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fixing keyword field and updating client for put_index_template (#339)
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‎supporting-blog-content/vector-search-implementation-guide-api/vector_search_implementation_guide_api.ipynb‎

Lines changed: 64 additions & 84 deletions
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@@ -90,29 +90,21 @@
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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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"execution_count": 48,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "SL47BJNyl3-r",
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"outputId": "43588d08-9dfb-4b13-9c42-58e071cf3526"
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"outputId": "fa707db7-b6ec-47b4-c802-2d14c346e7bd"
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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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"name": "stdout",
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"text": [
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"{'acknowledged': True}\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"<ipython-input-8-5c7708b710af>:44: DeprecationWarning: The 'body' parameter is deprecated and will be removed in a future version. Instead use individual parameters.\n",
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" response = es.ingest.put_pipeline(id=pipeline_id, body=pipeline)\n"
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]
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}
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],
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"source": [
@@ -169,68 +161,56 @@
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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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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "zNqjEiPZl36N",
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"outputId": "55130ac4-042f-4d65-bc4b-08c6527d85d4"
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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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"{'acknowledged': True}\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"<ipython-input-11-40e8294e4183>:34: ElasticsearchWarning: Legacy index templates are deprecated in favor of composable templates.\n",
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" response = es.indices.put_template(name=\"my_vector_index\",\n"
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]
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}
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],
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"source": [
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"index_patterns = [\"my_vector_index-*\"]\n",
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"\n",
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"order = 1\n",
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"priority = 1\n",
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"\n",
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"settings = {\n",
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" \"number_of_shards\": 1,\n",
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" \"number_of_replicas\": 1,\n",
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" \"index.default_pipeline\": pipeline_id,\n",
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"}\n",
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"\n",
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"mappings = {\n",
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" \"properties\": {\n",
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" \"my_vector\": {\n",
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" \"type\": \"dense_vector\",\n",
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" \"dims\": 768,\n",
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" \"index\": True,\n",
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" \"similarity\": \"dot_product\",\n",
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" },\n",
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" \"my_vector\": {\"type\": \"dense_vector\", \"dims\": 768},\n",
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" \"my_text\": {\"type\": \"text\"},\n",
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" },\n",
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" \"_source\": {\"excludes\": [\"my_vector\"]},\n",
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"}\n",
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"\n",
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"# Exclude `my_vector` from `_source` explicitly\n",
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"source_exclusions = {\"_source\": {\"excludes\": [\"my_vector\"]}}\n",
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"\n",
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"# Create the index template\n",
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"response = es.indices.put_template(\n",
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" name=\"my_vector_index\",\n",
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"# Create the index template using put_index_template\n",
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"response = es.indices.put_index_template(\n",
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" name=\"my_vector_index_template\", # Template name\n",
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" index_patterns=index_patterns,\n",
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" order=order,\n",
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" settings=settings,\n",
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" mappings=mappings,\n",
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" priority=priority,\n",
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" template={\n",
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" \"settings\": settings,\n",
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" \"mappings\": mappings,\n",
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" },\n",
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")\n",
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"\n",
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"\n",
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"# Print the response\n",
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"print(response)"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "I5F6DR8jroEM",
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"outputId": "f1222091-cd17-4d8a-d811-2ac8e55d944e"
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},
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"execution_count": 49,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"{'acknowledged': True}\n"
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]
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}
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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": null,
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"execution_count": 50,
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"metadata": {
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"id": "XbapSs1c-hkd"
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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": null,
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"execution_count": 51,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "bSIJ-AngVmUi",
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"outputId": "49074d6e-1d30-44e1-d565-edac0251eae1"
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"outputId": "c5cdd475-132d-4410-83e8-3557f4e05bb5"
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},
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"outputs": [
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{
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"output_type": "execute_result",
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"data": {
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"text/plain": [
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"ObjectApiResponse({'_shards': {'total': 2, 'successful': 1, 'failed': 0}})"
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]
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},
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"execution_count": 14,
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"metadata": {},
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"output_type": "execute_result"
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"execution_count": 51
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}
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],
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"source": [
@@ -328,22 +308,22 @@
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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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"execution_count": 52,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "xl76_rM4l3iC",
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"outputId": "9a796cf1-4beb-4405-91b9-c323db756d36"
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"outputId": "5d3b4c44-ff3c-4489-b850-e2e1bfc4880a"
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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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"name": "stdout",
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"text": [
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"[{'_id': 'UO5Y3IoB3ljSe18vZY6D',\n",
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"[{'_id': 'PoHEcpIB5JwEUwVjEs6E',\n",
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" '_index': 'my_vector_index-01',\n",
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" '_score': 0.78170115,\n",
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" '_score': 0.7825787,\n",
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" '_source': {'ml': {'inference': {}},\n",
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" 'my_metadata': 'The Dude',\n",
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" 'my_text': \"Hey, careful, man, there's a beverage here!\"}}]\n"
@@ -379,27 +359,27 @@
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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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"execution_count": 53,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "wLY8Q6tEmk06",
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"outputId": "dc4dd649-3a66-4084-cba1-2e0e51984037"
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"outputId": "3f1cc630-6e65-42b8-82eb-b83222fd43ce"
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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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"name": "stdout",
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"text": [
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"[{'_id': 'U-5Y3IoB3ljSe18vZY6D',\n",
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"[{'_id': 'QYHEcpIB5JwEUwVjEs6E',\n",
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" '_index': 'my_vector_index-01',\n",
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" '_score': 1.8080788,\n",
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" '_score': 1.8082356,\n",
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" 'fields': {'my_metadata': ['Walter Sobchak'],\n",
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" 'my_text': ['What do you mean brought it bowling, Dude?']}},\n",
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" {'_id': 'VO5Y3IoB3ljSe18vZY6D',\n",
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" {'_id': 'QoHEcpIB5JwEUwVjEs6E',\n",
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" '_index': 'my_vector_index-01',\n",
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" '_score': 1.2358729,\n",
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" '_score': 1.2366624,\n",
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" 'fields': {'my_metadata': ['Walter Sobchak'],\n",
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" 'my_text': ['Donny was a good bowler, and a good man. He was one '\n",
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" 'of us. He was a man who loved the outdoors... and '\n",
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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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"execution_count": 55,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "yVDMHuM3mla7",
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"outputId": "ebd848da-8ecc-4683-cb81-719f5a12f815"
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"outputId": "b39c13de-a97b-4112-b733-a246cdc7f364"
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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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"name": "stdout",
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"text": [
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"[{'_id': 'UO5Y3IoB3ljSe18vZY6D',\n",
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"[{'_id': 'PoHEcpIB5JwEUwVjEs6E',\n",
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" '_index': 'my_vector_index-01',\n",
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" '_score': 0.59285694,\n",
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" '_score': 0.59394693,\n",
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" 'fields': {'my_metadata': ['The Dude'],\n",
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" 'my_text': [\"Hey, careful, man, there's a beverage here!\"]}}]\n"
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]
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" \"model_text\": \"Did you bring the dog?\",\n",
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" }\n",
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" },\n",
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" \"filter\": {\"term\": {\"my_metadata\": \"The Dude\"}},\n",
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" \"filter\": {\"term\": {\"my_metadata.keyword\": \"The Dude\"}},\n",
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"}\n",
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"\n",
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"fields = [\"my_text\", \"my_metadata\"]\n",
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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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"execution_count": 56,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "jbwinE0fm5-I",
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"outputId": "e8b02f4b-8a89-417f-a892-2e676a812a2d"
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"outputId": "7ae0af99-3260-475b-98fe-2b5d8d165645"
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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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"name": "stdout",
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"text": [
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"[{'_id': 'U-5Y3IoB3ljSe18vZY6D',\n",
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"[{'_id': 'QYHEcpIB5JwEUwVjEs6E',\n",
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" '_index': 'my_vector_index-01',\n",
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" '_score': 0.74352247,\n",
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" '_score': 0.7433834,\n",
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" 'fields': {'my_metadata': ['Walter Sobchak'],\n",
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" 'my_text': ['What do you mean brought it bowling, Dude?']}},\n",
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" {'_id': 'UO5Y3IoB3ljSe18vZY6D',\n",
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" {'_id': 'PoHEcpIB5JwEUwVjEs6E',\n",
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" '_index': 'my_vector_index-01',\n",
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" '_score': 0.6010935,\n",
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" '_score': 0.6028075,\n",
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" 'fields': {'my_metadata': ['The Dude'],\n",
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" 'my_text': [\"Hey, careful, man, there's a beverage here!\"]}}]\n"
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]
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" },\n",
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"}\n",
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"\n",
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"aggs = {\"metadata\": {\"terms\": {\"field\": \"my_metadata\"}}}\n",
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"aggs = {\"metadata\": {\"terms\": {\"field\": \"my_metadata.keyword\"}}}\n",
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"\n",
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"fields = [\"my_text\", \"my_metadata\"]\n",
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"\n",
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},
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"nbformat": 4,
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"nbformat_minor": 0
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}
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}

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