В этой статье я покажу как обучить модель типа Transformer для классификации текста. Использовать для этого я буду свой очень маленький датасет, который сам же и написал. Так же для создания датасетов можно использовать генеративные текстовые нейросети.
Естественно я тут вам покажу, если можно так сказать, готовый код. Ведь вы не пошли читать документацию, а пошли искать готовое решение, прям как я в свое время.
Простая классификация текста с Transformers и PyTorch
Итак начнем, сначала мы создаем пустой датасет, затем грузим в него датасет, который создали ранее. Как создать датасет я описал в этой статье.
Далее создаем объект tokenizer для модели distilbert-base-uncased с помощью библиотеки Transformers. Tokenizer – это инструмент, который разбивает текст на отдельные токены и преобразует их в числовые значения, понятные для компьютера.
datasetname = "my_dataset" # Путь к папке с файлами датасета
new_dataset_dict = DatasetDict() #
new_dataset_dict = new_dataset_dict.load_from_disk(datasetname)
tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased")
Это нужно, чтобы текст можно было использовать для обучения модели машинного обучения, которая работает только с числовыми данными.
А distilbert-base-uncased – это одна из готовых моделей для обработки естественного языка, которая была заранее обучена на большом количестве текстовых данных и может использоваться для различных задач, например таких как классификация текстов в нашем случае.
После чего создаем саму функцию для преобразования текста в токены.
def preprocess_function(examples):
return tokenizer(examples["text"], truncation=True)
Далее мы создаем словарь, в котором наш датасет уже превращен в токены и загружаем метрику, которая будет использоваться для оценки качества модели в процессе обучения.
tokenized_new_dataset_dict = new_dataset_dict.map(
preprocess_function,
batched=True,
)
data_collator = DataCollatorWithPadding(tokenizer=tokenizer)
accuracy = evaluate.load("accuracy")
Создаем функцию, в которой будет высчитываться качество обучения нашей модели.
def compute_metrics(eval_pred):
predictions, labels = eval_pred
predictions = np.argmax(predictions, axis=1)
return accuracy.compute(predictions=predictions, references=labels)
Теперь создаем два словаря, они связывают номера классов с их соответствующими метками, и наоборот.
Словарь id2label содержит соответствия между номерами классов и метками. Например, если модель предсказала номер класса 2, то метка для этого класса будет “light_on”.
Словарь label2id содержит обратные соответствия, то есть связывает метки классов с их номерами. Например, если мы хотим обучить модель классифицировать текст на класс “light_on”, мы можем использовать метку “light_on” из словаря label2id для получения соответствующего номера класса. В данном случае, для метки “light_on” будет использован номер класса 2.
id2label = {
0: "music_off",
1: "music_on",
2: "light_on",
3: "light_off"
}
label2id = {
"music_off": 0,
"music_on": 1,
"light_on": 2,
"light_off": 3
}
Далее мы создаем модель из уже существующих и так же определяем количество классов, которые модель сможет распознавать после обучения.
После чего в тренировочных аргументах указываем некоторые настройки для обучения. Эти аргументы мы добавляем в наш тренер и запускаем процесс обучения.
model = AutoModelForSequenceClassification.from_pretrained(
"distilbert-base-uncased",
num_labels=4,
id2label=id2label,
label2id=label2id,
)
training_args = TrainingArguments(
output_dir="smart_home_model",
learning_rate=2e-5,
per_device_train_batch_size=16,
per_device_eval_batch_size=16,
num_train_epochs=13,
weight_decay=0.01,
evaluation_strategy="epoch",
save_strategy="epoch",
load_best_model_at_end=True,
)
trainer = Trainer(
model=model,
args=training_args,
train_dataset=tokenized_new_dataset_dict["train"],
eval_dataset=tokenized_new_dataset_dict["test"],
tokenizer=tokenizer,
data_collator=data_collator,
compute_metrics=compute_metrics,
)
trainer.train()
Ну и конечно же то, зачем вы сюда пришли. Полностью готовый код:
from datasets import DatasetDict
from transformers import AutoTokenizer
from transformers import DataCollatorWithPadding
import evaluate
import numpy as np
from transformers import AutoModelForSequenceClassification, TrainingArguments, Trainer
def go_train():
datasetname = "my_dataset" # Путь к папке с файлами датасета
new_dataset_dict = DatasetDict()
new_dataset_dict = new_dataset_dict.load_from_disk(datasetname)
tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased")
def preprocess_function(examples):
return tokenizer(examples["text"], truncation=True)
tokenized_new_dataset_dict = new_dataset_dict.map(
preprocess_function,
batched=True
)
data_collator = DataCollatorWithPadding(tokenizer=tokenizer)
accuracy = evaluate.load("accuracy")
def compute_metrics(eval_pred):
predictions, labels = eval_pred
predictions = np.argmax(predictions, axis=1)
return accuracy.compute(
predictions=predictions,
references=labels,
)
id2label = {
0: "music_off",
1: "music_on",
2: "light_on",
3: "light_off"
}
label2id = {
"music_off": 0,
"music_on": 1,
"light_on": 2,
"light_off": 3
}
model = AutoModelForSequenceClassification.from_pretrained(
"distilbert-base-uncased",
num_labels=4, id2label=id2label,
label2id=label2id,
)
training_args = TrainingArguments(
output_dir="smart_home_model",
learning_rate=2e-5,
per_device_train_batch_size=16,
per_device_eval_batch_size=16,
num_train_epochs=13,
weight_decay=0.01,
evaluation_strategy="epoch",
save_strategy="epoch",
load_best_model_at_end=True,
)
trainer = Trainer(
model=model,
args=training_args,
train_dataset=tokenized_new_dataset_dict["train"],
eval_dataset=tokenized_new_dataset_dict["test"],
tokenizer=tokenizer,
data_collator=data_collator,
compute_metrics=compute_metrics,
)
trainer.train()
go_train()
#Запускаем готовую обученную нейросеть,
#которой сможем дать указание и посмотреть,
#какое действие модель смогла распознать.
from transformers import pipeline
classifier = pipeline(
"text-classification",
"smart_home_model/checkpoint-160",
)
while True:
text = input("Какое действие выполнить? ")
print(classifier(text))
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