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[FSTORE-1239] [APPEND] - Embeddings API Explanation #238

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Feb 21, 2024
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[FSTORE-1239] [APPEND] - Embeddings API Explanation #238

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Embeddings API Explanation
Maxxx-zh Feb 21, 2024
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Maxxx-zh Feb 21, 2024
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Maxxx-zh Feb 21, 2024
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11 changes: 7 additions & 4 deletions advanced_tutorials/recommender-system/3_embeddings_creation.ipynb
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Expand Up @@ -222,7 +222,10 @@
"source": [
"## <span style=\"color:#ff5f27\">🪄 Feature Group Creation </span>\n",
"\n",
"Now to are ready to create a feature group for your candidate embeddings"
"Now you are ready to create a feature group for your candidate embeddings.\n",
"\n",
"To begin with, you need to create your Embedding Index where you will specify the name of the embeddings feature and the embeddings length.\n",
"Then you attach this index to the FG."
]
},
{
Expand All @@ -237,8 +240,8 @@
"emb = embedding.EmbeddingIndex()\n",
"\n",
"emb.add_embedding(\n",
" \"embeddings\", \n",
" len(data_emb[\"embeddings\"].iloc[0]),\n",
" \"embeddings\", # Embeddings feature name\n",
" len(data_emb[\"embeddings\"].iloc[0]), # Embeddings length\n",
")"
]
},
Expand All @@ -251,7 +254,7 @@
"# Get or create the 'candidate_embeddings_fg' feature group\n",
"candidate_embeddings_fg = fs.get_or_create_feature_group(\n",
" name=\"candidate_embeddings_fg\",\n",
" embedding_index=emb,\n",
" embedding_index=emb, # Specify the Embedding Index\n",
" primary_key=['article_id'],\n",
" version=1,\n",
" description='Embeddings for each article',\n",
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