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Update notebook 16 to TF 2.1

main
Aurélien Geron 2020-04-06 15:22:22 +12:00
parent a22f9e578e
commit ba6c75d6e5
1 changed files with 5 additions and 8 deletions
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13
16_nlp_with_rnns_and_attention.ipynb
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@ -66,7 +66,7 @@
"from tensorflow import keras\n", "from tensorflow import keras\n",
"assert tf.__version__ >= \"2.0\"\n", "assert tf.__version__ >= \"2.0\"\n",
"\n", "\n",
"if not tf.test.is_gpu_available():\n", "if not tf.config.list_physical_devices('GPU'):\n",
" print(\"No GPU was detected. LSTMs and CNNs can be very slow without a GPU.\")\n", " print(\"No GPU was detected. LSTMs and CNNs can be very slow without a GPU.\")\n",
" if IS_COLAB:\n", " if IS_COLAB:\n",
" print(\"Go to Runtime > Change runtime and select a GPU hardware accelerator.\")\n", " print(\"Go to Runtime > Change runtime and select a GPU hardware accelerator.\")\n",
@ -317,12 +317,9 @@
"source": [ "source": [
"model = keras.models.Sequential([\n", "model = keras.models.Sequential([\n",
" keras.layers.GRU(128, return_sequences=True, input_shape=[None, max_id],\n", " keras.layers.GRU(128, return_sequences=True, input_shape=[None, max_id],\n",
" # no dropout in stateful RNN (https://github.com/ageron/handson-ml2/issues/32)\n", " dropout=0.2, recurrent_dropout=0.2),\n",
" # dropout=0.2, recurrent_dropout=0.2,\n",
" ),\n",
" keras.layers.GRU(128, return_sequences=True,\n", " keras.layers.GRU(128, return_sequences=True,\n",
" # dropout=0.2, recurrent_dropout=0.2\n", " dropout=0.2, recurrent_dropout=0.2),\n",
" ),\n",
" keras.layers.TimeDistributed(keras.layers.Dense(max_id,\n", " keras.layers.TimeDistributed(keras.layers.Dense(max_id,\n",
" activation=\"softmax\"))\n", " activation=\"softmax\"))\n",
"])\n", "])\n",
@ -1237,7 +1234,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.7.3" "version": "3.7.6"
}, },
"nav_menu": {}, "nav_menu": {},
"toc": { "toc": {
@ -1251,5 +1248,5 @@
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 1 "nbformat_minor": 2
} }