itsayushpandey commented on code in PR #32018:
URL: https://github.com/apache/beam/pull/32018#discussion_r1724290190
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examples/notebooks/beam-ml/rag_usecase/opensearch_rag_pipeline.ipynb:
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@@ -0,0 +1,1779 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "aab0b3c8-f952-4db8-8026-74d4d0d18f2c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# @title ###### Licensed to the Apache Software Foundation (ASF), Version
2.0 (the \"License\")\n",
+ "\n",
+ "# Licensed to the Apache Software Foundation (ASF) under one\n",
+ "# or more contributor license agreements. See the NOTICE file\n",
+ "# distributed with this work for additional information\n",
+ "# regarding copyright ownership. The ASF licenses this file\n",
+ "# to you under the Apache License, Version 2.0 (the\n",
+ "# \"License\"); you may not use this file except in compliance\n",
+ "# with the License. You may obtain a copy of the License at\n",
+ "#\n",
+ "# http://www.apache.org/licenses/LICENSE-2.0\n";,
+ "#\n",
+ "# Unless required by applicable law or agreed to in writing,\n",
+ "# software distributed under the License is distributed on an\n",
+ "# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n",
+ "# KIND, either express or implied. See the License for the\n",
+ "# specific language governing permissions and limitations\n",
+ "# under the License"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "62a8c341-3092-48f7-a4b6-c586414d2c83",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "Requirement already satisfied: charset-normalizer<4,>=2 in
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+ "Requirement already satisfied: idna<4,>=2.5 in
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+ "\u001b[31mERROR: Could not find a version that satisfies the
requirement opensearch==2.1.0 (from versions: 0.5, 0.6, 0.7, 0.8, 0.9, 0.9.1,
0.9.2)\u001b[0m\u001b[31m\n",
+ "\u001b[0m\u001b[31mERROR: No matching distribution found for
opensearch==2.1.0\u001b[0m\u001b[31m\n",
+ "\u001b[0mRequirement already satisfied: langchain==0.1.14 in
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+ "Requirement already satisfied: certifi>=2017.4.17 in
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+ "Requirement already satisfied: greenlet!=0.4.17 in
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+ "Requirement already satisfied: mypy-extensions>=0.3.0 in
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(1.0.0)\n"
+ ]
+ }
+ ],
+ "source": [
+ "#installing dependencies\n",
+ "!pip install pandas==1.4.4\n",
+ "!pip install numpy==1.24.4\n",
+ "!pip install apache_beam==2.56.0\n",
+ "!pip install opensearch==2.1.0\n",
+ "!pip install langchain==0.1.14 #used for chunking"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "697ad0fa-7625-4a27-b1b7-72eda94748a2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import apache_beam as beam\n",
+ "import pandas as pd\n",
+ "from apache_beam.ml.transforms.base import MLTransform\n",
+ "from apache_beam.transforms.enrichment import Enrichment\n",
+ "from apache_beam.ml.transforms.embeddings.huggingface import
SentenceTransformerEmbeddings\n",
+ "import tempfile\n",
+ "import json\n",
+ "\n",
+ "from opensearchpy import OpenSearch\n",
+ "from opensearch_connector import *\n",
+ "from opensearch_enrichment import *\n",
+ "from chunks_generation import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "3d274890-4e6b-4a3d-b682-9fc6e21e5cca",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'2.56.0'"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#To check beam version installed \n",
+ "beam.__version__"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "84d2e424-2747-421b-8ab0-8416992536b6",
+ "metadata": {},
+ "source": [
+ "Next we load the Opensearch credentials that will be needed in access
during following steps. It reads credentials from environment. Please replace
the values in the file before running this."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "5948f80b-65fa-4416-b7be-803c56477b72",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from dotenv import load_dotenv\n",
+ "\n",
+ "load_dotenv('credentials.env')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "394e2ebf-9553-4464-b6a3-1386ef57f24b",
+ "metadata": {},
+ "source": [
+ "# Reading json data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "006fdc19-e16a-4142-9653-b0c0a7e63b8e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('hf_small_wikipedia.json', 'r') as j:\n",
+ " contents = json.loads(j.read())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "213fb96c-a641-4688-b083-96fd762608aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "list"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(contents)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bdc5047c-8539-4381-84fd-5660f9829a10",
+ "metadata": {},
+ "source": [
+ "# Creating a Search Index¶\n",
+ "### Next few cells will show how to specify and create a search index in
OpenSearch vector DB. \n",
+ "\n",
+ "Set some constants for defining our index like the distance metric and
the index name.\n",
+ "\n",
+ "Define the index schema with OpenSearchSearch fields.\n",
+ "\n",
+ "Create the index.\n",
+ "\n",
+ "Index creation is neeeded only once."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "c32bad0c-c976-46a7-b43c-3887fc964b51",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:PUT https://localhost:9200/embeddings-index [status:200
request:0.351s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "http_auth = [os.environ['OPENSEARCH_USERNAME'],
os.environ['OPENSEARCH_PASSWORD']]\n",
+ "client = OpenSearch(hosts = ['https://localhost:9200'],\n",
+ " http_auth = http_auth,\n",
+ " verify_certs = False\n",
+ " )\n",
+ "\n",
+ "index_name = 'embeddings-index'\n",
+ "\n",
+ "index_body = {\n",
+ " \"settings\": {\n",
+ " \"index.knn\": True\n",
+ " },\n",
+ " \"mappings\": {\n",
+ " \"properties\": {\n",
+ " \"title_vector\": {\n",
+ " \"type\": \"knn_vector\",\n",
+ " \"dimension\": 384,\n",
+ " \"method\": {\n",
+ " \"engine\": \"faiss\",\n",
+ " \"name\": \"hnsw\"\n",
+ " }\n",
+ " },\n",
+ " \"text_vector\": {\n",
+ " \"type\": \"knn_vector\",\n",
+ " \"dimension\": 384,\n",
+ " \"method\": {\n",
+ " \"engine\": \"faiss\",\n",
+ " \"name\": \"hnsw\"\n",
+ " }\n",
+ " },\n",
+ " \"id\": {\n",
+ " \"type\": \"long\"\n",
+ " },\n",
+ " \"url\": {\n",
+ " \"type\": \"text\"\n",
+ " },\n",
+ " \"title\": {\n",
+ " \"type\": \"text\"\n",
+ " },\n",
+ " \"text\": {\n",
+ " \"type\": \"text\"\n",
+ " },\n",
+ " \"section_id\": {\n",
+ " \"type\": \"long\"\n",
+ " }\n",
+ " }\n",
+ "}}\n",
+ "\n",
+ "response = client.indices.create(index_name, body=index_body)\n",
+ "\n",
+ "# Command for deleting an index\n",
+ "# response = client.indices.delete(index = index_name)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5ebc23b0-f3e6-484e-bf64-a07c97489ccf",
+ "metadata": {},
+ "source": [
+ "# Creating Knowledge Base in OpenSearch Vector Database¶\n",
+ "After creating a search index, we can load documents into it. We will use
the same documents we used in the previous cell. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e4a9d492-e826-4101-a21b-49b88933dce1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:root:Missing pipeline option (runner). Executing pipeline using
the default runner: DirectRunner.\n",
+
"WARNING:apache_beam.runners.interactive.interactive_environment:Dependencies
required for Interactive Beam PCollection visualization are not available,
please use: `pip install apache-beam[interactive]` to install necessary
dependencies to enable all data visualization features.\n"
+ ]
+ },
+ {
+ "data": {
+ "application/javascript": [
+ "\n",
+ " if (typeof window.interactive_beam_jquery == 'undefined') {\n",
+ " var jqueryScript = document.createElement('script');\n",
+ " jqueryScript.src =
'https://code.jquery.com/jquery-3.4.1.slim.min.js';\n",
+ " jqueryScript.type = 'text/javascript';\n",
+ " jqueryScript.onload = function() {\n",
+ " var datatableScript = document.createElement('script');\n",
+ " datatableScript.src =
'https://cdn.datatables.net/1.10.20/js/jquery.dataTables.min.js';\n",
+ " datatableScript.type = 'text/javascript';\n",
+ " datatableScript.onload = function() {\n",
+ " window.interactive_beam_jquery =
jQuery.noConflict(true);\n",
+ "
window.interactive_beam_jquery(document).ready(function($){\n",
+ " \n",
+ " });\n",
+ " }\n",
+ " document.head.appendChild(datatableScript);\n",
+ " };\n",
+ " document.head.appendChild(jqueryScript);\n",
+ " } else {\n",
+ "
window.interactive_beam_jquery(document).ready(function($){\n",
+ " \n",
+ " });\n",
+ " }"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "INFO:apache_beam.runners.worker.statecache:Creating state cache with
size 104857600\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "2024-08-17 12:28:49.961311: I
tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is
optimized to use available CPU instructions in performance-critical
operations.\n",
+ "To enable the following instructions: AVX2 FMA, in other operations,
rebuild TensorFlow with the appropriate compiler flags.\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n"
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+ "output_type": "stream",
+ "text": [
+
"/usr/local/lib/python3.10/site-packages/opensearchpy/connection/http_urllib3.py:208:
UserWarning: Connecting to https://localhost:9200 using SSL with
verify_certs=False is insecure.\n",
+ " warnings.warn(\n",
+ "INFO:opensearch_connector:Adding Docs in DB: 10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:1.352s]\n"
+ ]
+ },
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https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.103s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.079s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.093s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.076s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.079s]\n"
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.165s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.089s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.088s]\n"
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.077s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.060s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.067s]\n"
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.067s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.082s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.054s]\n"
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.063s]\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.057s]\n"
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
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[status:200 request:0.066s]\n",
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+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.057s]\n",
+ "INFO:opensearch_connector:Adding Docs in DB: 10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.070s]\n",
+ "INFO:opensearch_connector:Adding Docs in DB: 10\n",
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.086s]\n"
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InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.064s]\n",
+ "INFO:opensearch_connector:Adding Docs in DB: 10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.083s]\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "da1a46a3cb6b4543aad1597240194ad6",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Batches: 0%| | 0/1 [00:00<?, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6218c7f94a104641846dcef9b01a6075",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Batches: 0%| | 0/1 [00:00<?, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:opensearch_connector:Adding Docs in DB: 9\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk?refresh=true
[status:200 request:0.066s]\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "b531195780c441f286906eb685437811",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Batches: 0%| | 0/1 [00:00<?, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "0f97a99954354e9eb19c340a85508d1c",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Batches: 0%| | 0/1 [00:00<?, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:root:BatchElements statistics: element_count=349 batch_count=27
next_batch_size=4 timings=[(1, 0.18766427040100098), (2, 0.5434770584106445),
(1, 0.18743109703063965), (2, 0.28671717643737793), (1, 0.180436372756958), (2,
0.2946739196777344), (1, 0.23954296112060547), (2, 0.2287900447845459), (4,
0.6388511657714844), (6, 0.7156858444213867), (7, 0.8332958221435547), (13,
1.1533119678497314), (12, 1.2309019565582275), (14, 1.1411330699920654), (19,
1.4424619674682617), (19, 1.1780219078063965), (24, 1.7884211540222168), (19,
1.191762924194336), (26, 1.8830091953277588), (32, 2.3361740112304688), (29,
1.9658150672912598), (26, 1.5100517272949219), (26, 1.811798095703125), (32,
2.051542043685913), (26, 1.5136959552764893), (2, 0.44672513008117676)]\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.075s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.087s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.084s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.083s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.076s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.071s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.067s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.074s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.082s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.085s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.071s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.082s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.071s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.067s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.068s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.065s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.068s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.076s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.069s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.062s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.079s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.071s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.065s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.089s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.088s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.072s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.083s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.074s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.066s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.087s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.091s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.096s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.111s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=10\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.149s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n",
+ "INFO:opensearch_connector:Insert Embeddings in opensearch DB,
count=9\n",
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/_bulk [status:200
request:0.155s]\n",
+ "INFO:opensearch_connector:Insert Embeddings done\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Insertion Pipeline\n",
+ "import os\n",
+ "\n",
+ "artifact_location = tempfile.mkdtemp()\n",
+ "generate_embedding_fn =
SentenceTransformerEmbeddings(model_name='all-MiniLM-L6-v2',\n",
+ "
columns=['title','text'])\n",
+ "with beam.Pipeline() as p:\n",
+ " embeddings = (\n",
+ " p \n",
+ " | \"Read data\" >> beam.Create(contents)\n",
+ " | \"Generate text chunks\" >> ChunksGeneration(chunk_size = 500,
chunk_overlap = 0, chunking_strategy = ChunkingStrategy.SPLIT_BY_TOKENS)\n",
+ " | \"Insert document in openSearch\" >>
InsertDocInOpenSearch(host='https://localhost',
username=os.environ['OPENSEARCH_USERNAME'],
password=os.environ['OPENSEARCH_PASSWORD'], port=9200, batch_size = 10)\n",
+ " | \"Generate Embeddings\" >>
MLTransform(write_artifact_location=artifact_location).with_transform(generate_embedding_fn)
\n",
+ " | \"Insert Embedding in openSearch\" >>
InsertEmbeddingInOpenSearch(host='https://localhost',
username=os.environ['OPENSEARCH_USERNAME'],
password=os.environ['OPENSEARCH_PASSWORD'], port=9200, batch_size = 10,
embedded_columns=['title','text'])\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c75493ee-e17f-447d-aaac-0c4b0f20d977",
+ "metadata": {},
+ "source": [
+ "### Pipeline Steps:\n",
+ "Now that we have ingested the documents in OpenSearch, we will create a
embeddings transform, which is used for storing the text and its embedding in
openSearch vector db"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f546c5fe-44c7-4900-8e36-4dba3784fe2e",
+ "metadata": {},
+ "source": [
+ "# Running Search Queries/ Perform Enrichment"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bcb0d1e2-0f46-47d3-9e08-e3ac15a589ed",
+ "metadata": {},
+ "source": [
+ "### Pipeline Steps:\n",
+ "Create a search transform, which emits the document Id, vector score
along with the matching text from knowledge base"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "021c77ad-9df7-438a-9fe1-3599fa8c02a2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:root:Missing pipeline option (runner). Executing pipeline using
the default runner: DirectRunner.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "WARNING:root:This output type hint will be ignored and not used for
type-checking purposes. Typically, output type hints for a PTransform are
single (or nested) types wrapped by a PCollection, PDone, or None. Got:
Union[Tuple[apache_beam.pvalue.PCollection[~MLTransformOutputT],
apache_beam.pvalue.PCollection[apache_beam.pvalue.Row]],
apache_beam.pvalue.PCollection[~MLTransformOutputT]] instead.\n",
+ "INFO:apache_beam.runners.worker.statecache:Creating state cache with
size 104857600\n",
+ "INFO:sentence_transformers.SentenceTransformer:Load pretrained
SentenceTransformer: all-MiniLM-L6-v2\n",
+ "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name:
mps\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "17eda44920fd403394c94fbc90598b6a",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Batches: 0%| | 0/1 [00:00<?, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py:1095:
InsecureRequestWarning: Unverified HTTPS request is being made to host
'localhost'. Adding certificate verification is strongly advised. See:
https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n";,
+ " warnings.warn(\n",
+ "INFO:opensearch:POST https://localhost:9200/embeddings-index/_search
[status:200 request:0.315s]\n",
+ "INFO:opensearch_enrichment:Enrichment_results\n",
+ "INFO:root:BatchElements statistics: element_count=1 batch_count=1
next_batch_size=1 timings=[]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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Review Comment:
Done
##########
examples/notebooks/beam-ml/rag_usecase/opensearch_enrichment.py:
##########
@@ -0,0 +1,130 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements. See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""This module implements enrichment classes to implement semantic search on
opensearch Vector DB.
+
+
+opensearch :Enrichment Handler
+-----------------
+:class:`opensearchEnrichmentHandler` is a ``EnrichmentSourceHandler`` that
performs enrichment/search
+by fetching the similar text to the user query/prompt from the knowledge base
(opensearch vector DB) and returns
+the similar text along with its embeddings as Beam.Row Object.
+
+Example usage::
+ opensearch_handler =
opensearchEnrichmentHandler(opensearch_host='127.0.0.1', opensearch_port=6379)
+
+ pipeline | Enrichment(opensearch_handler)
+
+No backward compatibility guarantees. Everything in this module is
experimental.
+"""
+
+import logging
+
+
+from opensearchpy import OpenSearch
+from typing import Optional
+import os
+
+import apache_beam as beam
+from apache_beam.transforms.enrichment import EnrichmentSourceHandler
+from apache_beam.transforms.enrichment_handlers.utils import ExceptionLevel
+
+__all__ = [
+ 'OpenSearchEnrichmentHandler',
+]
+
+# Set the logging level to reduce verbose information
+import logging
+
+logging.root.setLevel(logging.INFO)
+logger = logging.getLogger(__name__)
+
+
+class OpenSearchEnrichmentHandler(EnrichmentSourceHandler[beam.Row, beam.Row]):
+ """A handler for :class:`apache_beam.transforms.enrichment.Enrichment`
+ transform to interact with opensearch vector DB.
+ """
+ def __init__(
+ self,
+ opensearch_host: str,
+ opensearch_port: int,
+ username: Optional[str] = os.getenv("OPENSEARCH_USERNAME"),
+ password: Optional[str] = os.getenv("OPENSEARCH_PASSWORD"),
+ index_name: str = "embeddings-index",
+ vector_field: str = "text_vector",
+ k: int = 1,
+ ):
+
+ """Args:
+ opensearch_host (str): opensearch Host to connect to opensearch DB
+ opensearch_port (int): opensearch Port to connect to opensearch DB
+ index_name (str): Index Name created for searching in opensearch DB
+ vector_field (str): vector field to compute similarity score in
vector DB
+ k (int): Value of K in KNN algorithm for searching in opensearch
+ """
+ self.opensearch_host = opensearch_host
+ self.opensearch_port = opensearch_port
+ self.username = username
+ self.password = password
+ self.index_name = index_name
+ self.vector_field = vector_field
+ self.k = k
+ self.client = None
+
+ def __enter__(self):
+ """connect to the opensearch DB using opensearch client.
+ """
+
+ if self.client is None:
+ http_auth = [self.username, self.password]
+ self.client =
OpenSearch(hosts=[f'{self.opensearch_host}:{self.opensearch_port}'],
+ http_auth=http_auth,
+ verify_certs=False)
+
+ def __call__(self, request: beam.Row, *args, **kwargs):
+ """
+ Reads a row from the opensearch Vector DB and returns
+ a `Tuple` of request and response.
+
+ Args:
+ request: the input `beam.Row` to enrich.
+ """
+
+ # read embedding vector for user query
+
+ embedded_query = request['text']
+
+ # Prepare the Query
+ query = {
+ 'size': 5,
Review Comment:
Done
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