Upload lab_10_640510710 (1).py

lab_10_640510710 (1).py

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+# -*- coding: utf-8 -*-
+"""Lab_10_640510710.ipynb
+
+Automatically generated by Colaboratory.
+
+Original file is located at
+    https://colab.research.google.com/drive/1Dg3wcofHEqoNIptakVwyhbpYSRv-1bgf
+"""
+
+from google.colab import drive
+
+drive.mount('/content/gdrive')
+
+!pip install -q kaggle
+!mkdir ~/.kaggle
+!cp /content/gdrive/MyDrive/kaggle.json ~/.kaggle/
+!kaggle datasets list
+
+!kaggle datasets download -d mdwaquarazam/agricultural-crops-image-classification
+
+!unzip /content/agricultural-crops-image-classification.zip
+
+!python -m pip install transformers accelerate sentencepiece emoji pythainlp --quiet
+!python -m pip install --no-deps thai2transformers==0.1.2 --quiet
+
+from transformers import pipeline
+from transformers import PerceiverFeatureExtractor, PerceiverForImageClassificationLearned
+classifier = pipeline(task="image-classification")
+
+classifier('/content/Agricultural-crops/banana/image (27).jpg')
+
+from transformers import TrainingArguments
+
+training_args = TrainingArguments(output_dir="test_trainer",
+                                  evaluation_strategy="epoch",
+                                  learning_rate=2e-5,
+                                  optim="adamw_torch")
+
+from transformers import BertForSequenceClassification, BertTokenizer, AdamW, get_linear_schedule_with_warmup
+
+# โมเดล BERT สำหรับจำแนกประเภท
+model = BertForSequenceClassification.from_pretrained('bert-base-uncased', num_labels=len(dataset.classes))
+
+# ใช้ tokenizer ของ BERT
+tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')
+
+!python -m pip install huggingface_hub --quiet
+
+!huggingface-cli login
+!huggingface-cli repo create finetuned_yelp --type model
+
+model.push_to_hub("finetuned_yelp")
+tokenizer.push_to_hub("finetuned_yelp")