В этой статье я покажу, как я создавал свой датасет для классификации текста, который был мне нужен для того, чтобы отдавать команды для моего ассистента умного дома. Работаю я с библиотекой трансформер от Hugging Face.
Определение задачи для создания датасета
В данном случае я хочу обучить своего ассистента, чтобы я говорил ему к примеру “Включи музыку”, а он мне в ответ возвращал понимание, о чем я его попросил. То есть я ему – “включи музыку”, а он мне – “music_on”. Далее еще несколько примеров:
- Включи свет – light_on
- Выключи свет – light_off
- Подруби музло – music_on
- Вырубай музыку, отвлекает – music_off
Как создать датасет для умного дома на Python?
Этот блок статьи будет в двух частях. Одна будет про то, как именно создать такой датасет с нуля и как руками добавить в него несколько итемов.
Как создать датасет вручную локально?
Сначала мы создаем пустые тренировочный и тестовые датасеты:
from datasets import DatasetDict, Dataset
train_dataset = Dataset.from_dict({
"text": [],
"label": []
})
test_dataset = Dataset.from_dict({
"text": [],
"label": []
})
Затем реализуем бесконечный цикл по добавлению новых данных в датасет, этот код спрашивает хотите ли вы добавить новый элемент. Если да, то нужно вбить текст вашей возможной просьбы и ее класс. Класс нужно указывать в виде int числа. Например текст выключить музыку будет иметь лейбл 0, а текст включить музыку будет иметь лейбл 1. А текст включи свет, будет с лейблом 3 и так далее:
isDone = ""
while True:
isDone = input("Добавить новый элемент? Д/Н: ")
if isDone == "Д":
train_dataset = train_dataset.add_item({"text": input("Введите трейн текст: "), "label": int(input("Введите трейн лейбл число: "))})
test_dataset = test_dataset.add_item({"text": input("Введите тест текст: "), "label": int(input("Введите трейн лейбл число: "))})
else:
break
Далее сохраняем добавляем оба датасета в один родительский датасет:
dataset_dict = DatasetDict({"train": train_dataset, "test": test_dataset})
print("СОХРАНЯЕМ", dataset_dict)
dataset_dict.save_to_disk("my_dataset")
В итоге получаем такой результат:
from datasets import DatasetDict, Dataset
train_dataset = Dataset.from_dict({
"text": [],
"label": []
})
test_dataset = Dataset.from_dict({
"text": [],
"label": []
})
isDone = ""
while True:
isDone = input("Добавить новый элемент? Д/Н: ")
if isDone == "Д":
train_dataset = train_dataset.add_item({"text": input("Введите трейн текст: "), "label": int(input("Введите трейн лейбл число: "))})
test_dataset = test_dataset.add_item({"text": input("Введите тест текст: "), "label": int(input("Введите трейн лейбл число: "))})
else:
break
dataset_dict = DatasetDict({"train": train_dataset, "test": test_dataset})
print("Сохранение датасета...", dataset_dict)
dataset_dict.save_to_disk("my_dataset_v1")Как добавить данные вручную в локальный датасет?
Тут почти такая же история, но с незначительными изменениями. Сначала мы подгружаем локально наш датасет, затем проводим тот же бесконечный цикл и после чего сохраняем датасет, но уже как новый датасет, с новым названием и новой версией:
from datasets import DatasetDict
datasetname = "my_dataset_v1"
new_dataset_dict = DatasetDict()
new_dataset_dict = new_dataset_dict.load_from_disk(datasetname)
print("Подгружен датасет в таком виде:", new_dataset_dict)
train_dataset = new_dataset_dict["train"]
test_dataset = new_dataset_dict["test"]
isDone = ""
while True:
isDone = input("Добавить новый элемент? Д/Н: ")
if isDone == "Д":
train_dataset = train_dataset.add_item({"text": input("Введите трейн текст: "), "label": int(input("Введите трейн лейбл число: "))})
test_dataset = test_dataset.add_item({"text": input("Введите тест текст: "), "label": int(input("Введите трейн лейбл число: "))})
else:
break
new_dataset_dict = DatasetDict({"train": train_dataset, "test": test_dataset})
idx = datasetname.rfind("_v")
if idx != -1:
version = int(datasetname[idx+2:]) + 1
new_datasetname = datasetname[:idx] + f"_v{version}"
else:
new_datasetname = datasetname + "_v1"
new_dataset_dict.save_to_disk(new_datasetname)
print("Сохранено в таком виде:", new_dataset_dict)Как создать локальный датасет из csv файла?
Самый полезный на практике способ, когда вы уже сформировали обучающие данные в csv файл и вам нужно создать из них датасет для любой из моделей библиотеки Transformers. В данном случае у меня в двух разных файлах были обучающие данные с просьбами включить музыку и выключить музыку. Вот собственно код:
import csv
from datasets import DatasetDict, Dataset
train_dataset = Dataset.from_dict({
"text": [],
"label": []
})
test_dataset = Dataset.from_dict({
"text": [],
"label": []
})
with open('scripts/mydatasets/music_on.csv', 'r', encoding="utf-8") as file:
reader = csv.reader(file)
next(reader) # пропускаем заголовок
num = 0
for row in reader:
num = num + 1
if num <= 30:
train_dataset = train_dataset.add_item({"text": row[0], "label": int(row[1])})
else:
test_dataset = test_dataset.add_item({"text": row[0], "label": int(row[1])})
with open('scripts/mydatasets/music_off.csv', 'r', encoding="utf-8") as file:
reader = csv.reader(file)
next(reader) # пропускаем заголовок
num = 0
for row in reader:
num = num + 1
if num <= 25:
train_dataset = train_dataset.add_item({"text": row[0], "label": int(row[1])})
else:
test_dataset = test_dataset.add_item({"text": row[0], "label": int(row[1])})
dataset_dict = DatasetDict({"train": train_dataset, "test": test_dataset})
print(train_dataset["text"], train_dataset["label"])
print("СОХРАНЯЕМ", dataset_dict)
dataset_dict.save_to_disk("my_dataset")Далее можно приступать к обучению модели классификации текста с использованием нашего датасета. В этой статье продолжение.
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