Tomaz Bratanic tomasonjo

## training_example.csv

          
            question
            cypher

            
              When was Top Gun released?
              MATCH (m:Movie{title:'Top Gun'}) RETURN m.released

## marvel.cql
// https://sandbox.neo4j.com/?usecase=graph-data-science-blank-sandbox
// constraints

CREATE CONSTRAINT IF NOT EXISTS FOR (c:Character) REQUIRE c.id IS UNIQUE;
CREATE CONSTRAINT IF NOT EXISTS FOR (c:Comic) REQUIRE c.id IS UNIQUE;


// import

:auto LOAD CSV WITH HEADERS FROM

## microservices.json
{
  "query": "MERGE (catalog:Microservice {name: 'CatalogService', technology: 'Java'}) MERGE (order:Microservice {name: 'OrderService', technology: 'Python'}) MERGE (user:Microservice {name: 'UserService', technology: 'Go'}) MERGE (payment:Microservice {name: 'PaymentService', technology: 'Node.js'}) MERGE (inventory:Microservice {name: 'InventoryService', technology: 'Java'}) MERGE (shipping:Microservice {name: 'ShippingService', technology: 'Python'}) MERGE (review:Microservice {name: 'ReviewService', technology: 'Go'}) MERGE (recommendation:Microservice {name: 'RecommendationService', technology: 'Node.js'}) MERGE (auth:Microservice {name: 'AuthService', technology: 'Node.js'}) MERGE (db:Microservice {name: 'Database', technology: 'SQL'}) MERGE (cache:Microservice {name: 'Cache', technology: 'In-memory'}) MERGE (mq:Microservice {name: 'MessageQueue', technology: 'Pub-Sub'}) MERGE (api:Microservice {name: 'ExternalAPI', technology: 'REST'}) MERGE (bugFixCatalog:Task {name: 'BugFix', description: 'Address a

## bionlp_zeroshot.py
from transformers import AutoTokenizer
from zero_shot_re import RelTaggerModel, RelationExtractor

model = RelTaggerModel.from_pretrained("fractalego/fewrel-zero-shot")
tokenizer = AutoTokenizer.from_pretrained("bert-large-uncased-whole-word-masking-finetuned-squad")
relations = ['associated', 'interacts']
extractor = RelationExtractor(model, tokenizer, relations)

## astro.cql
MERGE (sun:AstronomicalObject {name: "Sun"})
MERGE (mercury:AstronomicalObject {name: "Mercury"})
MERGE (venus:AstronomicalObject {name: "Venus"})
MERGE (earth:AstronomicalObject {name: "Earth"})
MERGE (mars:AstronomicalObject {name: "Mars"})
MERGE (jupiter:AstronomicalObject {name: "Jupiter"})
MERGE (saturn:AstronomicalObject {name: "Saturn"})
MERGE (uranus:AstronomicalObject {name: "Uranus"})
MERGE (neptune:AstronomicalObject {name: "Neptune"})
MERGE (mercury)-[:ORBITS]->(sun)

## llm_train.csv

          
            instruction
             output

            
              Who directed The Matrix?
               MATCH (m:Movie {title: 'The Matrix'})<-[:DIRECTED]-(d:Person) RETURN {director: d.name} AS result

## timestamps.csv

          
            timestamp
            endTime
            URL

            
              648.18
              667.92
              https://youtube.com/watch?v=nrI483C5Tro&t=648

            
              1455.24
              1498.38
              https://youtube.com/watch?v=nrI483C5Tro&t=1455

            
              1514.58
              1529.10
              https://youtube.com/watch?v=nrI483C5Tro&t=1514

            
              1537.86
              1560.48
              https://youtube.com/watch?v=nrI483C5Tro&t=1537

            
              1664.64
              1703.52
              https://youtube.com/watch?v=nrI483C5Tro&t=1664

## fish_facts.csv

          
            source
            relationship
            target
            mentions

            
              morays
              INTERACTS_WITH
              Lionfish
              1

            
              morays
              HUNTS
              fishes
              1

            
              morays
              SHARE_HOME
              congareal
              1

            
              morays
              HUNTS_IN
              Reef
              1

            
              morays
              SEARCHES_FOR
              Female Moray
              1

            
              morays
              STAYS_IN
              Cave
              1

            
              morays
              HUNTS_IN
              coral head
              1

            
              morays
              ABLE_TO_GET_IN
              Cracks_and_Crevices
              1

            
              morays
              LIVES_IN
              reef
              1

## animals.csv

          
            entity
            type
            mentions

            
              morays
              animal
              7

            
              Lionfish
              animal
              5

            
              brittle star
              animal
              3

            
              monkfish
              animal
              3

            
              Cardinal fish
              animal
              3

## null.csv

          
            i
            entity

            
              0
              danger

            
              1
              column-shaped_foot

            
              2
              poisonous_tentacles

            
              3
              child protection

            
              4
              flirting
	question	cypher
	When was Top Gun released?	MATCH (m:Movie{title:'Top Gun'}) RETURN m.released
	// https://sandbox.neo4j.com/?usecase=graph-data-science-blank-sandbox
	// constraints

	CREATE CONSTRAINT IF NOT EXISTS FOR (c:Character) REQUIRE c.id IS UNIQUE;
	CREATE CONSTRAINT IF NOT EXISTS FOR (c:Comic) REQUIRE c.id IS UNIQUE;


	// import

	:auto LOAD CSV WITH HEADERS FROM
	from transformers import AutoTokenizer
	from zero_shot_re import RelTaggerModel, RelationExtractor

	model = RelTaggerModel.from_pretrained("fractalego/fewrel-zero-shot")
	tokenizer = AutoTokenizer.from_pretrained("bert-large-uncased-whole-word-masking-finetuned-squad")
	relations = ['associated', 'interacts']
	extractor = RelationExtractor(model, tokenizer, relations)
	MERGE (sun:AstronomicalObject {name: "Sun"})
	MERGE (mercury:AstronomicalObject {name: "Mercury"})
	MERGE (venus:AstronomicalObject {name: "Venus"})
	MERGE (earth:AstronomicalObject {name: "Earth"})
	MERGE (mars:AstronomicalObject {name: "Mars"})
	MERGE (jupiter:AstronomicalObject {name: "Jupiter"})
	MERGE (saturn:AstronomicalObject {name: "Saturn"})
	MERGE (uranus:AstronomicalObject {name: "Uranus"})
	MERGE (neptune:AstronomicalObject {name: "Neptune"})
	MERGE (mercury)-[:ORBITS]->(sun)
	instruction	output
	Who directed The Matrix?	MATCH (m:Movie {title: 'The Matrix'})<-[:DIRECTED]-(d:Person) RETURN {director: d.name} AS result
timestamp	endTime	URL
648.18	667.92	https://youtube.com/watch?v=nrI483C5Tro&t=648
1455.24	1498.38	https://youtube.com/watch?v=nrI483C5Tro&t=1455
1514.58	1529.10	https://youtube.com/watch?v=nrI483C5Tro&t=1514
1537.86	1560.48	https://youtube.com/watch?v=nrI483C5Tro&t=1537
1664.64	1703.52	https://youtube.com/watch?v=nrI483C5Tro&t=1664
source	relationship	target	mentions
morays	INTERACTS_WITH	Lionfish	1
morays	HUNTS	fishes	1
morays	SHARE_HOME	congareal	1
morays	HUNTS_IN	Reef	1
morays	SEARCHES_FOR	Female Moray	1
morays	STAYS_IN	Cave	1
morays	HUNTS_IN	coral head	1
morays	ABLE_TO_GET_IN	Cracks_and_Crevices	1
morays	LIVES_IN	reef	1
entity	type	mentions
morays	animal	7
Lionfish	animal	5
brittle star	animal	3
monkfish	animal	3
Cardinal fish	animal	3
	i	entity
	0	danger
	1	column-shaped_foot
	2	poisonous_tentacles
	3	child protection
	4	flirting