{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"2Ko1cGE5_8FJ"},"outputs":[],"source":["# !pip uninstall -y transformers\n","# !pip install -U transformers datasets accelerate\n","# !pip show transformers | grep Version"]},{"cell_type":"markdown","source":["#Phân loại"],"metadata":{"id":"_d0n6vLJJmJd"}},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0DEpuPCvp2Ys","executionInfo":{"status":"ok","timestamp":1760813415837,"user_tz":-420,"elapsed":30791,"user":{"displayName":"Lâm Đức Cương","userId":"02362263444637620675"}},"outputId":"05149290-4d1f-42ef-f02d-e7180fca62f1"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11094,"status":"ok","timestamp":1760813563983,"user":{"displayName":"Lâm Đức Cương","userId":"02362263444637620675"},"user_tz":-420},"id":"j40Z5zXq-8qw","outputId":"964aefc2-9b9f-4c7e-8ead-44880f6c18c2"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (4.57.1)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from transformers) (3.20.0)\n","Requirement already satisfied: huggingface-hub<1.0,>=0.34.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.35.3)\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from transformers) (2.0.2)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (25.0)\n","Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from transformers) (6.0.3)\n","Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers) (2024.11.6)\n","Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from transformers) (2.32.4)\n","Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.22.1)\n","Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.6.2)\n","Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.12/dist-packages (from transformers) (4.67.1)\n","Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<1.0,>=0.34.0->transformers) (2025.3.0)\n","Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<1.0,>=0.34.0->transformers) (4.15.0)\n","Requirement already satisfied: hf-xet<2.0.0,>=1.1.3 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<1.0,>=0.34.0->transformers) (1.1.10)\n","Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->transformers) (3.4.4)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->transformers) (3.11)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->transformers) (2.5.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->transformers) (2025.10.5)\n"]}],"source":["!pip install -U transformers"]},{"cell_type":"code","source":["# ===============================================\n","# 1️⃣ CÀI ĐẶT THƯ VIỆN\n","# ===============================================\n","!pip install -q transformers datasets torch scikit-learn\n","\n","# ===============================================\n","# 2️⃣ LOAD DỮ LIỆU THẬT\n","# ===============================================\n","import pandas as pd\n","import os\n","os.environ[\"WANDB_DISABLED\"] = \"true\"\n","\n","file_path = \"/content/drive/MyDrive/Colab Notebooks/train.csv\"\n","df = pd.read_csv(file_path)\n","\n","# Loại bỏ NaN\n","df = df.dropna(subset=['comment', 'label'])\n","\n","# Chuyển nhãn từ 1-5 -> 0-4\n","df['label'] = df['label'].astype(int) - 1\n","\n","print(\"✅ Dữ liệu mẫu:\")\n","print(df.head())\n","print(\"Min label:\", df['label'].min(), \"Max label:\", df['label'].max())\n","\n","# ===============================================\n","# 3️⃣ TẠO DATASET HF\n","# ===============================================\n","from datasets import Dataset, DatasetDict\n","from sklearn.model_selection import train_test_split\n","\n","train_texts, val_texts, train_labels, val_labels = train_test_split(\n"," df['comment'].tolist(),\n"," df['label'].tolist(),\n"," test_size=0.1,\n"," random_state=42,\n"," stratify=df['label']\n",")\n","\n","train_dataset = Dataset.from_dict({\"text\": train_texts, \"label\": train_labels})\n","val_dataset = Dataset.from_dict({\"text\": val_texts, \"label\": val_labels})\n","\n","# ===============================================\n","# 4️⃣ TOKENIZATION (PhoBERT)\n","# ===============================================\n","from transformers import AutoTokenizer\n","\n","model_name = \"vinai/phobert-base\"\n","tokenizer = AutoTokenizer.from_pretrained(model_name)\n","\n","def preprocess_function(examples):\n"," return tokenizer(\n"," examples[\"text\"],\n"," padding=\"max_length\",\n"," truncation=True,\n"," max_length=128\n"," )\n","\n","train_tokenized = train_dataset.map(preprocess_function, batched=True)\n","val_tokenized = val_dataset.map(preprocess_function, batched=True)\n","\n","# ===============================================\n","# 5️⃣ CHUẨN BỊ MÔ HÌNH PhoBERT\n","# ===============================================\n","import torch\n","from transformers import AutoModelForSequenceClassification\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","model = AutoModelForSequenceClassification.from_pretrained(\n"," model_name,\n"," num_labels=5\n",").to(device)\n","\n","# ===============================================\n","# 6️⃣ HÀM ĐÁNH GIÁ\n","# ===============================================\n","from sklearn.metrics import accuracy_score, f1_score\n","\n","def compute_metrics(eval_pred):\n"," logits, labels = eval_pred\n"," preds = torch.argmax(torch.tensor(logits), dim=1)\n"," acc = accuracy_score(labels, preds)\n"," f1 = f1_score(labels, preds, average=\"weighted\")\n"," return {\"accuracy\": acc, \"f1\": f1}\n","\n","# ===============================================\n","# 7️⃣ CẤU HÌNH HUẤN LUYỆN\n","# ===============================================\n","from transformers import TrainingArguments, Trainer\n","\n","training_args = TrainingArguments(\n"," output_dir=\"./results\",\n"," learning_rate=2e-5,\n"," per_device_train_batch_size=8,\n"," per_device_eval_batch_size=8,\n"," num_train_epochs=3,\n"," weight_decay=0.01,\n"," logging_dir=\"./logs\",\n"," logging_steps=10\n",")\n","\n","\n","trainer = Trainer(\n"," model=model,\n"," args=training_args,\n"," train_dataset=train_tokenized,\n"," eval_dataset=val_tokenized,\n"," tokenizer=tokenizer,\n"," compute_metrics=compute_metrics\n",")\n","\n","# ===============================================\n","# 8️⃣ HUẤN LUYỆN MÔ HÌNH\n","# ===============================================\n","trainer.train()\n","\n","# ===============================================\n","# 9️⃣ ĐÁNH GIÁ\n","# ===============================================\n","eval_results = trainer.evaluate()\n","print(\"\\n📊 Kết quả đánh giá:\", eval_results)\n","\n","# ===============================================\n","# 🔟 THỬ DỰ ĐOÁN\n","# ===============================================\n","text_samples = [\n"," \"Sản phẩm rất tốt, tôi hài lòng\",\n"," \"Chất lượng kém, không đáng tiền\"\n","]\n","\n","inputs = tokenizer(text_samples, padding=True, truncation=True, max_length=128, return_tensors=\"pt\")\n","inputs = {k: v.to(device) for k, v in inputs.items()}\n","outputs = model(**inputs)\n","preds = torch.argmax(outputs.logits, dim=1) + 1 # Chuyển lại 1-5\n","\n","for text, label in zip(text_samples, preds):\n"," print(f\"\\n🗣️ {text}\")\n"," print(\"➡️ Dự đoán:\", label.item())\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["6526189f84ae4cbe8443b30ccd731ec4","be0a8f456b5b49bd8d15ba705453b412","1c3af2f2b5414616a0b0de8e1bc46e30","e88d639d52ce43669639c6916e8e2147","cc1b4cb530c74308aee65030525be8e2","0689c8cd3b484fd38ae3cfd1f8167d79","63c5f894f9574b48abdc693ef4e6f194","1af012edb02b45e6a560e440bbe080e4","03337a6fd63747fda2029fb86ba9740d","68af8db0d0e5408aa61c11a21e83457f","3da29490f3194863922a6c665e4e73db","147e7d4ea26e41f49fca5f1ae13a15a3","b343af6b210248e9b4422fd00a5ade7b","a99dd0f9e7d3443d83903ab31414b602","ab86798be47c409f887f6a6d8f7e8316","4fb688113f8442efaa0b0010e20a8e03","38cc38f786f444949849eafc4fba0f36","8b38052286e54b5591a291650f775d41","080621c51a464588830f130ab43250b3","36c5927df6c64c31ac43786155dbc149","f67615c5d5d543e58a9b768ee59a07fc","cfe9ce405e1546928917705f3cfaf616"]},"id":"saPKyeQ5qpzD","outputId":"94a82328-4535-44d1-ea3e-8e1ac14434b2"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["✅ Dữ liệu mẫu:\n"," comment label\n","0 Mới mua máy này Tại thegioididong thốt nốt cảm... 4\n","1 Pin kém còn lại miễn chê mua 8/3/2019 tình trạ... 4\n","2 Sao lúc gọi điện thoại màn hình bị chấm nhỏ nh... 2\n","3 Mọi người cập nhật phần mềm lại , nó sẽ bớt tố... 2\n","4 Mới mua Sài được 1 tháng thấy pin rất trâu, Sà... 4\n","Min label: 0 Max label: 4\n"]},{"output_type":"display_data","data":{"text/plain":["Map: 0%| | 0/7007 [00:00"],"text/html":["\n","
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StepTraining Loss
101.533300
201.485500
301.407100
401.432600
501.386000
601.298200
701.237300
801.272200
901.340500
1001.260100
1101.019200
1201.249800
1301.001600
1401.083300
1501.097200
1601.175400
1701.209900
1801.214400
1901.052900
2001.177700
2101.010400
2201.077200
2300.965000
2401.199300
2501.220400
2601.204400
2700.985400
2800.955100
2901.056700
3000.931800
3101.031100
3201.050700
3300.975200
3400.865500
3500.894900
3600.914600
3700.982700
3801.129200
3900.931100
4000.912500
4101.029100
4200.980100
4300.902200
4400.951600
4500.919000
4601.142400
4700.895100
4800.987800
4901.036800
5001.108200
5100.746800
5201.271200
5301.077000
5400.980300
5501.078500
5600.913700
5701.097000
5800.765600
5900.917600
6001.219400
6101.194400
6200.846900
6301.109800
6400.971700
6500.912300
6600.909900
6700.944300
6800.819500
6901.213300
7001.043900
7100.938100
7200.969900
7300.793900
7400.859300
7501.056000
7600.896100
7701.003900
7800.961600
7900.975200
8000.896500
8100.798300
8200.900500
8301.000200
8400.927800
8501.048800
8600.874700
8700.990800
8800.976900
8900.874300
9000.852600
9100.868300
9200.928500
9300.830100
9401.008700
9500.756000
9600.894200
9701.025800
9800.768100
9900.951700
10000.946600
10100.903000
10200.758400
10300.808100
10400.859800
10500.804500
10600.699400
10700.851900
10800.933800
10900.814000
11000.878600
11100.648700
11200.798900
11300.900200
11400.885200
11500.919400
11600.850600
11700.859500
11800.750200
11900.813700
12000.863600
12100.883800
12200.675600
12300.685900
12400.718600
12500.658700
12600.965700
12700.847600
12800.915400
12900.843800
13000.892200
13100.766400
13200.748900
13300.748000
13400.660000
13500.901800
13600.772100
13700.841700
13800.804500
13900.812500
14000.739700
14100.926500
14200.806600
14300.867400
14400.810900
14500.914500
14600.922900
14700.699600
14800.740100
14901.015800
15000.789300
15100.877400
15201.086800
15300.899700
15400.813500
15500.798900
15600.921000
15700.583700
15800.841100
15900.992100
16000.660300
16100.882000
16200.757400
16300.865700
16400.710300
16500.841100
16600.942600
16700.810200
16800.851500
16900.851000
17000.703900
17100.893500
17200.820500

"]},"metadata":{}}]},{"cell_type":"code","source":["# training_args = TrainingArguments(\n","# output_dir=\"./results\",\n","# learning_rate=2e-5,\n","# per_device_train_batch_size=8,\n","# per_device_eval_batch_size=8,\n","# num_train_epochs=3,\n","# weight_decay=0.01,\n","# logging_dir=\"./logs\",\n","# logging_steps=10, # thay thế cho evaluation_strategy\n","# )\n"],"metadata":{"id":"exmSvlwFGfnt"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ===============================================\n","# 1️⃣ CÀI ĐẶT THƯ VIỆN\n","# ===============================================\n","!pip install -q transformers datasets torch\n","\n","from transformers import AutoTokenizer, AutoModelForSequenceClassification, TrainingArguments, Trainer\n","from datasets import load_dataset\n","import numpy as np\n","import torch\n","from sklearn.metrics import accuracy_score, f1_score\n","\n","# ===============================================\n","# 2️⃣ CẤU HÌNH THIẾT BỊ\n","# ===============================================\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","print(\"🖥️ Device:\", device)\n","\n","# ===============================================\n","# 3️⃣ TẢI DỮ LIỆU VÍ DỤ (IMDB SENTIMENT)\n","# ===============================================\n","dataset = load_dataset(\"imdb\")\n","\n","# Giảm kích thước cho nhanh (chỉ dùng 2000 mẫu train/test)\n","dataset[\"train\"] = dataset[\"train\"].shuffle(seed=42).select(range(2000))\n","dataset[\"test\"] = dataset[\"test\"].shuffle(seed=42).select(range(1000))\n","\n","# ===============================================\n","# 4️⃣ TOKENIZER (BERT BASE UNCASED)\n","# ===============================================\n","model_name = \"bert-base-uncased\"\n","tokenizer = AutoTokenizer.from_pretrained(model_name)\n","\n","def tokenize_function(example):\n"," return tokenizer(\n"," example[\"text\"],\n"," padding=\"max_length\",\n"," truncation=True,\n"," max_length=128\n"," )\n","\n","tokenized_datasets = dataset.map(tokenize_function, batched=True)\n","\n","# Chuyển dữ liệu về torch tensor\n","tokenized_datasets = tokenized_datasets.remove_columns([\"text\"])\n","tokenized_datasets.set_format(\"torch\")\n","\n","train_dataset = tokenized_datasets[\"train\"]\n","test_dataset = tokenized_datasets[\"test\"]\n","\n","# ===============================================\n","# 5️⃣ TẠO MÔ HÌNH BERT\n","# ===============================================\n","model = AutoModelForSequenceClassification.from_pretrained(model_name, num_labels=2)\n","model.to(device)\n","\n","# ===============================================\n","# 6️⃣ ĐỊNH NGHĨA HÀM ĐÁNH GIÁ\n","# ===============================================\n","def compute_metrics(eval_pred):\n"," logits, labels = eval_pred\n"," preds = np.argmax(logits, axis=-1)\n"," acc = accuracy_score(labels, preds)\n"," f1 = f1_score(labels, preds)\n"," return {\"accuracy\": acc, \"f1\": f1}\n","\n","# ===============================================\n","# 7️⃣ CẤU HÌNH HUẤN LUYỆN\n","# ===============================================\n","training_args = TrainingArguments(\n"," output_dir=\"./results\",\n"," num_train_epochs=2,\n"," per_device_train_batch_size=8,\n"," per_device_eval_batch_size=8,\n"," warmup_steps=50,\n"," weight_decay=0.01,\n"," eval_strategy=\"epoch\", # ⚠️ sửa lại (phiên bản transformers mới dùng \"eval_strategy\")\n"," logging_dir=\"./logs\",\n"," logging_steps=10,\n"," save_strategy=\"no\"\n",")\n","\n","# Tắt WANDB logging\n","import os\n","os.environ[\"WANDB_DISABLED\"] = \"true\"\n","\n","# ===============================================\n","# 8️⃣ HUẤN LUYỆN MÔ HÌNH\n","# ===============================================\n","trainer = Trainer(\n"," model=model,\n"," args=training_args,\n"," train_dataset=train_dataset,\n"," eval_dataset=test_dataset,\n"," compute_metrics=compute_metrics,\n",")\n","\n","trainer.train()\n","\n","# ===============================================\n","# 9️⃣ ĐÁNH GIÁ\n","# ===============================================\n","eval_result = trainer.evaluate()\n","print(\"📊 Evaluation:\", eval_result)\n","\n","# ===============================================\n","# 🔟 DỰ ĐOÁN MẪU MỚI\n","# ===============================================\n","texts = [\n"," \"This movie was absolutely fantastic!\",\n"," \"It was a waste of time and money.\"\n","]\n","\n","inputs = tokenizer(texts, padding=True, truncation=True, max_length=128, return_tensors=\"pt\").to(device)\n","model.eval()\n","\n","with torch.no_grad():\n"," outputs = model(**inputs)\n"," preds = torch.argmax(outputs.logits, dim=1)\n","\n","for text, pred in zip(texts, preds):\n"," label = \"Positive\" if pred.item() == 1 else \"Negative\"\n"," print(f\"📝 {text} → {label}\")\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":619,"referenced_widgets":["849e4a2753174535a07eea1ff9bb3a3a","b6e3aafa4d2b4693802dca526c01e1cd","f0056d535c9744778e0ffdc5825aa15c","73d4141d12054f74be2fa670eb825b4f","df5f0f6b7892473886e4fb8019a04198","307a0b9d234c4a50ad19f362478e8241","b27eab0112db45f6a89c8d945489b7d0","6645894c3588474992a4132450ca828b","9510a8e2b2404c6a81da52c739eba025","054f9714e3094608aac3a792f4edfbd2","a65878f6b7c8497794c054873f66f90d","de2c5f93b2af48afbe95df67e4e9ad61","3c276cd497bd45b493ee77a4b0a72a47","e0844fb9d6a94b1980b7b5381a229fdc","2d3eb9e451c34c16bb46eb0aa47c624c","45957e01b0144223bce2647790fa6416","b3409913826e4b788f920d8c6b17ede1","697109ac40a441cbb80132f3b666f705","d97dd03f5c224a919cda170d17cdcbec","75d54c5da3f143a38ff7a202dc55c4a5","a749333a05c74c7d9f411dfb9e96a19a","c774b9300d2f41549126bd4784d6447a","2efba26208d845ec87c1a11cc6e660a4","1b56457e839c4908b6cfcba148456f45","097eb91a1ecd4b0293dc51bab57bf445","2103051989b94a10b4bb691737579c97","58ce4778e6864a88a6cf7924d24d80a1","25a11c01f4a845c3b7ea321295c1de9f","b6ac45afa8214ab288a7e3b754ce78d5","e5fbc01f5d874ced96a475f9f5d7d620","835908978f024f1e8ecd8a4a8928c5b4","70dba4bc096c4ff5bf00c0704d706248","91899311bfdf481ba084063328ead74f","dca8a0111b42450a86e81e4065a77dba","0857376cd9d9447d8cd6943c26764592","eed6922d5b0a4028b000b03e7aa2440c","87766bce28014377b4573b5b69a5e3bf","1bee68a2aaef4416a9aa788a71453a60","58430178691e4fd98bdc343720848e9c","5536a7517bca489c83a0e8e17cb662d0","61464c762f1e4ee18698f95391ae3acb","87269069b67f4360a4ab63436927e9e3","af8da5e67d1b48dd8639293123f0d3b3","2d2b749467644b659425181504e35c3c","57805d55dfe945429800548a6e068c53","31bb8128b4cd4d4584726c9d5795aaba","c6579b790a77433a8013e61812f1384d","f432dc2184064a62b803de6f5bb840fb","818f5ea300024c02ace55ca2b6e862f7","5ae7897ec16741cc827da74ad7626fc4","003ccf62c6d5446095cfae5502bfdf06","8587eebdb65b4a21822671c8f04d4d23","9888b8003e474883b6e32ee65976113b","7f2e4a4e85af49a389a59d0535f429ce","a322d404fa8d4ec68bb08f6ea253a1f6","a85317594caf465f919645bed803098a","75ac1ce8c8b5433282070e575f0915e5","5d28a284ce0b497db4c3c76c3855423c","81f0cf659ac04d62acbe4eb42249363a","689bb8d8b27c4ccea30316ad5c58819a","b53df09680b54e509d15112f6b3230de","2e821d05370842a9a7d91a815f1d02dc","5375b29fa93647c38969b58c1a661d8a","6787a6b390ac481eb74a238a024e9ae9","8bb3462d837f4ef3b9fea5bb8f2868b1","6137037fd4414b8a8ba739a8597fba91","9eac42aae952457ebcbe9531a9373b61","21caa2011980410b9ff675f44e23ed22","c22258e7e6cf4c44ab639009dacf14e2","3a4dec6a00134760b08c7f594df1b9b0","00fb2ec6306a4d66a5f069363ae1892d","3eebbab9c4824d74a8947cafc7d0de8c","e729ee3f105e4dc883d9f6b67704a52b","d62a3e74cc0545a096d871dd3c31bd07","ec15ae7906cd4fe3b9a7cd49dd64f760","530c8b3095f143fd95fb39fd3a54dd36","d661821391434489937f8c39cef33a00","5fb8c212eaea481a9cee3f707fdef627","d5558a9e6c3e4a34930558676fc9211c","8b7b65fe5dec4948abdab5ee26759b3d","08a6b3ae1c8e48498b5bdba9b280ef67","1dbd067c181a46c0a03d9e81d72175cc","3d6b13bcddbd41ef8652e2da90a9c049","5880ef99861441ce85ed8d5fb44bf2fe","9958dff3e0d84094b99278c7ce33b44d","f033ac7f50564b219e5dda022d0e03ae","6d0fb99add284d058731a4fb8effe0c2","6a726dc9453a428bb3c9d9890e0dc87f","66450de1b34f4d3db937f4f9a70a5720","741d985bab0c4a3aa745f156f3e0b745","d423242cd5144f72aa519e89a686d718","715095e225384e46ae3453431cd73438","50b7aeaf4e164f038a06e6cc8515c47f","1c6d23baac774f50b2ff2ce67149791d","bf8520d6a7a4484f85fb739a13a5cdfa","31357d8963094c0dbf563f64597dba23","4754d880e16e4718a281c7470202a0bf","916f5bef08f641df92afd6a02c7e1083","2c451b6e457c455e9b086b29ce180651","59f50796801a4134b78b5ab414cb39d5","655edc8816354738825db841bb75ae8f","3a921a2caa3a46338259166ef713ed66","cf1198ab5ed646fd908d18fdd01c63d1","726c19f5f4824f2f8c067408a7b702a4","b1f8777eb8b947d1a734fa3c67235ed9","25b48c6362c94298908cb4446a5badb9","7196ada745d7479a93005f695837f383","bd729651fd354f8687996666333f4178","2cb3281e550c403fbf4dac8f38b5edc1","8fb022ffb6694515a8a6ea7475d31086"]},"id":"FA_6kUaSGXtn","executionInfo":{"status":"ok","timestamp":1760804268513,"user_tz":-420,"elapsed":221488,"user":{"displayName":"Lâm Đức Cương","userId":"02362263444637620675"}},"outputId":"1bfd4081-4339-4213-90d6-405a3decf962"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["🖥️ Device: cuda\n"]},{"output_type":"display_data","data":{"text/plain":["README.md: 0.00B [00:00, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"849e4a2753174535a07eea1ff9bb3a3a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["plain_text/train-00000-of-00001.parquet: 0%| | 0.00/21.0M [00:00"],"text/html":["\n","

\n"," \n"," \n"," [500/500 01:49, Epoch 2/2]\n","
\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EpochTraining LossValidation LossAccuracyF1
10.5673000.7440170.7420000.789560
20.2626000.5890130.8360000.835010

"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n","

\n"," \n"," \n"," [125/125 00:08]\n","
\n"," "]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["📊 Evaluation: {'eval_loss': 0.5890130996704102, 'eval_accuracy': 0.836, 'eval_f1': 0.8350100603621731, 'eval_runtime': 8.3351, 'eval_samples_per_second': 119.974, 'eval_steps_per_second': 14.997, 'epoch': 2.0}\n","📝 This movie was absolutely fantastic! → Positive\n","📝 It was a waste of time and money. → Negative\n"]}]}],"metadata":{"accelerator":"GPU","colab":{"gpuType":"T4","provenance":[],"authorship_tag":"ABX9TyMqfPjZ935P34Dh6zcwO0YG"},"kernelspec":{"display_name":"Python 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