diff --git a/docs/docs/integrations/text_embedding/cohere.ipynb b/docs/docs/integrations/text_embedding/cohere.ipynb
index d13cd450b06a6..4922aaa08c663 100644
--- a/docs/docs/integrations/text_embedding/cohere.ipynb
+++ b/docs/docs/integrations/text_embedding/cohere.ipynb
@@ -1,105 +1,2279 @@
{
"cells": [
+ {
+ "cell_type": "raw",
+ "id": "afaf8039",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "sidebar_label: Cohere\n",
+ "---"
+ ]
+ },
{
"cell_type": "markdown",
- "id": "42f76e43",
+ "id": "9a3d6f34",
"metadata": {},
"source": [
- "# Cohere\n",
+ "# CohereEmbeddings\n",
+ "\n",
+ "This will help you get started with Cohere embedding models using LangChain. For detailed documentation on `CohereEmbeddings` features and configuration options, please refer to the [API reference](https://api.python.langchain.com/en/latest/embeddings/langchain_cohere.embeddings.CohereEmbeddings.html).\n",
+ "\n",
+ "## Overview\n",
+ "### Integration details\n",
"\n",
- "Let's load the Cohere Embedding class."
+ "import { ItemTable } from \"@theme/FeatureTables\";\n",
+ "\n",
+ "<ItemTable category=\"text_embedding\" item=\"Cohere\" />\n",
+ "\n",
+ "## Setup\n",
+ "\n",
+ "To access Cohere embedding models you'll need to create a/an Cohere account, get an API key, and install the `langchain-cohere` integration package.\n",
+ "\n",
+ "### Credentials\n",
+ "\n",
+ "\n",
+ "Head to [cohere.com](https://cohere.com) to sign up to Cohere and generate an API key. Once you’ve done this set the COHERE_API_KEY environment variable:"
]
},
{
"cell_type": "code",
"execution_count": 1,
- "id": "1bfad19b",
+ "id": "36521c2a",
"metadata": {},
"outputs": [],
"source": [
"import getpass\n",
"import os\n",
"\n",
- "os.environ[\"COHERE_API_KEY\"] = getpass.getpass()"
+ "if not os.getenv(\"COHERE_API_KEY\"):\n",
+ " os.environ[\"COHERE_API_KEY\"] = getpass.getpass(\"Enter your Cohere API key: \")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c84fb993",
+ "metadata": {},
+ "source": [
+ "If you want to get automated tracing of your model calls you can also set your [LangSmith](https://docs.smith.langchain.com/) API key by uncommenting below:"
]
},
{
"cell_type": "code",
"execution_count": 2,
- "id": "6b82f59f",
+ "id": "39a4953b",
"metadata": {},
"outputs": [],
"source": [
- "from langchain_cohere import CohereEmbeddings"
+ "# os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n",
+ "# os.environ[\"LANGCHAIN_API_KEY\"] = getpass.getpass(\"Enter your LangSmith API key: \")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d9664366",
+ "metadata": {},
+ "source": [
+ "### Installation\n",
+ "\n",
+ "The LangChain Cohere integration lives in the `langchain-cohere` package:"
]
},
{
"cell_type": "code",
"execution_count": 3,
- "id": "26895c60",
+ "id": "64853226",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython -m pip install --upgrade pip\u001b[0m\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ }
+ ],
+ "source": [
+ "%pip install -qU langchain-cohere"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "45dd1724",
+ "metadata": {},
+ "source": [
+ "## Instantiation\n",
+ "\n",
+ "Now we can instantiate our model object and generate chat completions:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "9ea7a09b",
"metadata": {},
"outputs": [],
"source": [
+ "from langchain_cohere import CohereEmbeddings\n",
+ "\n",
"embeddings = CohereEmbeddings(\n",
- " model=\"embed-english-light-v3.0\"\n",
- ") # It is mandatory to pass a model parameter to initialize the CohereEmbeddings object"
+ " model=\"embed-english-v3.0\",\n",
+ ")"
]
},
{
"cell_type": "code",
- "execution_count": 4,
- "id": "eea52814",
+ "execution_count": 2,
+ "id": "519790ad-fdb0-4e24-8220-4d3a8fed43a3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[[0.0028572083,\n",
+ " 0.015930176,\n",
+ " -0.02935791,\n",
+ " -0.06213379,\n",
+ " 0.017105103,\n",
+ " -0.0024280548,\n",
+ " -0.043701172,\n",
+ " 0.0054473877,\n",
+ " 0.021759033,\n",
+ " 0.045288086,\n",
+ " -0.037963867,\n",
+ " -0.022506714,\n",
+ " 0.03427124,\n",
+ " -0.029769897,\n",
+ " 0.030563354,\n",
+ " -0.01537323,\n",
+ " 0.001830101,\n",
+ " 0.025558472,\n",
+ " -0.026947021,\n",
+ " -0.028076172,\n",
+ " -0.03463745,\n",
+ " -0.029205322,\n",
+ " -0.032958984,\n",
+ " -0.0022850037,\n",
+ " 0.022888184,\n",
+ " 0.0096206665,\n",
+ " -0.02507019,\n",
+ " -0.028717041,\n",
+ " -0.002216339,\n",
+ " -0.027267456,\n",
+ " -0.011619568,\n",
+ " 0.025115967,\n",
+ " 0.032073975,\n",
+ " 0.005722046,\n",
+ " -0.004737854,\n",
+ " 0.031707764,\n",
+ " -0.034698486,\n",
+ " -0.018005371,\n",
+ " -0.0030460358,\n",
+ " -0.0027198792,\n",
+ " -0.016723633,\n",
+ " 0.017730713,\n",
+ " -0.07244873,\n",
+ " -0.015914917,\n",
+ " -0.111816406,\n",
+ " -0.042144775,\n",
+ " -0.031829834,\n",
+ " 0.030212402,\n",
+ " 0.012664795,\n",
+ " 0.04498291,\n",
+ " 0.013641357,\n",
+ " -0.006713867,\n",
+ " -0.008171082,\n",
+ " 0.0647583,\n",
+ " -0.010322571,\n",
+ " -0.0022773743,\n",
+ " -0.017333984,\n",
+ " -0.014122009,\n",
+ " -0.0064468384,\n",
+ " -0.0035114288,\n",
+ " -0.015625,\n",
+ " -0.0011920929,\n",
+ " 0.049682617,\n",
+ " 0.049957275,\n",
+ " -0.022613525,\n",
+ " -0.022033691,\n",
+ " 0.022354126,\n",
+ " 0.017303467,\n",
+ " 0.0065345764,\n",
+ " -0.032165527,\n",
+ " -0.0027770996,\n",
+ " 0.0046157837,\n",
+ " 0.01914978,\n",
+ " -0.012039185,\n",
+ " 0.0011959076,\n",
+ " -0.028427124,\n",
+ " 0.04751587,\n",
+ " 0.037719727,\n",
+ " -0.01626587,\n",
+ " -0.0031280518,\n",
+ " -0.04675293,\n",
+ " -0.010620117,\n",
+ " -0.038116455,\n",
+ " 0.019470215,\n",
+ " -0.019302368,\n",
+ " 0.050628662,\n",
+ " -0.009788513,\n",
+ " -0.058502197,\n",
+ " 0.02204895,\n",
+ " -0.019241333,\n",
+ " -0.016143799,\n",
+ " 0.045013428,\n",
+ " 0.06402588,\n",
+ " 0.027496338,\n",
+ " -0.061340332,\n",
+ " 0.029434204,\n",
+ " -0.014175415,\n",
+ " -0.007980347,\n",
+ " -0.022750854,\n",
+ " 0.00856781,\n",
+ " -0.0077056885,\n",
+ " -0.027923584,\n",
+ " -0.031555176,\n",
+ " -0.020980835,\n",
+ " -0.0079574585,\n",
+ " 0.042114258,\n",
+ " -0.02218628,\n",
+ " -0.0007224083,\n",
+ " 0.028839111,\n",
+ " 0.040008545,\n",
+ " 0.0051116943,\n",
+ " 0.0335083,\n",
+ " 0.00012886524,\n",
+ " 0.016937256,\n",
+ " -0.019607544,\n",
+ " 0.025161743,\n",
+ " 0.031829834,\n",
+ " 0.003835678,\n",
+ " -0.009750366,\n",
+ " 0.0335083,\n",
+ " 0.047821045,\n",
+ " 0.0423584,\n",
+ " 0.022445679,\n",
+ " -0.03326416,\n",
+ " -0.032043457,\n",
+ " -0.008361816,\n",
+ " -0.03567505,\n",
+ " -0.05038452,\n",
+ " 0.032104492,\n",
+ " -0.047729492,\n",
+ " -0.0065574646,\n",
+ " 0.04977417,\n",
+ " -0.115356445,\n",
+ " -0.021514893,\n",
+ " -0.032592773,\n",
+ " 0.023849487,\n",
+ " -0.010597229,\n",
+ " -0.057739258,\n",
+ " -0.012420654,\n",
+ " 0.024734497,\n",
+ " 0.0096206665,\n",
+ " -0.011932373,\n",
+ " 0.050445557,\n",
+ " -0.018997192,\n",
+ " -0.042877197,\n",
+ " 0.015220642,\n",
+ " 0.01259613,\n",
+ " -0.020736694,\n",
+ " -0.012184143,\n",
+ " -0.0101623535,\n",
+ " -0.041625977,\n",
+ " -0.046661377,\n",
+ " 0.025268555,\n",
+ " 0.026535034,\n",
+ " -0.022216797,\n",
+ " 0.04724121,\n",
+ " -0.048187256,\n",
+ " 0.015670776,\n",
+ " -0.02545166,\n",
+ " 0.01108551,\n",
+ " -0.00057029724,\n",
+ " -0.012588501,\n",
+ " 0.0063934326,\n",
+ " -0.049591064,\n",
+ " -0.029418945,\n",
+ " 0.04067993,\n",
+ " -0.029342651,\n",
+ " 0.029449463,\n",
+ " 0.02180481,\n",
+ " 0.068725586,\n",
+ " -0.025939941,\n",
+ " -0.007461548,\n",
+ " 0.021820068,\n",
+ " 0.0184021,\n",
+ " -0.01424408,\n",
+ " 0.01576233,\n",
+ " 0.006378174,\n",
+ " -0.038208008,\n",
+ " 0.0390625,\n",
+ " 0.05770874,\n",
+ " 0.0029125214,\n",
+ " -0.030014038,\n",
+ " -0.015388489,\n",
+ " 0.074645996,\n",
+ " -0.033813477,\n",
+ " -0.016616821,\n",
+ " 0.004497528,\n",
+ " -0.021835327,\n",
+ " 0.01020813,\n",
+ " 0.0020923615,\n",
+ " 0.024490356,\n",
+ " 0.014152527,\n",
+ " -0.026779175,\n",
+ " -0.028671265,\n",
+ " -0.029464722,\n",
+ " -0.04537964,\n",
+ " 0.009483337,\n",
+ " -0.017150879,\n",
+ " -0.014671326,\n",
+ " 0.06188965,\n",
+ " 0.017456055,\n",
+ " -0.003271103,\n",
+ " 0.011375427,\n",
+ " -0.040252686,\n",
+ " -0.020446777,\n",
+ " -0.010520935,\n",
+ " 0.0068130493,\n",
+ " 0.022018433,\n",
+ " 0.03704834,\n",
+ " 0.05050659,\n",
+ " -0.0079422,\n",
+ " 0.008102417,\n",
+ " -0.02268982,\n",
+ " -0.010353088,\n",
+ " -0.032104492,\n",
+ " -0.023254395,\n",
+ " -0.06097412,\n",
+ " 0.028457642,\n",
+ " -0.0079956055,\n",
+ " 0.06719971,\n",
+ " 0.023651123,\n",
+ " -0.02330017,\n",
+ " 0.00082063675,\n",
+ " 0.02583313,\n",
+ " 0.011634827,\n",
+ " -0.0010271072,\n",
+ " -0.021743774,\n",
+ " -0.0060195923,\n",
+ " 0.013313293,\n",
+ " -0.0012722015,\n",
+ " 0.019515991,\n",
+ " 0.014137268,\n",
+ " 0.05340576,\n",
+ " 0.05142212,\n",
+ " -0.027511597,\n",
+ " -0.0152282715,\n",
+ " 0.03086853,\n",
+ " 0.04046631,\n",
+ " 0.0066223145,\n",
+ " 0.0049934387,\n",
+ " 0.004776001,\n",
+ " -0.012176514,\n",
+ " 0.0037765503,\n",
+ " 0.0206604,\n",
+ " 0.007041931,\n",
+ " 0.010635376,\n",
+ " 0.02557373,\n",
+ " 0.005443573,\n",
+ " 0.0075149536,\n",
+ " -0.0054359436,\n",
+ " 0.048065186,\n",
+ " 0.011878967,\n",
+ " 0.045562744,\n",
+ " 0.0030612946,\n",
+ " 0.008171082,\n",
+ " 0.07159424,\n",
+ " 0.009086609,\n",
+ " 0.03265381,\n",
+ " -0.054229736,\n",
+ " 0.021362305,\n",
+ " -0.014671326,\n",
+ " 0.0007405281,\n",
+ " -0.034301758,\n",
+ " -0.0032291412,\n",
+ " -0.051208496,\n",
+ " 0.008598328,\n",
+ " -0.026855469,\n",
+ " 0.026657104,\n",
+ " 0.008125305,\n",
+ " -0.0034675598,\n",
+ " 0.009170532,\n",
+ " -0.020706177,\n",
+ " -0.012878418,\n",
+ " -0.003124237,\n",
+ " 0.029266357,\n",
+ " 0.002571106,\n",
+ " -0.024658203,\n",
+ " -0.017227173,\n",
+ " -0.0034046173,\n",
+ " -0.024932861,\n",
+ " -0.007774353,\n",
+ " 0.026748657,\n",
+ " 5.364418e-07,\n",
+ " 0.013626099,\n",
+ " 0.023513794,\n",
+ " 0.018692017,\n",
+ " -0.007419586,\n",
+ " 0.0039901733,\n",
+ " 0.0036201477,\n",
+ " 0.04876709,\n",
+ " 0.065979004,\n",
+ " 0.029922485,\n",
+ " 0.018554688,\n",
+ " 0.015792847,\n",
+ " 0.05050659,\n",
+ " 0.046875,\n",
+ " 0.04135132,\n",
+ " 0.005115509,\n",
+ " 0.007461548,\n",
+ " -0.020889282,\n",
+ " 0.02973938,\n",
+ " 0.050567627,\n",
+ " 0.0067710876,\n",
+ " -0.011054993,\n",
+ " 0.0047302246,\n",
+ " 0.023254395,\n",
+ " 0.019577026,\n",
+ " 0.026550293,\n",
+ " 0.020141602,\n",
+ " -0.012237549,\n",
+ " 0.0027656555,\n",
+ " 0.0054473877,\n",
+ " 0.0039253235,\n",
+ " -0.027023315,\n",
+ " -0.002872467,\n",
+ " -0.04724121,\n",
+ " -0.008872986,\n",
+ " -0.009727478,\n",
+ " -0.064941406,\n",
+ " -0.017730713,\n",
+ " 0.025024414,\n",
+ " 0.0026359558,\n",
+ " -0.057037354,\n",
+ " -0.0038585663,\n",
+ " 0.018112183,\n",
+ " -0.025222778,\n",
+ " -0.027999878,\n",
+ " -0.03390503,\n",
+ " -0.054718018,\n",
+ " 0.00617218,\n",
+ " 0.04763794,\n",
+ " -0.016723633,\n",
+ " 0.011787415,\n",
+ " -0.036987305,\n",
+ " 0.0096206665,\n",
+ " -0.008079529,\n",
+ " 0.0017185211,\n",
+ " -0.03933716,\n",
+ " -0.024871826,\n",
+ " 0.019546509,\n",
+ " 0.015449524,\n",
+ " 0.013969421,\n",
+ " 0.05404663,\n",
+ " -0.03302002,\n",
+ " -0.055541992,\n",
+ " -0.0057373047,\n",
+ " -0.017684937,\n",
+ " 0.023971558,\n",
+ " -0.043426514,\n",
+ " -0.023544312,\n",
+ " 0.04626465,\n",
+ " -0.03967285,\n",
+ " -0.058563232,\n",
+ " -0.014671326,\n",
+ " 0.049743652,\n",
+ " -0.009262085,\n",
+ " 0.03652954,\n",
+ " 0.043151855,\n",
+ " 0.10961914,\n",
+ " -0.024276733,\n",
+ " -0.0011787415,\n",
+ " -0.026504517,\n",
+ " -0.053894043,\n",
+ " 0.0069503784,\n",
+ " 0.02986145,\n",
+ " -0.008049011,\n",
+ " -0.0020771027,\n",
+ " -0.009498596,\n",
+ " -0.026565552,\n",
+ " 0.017456055,\n",
+ " -0.022857666,\n",
+ " -0.023757935,\n",
+ " -0.009460449,\n",
+ " -0.008651733,\n",
+ " -0.047546387,\n",
+ " 0.048553467,\n",
+ " -0.04067993,\n",
+ " -0.06976318,\n",
+ " 0.020950317,\n",
+ " -0.017181396,\n",
+ " 0.00029063225,\n",
+ " 0.013786316,\n",
+ " 0.046844482,\n",
+ " -0.03201294,\n",
+ " 0.06427002,\n",
+ " -0.0062408447,\n",
+ " -0.006614685,\n",
+ " 0.0072746277,\n",
+ " 0.093933105,\n",
+ " 0.036193848,\n",
+ " -0.0024547577,\n",
+ " -0.022262573,\n",
+ " 0.0040016174,\n",
+ " 0.008369446,\n",
+ " -0.03604126,\n",
+ " -0.0033302307,\n",
+ " 0.0061950684,\n",
+ " -0.019958496,\n",
+ " -0.054595947,\n",
+ " -0.006969452,\n",
+ " 0.031555176,\n",
+ " -0.0026283264,\n",
+ " -0.041931152,\n",
+ " -0.004837036,\n",
+ " -0.07147217,\n",
+ " 0.021896362,\n",
+ " -0.01448822,\n",
+ " -0.031311035,\n",
+ " 0.026870728,\n",
+ " 0.04647827,\n",
+ " -0.050628662,\n",
+ " 0.10809326,\n",
+ " -0.04751587,\n",
+ " 0.037384033,\n",
+ " -0.013580322,\n",
+ " 0.0049324036,\n",
+ " -0.009056091,\n",
+ " 0.033294678,\n",
+ " -0.0004901886,\n",
+ " 0.026550293,\n",
+ " -0.005870819,\n",
+ " 0.0047950745,\n",
+ " -0.022857666,\n",
+ " 0.007911682,\n",
+ " -0.011985779,\n",
+ " 0.05429077,\n",
+ " -0.012161255,\n",
+ " 0.03552246,\n",
+ " 0.034210205,\n",
+ " -0.038482666,\n",
+ " -0.039978027,\n",
+ " -0.029327393,\n",
+ " -0.019592285,\n",
+ " -0.026351929,\n",
+ " -0.04119873,\n",
+ " 0.008773804,\n",
+ " -0.018539429,\n",
+ " 0.042633057,\n",
+ " 0.0028209686,\n",
+ " -0.032928467,\n",
+ " -0.032196045,\n",
+ " 0.028900146,\n",
+ " 0.025009155,\n",
+ " 0.00092315674,\n",
+ " 0.008300781,\n",
+ " -0.0067825317,\n",
+ " 0.04449463,\n",
+ " -0.022369385,\n",
+ " -0.030136108,\n",
+ " 0.031799316,\n",
+ " -0.04159546,\n",
+ " -0.005054474,\n",
+ " -0.028244019,\n",
+ " 0.034088135,\n",
+ " -0.03488159,\n",
+ " 0.066589355,\n",
+ " 0.02508545,\n",
+ " 0.0023441315,\n",
+ " 0.021896362,\n",
+ " 0.028045654,\n",
+ " 0.02784729,\n",
+ " 0.0012083054,\n",
+ " -0.045043945,\n",
+ " -0.01737976,\n",
+ " -0.02053833,\n",
+ " 0.022903442,\n",
+ " 0.010765076,\n",
+ " 0.024810791,\n",
+ " -0.045166016,\n",
+ " -0.016555786,\n",
+ " 0.022659302,\n",
+ " 0.017669678,\n",
+ " 0.05178833,\n",
+ " 0.0010061264,\n",
+ " 0.053344727,\n",
+ " 0.03640747,\n",
+ " -0.07293701,\n",
+ " -0.038970947,\n",
+ " -0.018447876,\n",
+ " 0.05886841,\n",
+ " 0.008407593,\n",
+ " 0.0072288513,\n",
+ " -0.015899658,\n",
+ " -0.0960083,\n",
+ " -0.055725098,\n",
+ " 0.013084412,\n",
+ " -0.103027344,\n",
+ " -0.0071792603,\n",
+ " -0.015197754,\n",
+ " -0.0045166016,\n",
+ " -0.07244873,\n",
+ " 0.0029659271,\n",
+ " 0.034698486,\n",
+ " -0.084228516,\n",
+ " -0.031829834,\n",
+ " -0.0056037903,\n",
+ " -0.006160736,\n",
+ " -0.07281494,\n",
+ " 0.019699097,\n",
+ " -0.03527832,\n",
+ " -0.058929443,\n",
+ " 0.0211792,\n",
+ " 0.030014038,\n",
+ " -0.038513184,\n",
+ " 0.012329102,\n",
+ " -0.035125732,\n",
+ " -0.037017822,\n",
+ " 0.01927185,\n",
+ " 0.06976318,\n",
+ " -0.013053894,\n",
+ " 0.022598267,\n",
+ " -0.0043182373,\n",
+ " 0.06573486,\n",
+ " 0.03277588,\n",
+ " -0.028686523,\n",
+ " 0.05831909,\n",
+ " -0.007003784,\n",
+ " 0.051513672,\n",
+ " -0.01890564,\n",
+ " -0.010017395,\n",
+ " 0.039520264,\n",
+ " 0.05230713,\n",
+ " 0.022979736,\n",
+ " -0.0062217712,\n",
+ " 0.019866943,\n",
+ " 0.055358887,\n",
+ " -0.022857666,\n",
+ " 0.038635254,\n",
+ " -0.006832123,\n",
+ " -0.038635254,\n",
+ " 0.04598999,\n",
+ " -0.0047035217,\n",
+ " 0.012420654,\n",
+ " 0.029449463,\n",
+ " -0.007286072,\n",
+ " 0.05682373,\n",
+ " -0.009811401,\n",
+ " 0.006099701,\n",
+ " 0.0053367615,\n",
+ " -0.031463623,\n",
+ " 0.007286072,\n",
+ " 0.008415222,\n",
+ " -0.0090408325,\n",
+ " -0.020095825,\n",
+ " 0.0070877075,\n",
+ " -0.019561768,\n",
+ " 0.012832642,\n",
+ " 0.052520752,\n",
+ " -0.011459351,\n",
+ " 0.04360962,\n",
+ " 0.010063171,\n",
+ " -0.007484436,\n",
+ " 0.010253906,\n",
+ " 0.048583984,\n",
+ " 0.03781128,\n",
+ " -0.05908203,\n",
+ " -0.06384277,\n",
+ " -0.017150879,\n",
+ " -0.031402588,\n",
+ " 0.024490356,\n",
+ " 0.02218628,\n",
+ " -0.003982544,\n",
+ " -0.005794525,\n",
+ " -0.027740479,\n",
+ " 0.008972168,\n",
+ " -0.01953125,\n",
+ " 0.048675537,\n",
+ " -0.008239746,\n",
+ " -0.009422302,\n",
+ " -0.012069702,\n",
+ " -0.024505615,\n",
+ " -0.008514404,\n",
+ " 0.026885986,\n",
+ " -0.07513428,\n",
+ " 0.00573349,\n",
+ " -0.019805908,\n",
+ " 0.02407837,\n",
+ " -0.005882263,\n",
+ " 0.011581421,\n",
+ " 0.0035991669,\n",
+ " -0.016860962,\n",
+ " 0.026443481,\n",
+ " -0.006252289,\n",
+ " 0.011428833,\n",
+ " -0.0069885254,\n",
+ " -0.04550171,\n",
+ " 0.039978027,\n",
+ " -0.08087158,\n",
+ " -0.020767212,\n",
+ " -0.007637024,\n",
+ " 0.07946777,\n",
+ " -0.025283813,\n",
+ " -0.001364708,\n",
+ " 0.016693115,\n",
+ " 0.03656006,\n",
+ " -0.016860962,\n",
+ " 0.07019043,\n",
+ " -0.06274414,\n",
+ " -0.019378662,\n",
+ " -0.0058021545,\n",
+ " -0.013786316,\n",
+ " 0.014953613,\n",
+ " 0.0093688965,\n",
+ " -0.012504578,\n",
+ " -0.05380249,\n",
+ " 0.052215576,\n",
+ " 0.016708374,\n",
+ " 0.038208008,\n",
+ " 0.01398468,\n",
+ " -0.0073890686,\n",
+ " 0.023406982,\n",
+ " -0.004333496,\n",
+ " -0.019180298,\n",
+ " 0.046722412,\n",
+ " -0.006801605,\n",
+ " -0.03933716,\n",
+ " 0.04711914,\n",
+ " 0.009056091,\n",
+ " 0.013801575,\n",
+ " 0.017318726,\n",
+ " -0.0096588135,\n",
+ " 0.011734009,\n",
+ " 0.040618896,\n",
+ " -0.006893158,\n",
+ " 0.033355713,\n",
+ " -0.05581665,\n",
+ " 0.038848877,\n",
+ " 0.026657104,\n",
+ " 0.014122009,\n",
+ " 0.0055351257,\n",
+ " -0.0029411316,\n",
+ " 0.009292603,\n",
+ " -0.024841309,\n",
+ " -0.075805664,\n",
+ " -0.020736694,\n",
+ " 0.076660156,\n",
+ " -0.041168213,\n",
+ " -0.042510986,\n",
+ " -0.03781128,\n",
+ " 0.070129395,\n",
+ " -0.00598526,\n",
+ " -0.0019512177,\n",
+ " 0.008598328,\n",
+ " -0.023513794,\n",
+ " 0.015365601,\n",
+ " -0.059906006,\n",
+ " 0.0061950684,\n",
+ " 0.016586304,\n",
+ " -0.019134521,\n",
+ " -0.017807007,\n",
+ " -0.028549194,\n",
+ " 0.02798462,\n",
+ " 0.029830933,\n",
+ " -0.011627197,\n",
+ " 0.041900635,\n",
+ " -0.023483276,\n",
+ " -0.002779007,\n",
+ " 0.06341553,\n",
+ " -0.02822876,\n",
+ " -0.025421143,\n",
+ " 0.00881958,\n",
+ " 0.0496521,\n",
+ " -0.01889038,\n",
+ " -0.008346558,\n",
+ " 0.03652954,\n",
+ " -0.0058288574,\n",
+ " 0.055541992,\n",
+ " 0.028015137,\n",
+ " 0.0033550262,\n",
+ " -0.021881104,\n",
+ " -0.0053100586,\n",
+ " 0.006160736,\n",
+ " -0.003446579,\n",
+ " -0.005168915,\n",
+ " -0.022277832,\n",
+ " 0.030548096,\n",
+ " 0.020584106,\n",
+ " 0.012069702,\n",
+ " 0.0014572144,\n",
+ " 0.01687622,\n",
+ " -0.02067566,\n",
+ " -0.07885742,\n",
+ " 0.0034484863,\n",
+ " 0.015075684,\n",
+ " -0.030303955,\n",
+ " -0.020553589,\n",
+ " 0.003414154,\n",
+ " 0.032836914,\n",
+ " 0.0015439987,\n",
+ " -0.009712219,\n",
+ " -0.082458496,\n",
+ " -0.040496826,\n",
+ " -0.0024108887,\n",
+ " -0.05130005,\n",
+ " -0.032592773,\n",
+ " 0.0014181137,\n",
+ " -0.004875183,\n",
+ " -0.025970459,\n",
+ " 0.022262573,\n",
+ " 0.0046958923,\n",
+ " 0.05255127,\n",
+ " -0.032470703,\n",
+ " 0.013687134,\n",
+ " -0.021774292,\n",
+ " 0.0039863586,\n",
+ " 0.005138397,\n",
+ " -0.035461426,\n",
+ " -0.008262634,\n",
+ " -0.059051514,\n",
+ " 0.01927185,\n",
+ " -0.0093688965,\n",
+ " 0.03604126,\n",
+ " -0.052215576,\n",
+ " -0.03366089,\n",
+ " -0.015571594,\n",
+ " -0.0024204254,\n",
+ " 0.026107788,\n",
+ " -0.0037174225,\n",
+ " 0.013389587,\n",
+ " -0.025939941,\n",
+ " -0.008003235,\n",
+ " -0.042266846,\n",
+ " 0.009101868,\n",
+ " 0.018859863,\n",
+ " 0.035308838,\n",
+ " 0.00019907951,\n",
+ " -0.050872803,\n",
+ " 0.0079193115,\n",
+ " -0.0041389465,\n",
+ " -0.0061798096,\n",
+ " 0.033111572,\n",
+ " -0.04034424,\n",
+ " -0.0029315948,\n",
+ " -0.0032234192,\n",
+ " -0.024978638,\n",
+ " -0.0670166,\n",
+ " -0.0062217712,\n",
+ " -0.0015144348,\n",
+ " -0.030593872,\n",
+ " 0.031707764,\n",
+ " -0.017791748,\n",
+ " -0.003004074,\n",
+ " 0.03060913,\n",
+ " 0.030136108,\n",
+ " -0.00071048737,\n",
+ " 0.04525757,\n",
+ " 0.0005903244,\n",
+ " 0.040893555,\n",
+ " -0.034057617,\n",
+ " 0.0069389343,\n",
+ " -0.013198853,\n",
+ " -0.013175964,\n",
+ " -0.007129669,\n",
+ " 0.020889282,\n",
+ " -0.028564453,\n",
+ " 0.00023853779,\n",
+ " 0.023544312,\n",
+ " -0.0050582886,\n",
+ " -0.010261536,\n",
+ " -0.012283325,\n",
+ " -0.027053833,\n",
+ " -0.010604858,\n",
+ " -0.019546509,\n",
+ " 0.016921997,\n",
+ " 0.027877808,\n",
+ " 0.03643799,\n",
+ " -0.020263672,\n",
+ " 0.024932861,\n",
+ " 0.036071777,\n",
+ " 0.0041503906,\n",
+ " 0.061828613,\n",
+ " 0.021850586,\n",
+ " 0.014480591,\n",
+ " -0.02734375,\n",
+ " -0.03677368,\n",
+ " 0.037139893,\n",
+ " 0.0007696152,\n",
+ " -0.020401001,\n",
+ " -0.002729416,\n",
+ " -0.02166748,\n",
+ " 0.019119263,\n",
+ " -0.02130127,\n",
+ " 0.0012197495,\n",
+ " 0.01260376,\n",
+ " -0.0131073,\n",
+ " -0.01473999,\n",
+ " 0.039733887,\n",
+ " 0.008926392,\n",
+ " -0.028961182,\n",
+ " -0.0059165955,\n",
+ " -0.009780884,\n",
+ " 0.07550049,\n",
+ " 0.004436493,\n",
+ " 0.016143799,\n",
+ " 0.059051514,\n",
+ " 0.0042381287,\n",
+ " 0.0112838745,\n",
+ " 0.0040779114,\n",
+ " 0.024902344,\n",
+ " -0.025665283,\n",
+ " 0.020523071,\n",
+ " -0.018554688,\n",
+ " 0.028808594,\n",
+ " 0.010810852,\n",
+ " -0.029083252,\n",
+ " 0.019348145,\n",
+ " -0.026184082,\n",
+ " 0.047180176,\n",
+ " 0.018692017,\n",
+ " 0.02420044,\n",
+ " 0.01776123,\n",
+ " -0.02229309,\n",
+ " -0.03161621,\n",
+ " 0.020690918,\n",
+ " 0.020095825,\n",
+ " 0.05026245,\n",
+ " 0.052825928,\n",
+ " -0.027801514,\n",
+ " 0.038909912,\n",
+ " -0.028289795,\n",
+ " -0.011764526,\n",
+ " 0.07318115,\n",
+ " 0.03704834,\n",
+ " -0.04159546,\n",
+ " -0.035064697,\n",
+ " 0.048431396,\n",
+ " 0.031829834,\n",
+ " -0.039367676,\n",
+ " 0.008476257,\n",
+ " 0.023345947,\n",
+ " 0.035949707,\n",
+ " -0.0019168854,\n",
+ " -0.0066719055,\n",
+ " 0.031585693,\n",
+ " 0.039245605,\n",
+ " -0.013580322,\n",
+ " 0.00655365,\n",
+ " -0.045928955,\n",
+ " 0.03161621,\n",
+ " -0.0041122437,\n",
+ " 0.021331787,\n",
+ " -0.015312195,\n",
+ " 0.03390503,\n",
+ " 0.030273438,\n",
+ " -0.034973145,\n",
+ " 0.038238525,\n",
+ " 0.015052795,\n",
+ " -0.013908386,\n",
+ " 0.026916504,\n",
+ " 0.007167816,\n",
+ " 0.07043457,\n",
+ " 0.010368347,\n",
+ " -0.021118164,\n",
+ " -0.008613586,\n",
+ " 0.045196533,\n",
+ " 0.0104904175,\n",
+ " 0.056030273,\n",
+ " -0.0418396,\n",
+ " 0.0042495728,\n",
+ " -0.0012893677,\n",
+ " 0.011917114,\n",
+ " 0.035583496,\n",
+ " 0.002588272,\n",
+ " -0.023132324,\n",
+ " 0.041992188,\n",
+ " 0.022781372,\n",
+ " -0.030517578,\n",
+ " 0.006565094,\n",
+ " -0.037017822,\n",
+ " 0.03881836,\n",
+ " 0.038909912,\n",
+ " 0.006801605,\n",
+ " -0.008758545,\n",
+ " 0.012046814,\n",
+ " -0.017471313,\n",
+ " 0.027542114,\n",
+ " 0.00087213516,\n",
+ " -0.019348145,\n",
+ " 0.04437256,\n",
+ " -0.00617218,\n",
+ " -0.036956787,\n",
+ " 0.026565552,\n",
+ " 0.031082153,\n",
+ " 0.009681702,\n",
+ " -0.011047363,\n",
+ " -0.05935669,\n",
+ " -0.018615723,\n",
+ " 0.024902344,\n",
+ " 0.017837524,\n",
+ " 0.006416321,\n",
+ " 0.046966553,\n",
+ " -0.033050537,\n",
+ " -0.0058403015,\n",
+ " 0.03149414,\n",
+ " -0.06011963,\n",
+ " -0.018081665,\n",
+ " -0.049926758,\n",
+ " -0.009986877,\n",
+ " -0.043060303,\n",
+ " 0.020874023,\n",
+ " -0.041168213,\n",
+ " -0.024429321,\n",
+ " -0.00038290024,\n",
+ " -0.047027588,\n",
+ " 0.0340271,\n",
+ " -0.00856781,\n",
+ " 0.01525116,\n",
+ " -0.00970459,\n",
+ " -0.0028133392,\n",
+ " -0.059783936,\n",
+ " 0.044311523,\n",
+ " -0.015548706,\n",
+ " 0.013824463,\n",
+ " 0.016082764,\n",
+ " -0.028930664,\n",
+ " -0.0074882507,\n",
+ " -0.064941406,\n",
+ " -0.01739502,\n",
+ " -0.00065517426,\n",
+ " 0.005630493,\n",
+ " -0.052764893,\n",
+ " -0.005580902,\n",
+ " -0.0068626404,\n",
+ " 0.0027008057,\n",
+ " -0.035064697,\n",
+ " 0.01689148,\n",
+ " -0.05895996,\n",
+ " -0.032287598,\n",
+ " 0.036621094,\n",
+ " -0.029159546,\n",
+ " -0.012275696,\n",
+ " -0.0028133392,\n",
+ " 0.028884888,\n",
+ " 0.02659607,\n",
+ " 0.04977417,\n",
+ " -0.026306152,\n",
+ " 0.034942627,\n",
+ " -0.008613586,\n",
+ " -0.0024147034,\n",
+ " -0.012290955,\n",
+ " -0.008804321,\n",
+ " 0.0031795502,\n",
+ " 0.0025577545,\n",
+ " -0.00015699863,\n",
+ " -0.030136108,\n",
+ " 0.026885986,\n",
+ " -0.0284729,\n",
+ " -0.033966064,\n",
+ " -0.01159668,\n",
+ " 0.0008702278,\n",
+ " 0.043914795,\n",
+ " -0.035186768,\n",
+ " -0.07171631,\n",
+ " 0.024627686,\n",
+ " -0.012756348,\n",
+ " 0.029571533,\n",
+ " -0.03881836,\n",
+ " -0.046447754,\n",
+ " 0.009559631,\n",
+ " 0.043304443,\n",
+ " 0.02243042,\n",
+ " 0.044677734,\n",
+ " -0.0068206787,\n",
+ " -0.008049011,\n",
+ " -0.06402588,\n",
+ " 0.015823364,\n",
+ " -0.027572632,\n",
+ " -0.00065135956,\n",
+ " 0.006210327,\n",
+ " -0.0049858093,\n",
+ " 0.019973755,\n",
+ " -0.007888794,\n",
+ " -0.041900635,\n",
+ " 0.029434204,\n",
+ " 0.029953003,\n",
+ " -0.039245605,\n",
+ " 0.009498596,\n",
+ " 0.006980896,\n",
+ " -0.033111572,\n",
+ " 0.004558563,\n",
+ " -0.0065841675,\n",
+ " 0.04071045,\n",
+ " 0.014389038,\n",
+ " 0.041748047,\n",
+ " -0.016189575,\n",
+ " 0.041931152,\n",
+ " -0.033996582,\n",
+ " -0.02027893,\n",
+ " 0.031066895,\n",
+ " -0.01550293,\n",
+ " -0.051483154,\n",
+ " 0.0002156496,\n",
+ " -0.032562256,\n",
+ " -0.033111572,\n",
+ " 0.030014038,\n",
+ " 0.009513855,\n",
+ " 0.012870789,\n",
+ " -0.024017334,\n",
+ " -0.0027999878,\n",
+ " 0.020828247,\n",
+ " ...],\n",
+ " [0.005279541,\n",
+ " -0.011100769,\n",
+ " -0.03100586,\n",
+ " -0.062408447,\n",
+ " 0.055603027,\n",
+ " -0.0082473755,\n",
+ " -0.028884888,\n",
+ " -0.0073928833,\n",
+ " 0.0287323,\n",
+ " 0.005592346,\n",
+ " -0.02406311,\n",
+ " 0.046966553,\n",
+ " -0.0440979,\n",
+ " -0.014083862,\n",
+ " 0.00756073,\n",
+ " 0.004085541,\n",
+ " -0.010627747,\n",
+ " 0.0071907043,\n",
+ " -0.021774292,\n",
+ " -0.03555298,\n",
+ " -0.02458191,\n",
+ " -0.043518066,\n",
+ " -0.002002716,\n",
+ " 0.012878418,\n",
+ " 0.010467529,\n",
+ " -0.005771637,\n",
+ " -0.03768921,\n",
+ " 0.016326904,\n",
+ " -0.04446411,\n",
+ " 0.004219055,\n",
+ " -0.006790161,\n",
+ " 0.06210327,\n",
+ " 0.02798462,\n",
+ " 0.013404846,\n",
+ " 0.013725281,\n",
+ " -0.016113281,\n",
+ " -0.03817749,\n",
+ " 0.0017538071,\n",
+ " -0.01626587,\n",
+ " 0.018157959,\n",
+ " 0.00090789795,\n",
+ " 0.009986877,\n",
+ " -0.0758667,\n",
+ " -0.029800415,\n",
+ " -0.10449219,\n",
+ " -0.022888184,\n",
+ " -0.046325684,\n",
+ " 0.00094509125,\n",
+ " 0.031311035,\n",
+ " 0.016525269,\n",
+ " 0.037353516,\n",
+ " -0.040924072,\n",
+ " -0.018951416,\n",
+ " 0.04119873,\n",
+ " -0.02368164,\n",
+ " 0.014427185,\n",
+ " -0.00983429,\n",
+ " 0.009010315,\n",
+ " 0.003944397,\n",
+ " 0.03756714,\n",
+ " 0.003353119,\n",
+ " -0.02532959,\n",
+ " 0.05142212,\n",
+ " 0.0034103394,\n",
+ " -0.051208496,\n",
+ " 0.0064964294,\n",
+ " 0.013534546,\n",
+ " 0.016189575,\n",
+ " 0.03366089,\n",
+ " -0.012519836,\n",
+ " -0.026428223,\n",
+ " 0.019165039,\n",
+ " 0.006137848,\n",
+ " -0.027526855,\n",
+ " 0.0024547577,\n",
+ " 0.005836487,\n",
+ " 0.060028076,\n",
+ " 0.059326172,\n",
+ " -0.016494751,\n",
+ " 0.020690918,\n",
+ " -0.017608643,\n",
+ " -0.038513184,\n",
+ " -0.022369385,\n",
+ " -0.034210205,\n",
+ " -0.0088272095,\n",
+ " -0.01676941,\n",
+ " 0.0068244934,\n",
+ " -0.032073975,\n",
+ " 0.009429932,\n",
+ " -0.06347656,\n",
+ " -0.022216797,\n",
+ " 0.058410645,\n",
+ " -0.036224365,\n",
+ " 0.01979065,\n",
+ " -0.033599854,\n",
+ " 0.01499939,\n",
+ " -0.0030174255,\n",
+ " 0.05142212,\n",
+ " -0.050445557,\n",
+ " -0.03439331,\n",
+ " 0.0034809113,\n",
+ " -0.0035152435,\n",
+ " -0.04071045,\n",
+ " 0.008094788,\n",
+ " -0.002735138,\n",
+ " 0.02619934,\n",
+ " -0.004173279,\n",
+ " -0.0009441376,\n",
+ " -0.011680603,\n",
+ " 0.05319214,\n",
+ " 0.009651184,\n",
+ " 0.0146102905,\n",
+ " 0.008483887,\n",
+ " -0.027160645,\n",
+ " -0.021194458,\n",
+ " -0.0020809174,\n",
+ " -0.023971558,\n",
+ " 0.03173828,\n",
+ " 0.034973145,\n",
+ " 0.021987915,\n",
+ " -0.0043907166,\n",
+ " -0.0040359497,\n",
+ " 0.020645142,\n",
+ " -0.03866577,\n",
+ " -0.00082731247,\n",
+ " 0.009811401,\n",
+ " -0.024536133,\n",
+ " -0.009819031,\n",
+ " 0.004558563,\n",
+ " -0.0115737915,\n",
+ " -0.0044517517,\n",
+ " 0.011886597,\n",
+ " -0.11450195,\n",
+ " -0.06903076,\n",
+ " -0.06323242,\n",
+ " 0.031341553,\n",
+ " 0.0010623932,\n",
+ " -0.018966675,\n",
+ " -0.03225708,\n",
+ " 0.044281006,\n",
+ " -0.013153076,\n",
+ " -0.022918701,\n",
+ " 0.00945282,\n",
+ " -0.02772522,\n",
+ " -0.012031555,\n",
+ " 0.0067825317,\n",
+ " 0.046936035,\n",
+ " -0.017456055,\n",
+ " -0.05014038,\n",
+ " -0.010429382,\n",
+ " -0.026412964,\n",
+ " 0.008636475,\n",
+ " 0.03781128,\n",
+ " 0.026031494,\n",
+ " -0.060058594,\n",
+ " 0.039642334,\n",
+ " -0.13256836,\n",
+ " 0.026947021,\n",
+ " -0.031082153,\n",
+ " 0.02607727,\n",
+ " 0.011367798,\n",
+ " 0.0032539368,\n",
+ " -0.0022716522,\n",
+ " -0.04156494,\n",
+ " 0.052581787,\n",
+ " 0.005252838,\n",
+ " -0.07879639,\n",
+ " 0.04550171,\n",
+ " 0.027191162,\n",
+ " 0.029968262,\n",
+ " -0.020126343,\n",
+ " -0.0004284382,\n",
+ " 0.0028247833,\n",
+ " 0.0008378029,\n",
+ " -0.017562866,\n",
+ " 0.0012960434,\n",
+ " 0.075805664,\n",
+ " 0.0011138916,\n",
+ " 0.052459717,\n",
+ " 0.01889038,\n",
+ " -0.03640747,\n",
+ " -0.022644043,\n",
+ " 0.066467285,\n",
+ " 0.050964355,\n",
+ " -0.0021533966,\n",
+ " -0.025756836,\n",
+ " 0.025878906,\n",
+ " -0.013442993,\n",
+ " 0.02218628,\n",
+ " 0.032470703,\n",
+ " -0.03781128,\n",
+ " -0.007911682,\n",
+ " -0.03164673,\n",
+ " -0.0692749,\n",
+ " -0.02130127,\n",
+ " -0.011993408,\n",
+ " 0.023895264,\n",
+ " 0.021347046,\n",
+ " -0.01977539,\n",
+ " 0.040649414,\n",
+ " -0.0035705566,\n",
+ " -0.008842468,\n",
+ " 0.032287598,\n",
+ " -0.008781433,\n",
+ " 0.021957397,\n",
+ " -0.0018177032,\n",
+ " -0.02041626,\n",
+ " 0.035491943,\n",
+ " 0.009185791,\n",
+ " 0.036010742,\n",
+ " 0.014892578,\n",
+ " -0.014091492,\n",
+ " -0.029006958,\n",
+ " 0.023712158,\n",
+ " -0.026611328,\n",
+ " -0.029464722,\n",
+ " -0.0025520325,\n",
+ " 0.0050086975,\n",
+ " 0.018676758,\n",
+ " 0.04385376,\n",
+ " 0.030685425,\n",
+ " -0.028656006,\n",
+ " 0.0031833649,\n",
+ " 0.044921875,\n",
+ " 0.007019043,\n",
+ " 0.0051193237,\n",
+ " -0.025939941,\n",
+ " -0.024612427,\n",
+ " 0.005897522,\n",
+ " 0.017822266,\n",
+ " 0.02520752,\n",
+ " 0.009773254,\n",
+ " 0.036712646,\n",
+ " 0.0015420914,\n",
+ " -0.04345703,\n",
+ " -0.029937744,\n",
+ " 0.011802673,\n",
+ " 0.040252686,\n",
+ " 0.0074539185,\n",
+ " -0.006290436,\n",
+ " 0.008590698,\n",
+ " -0.023956299,\n",
+ " -0.013343811,\n",
+ " 0.030456543,\n",
+ " -0.017547607,\n",
+ " -0.011016846,\n",
+ " 0.0076446533,\n",
+ " 0.008384705,\n",
+ " 0.03918457,\n",
+ " 0.021316528,\n",
+ " 0.068237305,\n",
+ " 0.017868042,\n",
+ " 0.08270264,\n",
+ " -0.012382507,\n",
+ " 0.0002259016,\n",
+ " 0.10076904,\n",
+ " -0.0066184998,\n",
+ " 0.01448822,\n",
+ " -0.0087509155,\n",
+ " 0.023040771,\n",
+ " -0.04067993,\n",
+ " 0.014945984,\n",
+ " -0.01083374,\n",
+ " 0.014175415,\n",
+ " -0.05102539,\n",
+ " 0.019683838,\n",
+ " -0.01675415,\n",
+ " 0.0027637482,\n",
+ " 0.016204834,\n",
+ " 0.011550903,\n",
+ " 0.027557373,\n",
+ " 0.007396698,\n",
+ " 0.0058250427,\n",
+ " 0.007896423,\n",
+ " 0.005756378,\n",
+ " 0.0011634827,\n",
+ " 0.011360168,\n",
+ " -0.018981934,\n",
+ " 0.01751709,\n",
+ " -0.027374268,\n",
+ " -0.05014038,\n",
+ " -0.012489319,\n",
+ " 0.018417358,\n",
+ " 0.022323608,\n",
+ " 0.00025725365,\n",
+ " 0.037200928,\n",
+ " 0.02178955,\n",
+ " -0.012901306,\n",
+ " 0.02545166,\n",
+ " -0.029418945,\n",
+ " 0.041534424,\n",
+ " 0.0067749023,\n",
+ " 0.020965576,\n",
+ " -0.004383087,\n",
+ " -0.0129470825,\n",
+ " -0.006542206,\n",
+ " 0.07232666,\n",
+ " 0.07373047,\n",
+ " -0.034179688,\n",
+ " 0.034301758,\n",
+ " -0.012916565,\n",
+ " 0.030288696,\n",
+ " 0.022460938,\n",
+ " -0.054138184,\n",
+ " 0.004184723,\n",
+ " 0.050048828,\n",
+ " -0.002243042,\n",
+ " 0.0259552,\n",
+ " -0.03164673,\n",
+ " -0.03930664,\n",
+ " -0.018707275,\n",
+ " 0.028305054,\n",
+ " -0.015914917,\n",
+ " -0.052947998,\n",
+ " 0.0040740967,\n",
+ " -0.04937744,\n",
+ " -0.0048103333,\n",
+ " -0.022827148,\n",
+ " -0.021453857,\n",
+ " 0.0019187927,\n",
+ " 0.017196655,\n",
+ " -0.014945984,\n",
+ " -0.07611084,\n",
+ " -0.023834229,\n",
+ " 0.0005040169,\n",
+ " -0.022216797,\n",
+ " -0.009063721,\n",
+ " -0.04888916,\n",
+ " -0.044281006,\n",
+ " 0.007888794,\n",
+ " 0.06665039,\n",
+ " 0.01512146,\n",
+ " 0.02909851,\n",
+ " -0.047698975,\n",
+ " -0.0032539368,\n",
+ " -0.037597656,\n",
+ " -0.009361267,\n",
+ " 0.017120361,\n",
+ " -0.027191162,\n",
+ " 0.031707764,\n",
+ " 0.052124023,\n",
+ " -0.021530151,\n",
+ " 0.036834717,\n",
+ " -0.030151367,\n",
+ " 0.0023460388,\n",
+ " -0.039093018,\n",
+ " 0.0007839203,\n",
+ " 0.053009033,\n",
+ " -0.00024044514,\n",
+ " -0.019012451,\n",
+ " 0.023605347,\n",
+ " -0.030838013,\n",
+ " -0.042755127,\n",
+ " 0.040405273,\n",
+ " 0.076660156,\n",
+ " -0.040039062,\n",
+ " -0.009277344,\n",
+ " 0.018325806,\n",
+ " 0.07476807,\n",
+ " -0.04876709,\n",
+ " -0.003921509,\n",
+ " 0.0033035278,\n",
+ " -0.04095459,\n",
+ " -0.04446411,\n",
+ " -0.003993988,\n",
+ " -0.014465332,\n",
+ " 0.009841919,\n",
+ " -0.009735107,\n",
+ " -0.011268616,\n",
+ " 0.06524658,\n",
+ " -0.019424438,\n",
+ " -0.028152466,\n",
+ " 0.008430481,\n",
+ " 0.007297516,\n",
+ " -0.022567749,\n",
+ " 0.012680054,\n",
+ " 0.009674072,\n",
+ " -0.04815674,\n",
+ " -0.018814087,\n",
+ " -1.7642975e-05,\n",
+ " -0.017822266,\n",
+ " 0.023117065,\n",
+ " 0.0012245178,\n",
+ " -4.351139e-06,\n",
+ " 0.055511475,\n",
+ " 0.002943039,\n",
+ " -0.026473999,\n",
+ " -0.0074501038,\n",
+ " 0.055664062,\n",
+ " 0.0076560974,\n",
+ " -0.020141602,\n",
+ " -0.011505127,\n",
+ " -0.032196045,\n",
+ " 0.020446777,\n",
+ " -0.0071983337,\n",
+ " 0.022338867,\n",
+ " 0.0029754639,\n",
+ " -0.028381348,\n",
+ " -0.12237549,\n",
+ " -0.041412354,\n",
+ " 0.033050537,\n",
+ " 0.013214111,\n",
+ " -0.017074585,\n",
+ " -0.020187378,\n",
+ " -0.053710938,\n",
+ " 0.03366089,\n",
+ " 0.009017944,\n",
+ " -0.011352539,\n",
+ " 0.04852295,\n",
+ " 0.06210327,\n",
+ " -0.02079773,\n",
+ " 0.07006836,\n",
+ " -0.015037537,\n",
+ " -8.517504e-05,\n",
+ " -0.006713867,\n",
+ " 0.015174866,\n",
+ " -0.055786133,\n",
+ " 0.034576416,\n",
+ " -0.012107849,\n",
+ " -0.0009713173,\n",
+ " -0.009376526,\n",
+ " -0.008987427,\n",
+ " -0.025939941,\n",
+ " 0.027999878,\n",
+ " 0.00077581406,\n",
+ " 0.012870789,\n",
+ " 0.014297485,\n",
+ " 0.058135986,\n",
+ " 0.0011892319,\n",
+ " -0.03125,\n",
+ " -0.02017212,\n",
+ " -0.02532959,\n",
+ " -0.040161133,\n",
+ " -0.0002529621,\n",
+ " -0.026535034,\n",
+ " -0.019042969,\n",
+ " -0.033325195,\n",
+ " 0.019592285,\n",
+ " -0.016860962,\n",
+ " -0.014633179,\n",
+ " -7.7307224e-05,\n",
+ " -0.02784729,\n",
+ " 0.0039100647,\n",
+ " -0.017608643,\n",
+ " 0.025482178,\n",
+ " 0.0025234222,\n",
+ " 0.023529053,\n",
+ " 0.027313232,\n",
+ " -0.07019043,\n",
+ " -0.008880615,\n",
+ " -0.023010254,\n",
+ " 0.014953613,\n",
+ " -0.01890564,\n",
+ " 0.03366089,\n",
+ " -0.003692627,\n",
+ " 0.048339844,\n",
+ " 0.011009216,\n",
+ " -0.019210815,\n",
+ " 0.030929565,\n",
+ " 0.023849487,\n",
+ " -0.0034637451,\n",
+ " 0.01386261,\n",
+ " -0.054382324,\n",
+ " -0.012420654,\n",
+ " 0.017196655,\n",
+ " 0.007545471,\n",
+ " 0.034820557,\n",
+ " 0.0012159348,\n",
+ " -0.020050049,\n",
+ " 0.022033691,\n",
+ " -0.024490356,\n",
+ " 0.03881836,\n",
+ " 0.02684021,\n",
+ " -0.0038280487,\n",
+ " 0.041381836,\n",
+ " 0.0647583,\n",
+ " -0.04537964,\n",
+ " -0.021499634,\n",
+ " -0.07122803,\n",
+ " 0.030227661,\n",
+ " 0.054748535,\n",
+ " -0.015464783,\n",
+ " 0.021026611,\n",
+ " -0.04852295,\n",
+ " -0.03314209,\n",
+ " 0.01260376,\n",
+ " -0.12261963,\n",
+ " -0.016571045,\n",
+ " -0.028305054,\n",
+ " -0.030914307,\n",
+ " -0.08746338,\n",
+ " -0.016921997,\n",
+ " 0.022720337,\n",
+ " -0.059753418,\n",
+ " -0.043884277,\n",
+ " 0.01927185,\n",
+ " -0.010215759,\n",
+ " -0.062805176,\n",
+ " 0.0011644363,\n",
+ " -0.02607727,\n",
+ " -0.092163086,\n",
+ " 0.023422241,\n",
+ " 0.022079468,\n",
+ " -0.010032654,\n",
+ " 0.02067566,\n",
+ " -0.009880066,\n",
+ " -0.03086853,\n",
+ " 0.00381279,\n",
+ " 0.048614502,\n",
+ " -0.0028858185,\n",
+ " 0.01852417,\n",
+ " -0.03149414,\n",
+ " 0.026870728,\n",
+ " 0.0113220215,\n",
+ " -0.03363037,\n",
+ " 0.008125305,\n",
+ " 0.026504517,\n",
+ " 0.017456055,\n",
+ " -0.020401001,\n",
+ " -0.011642456,\n",
+ " 0.01108551,\n",
+ " 0.0140686035,\n",
+ " 0.03491211,\n",
+ " -0.007709503,\n",
+ " 0.00554657,\n",
+ " 0.01965332,\n",
+ " 0.0011415482,\n",
+ " 0.0031032562,\n",
+ " -0.015640259,\n",
+ " 0.01133728,\n",
+ " 0.018737793,\n",
+ " -0.008956909,\n",
+ " 0.03567505,\n",
+ " 0.0039253235,\n",
+ " 0.02748108,\n",
+ " 0.042236328,\n",
+ " -0.031433105,\n",
+ " 0.014762878,\n",
+ " 0.040130615,\n",
+ " -0.03302002,\n",
+ " -0.023666382,\n",
+ " -0.034576416,\n",
+ " -0.0035209656,\n",
+ " 0.009254456,\n",
+ " -0.031677246,\n",
+ " -0.0068511963,\n",
+ " -0.016494751,\n",
+ " 0.0062179565,\n",
+ " -0.045684814,\n",
+ " -0.012954712,\n",
+ " 0.010917664,\n",
+ " 0.0025482178,\n",
+ " -0.010978699,\n",
+ " 0.035827637,\n",
+ " 0.005683899,\n",
+ " -0.0395813,\n",
+ " -0.040771484,\n",
+ " 0.002532959,\n",
+ " -0.006160736,\n",
+ " -0.002571106,\n",
+ " 0.041748047,\n",
+ " -0.032836914,\n",
+ " 0.01637268,\n",
+ " -0.022476196,\n",
+ " 0.024673462,\n",
+ " -0.022262573,\n",
+ " 0.014167786,\n",
+ " -0.018630981,\n",
+ " 0.015022278,\n",
+ " -0.04269409,\n",
+ " 0.020370483,\n",
+ " -0.025009155,\n",
+ " 0.010856628,\n",
+ " -0.047668457,\n",
+ " -0.03817749,\n",
+ " 0.006160736,\n",
+ " 0.03189087,\n",
+ " -0.014625549,\n",
+ " -0.022644043,\n",
+ " 0.017227173,\n",
+ " 0.05456543,\n",
+ " 0.07574463,\n",
+ " -0.043914795,\n",
+ " 0.048797607,\n",
+ " -0.020889282,\n",
+ " -0.011482239,\n",
+ " 0.034210205,\n",
+ " -0.038909912,\n",
+ " -0.0095825195,\n",
+ " -0.022094727,\n",
+ " 0.028564453,\n",
+ " -0.040618896,\n",
+ " 0.009567261,\n",
+ " -0.0287323,\n",
+ " 0.05419922,\n",
+ " 0.0027618408,\n",
+ " 0.07824707,\n",
+ " -0.0064086914,\n",
+ " 0.018066406,\n",
+ " 0.01373291,\n",
+ " -0.0038394928,\n",
+ " -0.009391785,\n",
+ " 0.001376152,\n",
+ " -0.020431519,\n",
+ " -0.04788208,\n",
+ " 0.03942871,\n",
+ " 0.03353882,\n",
+ " 0.024749756,\n",
+ " -0.029891968,\n",
+ " 7.075071e-05,\n",
+ " 0.013206482,\n",
+ " -0.015220642,\n",
+ " 0.01436615,\n",
+ " -0.0007843971,\n",
+ " 0.010482788,\n",
+ " -0.011756897,\n",
+ " 0.020904541,\n",
+ " 0.033966064,\n",
+ " -0.05291748,\n",
+ " -0.020309448,\n",
+ " -0.034088135,\n",
+ " -0.002986908,\n",
+ " 0.023834229,\n",
+ " -0.051239014,\n",
+ " 0.016281128,\n",
+ " -0.020385742,\n",
+ " 0.007888794,\n",
+ " -0.009223938,\n",
+ " -0.050842285,\n",
+ " 0.0032978058,\n",
+ " -0.053649902,\n",
+ " 0.027175903,\n",
+ " -0.04840088,\n",
+ " -0.04058838,\n",
+ " -0.0036449432,\n",
+ " 0.0758667,\n",
+ " -0.06695557,\n",
+ " -0.020019531,\n",
+ " -0.008163452,\n",
+ " 0.05355835,\n",
+ " -0.011497498,\n",
+ " 0.032562256,\n",
+ " 0.023376465,\n",
+ " 0.02406311,\n",
+ " -0.0001347065,\n",
+ " -0.07342529,\n",
+ " -0.0016431808,\n",
+ " 0.02758789,\n",
+ " -0.034301758,\n",
+ " 0.016189575,\n",
+ " -0.023590088,\n",
+ " 0.044891357,\n",
+ " 0.012863159,\n",
+ " 0.0055160522,\n",
+ " 0.045928955,\n",
+ " 0.0033550262,\n",
+ " 0.00025177002,\n",
+ " 0.009719849,\n",
+ " -0.02166748,\n",
+ " -0.06274414,\n",
+ " -0.022766113,\n",
+ " 0.023544312,\n",
+ " -0.017089844,\n",
+ " 0.0044937134,\n",
+ " -0.020614624,\n",
+ " 0.01411438,\n",
+ " 0.01979065,\n",
+ " 0.07086182,\n",
+ " -0.034851074,\n",
+ " 0.04244995,\n",
+ " -0.0063972473,\n",
+ " -0.02293396,\n",
+ " -0.0524292,\n",
+ " -0.03262329,\n",
+ " -0.018722534,\n",
+ " 0.0015068054,\n",
+ " 0.01687622,\n",
+ " 0.027069092,\n",
+ " -0.021957397,\n",
+ " -0.027999878,\n",
+ " 0.008392334,\n",
+ " -0.028152466,\n",
+ " 0.011672974,\n",
+ " 0.025756836,\n",
+ " -0.037078857,\n",
+ " -0.011100769,\n",
+ " -0.011924744,\n",
+ " -0.006855011,\n",
+ " 0.009925842,\n",
+ " -0.014968872,\n",
+ " -0.030715942,\n",
+ " -0.0019273758,\n",
+ " -0.009468079,\n",
+ " -0.05606079,\n",
+ " 0.0002861023,\n",
+ " 0.019454956,\n",
+ " -0.022216797,\n",
+ " -0.054901123,\n",
+ " 0.0053482056,\n",
+ " -0.009635925,\n",
+ " 0.016403198,\n",
+ " -0.0209198,\n",
+ " 0.019012451,\n",
+ " -0.038116455,\n",
+ " 0.03253174,\n",
+ " 0.008544922,\n",
+ " -0.0070991516,\n",
+ " -0.024734497,\n",
+ " -0.027511597,\n",
+ " 0.010932922,\n",
+ " 0.037200928,\n",
+ " 0.05291748,\n",
+ " -0.0052833557,\n",
+ " -0.013504028,\n",
+ " -0.015235901,\n",
+ " -0.06359863,\n",
+ " -0.010223389,\n",
+ " -0.027893066,\n",
+ " -0.021820068,\n",
+ " -0.032562256,\n",
+ " -0.0082473755,\n",
+ " -0.031585693,\n",
+ " 0.025527954,\n",
+ " 0.0057144165,\n",
+ " 0.0340271,\n",
+ " -0.017501831,\n",
+ " -0.036468506,\n",
+ " 0.017944336,\n",
+ " 0.02015686,\n",
+ " 0.0036945343,\n",
+ " 0.027572632,\n",
+ " 0.01676941,\n",
+ " 0.0058403015,\n",
+ " -0.010177612,\n",
+ " 0.01612854,\n",
+ " -0.038360596,\n",
+ " 0.011314392,\n",
+ " 0.033050537,\n",
+ " -0.022094727,\n",
+ " -0.024642944,\n",
+ " -0.07519531,\n",
+ " 0.00061035156,\n",
+ " 0.01878357,\n",
+ " 0.0023899078,\n",
+ " -0.0035076141,\n",
+ " 0.029769897,\n",
+ " 0.00054359436,\n",
+ " 0.003692627,\n",
+ " 0.0022525787,\n",
+ " 0.02796936,\n",
+ " 0.015899658,\n",
+ " 0.0021247864,\n",
+ " -0.010498047,\n",
+ " 0.028717041,\n",
+ " -0.0004696846,\n",
+ " 0.010543823,\n",
+ " 0.0390625,\n",
+ " -0.022247314,\n",
+ " -0.043701172,\n",
+ " -0.02696228,\n",
+ " -0.014663696,\n",
+ " -0.019515991,\n",
+ " -0.02458191,\n",
+ " -0.0038776398,\n",
+ " 0.029846191,\n",
+ " 0.03970337,\n",
+ " -0.0146484375,\n",
+ " -0.013397217,\n",
+ " 0.025054932,\n",
+ " -0.014190674,\n",
+ " 0.041137695,\n",
+ " 0.030136108,\n",
+ " 0.013542175,\n",
+ " -0.01713562,\n",
+ " -0.034210205,\n",
+ " 0.0072631836,\n",
+ " 0.009552002,\n",
+ " -0.027008057,\n",
+ " -0.01247406,\n",
+ " -0.012374878,\n",
+ " 0.005722046,\n",
+ " 0.017410278,\n",
+ " -0.030456543,\n",
+ " 0.0075531006,\n",
+ " -0.002691269,\n",
+ " -0.009925842,\n",
+ " 0.0725708,\n",
+ " -0.022735596,\n",
+ " -0.007232666,\n",
+ " 0.023803711,\n",
+ " -0.036071777,\n",
+ " 0.07525635,\n",
+ " 0.032592773,\n",
+ " -0.0032787323,\n",
+ " 0.041809082,\n",
+ " 0.008399963,\n",
+ " 0.034423828,\n",
+ " 0.005672455,\n",
+ " 0.06500244,\n",
+ " -0.012451172,\n",
+ " 0.02949524,\n",
+ " -0.020446777,\n",
+ " 0.005050659,\n",
+ " -0.022842407,\n",
+ " -0.036071777,\n",
+ " 0.0021247864,\n",
+ " -0.053710938,\n",
+ " 0.045013428,\n",
+ " 0.008773804,\n",
+ " 0.0041046143,\n",
+ " 0.023422241,\n",
+ " -0.009674072,\n",
+ " -0.062194824,\n",
+ " 0.06210327,\n",
+ " -0.011688232,\n",
+ " 0.07336426,\n",
+ " 0.019210815,\n",
+ " -0.0049972534,\n",
+ " -0.026016235,\n",
+ " -0.036193848,\n",
+ " -0.00856781,\n",
+ " 0.04827881,\n",
+ " 0.020523071,\n",
+ " -0.021636963,\n",
+ " -0.004421234,\n",
+ " 0.039855957,\n",
+ " 0.010444641,\n",
+ " -0.0340271,\n",
+ " 0.016525269,\n",
+ " -0.0013847351,\n",
+ " 0.006603241,\n",
+ " -0.012550354,\n",
+ " 0.006351471,\n",
+ " 0.0044784546,\n",
+ " 0.040039062,\n",
+ " 0.011253357,\n",
+ " 0.04043579,\n",
+ " -0.028259277,\n",
+ " -0.025741577,\n",
+ " 0.0138168335,\n",
+ " -0.0076904297,\n",
+ " -0.026687622,\n",
+ " -0.02798462,\n",
+ " 0.02142334,\n",
+ " -0.08380127,\n",
+ " 0.006839752,\n",
+ " -0.0032138824,\n",
+ " 0.014266968,\n",
+ " 0.031158447,\n",
+ " 0.006149292,\n",
+ " 0.03439331,\n",
+ " -0.0066604614,\n",
+ " -0.07067871,\n",
+ " -0.023788452,\n",
+ " 0.04397583,\n",
+ " 0.019927979,\n",
+ " 0.0435791,\n",
+ " -0.040008545,\n",
+ " 0.001613617,\n",
+ " -0.0022888184,\n",
+ " 0.029724121,\n",
+ " 0.0031337738,\n",
+ " 0.007347107,\n",
+ " 0.009056091,\n",
+ " 0.03805542,\n",
+ " -0.038604736,\n",
+ " -0.011405945,\n",
+ " -0.00096321106,\n",
+ " -0.0037212372,\n",
+ " -0.010505676,\n",
+ " 0.029037476,\n",
+ " -0.02017212,\n",
+ " -0.0039100647,\n",
+ " -0.028915405,\n",
+ " -0.047546387,\n",
+ " 0.062438965,\n",
+ " -0.023330688,\n",
+ " -0.04067993,\n",
+ " 0.03225708,\n",
+ " 0.0063095093,\n",
+ " -0.0075798035,\n",
+ " 0.0118255615,\n",
+ " 0.03201294,\n",
+ " -0.0058250427,\n",
+ " -0.0034599304,\n",
+ " -0.06744385,\n",
+ " -0.021713257,\n",
+ " 0.022720337,\n",
+ " 0.070495605,\n",
+ " -0.0184021,\n",
+ " 0.08679199,\n",
+ " -0.05670166,\n",
+ " -0.039978027,\n",
+ " 0.06890869,\n",
+ " -0.070251465,\n",
+ " 0.066589355,\n",
+ " -0.047668457,\n",
+ " 0.0060920715,\n",
+ " 0.022766113,\n",
+ " -0.008110046,\n",
+ " 0.016784668,\n",
+ " -0.022521973,\n",
+ " -0.010276794,\n",
+ " -0.012863159,\n",
+ " 0.013885498,\n",
+ " -0.023834229,\n",
+ " 0.016098022,\n",
+ " -0.010757446,\n",
+ " -0.002008438,\n",
+ " -0.012191772,\n",
+ " 0.06518555,\n",
+ " 0.027694702,\n",
+ " -0.024124146,\n",
+ " -0.03982544,\n",
+ " -0.018554688,\n",
+ " -0.029785156,\n",
+ " -0.0625,\n",
+ " -0.037109375,\n",
+ " -0.0039634705,\n",
+ " -0.05441284,\n",
+ " -0.06463623,\n",
+ " -0.00415802,\n",
+ " 0.0024547577,\n",
+ " -0.014694214,\n",
+ " 0.0059432983,\n",
+ " 0.008239746,\n",
+ " -0.0087509155,\n",
+ " -0.025146484,\n",
+ " -0.0013866425,\n",
+ " 0.005634308,\n",
+ " 0.020629883,\n",
+ " -0.006652832,\n",
+ " 0.0027256012,\n",
+ " -0.05883789,\n",
+ " 0.03463745,\n",
+ " -0.027023315,\n",
+ " 0.030654907,\n",
+ " -0.0056533813,\n",
+ " -0.032562256,\n",
+ " 0.025131226,\n",
+ " 0.009689331,\n",
+ " -0.011421204,\n",
+ " 0.018920898,\n",
+ " 0.025253296,\n",
+ " -0.012718201,\n",
+ " 0.02609253,\n",
+ " -0.0038604736,\n",
+ " -0.023269653,\n",
+ " -0.034057617,\n",
+ " -0.009338379,\n",
+ " 0.036376953,\n",
+ " -0.018920898,\n",
+ " -0.05807495,\n",
+ " -0.0018091202,\n",
+ " 0.048431396,\n",
+ " 0.033447266,\n",
+ " -0.07672119,\n",
+ " 0.016906738,\n",
+ " 0.0029792786,\n",
+ " 0.041656494,\n",
+ " 0.011108398,\n",
+ " 0.029663086,\n",
+ " 0.009124756,\n",
+ " -0.0015134811,\n",
+ " -0.0077934265,\n",
+ " 0.05621338,\n",
+ " -0.0074310303,\n",
+ " -0.026611328,\n",
+ " -0.042816162,\n",
+ " -0.024902344,\n",
+ " 0.04434204,\n",
+ " 0.011238098,\n",
+ " 0.002494812,\n",
+ " -0.00598526,\n",
+ " 0.026382446,\n",
+ " -0.02420044,\n",
+ " -0.004787445,\n",
+ " 0.018951416,\n",
+ " -0.02519226,\n",
+ " 0.020004272,\n",
+ " -0.0003745556,\n",
+ " 0.021820068,\n",
+ " 0.0076560974,\n",
+ " 0.002861023,\n",
+ " -0.024414062,\n",
+ " 0.017837524,\n",
+ " -0.0032653809,\n",
+ " 0.035614014,\n",
+ " 0.006061554,\n",
+ " 0.0027065277,\n",
+ " -0.012107849,\n",
+ " 0.08666992,\n",
+ " -0.035461426,\n",
+ " -0.050354004,\n",
+ " 0.0075187683,\n",
+ " 0.007205963,\n",
+ " -0.024124146,\n",
+ " 0.011100769,\n",
+ " -0.04446411,\n",
+ " -0.001789093,\n",
+ " ...]]"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "embeddings.embed_documents([\"h\", \"b\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "77d271b6",
"metadata": {},
- "outputs": [],
"source": [
- "text = \"This is a test document.\""
+ "## Indexing and Retrieval\n",
+ "\n",
+ "Embedding models are often used in retrieval-augmented generation (RAG) flows, both as part of indexing data as well as later retrieving it. For more detailed instructions, please see our RAG tutorials under the [working with external knowledge tutorials](/docs/tutorials/#working-with-external-knowledge).\n",
+ "\n",
+ "Below, see how to index and retrieve data using the `embeddings` object we initialized above. In this example, we will index and retrieve a sample document in the `InMemoryVectorStore`."
]
},
{
"cell_type": "code",
- "execution_count": 5,
- "id": "fbe167bf",
+ "execution_count": 3,
+ "id": "d817716b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'LangChain is the framework for building context-aware reasoning applications'"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Create a vector store with a sample text\n",
+ "from langchain_core.vectorstores import InMemoryVectorStore\n",
+ "\n",
+ "text = \"LangChain is the framework for building context-aware reasoning applications\"\n",
+ "\n",
+ "vectorstore = InMemoryVectorStore.from_texts(\n",
+ " [text],\n",
+ " embedding=embeddings,\n",
+ ")\n",
+ "\n",
+ "# Use the vectorstore as a retriever\n",
+ "retriever = vectorstore.as_retriever()\n",
+ "\n",
+ "# Retrieve the most similar text\n",
+ "retrieved_documents = retriever.invoke(\"What is LangChain?\")\n",
+ "\n",
+ "# show the retrieved document's content\n",
+ "retrieved_documents[0].page_content"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e02b9855",
+ "metadata": {},
+ "source": [
+ "## Direct Usage\n",
+ "\n",
+ "Under the hood, the vectorstore and retriever implementations are calling `embeddings.embed_documents(...)` and `embeddings.embed_query(...)` to create embeddings for the text(s) used in `from_texts` and retrieval `invoke` operations, respectively.\n",
+ "\n",
+ "You can directly call these methods to get embeddings for your own use cases.\n",
+ "\n",
+ "### Embed single texts\n",
+ "\n",
+ "You can embed single texts or documents with `embed_query`:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "0d2befcd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "[-0.09338379, 0.0871582, -0.03326416, 0.01953125, 0.07702637, 0.034729004, -0.058380127, -0.031021118, -0.030517578, -0.055999756, 0.050842285, -0.006752014, 0.038391113, -0.0014362335, -0.041137695, -0.008880615, 0.026000977, -0.023010254, 0.05456543, -0.03366089, 0.055633545, 0.028579712, -0.068603516, 0.03970337, -0.06677246, 0.06732178, -0.013053894, -0.0060920715, 0.038116455, 0.057800293, 0.048736572, 0.026855469, 0.009849548, 0.08312988, 0.073791504, 0.01663208, -0.0871582, 0.01802063, -0.0020828247, -0.0031356812, 0.039978027, -0.03164673, 0.009796143, 0.011375427, 0.0068855286, 0.092285156, 0.05218506, -0.060943604, 0.038269043, -0.018218994, -0.04510498, -0.0847168, 0.008300781, -0.060058594, 0.0012111664, 0.05102539, 0.05218506, -0.047210693, -0.051239014, -0.044158936, -0.058166504, 0.07849121, -0.019165039, 0.06451416, 0.024887085, 0.011405945, -0.03768921, -0.018814087, -0.06829834, -0.052825928, -0.019104004, -0.021194458, 0.043518066, 0.07525635, 0.082336426, 0.0037651062, -0.0060310364, -0.03265381, 0.011375427, -0.013847351, -0.07232666, 0.02986145, 0.03866577, -0.029083252, 0.008666992, 0.03845215, 0.045196533, 0.012756348, -0.018051147, 0.032440186, -0.030715942, -0.045440674, -0.11187744, 0.032073975, 0.021972656, -0.044921875, -0.030410767, -0.03668213, 0.12420654, 0.05029297, -0.032989502, -0.049438477, 0.001704216, -0.08074951, 0.00046396255, -0.04107666, 0.020599365, -0.089416504, 0.020477295, -0.038726807, -0.04437256, -0.019256592, 0.048583984, 0.046020508, 0.03741455, -0.037475586, -0.050720215, 0.052856445, -0.10229492, -0.00010281801, 0.058776855, 0.021453857, -0.031051636, 0.01676941, 0.024047852, -0.026306152, 0.15258789, -0.09979248, 0.04888916, 0.045166016, 0.008865356, -0.043914795, -0.032928467, 0.0052757263, 0.06072998, 0.036956787, -0.058013916, 0.053466797, -0.03225708, 0.018371582, -0.0042533875, 0.047943115, 0.06530762, 0.039855957, -0.025360107, 0.047332764, -0.15124512, 0.08325195, 0.016174316, -0.029724121, 0.111816406, -0.05230713, -0.06964111, 0.03060913, -0.04257202, -0.0284729, 0.007843018, -0.03866577, 0.07867432, -0.04446411, 0.028869629, -0.015823364, 0.02659607, 0.085754395, 0.03878784, -0.04232788, 0.017074585, 0.026779175, -0.04284668, -0.017105103, 0.10058594, 0.022323608, -0.007007599, -0.09661865, -0.01322937, -0.004627228, 0.057800293, 0.057159424, -0.033294678, -0.066101074, 0.010910034, 0.033569336, -0.062042236, -0.0072021484, -0.070373535, 0.034729004, -0.07434082, -0.06604004, 0.061401367, 0.09576416, -0.070739746, 0.066833496, -0.019042969, -0.0051994324, -0.07696533, -0.03564453, 0.048614502, -0.048919678, 0.036224365, -0.06652832, 0.03338623, 0.05847168, 0.009414673, -0.035095215, 0.011787415, -0.007675171, -0.057006836, -0.045074463, -0.027999878, -0.049102783, -0.025787354, -0.010101318, -0.000813961, -0.009963989, -0.013343811, 0.04046631, 0.02758789, -0.07086182, 0.09442139, -0.012275696, -0.018936157, -0.011940002, 0.10638428, -0.10913086, 0.05606079, 0.008895874, 0.017089844, 0.019958496, 0.03173828, -0.037322998, 0.019699097, 0.046722412, -0.08959961, 0.059448242, 0.018875122, -0.057495117, -0.039276123, 0.009063721, -0.0178833, 0.032073975, -0.08178711, -0.061431885, 0.05731201, 0.012886047, -0.025360107, 0.04498291, 0.027923584, 0.125, 0.013374329, -0.013069153, -0.031677246, -0.109558105, 0.05731201, -0.03765869, 0.04650879, -0.005706787, 0.021697998, -0.0008239746, 0.030090332, -0.048736572, 0.07940674, -0.017120361, 0.018737793, 0.12011719, -0.03564453, 0.07519531, -0.039611816, -0.014968872, -0.045288086, 0.07702637, 0.010681152, -0.04736328, 0.07623291, 0.008071899, 0.080078125, -0.060516357, 0.043426514, -0.026489258, -0.018188477, 0.049560547, -0.068847656, -0.03387451, -0.09661865, -0.03768921, 0.028549194, 0.036621094, 0.05307007, -0.053894043, 0.0019035339, -0.07788086, -0.010597229, -0.027420044, 0.10900879, 0.019302368, -0.06726074, 0.04937744, 0.05154419, -0.050598145, 0.07562256, -0.05569458, 0.073913574, -0.052337646, -0.0149383545, -0.00037050247, 0.037322998, 0.018478394, -0.03201294, -0.04788208, 0.03062439, -0.055786133, 0.0018081665, 0.029510498, -0.10864258, -0.027374268, 0.040405273, 0.01474762, -0.010726929, -0.086242676, -0.02658081, -0.057159424, -0.0095825195, -0.11804199, -0.014289856, -0.006881714, -0.028533936, 0.005382538, -0.053771973, -0.015853882, 0.0034332275, -0.08441162, -0.028182983, -0.00856781, -0.060394287, -0.036590576, 0.03062439, 0.112854004, -0.008041382, -0.03353882, 0.0181427, -0.03466797, 0.026565552, -0.033813477, 0.0074310303, -0.02017212, -0.047729492, 0.00010108948, -0.032073975, 0.08630371, 0.08557129, -0.0115737915, 0.044067383, 0.062042236, 0.00819397, -0.016082764, 0.01574707, 0.0154418945, 0.06726074, 0.056884766, 0.01210022, 0.048095703, -0.0017309189, 0.018295288, -0.00592041, 0.062286377, 0.040649414, -0.032928467, -0.05392456, -0.13891602, -0.033050537, 0.047973633, -0.07824707, 0.024627686, -0.02923584, 0.09118652, 0.0690918, 0.045837402, -0.06402588, -0.028747559, -0.06542969, -0.08496094, 0.06762695, 0.04220581, 0.059539795, 0.0023174286]\n"
+ "[-0.022979736, -0.030212402, -0.08886719, -0.08569336, 0.007030487, -0.0010671616, -0.033813477, 0.0\n"
]
}
],
"source": [
- "query_result = embeddings.embed_query(text)\n",
- "print(query_result)"
+ "single_vector = embeddings.embed_query(text)\n",
+ "print(str(single_vector)[:100]) # Show the first 100 characters of the vector"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1b5a7d03",
+ "metadata": {},
+ "source": [
+ "### Embed multiple texts\n",
+ "\n",
+ "You can embed multiple texts with `embed_documents`:"
]
},
{
"cell_type": "code",
- "execution_count": 6,
- "id": "38ad3b20",
+ "execution_count": 5,
+ "id": "2f4d6e97",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "[[-0.072631836, 0.06921387, -0.02658081, 0.022705078, 0.027328491, 0.046905518, -0.01838684, -0.029525757, 0.0041046143, -0.028198242, 0.0496521, 0.026901245, 0.03274536, 0.01574707, -0.081726074, -0.022369385, 0.049591064, 0.06549072, -0.015083313, -0.053863525, 0.098083496, 0.034698486, -0.08557129, -0.0024662018, -0.07519531, 0.03265381, 0.006046295, -0.0060691833, 0.032196045, 0.07537842, 9.024143e-05, -0.00869751, 0.022735596, 0.06329346, 0.068481445, -0.006778717, -0.07885742, 0.049560547, -0.008811951, 0.025253296, 0.050750732, -0.05343628, 0.051361084, -0.02319336, 0.026382446, 0.088378906, 0.03567505, -0.0736084, 0.039215088, -0.020584106, -0.03112793, -0.071777344, 0.018218994, -0.01876831, 0.040863037, 0.080078125, 0.046020508, -0.030792236, -0.011779785, -0.024871826, -0.06652832, 0.04748535, -0.038116455, 0.08453369, 0.08746338, 0.059509277, -0.037628174, -0.045410156, -0.054626465, -0.0036334991, -0.035949707, -0.011070251, 0.054534912, 0.0803833, 0.052734375, 0.06689453, 0.0074310303, 0.018249512, -0.023773193, 0.03845215, -0.113220215, 0.014251709, 0.028289795, -0.03942871, 0.029525757, 0.03036499, 0.035095215, 0.031829834, -0.0015306473, 0.027252197, 0.005088806, -0.035858154, -0.113220215, 0.021606445, 0.012046814, -0.06137085, 0.0057640076, -0.06994629, 0.02532959, 0.016952515, -0.010398865, -0.0066184998, -0.020904541, -0.12030029, 0.0036029816, -0.061553955, 0.023956299, -0.07330322, 0.013053894, -0.009613037, -0.062683105, 0.00013184547, 0.12030029, 0.028167725, 0.048614502, -0.09301758, -0.020324707, 0.022369385, -0.14025879, -0.052764893, 0.07220459, 0.028198242, 0.01499939, -0.029449463, 0.004711151, -0.05947876, 0.1640625, -0.09240723, 0.019500732, -0.0031089783, 0.0032081604, -0.0049934387, -0.01676941, 0.002691269, 0.02848816, 0.013504028, -0.057800293, 0.049041748, -0.022384644, 0.05517578, -0.031982422, 0.055389404, 0.0859375, 0.019866943, -0.052978516, 0.030929565, -0.15979004, 0.068481445, -0.020080566, -0.033477783, 0.07922363, -0.020736694, -0.025680542, 0.054016113, -0.028839111, -0.016189575, 0.03564453, 0.0001078248, 0.06304932, -0.022781372, 0.06555176, 0.010093689, 0.03286743, 0.14111328, -0.008468628, -0.04849243, 0.04525757, 0.065979004, -0.012138367, -0.017044067, 0.059509277, 0.035339355, -0.017807007, -0.027267456, -0.0034656525, -0.02078247, -0.033477783, 0.05041504, -0.043518066, -0.064208984, 0.034942627, -0.009300232, -0.08148193, 0.007774353, -0.03540039, -0.008255005, -0.1060791, -0.0703125, 0.091308594, 0.10095215, -0.081970215, 0.02355957, -0.026382446, -0.0070610046, -0.051208496, -0.014961243, 0.07269287, -0.033721924, 0.017669678, -0.08972168, 0.035339355, 0.03579712, -0.07299805, -0.014144897, -0.008850098, 0.023742676, -0.05847168, -0.07873535, -0.015388489, -0.039642334, -0.028930664, 0.008926392, -0.040283203, -0.02897644, -0.013557434, -0.006088257, 0.024169922, -0.10217285, 0.014526367, 0.007381439, -0.0005607605, -0.058410645, -0.008399963, -0.08001709, 0.05065918, 0.01727295, 0.012191772, -0.016571045, 0.03717041, -0.02607727, 0.060760498, 0.057678223, -0.06585693, 0.059173584, 0.023117065, -0.034118652, -0.03189087, 0.010429382, 0.010368347, -0.011230469, -0.020980835, -0.04019165, 0.048187256, -0.019638062, -0.024414062, -0.0019989014, 0.04336548, 0.117248535, 0.00033903122, -0.0014419556, 0.013946533, -0.11541748, 0.030059814, -0.06500244, 0.05441284, 0.021759033, 0.030380249, 0.080566406, 0.02331543, -0.04586792, 0.037322998, 0.011390686, -0.01374054, 0.1459961, -0.050964355, 0.081970215, -0.061645508, 0.07067871, -0.036956787, 0.060455322, 0.051361084, -0.05831909, 0.05328369, -0.008628845, 0.054534912, -0.047332764, 0.030578613, -0.048828125, -0.018112183, 0.022979736, -0.07318115, -0.0423584, -0.094177246, -0.04071045, 0.054260254, 0.0423584, 0.075805664, -0.06365967, 0.009269714, -0.054779053, -0.007637024, -0.01876831, 0.08453369, 0.058898926, -0.07727051, 0.04360962, 0.010574341, -0.027694702, 0.024917603, -0.0463562, 0.040222168, -0.05496216, -0.048461914, 0.013710022, -0.1038208, 0.027954102, 0.031951904, -0.05618286, 0.0025730133, -0.06549072, -0.049957275, 0.01499939, -0.11090088, -0.009017944, 0.021835327, 0.03503418, 0.058746338, -0.12756348, -0.0345459, -0.04699707, -0.029830933, -0.06726074, 0.010612488, -0.024108887, 0.016464233, 0.013076782, -0.06298828, -0.0657959, -0.0025234222, -0.0625, 0.013420105, 0.05810547, -0.006362915, -0.028625488, 0.06085205, 0.12310791, 0.04751587, -0.027740479, -0.02029419, -0.02293396, 0.048858643, -0.006793976, -0.0061073303, 0.029067993, -0.0076942444, -0.00088596344, -0.007446289, 0.12756348, 0.082092285, -0.0037841797, 0.03866577, 0.040374756, 0.019104004, -0.0345459, 0.019042969, -0.038116455, 0.045410156, 0.062683105, -0.024963379, 0.085632324, 0.005897522, 0.008285522, 0.008811951, 0.026504517, 0.025558472, -0.005554199, -0.017822266, -0.112854004, -0.03768921, -0.00097227097, -0.061401367, 0.050567627, -0.010734558, 0.07220459, 0.03643799, 0.0007662773, -0.020980835, -0.04711914, -0.03488159, -0.09655762, 0.0048561096, 0.028030396, 0.04586792, -0.014915466]]\n"
+ "[-0.028869629, -0.030410767, -0.099121094, -0.07116699, -0.012748718, -0.0059432983, -0.04360962, 0.\n",
+ "[-0.047332764, -0.049957275, -0.07458496, -0.034332275, -0.057922363, -0.0112838745, -0.06994629, 0.\n"
]
}
],
"source": [
- "doc_result = embeddings.embed_documents([text])\n",
- "print(doc_result)"
+ "text2 = (\n",
+ " \"LangGraph is a library for building stateful, multi-actor applications with LLMs\"\n",
+ ")\n",
+ "two_vectors = embeddings.embed_documents([text, text2])\n",
+ "for vector in two_vectors:\n",
+ " print(str(vector)[:100]) # Show the first 100 characters of the vector"
]
},
{
- "cell_type": "code",
- "execution_count": null,
- "id": "aaad49f8",
+ "cell_type": "markdown",
+ "id": "98785c12",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "## API Reference\n",
+ "\n",
+ "For detailed documentation on `CohereEmbeddings` features and configuration options, please refer to the [API reference](https://api.python.langchain.com/en/latest/embeddings/langchain_cohere.embeddings.CohereEmbeddings.html).\n"
+ ]
}
],
"metadata": {
@@ -118,12 +2292,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.7"
- },
- "vscode": {
- "interpreter": {
- "hash": "7377c2ccc78bc62c2683122d48c8cd1fb85a53850a1b1fc29736ed39852c9885"
- }
+ "version": "3.11.9"
}
},
"nbformat": 4,