy?",
+			"I'd like to know how to pretend to be sleepy.",
+			"Is there a good way to make myself look sleepy?"
+		]
+	},
+	{
+		"id": 1209,
+		"text": "Search an article to learn how to lower child support.",
+		"task": "lower_child_support-7.textproto",
+		"index": "0",
+		"label": [
+			"I there any way to reduce child support?",
+			"How to lower child support?",
+			"Is there a way for me to spend less child support?"
+		]
+	},
+	{
+		"id": 1210,
+		"text": "Search an article to learn how to make a dream board.",
+		"task": "make_a_dream_board-0.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to construct a dream board.",
+			"How to make a dream board?",
+			"How do people create a dream board?",
+			"How do people make a vision board?"
+		]
+	},
+	{
+		"id": 1211,
+		"text": "Search an article to learn how to make a lei.",
+		"task": "make_a_lei-4.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to make a lei.",
+			"How to make a lei?",
+			"I want to learn to make a Hawaiian lei by myself."
+		]
+	},
+	{
+		"id": 1212,
+		"text": "Search an article to learn how to make an electroscope.",
+		"task": "make_an_electroscope-8.textproto",
+		"index": "0",
+		"label": [
+			"How to construct an electroscope?",
+			"Search for a way to make an electroscope.",
+			"Can we home make a simple electroscope?"
+		]
+	},
+	{
+		"id": 1213,
+		"text": "Search an article to learn how to make an octagon.",
+		"task": "make_an_octagon-8.textproto",
+		"index": "0",
+		"label": [
+			"Look up an article about how to construct an octagon.",
+			"What should I do to make an octagon?",
+			"How can I draw an octagon by myself?"
+		]
+	},
+	{
+		"id": 1214,
+		"text": "Search an article to learn how to make deep fried kit kat.",
+		"task": "make_deep_fried_kit_kat-0.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to create deep-fried kit kat in an article.",
+			"What should I do to make deep fried kit kat?",
+			"Can kit kat be cooked deep fried?",
+			"How do we cook deep fried kit kat?"
+		]
+	},
+	{
+		"id": 1215,
+		"text": "Search an article to learn how to make flip flops from a yoga mat.",
+		"task": "make_flip_flops_from_a_yoga_mat-8.textproto",
+		"index": "0",
+		"label": [
+			"How to use a yoga mat as a flip-flop?",
+			"With a yoga mat, how can I make flip flops?",
+			"Can we make flip flops from a rubber or latex yoga mat at home?"
+		]
+	},
+	{
+		"id": 1216,
+		"text": "Search an article to learn how to make kakashi hair.",
+		"task": "make_kakashi_hair-8.textproto",
+		"index": "0",
+		"label": [
+			"Teach me some methods to make kakashi hair.",
+			"What are the steps to get a kakashi style hair?",
+			"I want to try a hair style like Kakashi."
+		]
+	},
+	{
+		"id": 1217,
+		"text": "Search an article to learn how to make letters of the english alphabet.",
+		"task": "make_letters_of_the_english_alphabet-7.textproto",
+		"index": "0",
+		"label": [
+			"How to produce English alphabet letters?",
+			"Search a way to make letters of the english alphabet.",
+			"I'd like to learn to hand write english letters."
+		]
+	},
+	{
+		"id": 1218,
+		"text": "Search an article to learn how to make liquid foundation.",
+		"task": "make_liquid_foundation-7.textproto",
+		"index": "0",
+		"label": [
+			"I want to study the creation of liquid foundation.",
+			"Search for a way to make liquid foundation.",
+			"I want to learn to make my own liquid foundation at home."
+		]
+	},
+	{
+		"id": 1219,
+		"text": "Search an article to learn how to make money on twitter with revue newsletters.",
+		"task": "make_money_on_twitter_with_revue_newsletters-0.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to use revue newsletters to make money on Twitter.",
+			"How do I earn money with revue newsletters on twitter?",
+			"I want to know how to earn mony on Twitter by Revue newsletters."
+		]
+	},
+	{
+		"id": 1220,
+		"text": "Search an article to learn how to manage conflict.",
+		"task": "manage_conflict-4.textproto",
+		"index": "0",
+		"label": [
+			"How to deal with disagreement?",
+			"How to better manage conflict?",
+			"Give me some idea to solve the conflicts finely in the group."
+		]
+	},
+	{
+		"id": 1221,
+		"text": "Search an article to learn how to map your walk at mapmywalk.",
+		"task": "map_your_walk_at_mapmywalk-8.textproto",
+		"index": "0",
+		"label": [
+			"How to map your stroll with mapmywalk.com?",
+			"How to use mapmywalk to map my walk?",
+			"I want to try to upload and check my hike on MapMyWalk."
+		]
+	},
+	{
+		"id": 1222,
+		"text": "Search an article to learn how to measure a necklace.",
+		"task": "measure_a_necklace-6.textproto",
+		"index": "0",
+		"label": [
+			"How to take a necklace measurement?",
+			"How to measure a necklace?",
+			"How can I determine the proper length for a necklace?"
+		]
+	},
+	{
+		"id": 1223,
+		"text": "Search an article to learn how to meet christian girls.",
+		"task": "meet_christian_girls-4.textproto",
+		"index": "0",
+		"label": [
+			"Find how to meet Christian females.",
+			"If I want to get close to chstian girls, what should I do?",
+			"I want to find a Christian as girlfriend."
+		]
+	},
+	{
+		"id": 1224,
+		"text": "Search an article to learn how to not get pregnant.",
+		"task": "not_get_pregnant-7.textproto",
+		"index": "0",
+		"label": [
+			"How to avoid pregnancy?",
+			"What if I do not want to get pregnant?",
+			"How can we perform contraception?",
+			"How can we prevent pregnancy after sexing?"
+		]
+	},
+	{
+		"id": 1225,
+		"text": "Search an article to learn how to open file manager on android.",
+		"task": "open_file_manager_on_android-8.textproto",
+		"index": "0",
+		"label": [
+			"How to access the Android file manager?",
+			"What should I do to open the file manager if I am using android?",
+			"How can I open the Android file manager?",
+			"How do I manage the files on Android?"
+		]
+	},
+	{
+		"id": 1226,
+		"text": "Search an article to learn how to open oysters.",
+		"task": "open_oysters-7.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to open oysters.",
+			"How can I open an oyster?",
+			"I want to find a good way to open the shell of oysters."
+		]
+	},
+	{
+		"id": 1227,
+		"text": "Search an article to learn how to organize your yarn.",
+		"task": "organize_your_yarn-0.textproto",
+		"index": "0",
+		"label": [
+			"Find out how to arrange your yarn.",
+			"How to organize my yarn?",
+			"I'm seeking a better way to hold the yarn."
+		]
+	},
+	{
+		"id": 1228,
+		"text": "Search an article to learn how to paint galvanized steel.",
+		"task": "paint_galvanized_steel-8.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to paint galvanized steel.",
+			"What is the correct way to paint galvanized steel?",
+			"Teach me a method to paint on zinc-coated steel."
+		]
+	},
+	{
+		"id": 1229,
+		"text": "Search an article to learn how to peel eggplant.",
+		"task": "peel_eggplant-8.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to peel eggplant.",
+			"How do I peel eggplant?",
+			"I want to learn some new method to remove the skin of aubergines gracefully."
+		]
+	},
+	{
+		"id": 1230,
+		"text": "Search an article to learn how to perform a bean seed dissection experiment.",
+		"task": "perform_a_bean_seed_dissection_experiment-0.textproto",
+		"index": "0",
+		"label": [
+			"How may a bean seed experiment be carried out?",
+			"What is the whole process of performing a bean seed dissection experiment?",
+			"How should I conduct an anatomy experiment with the bean seeds?"
+		]
+	},
+	{
+		"id": 1231,
+		"text": "Search an article to learn how to pipe frosting neatly.",
+		"task": "pipe_frosting_neatly-0.textproto",
+		"index": "0",
+		"label": [
+			"How to correctly pipe frosting?",
+			"How to neatly pipe frosting?",
+			"How can we pipe icing at home?",
+			"I want to learn to pipe icing by myself."
+		]
+	},
+	{
+		"id": 1232,
+		"text": "Search an article to learn how to plant grass plugs.",
+		"task": "plant_grass_plugs-7.textproto",
+		"index": "0",
+		"label": [
+			"How to grow grass plugs?",
+			"Search a tutorial for planting grass plugs.",
+			"How should I grow grass plugs in my yard?"
+		]
+	},
+	{
+		"id": 1233,
+		"text": "Search an article to learn how to play the palace card game.",
+		"task": "play_the_palace_card_game-8.textproto",
+		"index": "0",
+		"label": [
+			"Search an article to learn rules of play for the Palace card game.",
+			"How to play the palace card game?",
+			"I've got a pack of cards and tell me how to play the Palace with my friends."
+		]
+	},
+	{
+		"id": 1234,
+		"text": "Search an article to learn how to play wild cherry crossword tripler.",
+		"task": "play_wild_cherry_crossword_tripler-7.textproto",
+		"index": "0",
+		"label": [
+			"How to play the crossword puzzle game Wild Cherry?",
+			"How to play wild cherry crossword tripler?",
+			"Teach me to finish a Wild Cherry crossword puzzle."
+		]
+	},
+	{
+		"id": 1235,
+		"text": "Search an article to learn how to practice radical honesty.",
+		"task": "practice_radical_honesty-7.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to be really honest.",
+			"How to practice radical honesty?",
+			"I want to know how to be a completely honest man."
+		]
+	},
+	{
+		"id": 1236,
+		"text": "Search an article to learn how to prepare used cooking oil for biodiesel.",
+		"task": "prepare_used_cooking_oil_for_biodiesel-8.textproto",
+		"index": "0",
+		"label": [
+			"Find out how to make biodiesel from leftover cooking oil.",
+			"How to prepare used cooking oil for biodiesel?",
+			"I want to learn a method to apply used edible oil to biodiesel."
+		]
+	},
+	{
+		"id": 1237,
+		"text": "Search an article to learn how to prevent urinary tract infections from sex.",
+		"task": "prevent_urinary_tract_infections_from_sex-7.textproto",
+		"index": "0",
+		"label": [
+			"How can we avoid sex-related urinary tract infections?",
+			"How to prevent the risk of getting urinary tract infections from sex?",
+			"I want to learn how to avoid urinary tract infections from sex."
+		]
+	},
+	{
+		"id": 1238,
+		"text": "Search an article to learn how to print to pdf.",
+		"task": "print_to_pdf-4.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to print to pdf.",
+			"How can I print a file to pdf?",
+			"How can I export my file to PDF?"
+		]
+	},
+	{
+		"id": 1239,
+		"text": "Search an article to learn how to put icons on the desktop of an ipad.",
+		"task": "put_icons_on_the_desktop_of_an_ipad-8.textproto",
+		"index": "0",
+		"label": [
+			"How to add icons to your iPad's desktop?",
+			"As an ipad user, what are the steps to put icons on the desktop?",
+			"How can I add icons to the iPad desktop?"
+		]
+	},
+	{
+		"id": 1240,
+		"text": "Search an article to learn how to reach god in sikhism.",
+		"task": "reach_god_in_sikhism-0.textproto",
+		"index": "0",
+		"label": [
+			"In Sikhism, how does one approach God?",
+			"Is there a way to reach god in sikhism?",
+			"How do Sikhs prey to their God?",
+			"What is the way that Sikhs reach their God?"
+		]
+	},
+	{
+		"id": 1241,
+		"text": "Search an article to learn how to record electric guitar.",
+		"task": "record_electric_guitar-7.textproto",
+		"index": "0",
+		"label": [
+			"How to take a recording for an electric guitar?",
+			"How can I record the sounds on my amp?",
+			"How can we record the sounds from the electric guitar?"
+		]
+	},
+	{
+		"id": 1242,
+		"text": "Search an article to learn how to reduce meltdowns and tantrums in autistic children.",
+		"task": "reduce_meltdowns_and_tantrums_in_autistic_children-6.textproto",
+		"index": "0",
+		"label": [
+			"How to reduce the collapse and tantrums of autistic children.",
+			"For autistic children, how to reduce meltdowns and tantrums?",
+			"I want to learn to placate an autistic child.",
+			"What can we do to calm an autistic child down.?"
+		]
+	},
+	{
+		"id": 1243,
+		"text": "Search an article to learn how to refill copic markers.",
+		"task": "refill_copic_markers-0.textproto",
+		"index": "0",
+		"label": [
+			"Where to purchase copic marker refills?",
+			"How to refill copic markers?",
+			"How should I refill a Copic marker?"
+		]
+	},
+	{
+		"id": 1244,
+		"text": "Search an article to learn how to remember the trigonometric table.",
+		"task": "remember_the_trigonometric_table-8.textproto",
+		"index": "0",
+		"label": [
+			"How to practice remembering the trigonometric table?",
+			"It is too hard to remember the trigonometric table. Any ideas?",
+			"How can I remember the table of the trigonometric function values?",
+			"How can I remember the values of the trigonometric functions?"
+		]
+	},
+	{
+		"id": 1245,
+		"text": "Search an article to learn how to remove dog saliva stains.",
+		"task": "remove_dog_saliva_stains-7.textproto",
+		"index": "0",
+		"label": [
+			"How to get rid of dog stains?",
+			"How can I remove dog saliva stains?",
+			"Is there any way to clean the marks of dog saliva?"
+		]
+	},
+	{
+		"id": 1246,
+		"text": "Search an article to learn how to remove hair removal wax from the carpet.",
+		"task": "remove_hair_removal_wax_from_the_carpet-4.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to remove hair removal wax from carpet.",
+			"Some hair removal wax is in the carpet. How can I remove them?",
+			"What is the best way the take the dripped hair removal wax from the carpet."
+		]
+	},
+	{
+		"id": 1247,
+		"text": "Search an article to learn how to reset an odometer on a honda fit.",
+		"task": "reset_an_odometer_on_a_honda_fit-8.textproto",
+		"index": "0",
+		"label": [
+			"How to reset a Honda Fit's Odometer?",
+			"To reset an odometer on a honda fit, what should I do?",
+			"I've got a Honda Fit and wonder if I can clear its odometer?",
+			"Is there a method for me to clear the odometer of trip meter on a Honda Fit?"
+		]
+	},
+	{
+		"id": 1248,
+		"text": "Search an article to learn how to respond to redirected aggression in cats.",
+		"task": "respond_to_redirected_aggression_in_cats-7.textproto",
+		"index": "0",
+		"label": [
+			"How should one react to a cat's misdirected aggression?",
+			"If a redirected aggression occurs in cats, how should I respond to it?",
+			"How can I deal with the redirected aggression of my cat?",
+			"What's the good way to handle the redirected anger from a cat?"
+		]
+	},
+	{
+		"id": 1249,
+		"text": "Search an article to learn how to retire in your 30s.",
+		"task": "retire_in_your_30s-4.textproto",
+		"index": "0",
+		"label": [
+			"Find how to retire in your 30s.",
+			"What should I do to retire in my 30s?",
+			"I'm tired of work and want to learn if I can retire right after my 30th birthday.",
+			"Is it possiple for a 30-year-old man to enjoy retirement?"
+		]
+	},
+	{
+		"id": 1250,
+		"text": "Search an article to learn how to rip jeggings.",
+		"task": "rip_jeggings-4.textproto",
+		"index": "0",
+		"label": [
+			"See how to tear jeggings.",
+			"How can I rip the jean leggings?",
+			"How can the jeggins be distressed?",
+			"How can we make tears on jeggings?"
+		]
+	},
+	{
+		"id": 1253,
+		"text": "Search an article to learn how to sell on amazon.",
+		"task": "sell_on_amazon-0.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to sell on Amazon.",
+			"How to become a seller on amazon?",
+			"How do I launch a sale on Amazon?"
+		]
+	},
+	{
+		"id": 1254,
+		"text": "Search an article to learn how to serve chianti.",
+		"task": "serve_chianti-7.textproto",
+		"index": "0",
+		"label": [
+			"I'd like to study chianti service techniques.",
+			"What is the best way to enjoy Chianti?"
+		]
+	},
+	{
+		"id": 1255,
+		"text": "Search an article to learn how to set up a dba.",
+		"task": "set_up_a_dba-8.textproto",
+		"index": "0",
+		"label": [
+			"I want to learn to register an alternative dba for my business."
+		]
+	},
+	{
+		"id": 1256,
+		"text": "Search an article to learn how to set up a playful environment in a rabbit's cage.",
+		"task": "set_up_a_playful_environment_in_a_rabbitP27s_cage-7.textproto",
+		"index": "0",
+		"label": [
+			"How can I create a fun environment in a rabbit's cage?",
+			"How to set up a playful environment for the rabbits in their cage?",
+			"I want to learn to build a playful region for my rabbit in its cage.",
+			"I want to learn to build a playful region for my rabbit."
+		]
+	},
+	{
+		"id": 1257,
+		"text": "Search an article to learn how to sew oilcloth.",
+		"task": "sew_oilcloth-7.textproto",
+		"index": "0",
+		"label": [
+			"How is oilcloth sewn?",
+			"I want to learn how to seam the oilcloth.",
+			"I want to learn how to sew oilskin."
+		]
+	},
+	{
+		"id": 1258,
+		"text": "Search an article to learn how to sew patches on a leather vest.",
+		"task": "sew_patches_on_a_leather_vest-0.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to sew patches on a leather vest.",
+			"What is the best way to sew patches on a leather vest?",
+			"I'd like to learn to sew patches on the leathern waistcoat."
+		]
+	},
+	{
+		"id": 1260,
+		"text": "Search an article to learn how to sleep with wet hair.",
+		"task": "sleep_with_wet_hair-8.textproto",
+		"index": "0",
+		"label": [
+			"How can I sleep when my hair is wet?",
+			"When my hair is wet, how to sleep with it?",
+			"I want to learn if I can go to bed directly without drying my hair."
+		]
+	},
+	{
+		"id": 1261,
+		"text": "Search an article to learn how to slip stitch.",
+		"task": "slip_stitch-7.textproto",
+		"index": "0",
+		"label": [
+			"Show me the slip stitch technique.",
+			"So how to slip stitch?",
+			"I want to learn to slip stitch for my needlework."
+		]
+	},
+	{
+		"id": 1262,
+		"text": "Search an article to learn how to start a formal email.",
+		"task": "start_a_formal_email-7.textproto",
+		"index": "0",
+		"label": [
+			"See how to start a formal email.",
+			"What should I write to start a formal email?",
+			"I want to know how an official email is usually started."
+		]
+	},
+	{
+		"id": 1263,
+		"text": "Search an article to learn how to start a motorcycle.",
+		"task": "start_a_motorcycle-4.textproto",
+		"index": "0",
+		"label": [
+			"How could I study motorbike starting techniques?",
+			"What should I do to start a motorcycle?",
+			"I don't know how to launch a motorbike."
+		]
+	},
+	{
+		"id": 1264,
+		"text": "Search an article to learn how to stay happy.",
+		"task": "stay_happy-8.textproto",
+		"index": "0",
+		"label": [
+			"How to be happy?",
+			"How can I stay happy?",
+			"Tell me how to keep happy in life."
+		]
+	},
+	{
+		"id": 1265,
+		"text": "Search an article to learn how to stop biting your lips.",
+		"task": "stop_biting_your_lips-0.textproto",
+		"index": "0",
+		"label": [
+			"How to stop chewing lips?",
+			"I want to stop biting my lips. What should I do?",
+			"I cannot control to bite my lips and is there any way that can help me?"
+		]
+	},
+	{
+		"id": 1266,
+		"text": "Search an article to learn how to stop bullying.",
+		"task": "stop_bullying-8.textproto",
+		"index": "0",
+		"label": [
+			"How can bullying be avoided?",
+			"How to stop bullying?",
+			"What can I do if I run into a bullying?",
+			"What can I do when I meet a bullying."
+		]
+	},
+	{
+		"id": 1267,
+		"text": "Search an article to learn how to straighten your hair without chemicals.",
+		"task": "straighten_your_hair_without_chemicals-0.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to smooth your hair without using chemicals.",
+			"What should I do if I do not want to use chemicals but to straighten my hair?",
+			"I want to straighten the curly hair but want to prevent using chemicals."
+		]
+	},
+	{
+		"id": 1268,
+		"text": "Search an article to learn how to style your faux locs.",
+		"task": "style_your_faux_locs-8.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to style your fake locs.",
+			"How to style my faux locs?",
+			"How can I make my faus locs more fashion?"
+		]
+	},
+	{
+		"id": 1269,
+		"text": "Search an article to learn how to take water marks off vehicles.",
+		"task": "take_water_marks_off_vehicles-4.textproto",
+		"index": "0",
+		"label": [
+			"How to remove the water marks on the vehicle?",
+			"Is there a way to clean water marks from vehicles?",
+			"Tell me how to remove the water stains from my car."
+		]
+	},
+	{
+		"id": 1270,
+		"text": "Search an article to learn how to tell if your goldfish is an adult.",
+		"task": "tell_if_your_goldfish_is_an_adult-4.textproto",
+		"index": "0",
+		"label": [
+			"How to identify an adult goldfish?",
+			"Is my goldfish an adult?",
+			"How can I know if a goldfish is an adult.",
+			"I wonder how to dinstinguish the adults from the goldfish."
+		]
+	},
+	{
+		"id": 1271,
+		"text": "Search an article to learn how to tile a shower.",
+		"task": "tile_a_shower-0.textproto",
+		"index": "0",
+		"label": [
+			"Explore how to tile a shower.",
+			"How do I tile a shower?",
+			"How can I tile a shower room at home?",
+			"How can we lay tiles in a shower?"
+		]
+	},
+	{
+		"id": 1272,
+		"text": "Search an article to learn how to tolerate those you have a personality clash with.",
+		"task": "tolerate_those_you_have_a_personality_clash_with-0.textproto",
+		"index": "0",
+		"label": [
+			"how to deal with people with whom you don't get along.",
+			"How do I tolerate people whom I have a personality clash with?",
+			"How should I deal with a person if we have some personality conflict?"
+		]
+	},
+	{
+		"id": 1273,
+		"text": "Search an article to learn how to transfer a vehicle tag in florida.",
+		"task": "transfer_a_vehicle_tag_in_florida-8.textproto",
+		"index": "0",
+		"label": [
+			"See how to transfer a Florida vehicle tag.",
+			"In florida, what are the steps to transfer a vehicle tag?",
+			"Do you know how to transfer a licence plate of vehicle in Florida?"
+		]
+	},
+	{
+		"id": 1274,
+		"text": "Search an article to learn how to treat heaves in horses.",
+		"task": "treat_heaves_in_horses-7.textproto",
+		"index": "0",
+		"label": [
+			"What is the best way to cure heaves in horses?",
+			"How to treat heaves in horses?",
+			"How can we cure the heaves of the horses?"
+		]
+	},
+	{
+		"id": 1275,
+		"text": "Search an article to learn how to trim bangs between haircuts.",
+		"task": "trim_bangs_between_haircuts-0.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to clip bangs between haircuts.",
+			"How can I trim bangs between haircuts?",
+			"I want to learn to have my bangs cut by myself between haircuts."
+		]
+	},
+	{
+		"id": 1276,
+		"text": "Search an article to learn how to turn documents into pdfs for free (windows).",
+		"task": "turn_documents_into_pdfs_for_free_P28windowsP29-0.textproto",
+		"index": "0",
+		"label": [
+			"How to convert documents to PDFs for free?",
+			"Is there any way to turn documents into pdfs with no money cost on windows?",
+			"Can I convert a file to PDF on Windows for zero cost?"
+		]
+	},
+	{
+		"id": 1277,
+		"text": "Search an article to learn how to use a hair diffuser.",
+		"task": "use_a_hair_diffuser-6.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to utilize a hair diffuser.",
+			"Search for a tutorial for a hair diffuser.",
+			"How is the hair diffuser used?",
+			"I wonder the usage of a hair diffuser."
+		]
+	},
+	{
+		"id": 1278,
+		"text": "Search an article to learn how to use egg yolks.",
+		"task": "use_egg_yolks-4.textproto",
+		"index": "0",
+		"label": [
+			"How many ways are there to use egg yolks in cooking?",
+			"I need a recipe to cook with the leftover egg yolks."
+		]
+	},
+	{
+		"id": 1279,
+		"text": "Search an article to learn how to use scissors in gimp.",
+		"task": "use_scissors_in_gimp-0.textproto",
+		"index": "0",
+		"label": [
+			"To find out how to use scissors in Gimp, search a website.",
+			"How to use scissors in gimp?",
+			"I need to learn to use the scissors tool in GIMP.",
+			"I want to learn the usage of the scissors tool in GIMP."
+		]
+	},
+	{
+		"id": 1280,
+		"text": "Search an article to learn how to use seafoam.",
+		"task": "use_seafoam-0.textproto",
+		"index": "0",
+		"label": [
+			"Discover how to utilize seafoam.",
+			"How do people use Seafoam to maintain their engine?"
+		]
+	},
+	{
+		"id": 1281,
+		"text": "Search an article to learn how to wear a dress to school.",
+		"task": "wear_a_dress_to_school-6.textproto",
+		"index": "0",
+		"label": [
+			"Find out how to dress for school.",
+			"What if I want to wear a dress to school?",
+			"I want to find a good dressing plan for school life."
+		]
+	},
+	{
+		"id": 1282,
+		"text": "Search an article to learn how to wear a haori coat.",
+		"task": "wear_a_haori_coat-7.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to wear a haori coat.",
+			"How do I wear a haori coat?",
+			"I want to learn to dress up with a haori coat."
+		]
+	},
+	{
+		"id": 1283,
+		"text": "Search an article to learn how to wear high heels without pain.",
+		"task": "wear_high_heels_without_pain-7.textproto",
+		"index": "0",
+		"label": [
+			"How may high heels be worn without hurting?",
+			"To avoid pain, how to wear high heels?",
+			"Is it possible to try high heels comfortably?"
+		]
+	},
+	{
+		"id": 1284,
+		"text": "Search an article to learn how to win at a claw machine.",
+		"task": "win_at_a_claw_machine-8.textproto",
+		"index": "0",
+		"label": [
+			"Find an article about how to win at a claw machine.",
+			"How should I play to win at the claw machine?",
+			"How can I successfully acquire a doll from the claw machine?"
+		]
+	},
+	{
+		"id": 1285,
+		"text": "Search an article to learn how to wrap luggage in plastic at home.",
+		"task": "wrap_luggage_in_plastic_at_home-8.textproto",
+		"index": "0",
+		"label": [
+			"At home, learn how to wrap baggage in plastic.",
+			"When at home, how can I wrap luggage in plastic?",
+			"Is there a way for the baggage to be wrapped in plastic by ourselves?"
+		]
+	},
+	{
+		"id": 1286,
+		"text": "Search an article to learn how to write a check to two people.",
+		"task": "write_a_check_to_two_people-8.textproto",
+		"index": "0",
+		"label": [
+			"Look up how to write a check to two persons.",
+			"Search a way to write a check to two people.",
+			"What should I note when writing a cheque to two payees?"
+		]
+	},
+	{
+		"id": 1287,
+		"text": "Search an article to learn how to write a mental health assessment.",
+		"task": "write_a_mental_health_assessment-0.textproto",
+		"index": "0",
+		"label": [
+			"How to write psychological health assessment?",
+			"How do I finish a mental health assessment?",
+			"I want to learn to fill a mental health assessment."
+		]
+	},
+	{
+		"id": 1288,
+		"text": "Search an article to learn how to write a zine.",
+		"task": "write_a_zine-8.textproto",
+		"index": "0",
+		"label": [
+			"Look for an article on how to create a zine.",
+			"How does an editor write a zine?",
+			"How can I compose a mini magazine?",
+			"How can I compose a zine?",
+			"How can I write a zine?"
+		]
+	},
+	{
+		"id": 1289,
+		"text": "Search an article to learn how to write bold text on skype.",
+		"task": "write_bold_text_on_skype-4.textproto",
+		"index": "0",
+		"label": [
+			"Learn how to write in bold on Skype.",
+			"On skype how do I write text in bold?",
+			"I wonder how to type bold letters on Skype."
+		]
+	},
+	{
+		"id": 1290,
+		"text": "Search an article to learn how to write corporate minutes.",
+		"task": "write_corporate_minutes-0.textproto",
+		"index": "0",
+		"label": [
+			"Give me some ways to record company meetings.",
+			"What is the correct way to write corporate minutes?",
+			"I need to learn to write corporate minutes."
+		]
+	},
+	{
+		"id": 1291,
+		"text": "Access the about page to learn why people trust wikihow.",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Why people believe wikihow?",
+			"Enter the about page containing the reason why people trust wikihow.",
+			"Check the about page for the reliability of WikiHow."
+		]
+	},
+	{
+		"id": 1292,
+		"text": "Bookmark the article and check the bookmark.",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Make a bookmark for the article and then check it.",
+			"Highlight the article as a bookmark and check it.",
+			"Add bookmark for this article and go to the bookmark list to check."
+		]
+	},
+	{
+		"id": 1293,
+		"text": "Access the category listing page",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Go to the category listing page.",
+			"Check the category listing page.",
+			"Please open the page listing all the categories."
+		]
+	},
+	{
+		"id": 1294,
+		"text": "Pick a random article to read.",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Choose one article at random to read.",
+			"Choose an article to read randomly.",
+			"Access from the random article.",
+			"Explore a random article."
+		]
+	},
+	{
+		"id": 1295,
+		"text": "Rate no for the article.",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Zero rating for the article.",
+			"Give the rate of \"no\" to the article.",
+			"Give a negative comment to the article.",
+			"This article doesn't help.",
+			"You can give a thumb-down for this article."
+		]
+	},
+	{
+		"id": 1296,
+		"text": "Rate yes for the article.",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Praise this article",
+			"Give the \"yes\" rate to the article.",
+			"I'd like to give a positive comment for the article.",
+			"Please give a like to the article.",
+			"Please give a thumb-up to the article."
+		]
+	},
+	{
+		"id": 1297,
+		"text": "Check the reference list",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Examine the reference list",
+			"Access the section of reference list.",
+			"Show me the reference list."
+		]
+	},
+	{
+		"id": 1298,
+		"text": "Try to share the article.",
+		"task": "constant",
+		"index": "0",
+		"label": [
+			"Try to spread the article.",
+			"Share the article to other apps.",
+			"Make a try to share the article to other platforms."
+		]
+	},
+	{
+		"id": 1299,
+		"text": "Check the author page of Nicole Levine, MFA.",
+		"task": "prototype",
+		"index": "0",
+		"label": [
+			"Check out Nicole Levine's MFA author page.",
+			"Access the author page of Nicole Levine, MFA.",
+			"Click the author Nicole Levine, MFA."
+		]
+	},
+	{
+		"id": 1300,
+		"text": "Access the page of category Financial Stocks",
+		"task": "prototype",
+		"index": "0",
+		"label": [
+			"Navigate to the Financial Stocks category page.",
+			"Enter the category Financial Stocks.",
+			"Go check the other articles under the category Financial Stocks."
+		]
+	},
+	{
+		"id": 1301,
+		"text": "Access the article \"Buy Stocks (for Beginners)\"",
+		"task": "prototype",
+		"index": "0",
+		"label": [
+			"Visit the \"Buy Stocks (for Beginners)\" article page.",
+			"\"Buy Stocks (for Beginners)\" may be helpful for us.",
+			"Open the article \"Buy Stocks (for Beginners)\".",
+			"The target article is \"Buy Stocks (for Beginners)\"."
+		]
+	}
+]

instruction_rewriting/annotations/pattern-article.txt

@@ -0,0 +1,5 @@
+Access the article {<article>...}.
+Visit the {<article>...} article page.
+{<article>...} may be helpful for us.
+Open the article {<article>...}.
+The target article is {<article>...}.

instruction_rewriting/annotations/pattern-article2.txt

@@ -0,0 +1,4 @@
+Access the article (about/involving/regarding/with regarn to/with respect to) {<kw>...}.
+Visit the article page (about/involving/regarding/with regard to/with respect to) {<kw>...}.
+Open the article (about/involving/regarding/with regard to/with respect to) {<kw>...}.
+The target article is (about/involving/regarding/with regard to/with respect to) {<kw>...}.

instruction_rewriting/annotations/pattern-author.txt

@@ -0,0 +1,3 @@
+(Access/Check) the author page of {<who>...}.
+Check out {<who>...}'s author page.
+Click the author {<who>...}.

instruction_rewriting/annotations/pattern-categ.txt

@@ -0,0 +1,4 @@
+Access the page of category {<categ>...}.
+Navigate to the {<categ>...} category page.
+Enter the category {<categ>...}.
+Go check the other articles under the category {<categ>...}.

instruction_rewriting/annotations/pattern-search.txt

@@ -0,0 +1,29 @@
+Can I learn to {<v.>...}?
+Can (I/we) {<v.>...}?
+(Discover/Learn/Look up/Reveal/See) how to {<v.>...}( by reading an article/ in an article/ via searching for an article).
+(Do you know how/How/What to do) to {<v.>...}?
+(Explore/Find [out]/Give me/Search[ me]/Search for/Please tell me/Teach me/Tell me) (a method/a way/how/some idea/some method[s]/some tips on how/some ways/the right way/the correct way/what is in need) to {<v.>...}.
+(Find/Look for/Search[ me]/Search for) an (article/essay) (about/on/to learn) how to {<v.>...}.
+(Find/Look for/Search[ me]/Search for) an (article/essay) to learn to {<v.>...}.
+(Give me/Search for/Search me) (a guide/a tutorial/some suggestion/some tips) for {<v.ing>...}.
+How (can/could/should) (I/one/people/we) {<v.>...}?
+How (do I/do people/do we/do you/does one) {<v.>...}?
+I don't to know how to {<v.>...}.
+(I need/I want/I'm seeking) (a better way/a method/a solution/some plan) to {<v.>...}.
+I want to {<v.>...}(./, so what should I do?)
+I wonder how (I can/to) {<v.>...}.
+(I need/I want/I'd like) to (find/know/learn) (a [good ]way/a method/how/some [new ]method/the skill/the way) to {<v.>...}.
+(I need/I want/I'd like) to understand how to {<v.>...}.
+(I need/I want/I'd like) to (know/learn) if I can {<v.>...}.
+(I need/I want/I'd like) to learn to {<v.>...}.
+(I want/I'd like) to try {<v.ing>...}.
+If I (want/would like) to {<v.>...}, what should I do?
+Is it (possible/probable)[ for (me/us)] to {<v.>...}?
+Is there (a [good ]way/a method/any means/any thing to pay attetion/any way/anyway)[ for (me/us)] to {<v.>...}?
+Is there any trick in {<v.ing>...}?
+Search [for ](a/the) way to {<v.>...}.
+Teach me to {<v.>...}.
+What if I want to {<v.>...}?
+(What is/What's) (a better/the/the best/the correct/the right) (approach/way) to {<v.>...}?
+What (can/should) (I/one/we) do to {<v.>...}?
+What should (I/one/we) note when {<v.ing>...}?

instruction_rewriting/instruction_rewriting_wrapper.py

@@ -0,0 +1,79 @@
+# Created by Danyang Zhang @X-Lance.
+
+from android_env.wrappers import base_wrapper
+from android_env.environment import AndroidEnv
+import numpy as np
+from .target_handlers import TransformerSet
+from typing import Union, Optional
+from typing import List
+import functools
+import dm_env
+
+class InstructionRewritingWrapper(base_wrapper.BaseWrapper):
+    #  class InstructionRewritingWrapper {{{ # 
+    """
+    Transforms the instructions and commands of AndroidEnv.
+    """
+
+    def __init__( self
+                , env: AndroidEnv
+                , search_pattern_file: str
+                , article_pattern_file: str
+                , article_command_pattern_file: str
+                , categ_pattern_file: str
+                , author_pattern_file: str
+                , doccano_file: str
+                ):
+        #  method __init__ {{{ # 
+        super(InstructionRewritingWrapper, self).__init__(env)
+
+        rng = np.random.default_rng()
+
+        self._transformer: TransformerSet =\
+                TransformerSet( search_pattern_file
+                              , article_pattern_file
+                              , article_command_pattern_file
+                              , categ_pattern_file
+                              , author_pattern_file
+                              , doccano_file
+                              , rng
+                              )
+
+        self._command: Optional[List[str]] = None
+        self._instructions: List[str] = []
+        #  }}} method __init__ # 
+
+    def _reset_state(self):
+        self._command = None
+        self._instructions = []
+
+    def command(self) -> List[str]:
+        #  method command {{{ # 
+        if self._command is None:
+            self._command = list( map( functools.partial( self._transformer.transform
+                                                        , environment="command"
+                                                        )
+                                     , self._env.command()
+                                     )
+                                )
+        return self._command
+        #  }}} method command # 
+    def task_instructions(self, latest_only: bool=False) -> Union[str, List[str]]:
+        #  method task_instructions {{{ # 
+        if latest_only:
+            return self._instructions[-1] if len(self._instructions)>0 else ""
+        else:
+            return self._instructions.copy()
+        #  }}} method task_instructions # 
+
+    def _process_timestep(self, timestep: dm_env.TimeStep) -> dm_env.TimeStep:
+        #  method _process_timestep {{{ # 
+        self._instructions = list( map( functools.partial( self._transformer.transform
+                                                         , environment="instruction"
+                                                         )
+                                      , self._env.task_instructions()
+                                      )
+                                 )
+        return timestep
+        #  }}} method _process_timestep # 
+    #  }}} class InstructionRewritingWrapper # 

instruction_rewriting/sentence_pattern.py

@@ -0,0 +1,398 @@
+# Created by Danyang Zhang @X-Lance.
+
+import abc
+from typing import Iterable, Iterator, Union
+from typing import List, Tuple
+#import enum
+import numpy as np
+import itertools
+
+class Item(abc.ABC):
+    #  class Item {{{ # 
+    @abc.abstractmethod
+    def instantiate(self) -> str:
+        """
+        Samples from the underlying template a sentence.
+
+        Return:
+            str
+        """
+
+        raise NotImplementedError()
+
+    @property
+    @abc.abstractmethod
+    def regex(self) -> str:
+        raise NotImplementedError()
+
+    @abc.abstractmethod
+    def get_targets(self) -> List[str]:
+        """
+        Collects the target patterns from the nodes or the sub-nodes
+        recursively.
+
+        Return:
+            list of str
+        """
+
+        raise NotImplementedError()
+
+    @abc.abstractmethod
+    def implement(self, targets: Iterator[str]):
+        """
+        Implements the target slots by the real target values. It is expected
+        for `targets` to have the same length with `self.getTarget()`.
+
+        Args:
+            target: iterator of str
+        """
+
+        raise NotImplementedError()
+
+    def __add__(self, item: "Item") -> "Item":
+        if self is Nil:
+            return item
+        elif item is Nil:
+            return self
+        return Concat(self, item)
+
+    def __str__(self) -> str:
+        raise NotImplementedError()
+    def __repr__(self) -> str:
+        raise NotImplementedError()
+    #  }}} class Item # 
+
+Nil = type( "Nil", (Item,)
+          , { "instantiate": lambda self: ""
+            , "regex": ""
+            , "get_targets": lambda self: []
+            , "implement": lambda self, tgts: None
+            , "__str__": lambda self: ""
+            , "__repr__": lambda self: "Nil"
+            }
+          )()
+
+class Concat(Item):
+    #  class Concat {{{ # 
+    def __init__(self, *items: Iterable[Item]):
+        super(Concat, self).__init__()
+
+        self._items: List[Item] = []
+        self._regex: str = ""
+
+        for itm in items:
+            self += itm
+
+    def __iter__(self) -> Iterator[Item]:
+        return iter(self._items)
+
+    def __iadd__(self, item: Item) -> Item:
+        if isinstance(item, Concat):
+            self._items += item
+        elif item is not Nil:
+            self._items.append(item)
+        self._regex += item.regex
+        return self
+
+    def instantiate(self) -> str:
+        return "".join(map(lambda itm: itm.instantiate(), self._items))
+
+    @property
+    def regex(self) -> str:
+        return self._regex
+
+    def get_targets(self) -> List[str]:
+        return list( itertools.chain.from_iterable(
+                        map( lambda itm: itm.get_targets()
+                           , self._items
+                           )
+                        )
+                   )
+
+    def implement(self, targets: Iterator[str]):
+        for itm in self._items:
+            itm.implement(targets)
+
+    def __str__(self) -> str:
+        return "".join(map(str, self._items))
+    def __repr__(self) -> str:
+        return "Concat({:})".format(
+                    ", ".join( map( repr
+                                  , self._items
+                                  )
+                             )
+                    )
+    #  }}} class Concat # 
+
+class Const(Item):
+    #  class Const {{{ # 
+    regex_meta_chars = str.maketrans( { ch: "\\" + ch
+                                        for ch in [ ".", "^", "$", "*"
+                                                  , "+", "?", "{", "}"
+                                                  , "\\", "[", "]", "|"
+                                                  , "(", ")"
+                                                  ]
+                                      }
+                                    )
+
+    def __init__(self, value: str):
+        super(Const, self).__init__()
+
+        self.value: str = value
+        self._regex: str = self.value.translate(Const.regex_meta_chars)
+
+    def instantiate(self) -> str:
+        return self.value
+
+    @property
+    def regex(self) -> str:
+        return self._regex
+
+    def get_targets(self) -> List[str]:
+        return []
+
+    def implement(self, targets: Iterator[str]):
+        pass
+
+    def __str__(self) -> str:
+        return self.value
+    def __repr__(self) -> str:
+        return "Const({:})".format(repr(self.value))
+    #  }}} class Const # 
+
+class Choice(Item):
+    #  class Choice {{{ # 
+    def __init__(self, *items: Iterable[Item]):
+        super(Choice, self).__init__()
+
+        self._items: List[Item] = list(
+                                    filter( lambda itm: itm is not Nil
+                                          , items
+                                          )
+                                    )
+        self._regex: str = "(?:" + "|".join(map(lambda itm: itm.regex, self._items)) + ")"
+
+        self._rng: np.random.Generator = np.random.default_rng()
+
+    def instantiate(self) -> str:
+        if len(self._items)==0:
+            return ""
+        return self._items[self._rng.integers(len(self._items))].instantiate()
+
+    @property
+    def regex(self) -> str:
+        return self._regex
+
+    @classmethod
+    def fromItem(cls, item: Item):
+        if isinstance(item, Concat):
+            return cls(*item)
+        else:
+            return cls(item)
+
+    def get_targets(self) -> List[str]:
+        return list( itertools.chain.from_iterable(
+                        map( lambda itm: itm.get_targets()
+                           , self._items
+                           )
+                        )
+                   )
+
+    def implement(self, targets: Iterator[str]):
+        for itm in self._items:
+            itm.implement(targets)
+
+    def __str__(self) -> str:
+        return "({:})".format(
+                    "/".join( map( str
+                                 , self._items
+                                 )
+                            )
+                    )
+    def __repr__(self) -> str:
+        return "Choice({:})".format(
+                    ", ".join( map( repr
+                                  , self._items
+                                  )
+                             )
+                    )
+    #  }}} class Choice # 
+
+class Optional(Item):
+    #  class Optional {{{ # 
+    def __init__(self, item: Union[Item, str]):
+        super(Optional, self).__init__()
+
+        if isinstance(item, str):
+            item = Const(item)
+        self._item: Item = item
+        self._regex = "(?:" + self._item.regex + ")?"
+
+        self._rng: np.random.Generator = np.random.default_rng()
+
+    def instantiate(self) -> str:
+        return self._item.instantiate() if self._rng.random()<0.5 else ""
+
+    @property
+    def regex(self) -> str:
+        return self._regex
+
+    def get_targets(self) -> List[str]:
+        return self._item.get_targets()
+
+    def implement(self, targets: Iterator[str]):
+        self._item.implement(targets)
+
+    def __str__(self) -> str:
+        return "[" + str(self._item) + "]"
+    def __repr__(self) -> str:
+        return "Optional(" + repr(self._item) + ")"
+    #  }}} class Optional # 
+
+class Target(Item):
+    #  class Target {{{ # 
+    def __init__(self, pattern: str):
+        super(Target, self).__init__()
+
+        self._pattern: str = pattern
+        self._value: str = ""
+
+    def instantiate(self) -> str:
+        return self._value
+
+    @property
+    def regex(self) -> str:
+        return "(.+)"
+
+    def get_targets(self) -> List[str]:
+        return [self._pattern]
+
+    def implement(self, targets: Iterator[str]):
+        try:
+            value = next(targets)
+            self._value = value
+        except StopIteration:
+            pass
+
+    def __str__(self) -> str:
+        return "{" + self._pattern + "}"
+    def __repr__(self) -> str:
+        return "Target(" + repr(self._pattern) + ")"
+    #  }}} class Target # 
+
+def read_plain(pattern: str) -> Tuple[Union[Const, type(Nil)], str]:
+    #  function read_plain {{{ # 
+    plain = "".join(
+                itertools.takewhile( lambda ch: ch not in { "(", "/", ")"
+                                                          , "[", "]"
+                                                          , "{", "}"
+                                                          }
+                                   , pattern
+                                   )
+                )
+    return Const(plain) if len(plain)>0 else Nil\
+         , pattern[len(plain):]
+    #  }}} function read_plain # 
+
+def read_until(stop: str, pattern: str) -> Tuple[str, str]:
+    #  function read_until {{{ # 
+    """
+    Args:
+        stop: char
+        pattern: str
+
+    Return:
+        - str as the output
+        - str as the remaining
+    """
+
+    plain = "".join(
+                itertools.takewhile( lambda ch: ch!=stop
+                                   , pattern
+                                   )
+                )
+    return plain, pattern[len(plain):]
+    #  }}} function read_until # 
+
+def read_while(while_char: str, pattern: str) -> Tuple[List[Item], str]:
+    #  function read_while {{{ # 
+    """
+    Args:
+        while_char: char
+        pattern: str
+
+    Return:
+        - list of Item
+        - str
+    """
+
+    (item, char), remaining = read_item(pattern)
+    items = [item]
+    while char==while_char:
+        (item, char), remaining = read_item(remaining)
+        items.append(item)
+    return items, remaining
+    #  }}} function read_while # 
+
+def read_item(pattern: str) -> Tuple[ Tuple [ Item
+                                            , str
+                                            ]
+                                    , str
+                                    ]:
+    #  function read_item {{{ # 
+    """
+    Args:
+        pattern: str
+
+    Return:
+        - tuple like (Item, char)
+        - str
+    """
+
+    prelude, remaining = read_plain(pattern)
+    if len(remaining)==0:
+        return (prelude, "$"), ""
+
+    head, tail = remaining[0], remaining[1:]
+    if head=="(":
+        choices, remaining = read_while("/", tail)
+        (others, end), remaining = read_item(remaining)
+        return ( prelude\
+                    + Choice(*choices)\
+                    + others\
+               , end
+               )\
+             , remaining
+    elif head=="/":
+        return (prelude, "/")\
+             , tail
+    elif head==")":
+        return (prelude, ")")\
+             , tail
+    elif head=="[":
+        (option, _), remaining = read_item(tail)
+        (others, end), remaining = read_item(remaining)
+        return ( prelude\
+                    + Optional(option)\
+                    + others\
+               , end
+               )\
+             , remaining
+    elif head=="]":
+        return (prelude, "]")\
+             , tail
+    elif head=="{":
+        target, remaining = read_until("}", tail)
+        (others, end), remaining = read_item(remaining[1:])
+        return ( prelude\
+                    + Target(target)\
+                    + others\
+               , end
+               )\
+             , remaining
+    #  }}} function read_item # 
+
+def parse_pattern(pattern: str) -> Item:
+    (item, end), remaining = read_item(pattern)
+    assert len(remaining)==0 and end=="$"
+    return item

instruction_rewriting/target_handlers.py

@@ -0,0 +1,355 @@
+# Created by Danyang Zhang @X-Lance.
+
+import lemminflect
+from nltk.corpus import stopwords
+import nltk
+#import random
+import re
+from typing import Pattern, List, Dict, Tuple
+from typing import Optional
+import json
+import numpy as np
+
+from . import sentence_pattern
+
+import logging
+
+logger = logging.getLogger("rewriting")
+
+def match_target(target: str, phrase: str) -> bool:
+    """
+    Args:
+        target: str as the target pattern, possible targets:
+          + v.
+          + v.ing
+          + who
+          + categ
+          + kw
+          + article
+        phrase: str as the candidate
+
+    Returns:
+        bool
+    """
+
+    if not (   target.startswith("<")\
+           and target.endswith(">...")\
+           ):
+        return False
+    pos = target[1:-4]
+    if pos=="v." or pos=="v.ing":
+        return judge_verb(pos, phrase)
+    return True
+
+def transform_target(target: str, phrase: str, **kargs) -> str:
+    """
+    Args:
+        target: str as the target pattern, possible targets:
+          + v.
+          + v.ing
+          + who
+          + categ
+          + kw
+          + article
+        phrase: str as the candidate
+        kargs: dict like {str: something}
+
+    Returns:
+        str as the transformed phrase
+    """
+
+    if not (   target.startswith("<")\
+           and target.endswith(">...")\
+           ):
+        return phrase
+    pos = target[1:-4]
+    if pos=="v.":
+        return to_infinitive(phrase)
+    if pos=="v.ing":
+        return to_vbg(phrase)
+    if pos=="kw":
+        return extract_keywords(phrase, **kargs)
+    if pos=="who":
+        return drop_titles(phrase, **kargs)
+    return phrase
+
+def judge_verb(pos: str, phrase: str) -> bool:
+    #  function judge_verb {{{ # 
+    """
+    Judges if the first word of `phrase` is a verb infinitive or a present
+    participle.
+
+    Args:
+        pos: str, "v." or "v.ing"
+        phrase: str
+
+    Returns:
+        bool
+    """
+
+    tokens = nltk.word_tokenize(phrase)
+    pos_tags = nltk.pos_tag(tokens)
+    return pos=="v." and pos_tags[0][1]=="VB"\
+        or pos=="v.ing" and pos_tags[0][1]=="VBG"
+
+    #head = phrase.split(maxsplit=1)[0]
+    #lemmas = lemminflect.getLemma(head, upos="VERB", lemmatize_oov=False)
+    #if len(lemmas)==0:
+        #return False
+#
+    #if pos=="v.":
+        #return lemmas[0]==head
+    #elif pos=="v.ing":
+        #ing = lemminflect.getInflect(lemmas[0], tag="VBG", inflect_oov=False)
+        #return ing==head
+    #  }}} function judge_verb # 
+
+def to_infinitive(phrase: str) -> str:
+    head, tail = phrase.split(maxsplit=1)
+    return lemminflect.getLemma(head, upos="VERB")[0]\
+         + " "\
+         + tail
+
+def to_vbg(phrase: str) -> str:
+    head, tail = phrase.split(maxsplit=1)
+    return lemminflect.getInflection(head, tag="VBG")[0]\
+         + " "\
+         + tail
+
+def extract_keywords( phrase: str
+                    , rng: np.random.Generator = np.random.default_rng()
+                    ) -> str:
+    #  function extract_keywords {{{ # 
+    tokens = nltk.word_tokenize(phrase[1:-1])
+    pos_tags = nltk.pos_tag(tokens)
+
+    keywords = map(lambda kwd: (kwd[0].lower(), kwd[1]), pos_tags)
+    keywords = list( filter( lambda kwd: (  kwd[1].startswith("NN")\
+                                         or kwd[1].startswith("JJ")\
+                                         or kwd[1].startswith("VB")
+                                         )\
+                                     and kwd[0] not in stopwords.words()
+                           , keywords
+                           )
+                   )
+    noun_keywords = list( filter( lambda kwd: not kwd[1].startswith("VB")
+                                , keywords
+                                )
+                        )
+    if len(noun_keywords)!=0:
+        keywords = noun_keywords
+    keywords = list(map(lambda kwd: "\"{:}\"".format(kwd[0]), keywords))
+
+    sampled_keywords = list( filter( lambda _: rng.random()<0.3
+                                   , keywords
+                                   )
+                           )
+    if len(sampled_keywords)==0:
+        sampled_keywords = [keywords[rng.integers(len(keywords))]]
+    return ", ".join(sampled_keywords)
+    #  }}} function extract_keywords # 
+
+def drop_titles( phrase: str
+               , rng: np.random.Generator = np.random.default_rng()
+               ) -> str:
+    #  function drop_titles {{{ # 
+    titles = phrase.split(", ")
+    sampled_titles = list( filter( lambda _: rng.random()<0.3
+                                 , titles[1:]
+                                 )
+                         )
+    return ", ".join([titles[0]] + sampled_titles)
+    #  }}} function drop_titles # 
+
+def parse_file(file_name: str, with_regex: bool = False)\
+        -> Tuple[ List[sentence_pattern.Item]
+                , Optional[List[Pattern[str]]]
+                ]:
+    with open(file_name) as f:
+        item_list = list( map( sentence_pattern.parse_pattern
+                             , f.read().splitlines()
+                             )
+                        )
+    regex_list = list( map( lambda itm: re.compile(itm.regex)
+                          , item_list
+                          )
+                     ) if with_regex else None
+    return item_list, regex_list
+
+class TransformerSet:
+    """
+    Sentences requiring transformation:
+    1. search in command and instruction
+    2. categ in command and instruction
+    3. author in command and instruction
+    4. article in command and instruction (Different)
+    5. other sentences
+    """
+
+    def __init__( self
+                , search_pattern_file: str
+                , article_pattern_file: str
+                , article_command_pattern_file: str
+                , categ_pattern_file: str
+                , author_pattern_file: str
+                , doccano_file: str
+                , rng: np.random.Generator
+                ):
+        #  method __init__ {{{ # 
+        """
+        Args:
+            search_pattern_file: str
+            article_pattern_file: str
+            article_command_pattern_file: str
+            categ_pattern_file: str
+            author_pattern_file: str
+            doccano_file: str as the path to the json file exported by doccano
+            rng: np.random.Generator
+        """
+
+        self._search_template_lib: List[sentence_pattern.Item]
+        self._article_template_lib: List[sentence_pattern.Item]
+        self._article_command_template_lib: List[sentence_pattern.Item]
+        self._categ_template_lib: List[sentence_pattern.Item]
+        self._author_template_lib: List[sentence_pattern.Item]
+
+        self._search_template_regex: List[Pattern[str]]
+        #self._article_template_regex: List[Pattern[str]]
+        #self._article_command_template_regex: List[Pattern[str]]
+        #self._categ_template_regex: List[Pattern[str]]
+        #self._author_template_regex: List[Pattern[str]]
+
+        self._search_template_lib, self._search_template_regex =\
+                parse_file(search_pattern_file, with_regex=True)
+        self._article_template_lib, _ = parse_file(article_pattern_file)
+        self._article_command_template_lib, _ = parse_file(article_command_pattern_file)
+        self._categ_template_lib, _ = parse_file(categ_pattern_file)
+        self._author_template_lib, _ = parse_file(author_pattern_file)
+
+        self._annotation_dict: Dict[str, List[str]] = {}
+        with open(doccano_file) as f:
+            doccano_dict = json.load(f)
+        for anntt in doccano_dict:
+            self._annotation_dict[anntt["text"]] = [anntt["text"]] + anntt["label"]
+
+        self._rng: np.random.Generator = rng
+        #  }}} method __init__ # 
+
+    def transform(self, sentence: str, environment="instruction") -> str:
+        #  method `transform` {{{ # 
+        """
+        Args:
+            sentence: str
+            environment: str, "instruction" or "command"
+
+        Returns:
+            str
+        """
+
+        logger.debug("Starting transform: %s", sentence)
+
+        has_leading_then = sentence.startswith("Then, ")
+        if has_leading_then:
+            sentence = sentence[6].upper() + sentence[7:]
+
+        if sentence.startswith("Search an article"):
+            transformed = self._transform_search(sentence)
+        elif sentence.startswith("Access the article"):
+            transformed = self._transform_article(sentence, environment)
+        elif sentence.startswith("Access the page"):
+            transformed = self._transform_categ(sentence)
+        elif sentence.startswith("Check the author"):
+            transformed = self._transform_author(sentence)
+
+        elif sentence in self._annotation_dict:
+            candidates = self._annotation_dict[sentence]
+            random_index = self._rng.integers(len(candidates))
+            transformed = candidates[random_index]
+        else:
+            transformed = sentence
+
+        if has_leading_then:
+            transformed = "Then, " + transformed[0].lower() + transformed[1:]
+
+        logger.debug("Transformation result: %s", transformed)
+
+        return transformed
+        #  }}} method `transform` # 
+
+    def _transform_search(self, sentence: str) -> str:
+        #  method _transform_search {{{ # 
+        if sentence in self._annotation_dict:
+            nb_candidates = len(self._annotation_dict[sentence])
+            weights = np.full((nb_candidates,), 2)
+            weights[0] = 1
+            weights = weights/np.sum(weights)
+            random_index = self._rng.choice( nb_candidates
+                                           , p=weights
+                                           )
+            sentence = self._annotation_dict[sentence][random_index]
+
+        template = None
+        target_str = None
+        for tpl, rgx in zip(self._search_template_lib, self._search_template_regex):
+            match_ = rgx.match(sentence)
+            if match_ is not None:
+                template = tpl
+                target_str = match_.group(1)
+                break
+        if template is None:
+            return sentence
+
+        target_pattern = template.get_targets()
+        if not match_target(target_pattern[0], target_str):
+            return sentence
+
+        return self._apply_new_template(target_str, self._search_template_lib)
+        #  }}} method _transform_search # 
+
+    def _transform_article(self, sentence: str, environment: str) -> str:
+        #  method _transform_article {{{ # 
+        """
+        Args:
+            sentence: str
+            environment: str, "instruction" or "command", indicates different
+              target template library
+
+        Returns:
+            str
+        """
+
+        assert sentence.startswith("Access the article \"")\
+           and sentence.endswith("\"")
+        target_str = sentence[19:]
+
+        target_template_library = self._article_template_lib\
+                                    if environment=="instruction"\
+                                    else self._article_command_template_lib
+
+        return self._apply_new_template(target_str, target_template_library)
+        #  }}} method _transform_article # 
+
+    def _transform_categ(self, sentence: str) -> str:
+        assert sentence.startswith("Access the page of category ")
+        target_str = sentence[28:]
+        return self._apply_new_template(target_str, self._categ_template_lib)
+    def _transform_author(self, sentence: str) -> str:
+        assert sentence.startswith("Check the author page of ")\
+           and sentence.endswith(".")
+        target_str = sentence[25:-1]
+        return self._apply_new_template(target_str, self._author_template_lib)
+
+    def _apply_new_template( self
+                           , target_str: str
+                           , template_library: List[sentence_pattern.Item]
+                           ) -> str:
+        #  method _apply_new_template {{{ # 
+        new_template_index = self._rng.integers(len(template_library))
+        new_template = template_library[new_template_index]
+        #print(new_template)
+        #print(repr(new_template))
+        target_pattern = new_template.get_targets()
+        target_str = transform_target(target_pattern[0], target_str, rng=self._rng)
+        new_template.implement(iter([target_str]))
+        return new_template.instantiate()
+        #  }}} method _apply_new_template # 

replay_url.py

@@ -1,3 +1,5 @@
+# Created by Danyang Zhang @X-Lance
+
 from mitmproxy import http
 from mitmproxy import ctx
 import os.path