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{
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"text": [
|
||
"Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (4.57.3)\n",
|
||
"Collecting transformers\n",
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||
" Downloading transformers-4.57.6-py3-none-any.whl.metadata (43 kB)\n",
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||
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.0/44.0 kB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25hRequirement already satisfied: accelerate in /usr/local/lib/python3.12/dist-packages (1.12.0)\n",
|
||
"Collecting bitsandbytes\n",
|
||
" Downloading bitsandbytes-0.49.1-py3-none-manylinux_2_24_x86_64.whl.metadata (10 kB)\n",
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"Requirement already satisfied: sentencepiece in /usr/local/lib/python3.12/dist-packages (0.2.1)\n",
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"Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from transformers) (3.20.2)\n",
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"Requirement already satisfied: huggingface-hub<1.0,>=0.34.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.36.0)\n",
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"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from transformers) (2.0.2)\n",
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"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (25.0)\n",
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"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from transformers) (6.0.3)\n",
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"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers) (2025.11.3)\n",
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"Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from transformers) (2.32.4)\n",
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"Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.22.2)\n",
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"Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.7.0)\n",
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"Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.12/dist-packages (from transformers) (4.67.1)\n",
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||
"Requirement already satisfied: psutil in /usr/local/lib/python3.12/dist-packages (from accelerate) (5.9.5)\n",
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"Requirement already satisfied: torch>=2.0.0 in /usr/local/lib/python3.12/dist-packages (from accelerate) (2.9.0+cpu)\n",
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"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",
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||
"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",
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||
"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) (1.2.0)\n",
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"Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (75.2.0)\n",
|
||
"Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (1.14.0)\n",
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||
"Requirement already satisfied: networkx>=2.5.1 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (3.6.1)\n",
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||
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate) (3.1.6)\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) (2026.1.4)\n",
|
||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=2.0.0->accelerate) (1.3.0)\n",
|
||
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=2.0.0->accelerate) (3.0.3)\n",
|
||
"Downloading transformers-4.57.6-py3-none-any.whl (12.0 MB)\n",
|
||
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.0/12.0 MB\u001b[0m \u001b[31m108.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
||
"\u001b[?25hDownloading bitsandbytes-0.49.1-py3-none-manylinux_2_24_x86_64.whl (59.1 MB)\n",
|
||
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.1/59.1 MB\u001b[0m \u001b[31m10.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
||
"\u001b[?25hInstalling collected packages: bitsandbytes, transformers\n",
|
||
" Attempting uninstall: transformers\n",
|
||
" Found existing installation: transformers 4.57.3\n",
|
||
" Uninstalling transformers-4.57.3:\n",
|
||
" Successfully uninstalled transformers-4.57.3\n",
|
||
"Successfully installed bitsandbytes-0.49.1 transformers-4.57.6\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"!pip install -U transformers accelerate bitsandbytes sentencepiece\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"source": [
|
||
"from transformers import AutoTokenizer, AutoModelForCausalLM\n",
|
||
"import torch\n",
|
||
"\n",
|
||
"model_id = \"NousResearch/Hermes-2-Pro-Llama-3-8B\"\n",
|
||
"\n",
|
||
"# Load tokenizer\n",
|
||
"tokenizer = AutoTokenizer.from_pretrained(\n",
|
||
" model_id,\n",
|
||
" use_fast=True\n",
|
||
")\n",
|
||
"\n",
|
||
"# Load model (optimized for Colab GPU)\n",
|
||
"model = AutoModelForCausalLM.from_pretrained(\n",
|
||
" model_id,\n",
|
||
" torch_dtype=torch.float16,\n",
|
||
" device_map=\"auto\",\n",
|
||
" load_in_4bit=True # <- PENTING biar muat di VRAM Colab\n",
|
||
")\n",
|
||
"\n",
|
||
"model.eval()\n"
|
||
],
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"1eee1d42e43c4da9a69a5d33081c9d56"
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]
|
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},
|
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"id": "VosUVVCO2VoK",
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"outputId": "2be2681c-3749-4cb7-fd25-715b3991e2f5"
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},
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"execution_count": null,
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"outputs": [
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{
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"metadata": {
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"tags": null
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},
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n",
|
||
"The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
|
||
"To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
|
||
"You will be able to reuse this secret in all of your notebooks.\n",
|
||
"Please note that authentication is recommended but still optional to access public models or datasets.\n",
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||
" warnings.warn(\n"
|
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]
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},
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{
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"data": {
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{
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"metadata": {
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"tags": null
|
||
},
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"`torch_dtype` is deprecated! Use `dtype` instead!\n",
|
||
"WARNING:torchao.kernel.intmm:Warning: Detected no triton, on systems without Triton certain kernels will not work\n",
|
||
"The `load_in_4bit` and `load_in_8bit` arguments are deprecated and will be removed in the future versions. Please, pass a `BitsAndBytesConfig` object in `quantization_config` argument instead.\n"
|
||
]
|
||
},
|
||
{
|
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{
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{
|
||
"data": {
|
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"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "1eee1d42e43c4da9a69a5d33081c9d56",
|
||
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|
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|
||
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||
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|
||
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}
|
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]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"source": [
|
||
"prompt = \"\"\"<|system|>\n",
|
||
"You are Hermes, a helpful AI assistant.\n",
|
||
"<|user|>\n",
|
||
"Jelaskan apa itu LLM\n",
|
||
"<|assistant|>\n",
|
||
"\"\"\"\n",
|
||
"\n",
|
||
"inputs = tokenizer(\n",
|
||
" prompt,\n",
|
||
" return_tensors=\"pt\"\n",
|
||
").to(model.device)\n",
|
||
"\n",
|
||
"with torch.no_grad():\n",
|
||
" outputs = model.generate(\n",
|
||
" **inputs,\n",
|
||
" max_new_tokens=300,\n",
|
||
" temperature=0.7,\n",
|
||
" top_p=0.9,\n",
|
||
" do_sample=True,\n",
|
||
" eos_token_id=tokenizer.eos_token_id\n",
|
||
" )\n",
|
||
"\n",
|
||
"print(tokenizer.decode(outputs[0], skip_special_tokens=True))\n"
|
||
],
|
||
"metadata": {
|
||
"id": "wIgqn6eY5GOb"
|
||
},
|
||
"execution_count": null,
|
||
"outputs": []
|
||
}
|
||
]
|
||
} |