message: Fix the formatting
diff: "metadata": {},
  "source": [
  "## Build embedding_plugin ##\n",
  - "**1.**<br>\n",
  "Before you can use the embedding_plugin, you must first build HugeCTR. You can do so by running the following commands:\n",
  "```shell\n",
  "$ git clone https://github.com/NVIDIA/HugeCTR.git\n",
  "cell_type": "markdown",
  "metadata": {},
  "source": [
  - "+ ```python\n",
  + " ```python\n",
  " init(visiable_gpus, seed=0, key_type='int64', value_type='float', batch_size=1, batch_size_eval=1)\n",
  " ```\n",
  " \n",
  "cell_type": "markdown",
  "metadata": {},
  "source": [
  - "+ ```python\n",
  + " ```python\n",
  " embedding_name = create_embedding(init_value, name_='hugectr_embedding', embedding_type='localized',\n",
  " optimizer_type='Adam', max_vocabulary_size_per_gpu=1, slot_size_array=[],\n",
  " opt_hparams=[0.001], update_type='Local', atomic_update=true, scaler=1.0,\n",
  "cell_type": "markdown",
  "metadata": {},
  "source": [
  - "+ ```python\n",
  + " ```python\n",
  " forward_result = fprop(sparse_indices, values, dense_shape, embedding_name, \n",
  " bp_trigger, output_type, is_training=True)\n",
  " ```\n",
  "cell_type": "markdown",
  "metadata": {},
  "source": [
  - "+ ```python\n",
  + " ```python\n",
  " forward_result = fprop_v3(embedding_name, row_offsets, value_tensors, nnz_array, \n",
  " bp_trigger, output_shape, is_training=True)\n",
  " ```\n",
  "cell_type": "markdown",
  "metadata": {},
  "source": [
  - "+ ```python\n",
  + " ```python\n",
  " save(embedding_name, save_name)\n",
  " ```\n",
  "\n",
  "cell_type": "markdown",
  "metadata": {},
  "source": [
  - "+ ```python\n",
  + " ```python\n",
  " restore(embedding_name, file_name)\n",
  " ```\n",
  " \n",
  