Updated notebook dependencies for Colab.
Signed-off-by: Morgan Funtowicz <morgan@huggingface.co>
This commit is contained in:
Morgan Funtowicz
parent
be02176a4b
commit
7ac47bfe69
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@ -77,21 +77,93 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"outputs": [],
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"source": [
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"!pip install transformers"
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],
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"execution_count": 1,
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"is_executing": false,
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"name": "#%% code\n"
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},
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: transformers in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (2.5.1)\n",
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"Requirement already satisfied: filelock in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (3.0.12)\n",
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"Requirement already satisfied: sentencepiece in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (0.1.83)\n",
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"Requirement already satisfied: boto3 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (1.12.0)\n",
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"Requirement already satisfied: requests in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (2.22.0)\n",
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"Requirement already satisfied: numpy in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (1.18.1)\n",
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"Requirement already satisfied: sacremoses in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (0.0.35)\n",
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"Requirement already satisfied: tokenizers==0.5.2 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (0.5.2)\n",
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"Requirement already satisfied: regex!=2019.12.17 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (2020.1.8)\n",
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"Requirement already satisfied: tqdm>=4.27 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from transformers) (4.42.1)\n",
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"Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from boto3->transformers) (0.3.3)\n",
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"Requirement already satisfied: botocore<1.16.0,>=1.15.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from boto3->transformers) (1.15.0)\n",
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"Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from boto3->transformers) (0.9.4)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests->transformers) (2019.11.28)\n",
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"Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests->transformers) (2.8)\n",
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests->transformers) (1.25.8)\n",
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"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests->transformers) (3.0.4)\n",
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"Requirement already satisfied: joblib in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from sacremoses->transformers) (0.14.0)\n",
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"Requirement already satisfied: click in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from sacremoses->transformers) (7.0)\n",
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"Requirement already satisfied: six in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from sacremoses->transformers) (1.14.0)\n",
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"Requirement already satisfied: docutils<0.16,>=0.10 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from botocore<1.16.0,>=1.15.0->boto3->transformers) (0.15.2)\n",
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"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from botocore<1.16.0,>=1.15.0->boto3->transformers) (2.8.1)\n",
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"Requirement already satisfied: tensorflow==2.1.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (2.1.0)\n",
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"Requirement already satisfied: termcolor>=1.1.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.1.0)\n",
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"Requirement already satisfied: keras-preprocessing>=1.1.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.1.0)\n",
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"Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (3.1.0)\n",
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"Requirement already satisfied: protobuf>=3.8.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (3.11.4)\n",
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"Requirement already satisfied: numpy<2.0,>=1.16.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.18.1)\n",
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"Requirement already satisfied: tensorboard<2.2.0,>=2.1.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (2.1.0)\n",
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"Requirement already satisfied: keras-applications>=1.0.8 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.0.8)\n",
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"Requirement already satisfied: wrapt>=1.11.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.11.2)\n",
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"Requirement already satisfied: six>=1.12.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.14.0)\n",
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"Requirement already satisfied: tensorflow-estimator<2.2.0,>=2.1.0rc0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (2.1.0)\n",
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"Requirement already satisfied: scipy==1.4.1; python_version >= \"3\" in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.4.1)\n",
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"Requirement already satisfied: google-pasta>=0.1.6 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (0.1.8)\n",
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"Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (0.34.2)\n",
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"Requirement already satisfied: grpcio>=1.8.6 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (1.16.1)\n",
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"Requirement already satisfied: absl-py>=0.7.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (0.9.0)\n",
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"Requirement already satisfied: gast==0.2.2 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (0.2.2)\n",
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"Requirement already satisfied: astor>=0.6.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorflow==2.1.0) (0.8.0)\n",
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"Requirement already satisfied: setuptools in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from protobuf>=3.8.0->tensorflow==2.1.0) (45.2.0.post20200210)\n",
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"Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (1.11.2)\n",
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"Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (0.4.1)\n",
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"Requirement already satisfied: markdown>=2.6.8 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (3.1.1)\n",
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"Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (1.0.0)\n",
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"Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (2.22.0)\n",
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"Requirement already satisfied: h5py in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from keras-applications>=1.0.8->tensorflow==2.1.0) (2.10.0)\n",
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"Requirement already satisfied: rsa<4.1,>=3.1.4 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (4.0)\n",
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"Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (4.0.0)\n",
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"Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (0.2.8)\n",
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"Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (1.3.0)\n",
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"Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (2.8)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (2019.11.28)\n",
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"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (3.0.4)\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (1.25.8)\r\n",
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"Requirement already satisfied: pyasn1>=0.1.3 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from rsa<4.1,>=3.1.4->google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (0.4.8)\r\n",
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"Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/Caskroom/miniconda/base/envs/huggingface/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.2.0,>=2.1.0->tensorflow==2.1.0) (3.1.0)\r\n"
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]
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}
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}
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],
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"source": [
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"!pip install transformers\n",
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"!pip install tensorflow==2.1.0"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 74,
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"execution_count": 2,
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"metadata": {
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"pycharm": {
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"is_executing": false,
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@ -102,10 +174,10 @@
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{
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"data": {
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"text/plain": [
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"<torch.autograd.grad_mode.set_grad_enabled at 0x1af62fd450>"
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"<torch.autograd.grad_mode.set_grad_enabled at 0x102c0ce10>"
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]
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},
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"execution_count": 74,
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"execution_count": 75,
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"execution_count": 3,
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"metadata": {
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"pycharm": {
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"is_executing": false,
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@ -133,7 +205,7 @@
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"\n",
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"# We need to create the model and tokenizer\n",
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"model = AutoModel.from_pretrained(MODEL_NAME)\n",
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"tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) "
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"tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)"
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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",
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"execution_count": 76,
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"execution_count": 4,
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"metadata": {
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"pycharm": {
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"is_executing": false,
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Tokens: ['[CLS]', 'This', 'is', 'an', 'input', 'example', '[SEP]']\n",
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"Tokens id: [101, 1188, 1110, 1126, 7758, 1859, 102]\n",
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"Tokens: ['This', 'is', 'an', 'input', 'example']\n",
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"Tokens id: [1188, 1110, 1126, 7758, 1859]\n",
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"Tokens PyTorch: tensor([[ 101, 1188, 1110, 1126, 7758, 1859, 102]])\n",
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"Tokenwise output: torch.Size([1, 7, 768]), Pooled output: torch.Size([1, 768])\n"
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"Tokenw ise output: torch.Size([1, 7, 768]), Pooled output: torch.Size([1, 768])\n"
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]
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}
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],
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"tokens_ids = tokenizer.convert_tokens_to_ids(tokens)\n",
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"print(\"Tokens id: {}\".format(tokens_ids))\n",
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"\n",
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"# Add the required special tokens\n",
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"tokens_ids = tokenizer.build_inputs_with_special_tokens(tokens_ids)\n",
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"\n",
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"# We need to convert to a Deep Learning framework specific format, let's use PyTorch for now.\n",
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"tokens_pt = torch.tensor([tokens_ids])\n",
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"print(\"Tokens PyTorch: {}\".format(tokens_pt))\n",
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"\n",
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"# Now we're ready to go through BERT with out input\n",
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"outputs, pooled = model(tokens_pt)\n",
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"print(\"Tokenwise output: {}, Pooled output: {}\".format(outputs.shape, pooled.shape))"
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"print(\"Tokenw ise output: {}, Pooled output: {}\".format(outputs.shape, pooled.shape))"
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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",
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"execution_count": 77,
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"execution_count": 5,
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"metadata": {
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"pycharm": {
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"is_executing": false,
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{
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"execution_count": 78,
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"metadata": {},
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"execution_count": 6,
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"metadata": {
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"pycharm": {
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"is_executing": false
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"cell_type": "code",
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"execution_count": 79,
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"metadata": {},
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"execution_count": 7,
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"metadata": {
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"pycharm": {
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"is_executing": false
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}
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},
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"outputs": [
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},
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{
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"cell_type": "code",
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"execution_count": 80,
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"metadata": {},
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"execution_count": null,
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"metadata": {
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"pycharm": {
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"is_executing": false
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}
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},
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"outputs": [],
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"source": [
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"from transformers import TFBertModel, BertModel\n",
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},
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{
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"cell_type": "code",
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"execution_count": 81,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"output differences: 2.971128560602665e-05\n",
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"pooled differences: -8.576549589633942e-06\n"
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]
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"execution_count": null,
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"metadata": {
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"pycharm": {
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"is_executing": false
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}
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],
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},
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"outputs": [],
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"source": [
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"# transformers generates a ready to use dictionary with all the required parameters for the specific framework.\n",
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"input_tf = tokenizer.encode_plus(\"This is a sample input\", return_tensors=\"tf\")\n",
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@ -422,20 +504,13 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 82,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"CPU times: user 57.1 ms, sys: 2.44 ms, total: 59.5 ms\n",
|
||||
"Wall time: 35.5 ms\n",
|
||||
"CPU times: user 98.8 ms, sys: 725 µs, total: 99.5 ms\n",
|
||||
"Wall time: 50 ms\n"
|
||||
]
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"pycharm": {
|
||||
"is_executing": false
|
||||
}
|
||||
],
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from transformers import DistilBertModel\n",
|
||||
"\n",
|
||||
|
|
@ -466,8 +541,12 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 83,
|
||||
"metadata": {},
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"pycharm": {
|
||||
"is_executing": false
|
||||
}
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Let's load German BERT from the Bavarian State Library\n",
|
||||
|
|
@ -503,13 +582,13 @@
|
|||
"pycharm": {
|
||||
"stem_cell": {
|
||||
"cell_type": "raw",
|
||||
"source": [],
|
||||
"metadata": {
|
||||
"collapsed": false
|
||||
}
|
||||
},
|
||||
"source": []
|
||||
}
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 1
|
||||
}
|
||||
}
|
||||
|
|
|
|||
Loading…
Reference in New Issue