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" Downloading s3tokenizer-0.2.0.tar.gz (225 kB)\n",
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"Requirement already satisfied: torch==2.6.0 in /usr/local/lib/python3.11/dist-packages (from chatterbox-tts) (2.6.0+cu124)\n",
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"\u001b[?25hBuilding wheels for collected packages: pkuseg, s3tokenizer, jaconv\n",
" Building wheel for pkuseg (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for pkuseg: filename=pkuseg-0.0.25-cp311-cp311-linux_x86_64.whl size=50748784 sha256=7553857228ea0179b17c7a14a1f3ee528d206eef3070c7efe57084a887be3c24\n",
" Stored in directory: /root/.cache/pip/wheels/6e/b9/d9/3cfceef165811a9dfc46c94ab798e429cf413de917aba799ca\n",
" Building wheel for s3tokenizer (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for s3tokenizer: filename=s3tokenizer-0.2.0-py3-none-any.whl size=221564 sha256=0d041b774e535aa256158be3795dcd91876de7783dc6c041204425eb06087e55\n",
" Stored in directory: /root/.cache/pip/wheels/af/de/16/4967b3bfa69472030df5074d4b646ccae9630a6b3bc7000be0\n",
" Building wheel for jaconv (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for jaconv: filename=jaconv-0.4.0-py3-none-any.whl size=18228 sha256=960a2ac2a9715afeb195418e42b1201713ffd6994d789c975deff81650d6f61d\n",
" Stored in directory: /root/.cache/pip/wheels/1c/63/71/95fb322fe9047ed7e61b007c47cbf03d23ecb77dd03665f151\n",
"Successfully built pkuseg s3tokenizer jaconv\n",
"Installing collected packages: jaconv, distlib, brotli, virtualenv, resemble-perth, nvidia-nvjitlink-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, nodeenv, identify, deprecated, cfgv, pykakasi, pre-commit, pkuseg, nvidia-cusparse-cu12, nvidia-cudnn-cu12, huggingface-hub, tokenizers, onnx, nvidia-cusolver-cu12, gradio-client, diffusers, transformers, gradio, conformer, s3tokenizer, chatterbox-tts\n",
" Attempting uninstall: nvidia-nvjitlink-cu12\n",
" Found existing installation: nvidia-nvjitlink-cu12 12.5.82\n",
" Uninstalling nvidia-nvjitlink-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-nvjitlink-cu12-12.5.82\n",
" Attempting uninstall: nvidia-curand-cu12\n",
" Found existing installation: nvidia-curand-cu12 10.3.6.82\n",
" Uninstalling nvidia-curand-cu12-10.3.6.82:\n",
" Successfully uninstalled nvidia-curand-cu12-10.3.6.82\n",
" Attempting uninstall: nvidia-cufft-cu12\n",
" Found existing installation: nvidia-cufft-cu12 11.2.3.61\n",
" Uninstalling nvidia-cufft-cu12-11.2.3.61:\n",
" Successfully uninstalled nvidia-cufft-cu12-11.2.3.61\n",
" Attempting uninstall: nvidia-cuda-runtime-cu12\n",
" Found existing installation: nvidia-cuda-runtime-cu12 12.5.82\n",
" Uninstalling nvidia-cuda-runtime-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-cuda-runtime-cu12-12.5.82\n",
" Attempting uninstall: nvidia-cuda-nvrtc-cu12\n",
" Found existing installation: nvidia-cuda-nvrtc-cu12 12.5.82\n",
" Uninstalling nvidia-cuda-nvrtc-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-cuda-nvrtc-cu12-12.5.82\n",
" Attempting uninstall: nvidia-cuda-cupti-cu12\n",
" Found existing installation: nvidia-cuda-cupti-cu12 12.5.82\n",
" Uninstalling nvidia-cuda-cupti-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-cuda-cupti-cu12-12.5.82\n",
" Attempting uninstall: nvidia-cublas-cu12\n",
" Found existing installation: nvidia-cublas-cu12 12.5.3.2\n",
" Uninstalling nvidia-cublas-cu12-12.5.3.2:\n",
" Successfully uninstalled nvidia-cublas-cu12-12.5.3.2\n",
" Attempting uninstall: numpy\n",
" Found existing installation: numpy 2.0.2\n",
" Uninstalling numpy-2.0.2:\n",
" Successfully uninstalled numpy-2.0.2\n",
" Attempting uninstall: nvidia-cusparse-cu12\n",
" Found existing installation: nvidia-cusparse-cu12 12.5.1.3\n",
" Uninstalling nvidia-cusparse-cu12-12.5.1.3:\n",
" Successfully uninstalled nvidia-cusparse-cu12-12.5.1.3\n",
" Attempting uninstall: nvidia-cudnn-cu12\n",
" Found existing installation: nvidia-cudnn-cu12 9.3.0.75\n",
" Uninstalling nvidia-cudnn-cu12-9.3.0.75:\n",
" Successfully uninstalled nvidia-cudnn-cu12-9.3.0.75\n",
" Attempting uninstall: huggingface-hub\n",
" Found existing installation: huggingface-hub 0.33.4\n",
" Uninstalling huggingface-hub-0.33.4:\n",
" Successfully uninstalled huggingface-hub-0.33.4\n",
" Attempting uninstall: tokenizers\n",
" Found existing installation: tokenizers 0.21.2\n",
" Uninstalling tokenizers-0.21.2:\n",
" Successfully uninstalled tokenizers-0.21.2\n",
" Attempting uninstall: nvidia-cusolver-cu12\n",
" Found existing installation: nvidia-cusolver-cu12 11.6.3.83\n",
" Uninstalling nvidia-cusolver-cu12-11.6.3.83:\n",
" Successfully uninstalled nvidia-cusolver-cu12-11.6.3.83\n",
" Attempting uninstall: gradio-client\n",
" Found existing installation: gradio_client 1.10.1\n",
" Uninstalling gradio_client-1.10.1:\n",
" Successfully uninstalled gradio_client-1.10.1\n",
" Attempting uninstall: diffusers\n",
" Found existing installation: diffusers 0.34.0\n",
" Uninstalling diffusers-0.34.0:\n",
" Successfully uninstalled diffusers-0.34.0\n",
" Attempting uninstall: transformers\n",
" Found existing installation: transformers 4.53.2\n",
" Uninstalling transformers-4.53.2:\n",
" Successfully uninstalled transformers-4.53.2\n",
" Attempting uninstall: gradio\n",
" Found existing installation: gradio 5.31.0\n",
" Uninstalling gradio-5.31.0:\n",
" Successfully uninstalled gradio-5.31.0\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"blosc2 3.5.1 requires numpy>=1.26, but you have numpy 1.25.2 which is incompatible.\n",
"opencv-python-headless 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 1.25.2 which is incompatible.\n",
"tensorflow 2.18.0 requires numpy<2.1.0,>=1.26.0, but you have numpy 1.25.2 which is incompatible.\n",
"thinc 8.3.6 requires numpy<3.0.0,>=2.0.0, but you have numpy 1.25.2 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed brotli-1.1.0 cfgv-3.4.0 chatterbox-tts-0.1.4 conformer-0.3.2 deprecated-1.2.18 diffusers-0.29.0 distlib-0.4.0 gradio-5.44.1 gradio-client-1.12.1 huggingface-hub-0.34.4 identify-2.6.14 jaconv-0.4.0 nodeenv-1.9.1 numpy-1.25.2 nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-cupti-cu12-12.4.127 nvidia-cuda-nvrtc-cu12-12.4.127 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.1.3 nvidia-curand-cu12-10.3.5.147 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nvjitlink-cu12-12.4.127 onnx-1.19.0 pkuseg-0.0.25 pre-commit-4.3.0 pykakasi-2.3.0 resemble-perth-1.0.1 s3tokenizer-0.2.0 tokenizers-0.20.3 transformers-4.46.3 virtualenv-20.34.0\n"
]
},
{
"output_type": "display_data",
"data": {
"application/vnd.colab-display-data+json": {
"pip_warning": {
"packages": [
"numpy"
]
},
"id": "229c626d12934a3faf2f9e0efcdb06d2"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: ml_dtypes in /usr/local/lib/python3.11/dist-packages (0.4.1)\n",
"Collecting ml_dtypes\n",
" Downloading ml_dtypes-0.5.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (8.9 kB)\n",
"Requirement already satisfied: numpy>=1.21 in /usr/local/lib/python3.11/dist-packages (from ml_dtypes) (1.25.2)\n",
"Downloading ml_dtypes-0.5.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (4.9 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/4.9 MB\u001b[0m \u001b[31m74.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: ml_dtypes\n",
" Attempting uninstall: ml_dtypes\n",
" Found existing installation: ml-dtypes 0.4.1\n",
" Uninstalling ml-dtypes-0.4.1:\n",
" Successfully uninstalled ml-dtypes-0.4.1\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"tensorflow 2.18.0 requires ml-dtypes<0.5.0,>=0.4.0, but you have ml-dtypes 0.5.3 which is incompatible.\n",
"tensorflow 2.18.0 requires numpy<2.1.0,>=1.26.0, but you have numpy 1.25.2 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed ml_dtypes-0.5.3\n"
]
}
],
"source": [
"!pip install chatterbox-tts\n",
"!pip install -U ml_dtypes"
]
},
{
"cell_type": "code",
"source": [
"import torch\n",
"from IPython.display import Audio, display\n",
"from chatterbox.tts import ChatterboxTTS\n",
"from huggingface_hub import hf_hub_download\n",
"from safetensors.torch import load_file\n",
"\n",
"# Definisikan repo dan nama file checkpoint\n",
"MODEL_REPO = \"grandhigh/Chatterbox-TTS-Indonesian\"\n",
"CHECKPOINT_FILENAME = \"t3_cfg.safetensors\"\n",
"\n",
"# Inisialisasi model di perangkat CUDA\n",
"model = ChatterboxTTS.from_pretrained(device=\"cuda\")\n",
"\n",
"# Unduh checkpoint dari Hugging Face Hub\n",
"checkpoint_path = hf_hub_download(repo_id=MODEL_REPO, filename=CHECKPOINT_FILENAME)\n",
"t3_state = load_file(checkpoint_path, device=\"cpu\")\n",
"\n",
"# Muat state_dict ke dalam model\n",
"model.t3.load_state_dict(t3_state)\n",
"\n",
"# Kosongkan cache GPU\n",
"torch.cuda.empty_cache()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 281,
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},
"id": "TwXw74ZKTIXU",
"outputId": "805ef361-e497-41d2-e91b-95b95e2ed10f"
},
"execution_count": 1,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"ve.safetensors: 0%| | 0.00/5.70M [00:00"
],
"text/html": [
"\n",
" \n",
" "
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Ganti dengan path ke file audio prompt Anda\n",
"audio_prompt_path = '/content/input.wav'\n",
"\n",
"# Hasilkan audio dengan prompt dan spesifikkan bahasa\n",
"wav_audio_clone = model.generate(\n",
" TEXT_TO_SYNTHESIZE,\n",
" audio_prompt_path=audio_prompt_path\n",
")\n",
"\n",
"# Tampilkan audio di notebook\n",
"display(Audio(wav_audio_clone.numpy(), rate=model.sr))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 182
},
"id": "omyxmQkGUTHZ",
"outputId": "7be137bb-34c9-4127-cedd-f1507e0d5b36"
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:root:Reference mel length is not equal to 2 * reference token length.\n",
"\n",
"/usr/lib/python3.11/contextlib.py:105: FutureWarning: `torch.backends.cuda.sdp_kernel()` is deprecated. In the future, this context manager will be removed. Please see `torch.nn.attention.sdpa_kernel()` for the new context manager, with updated signature.\n",
" self.gen = func(*args, **kwds)\n",
"Sampling: 26%|██▋ | 264/1000 [00:09<00:26, 27.87it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"text/html": [
"\n",
" \n",
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}