Datasets:

BassemE
/

mulesoft-documentation-embeddings

entities listlengths 0 0	relationships listlengths 0 0	title stringlengths 22 164	page_content stringlengths 32 10.7k	chunk_index int64 0 216	source_url stringlengths 29 142	tags listlengths 0 0	knowledge_source stringclasses 2 values	total_chunks int64 1 217	document_id stringlengths 36 36	chunk_id stringlengths 20 22	vector listlengths 3.07k 3.07k
[]	[]	logn \| MuleSoft Documentation	# logn ## logn(a: Number): Number \| NaN Returns the natural logarithm (base `e`) of a number. If the input value is less than or equal to zero, the result is `NaN` (or `null`). _Introduced in DataWeave version 2.4.0._ ### Parameters Name \| Description ---\|--- Number to convert into its natural logarithm. ### Example This example shows how `logn` behaves with different inputs. #### Source ``` %dw 2.0 import * from dw::util::Math output application/json --- { "logn10": logn(10), "logn13": logn(0.13), "logn-20": logn(-20) } ``` #### Output ``` { "logn10": 2.302585092994046, "logn13": -2.0402208285265546, "logn-20": null } ```	0	https://docs.mulesoft.com/dataweave/latest/dw-math-functions-logn	[]	mulesoft	1	0181a5cc-1889-450b-8331-8c9192777dc7	chunk_fe2f6df96608_0	[ -0.027492066845297813, -0.007407291326671839, -0.01326452661305666, -0.006348635535687208, -0.018191726878285408, -0.0363306850194931, -0.0175717044621706, 0.05097377300262451, 0.011615529656410217, -0.011991500854492188, 0.026146484538912773, -0.01721552200615406, -0.026463093236088753, 0...
[]	[]	MD5 \| MuleSoft Documentation	# MD5 ## MD5(content: Binary): String Computes the MD5 hash and transforms the binary result into a hexadecimal lower case string. ### Parameters Name \| Description ---\|--- A binary input value to encrypt. ### Example This example uses the MD5 algorithm to encrypt a binary value. #### Source ``` %dw 2.0 import dw::Crypto output application/json --- { "md5" : Crypto::MD5("asd" as Binary) } ``` #### Output ``` { "md5": "7815696ecbf1c96e6894b779456d330e" } ```	0	https://docs.mulesoft.com/dataweave/latest/dw-crypto-functions-md5	[]	mulesoft	1	4997cd7c-df13-4ef1-bb74-46a5c297d4d1	chunk_b8a7382b47f4_0	[ 0.02353515289723873, -0.050013888627290726, -0.012462964281439781, -0.019254807382822037, 0.0333515927195549, 0.030218973755836487, -0.0006666943081654608, 0.052417363971471786, 0.007338700816035271, -0.009816440753638744, 0.04731335490942001, -0.010943913832306862, -0.02843662165105343, -...
[]	[]	Amazon SQS Connector 5.11 Reference \| MuleSoft Documentation	"\| Time unit for the Visibility Timeout field. \nPreserve Messages \| Preserve messages af(...TRUNCATED)	1	https://docs.mulesoft.com/amazon-sqs-connector/latest/amazon-sqs-connector-reference	[]	mulesoft	7	2a8cca77-65b1-4ecc-aa87-2fb2c8729aa2	chunk_3a9efc8db9c3_1	[-0.012261382304131985,-0.022534431889653206,0.00723956897854805,0.02314622700214386,-0.008450412191(...TRUNCATED)
[]	[]	Deployment Map \| MuleSoft Documentation	"# Deployment Map\nThe deployment map shows the current status of the run configurations. The deploy(...TRUNCATED)	0	https://docs.mulesoft.com/rpa-manager/processoperations-deploymentmap	[]	mulesoft	1	14c99667-d852-4224-9f88-4dd7accbd5ec	chunk_7a4917224bb4_0	[-0.012941740453243256,-0.023256957530975342,-0.01032285112887621,0.02079840749502182,0.015652252361(...TRUNCATED)
[]	[]	Box Connector Reference 5.3 \| MuleSoft Documentation	"## Associated Sources\n * On Download File Trigger\n * On New File in Folder\n * * On New Task(...TRUNCATED)	2	https://docs.mulesoft.com/box-connector/latest/box-connector-reference	[]	mulesoft	74	024f317f-bcbe-447d-b703-6a16ea4ffec1	chunk_8439a421d5a1_2	[-0.01819380186498165,-0.029583660885691643,-0.016425374895334244,0.04010429233312607,-0.00758699513(...TRUNCATED)
[]	[]	XML Module 1.3 \| MuleSoft Documentation	"# XML Module 1.3\nThe XML Module process and extracts data from an XML document. Although DataWeave(...TRUNCATED)	0	https://docs.mulesoft.com/xml-module/1.3/	[]	mulesoft	1	e98d4937-6c92-4d43-a481-4d20189515c1	chunk_9afaa235d3a0_0	[-0.011417004279792309,-0.010141780599951744,-0.006976224947720766,0.016337867826223373,0.0069012115(...TRUNCATED)
[]	[]	File Connector \| MuleSoft Documentation	"# File Connector\nFile Connector v1.4\nAnypoint Connector for File (File Connector) handles files a(...TRUNCATED)	0	https://docs.mulesoft.com/file-connector/1.4/	[]	mulesoft	1	f99bf417-97f4-40da-9a02-2831e94a4f52	chunk_8014533ac9b3_0	[-0.010473428294062614,-0.008752581663429737,-0.002232650062069297,0.016585400328040123,-0.013729685(...TRUNCATED)
[]	[]	FTP Connector \| MuleSoft Documentation	"# FTP Connector\nSupport Category: Select\nAnypoint Connector for FTP (FTP Connector) provides acce(...TRUNCATED)	0	https://docs.mulesoft.com/ftp-connector/1.7/	[]	mulesoft	1	a32015e3-02f0-4f16-817f-80224d9f5bc6	chunk_d156a2dd0ba2_0	[-0.018876343965530396,-0.006124932784587145,-0.004008563235402107,0.012379051186144352,-0.015061559(...TRUNCATED)
[]	[]	Jira Connector 1.2 Reference \| MuleSoft Documentation	"\| A retry strategy in case of connectivity errors \n### Output\nAttributes Type \| Http Respon(...TRUNCATED)	32	https://docs.mulesoft.com/jira-connector/latest/jira-connector-reference	[]	mulesoft	147	726e0de5-8e6f-4e8a-a3ba-1e3f138b3d5c	chunk_8523b835cab4_32	[0.0043186298571527,-0.06460344791412354,-0.014688756316900253,0.022310663014650345,-0.0250182691961(...TRUNCATED)
[]	[]	Configure the Quality of Service for MQTT Connector \| MuleSoft Documentation	"# Configure the Quality of Service for MQTT Connector\nThe MQTT protocol enables you to specify lev(...TRUNCATED)	0	https://docs.mulesoft.com/mqtt3-connector/latest/mqtt3-connector-quality-of-service	[]	mulesoft	1	832700d5-1a1c-4e5a-a8cf-bd33a6c8da75	chunk_d9cdcab1fcfa_0	[-0.017692850902676582,0.012463074177503586,-0.0026774986181408167,0.03774278610944748,0.00810983683(...TRUNCATED)

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mulesoft-documentation-embeddings

MuleSoft Documentation Embeddings for RAG Applications

Dataset Information

Version: 1.0.0
Created: 2025-09-16T02:41:16.352809
Source: Vector Database
License: MIT
Language: en

Task Categories

question-answering, retrieval, knowledge-base

Dataset Statistics

SkillPilotDataSet_v11

Total Objects: 6430
Unique Properties: 13
Knowledge Sources: mulesoft, user_defined_docs
Average Content Length: 5079 characters

Dataset Schema

The dataset contains the original document properties with the following fields:

author: Document author
chunk_id: Unique chunk identifier
chunk_index: Position of chunk in document
document_id: Source document identifier
entities: Extracted entities
keywords: Document keywords
knowledge_source: Source of knowledge (mulesoft, user_defined_docs)
page_content: Main text content
relationships: Entity relationships
source_url: Original document URL
tags: Document tags
title: Document title
total_chunks: Total number of chunks in document
vector: Embedding vector (3072 dimensions from OpenAI text-embedding-3-large)

RAG Configuration

This dataset was created using the following RAG (Retrieval-Augmented Generation) configuration:

Embedding Model

Model Type: OpenAI
Model ID: text-embedding-3-large
Embedding Dimensions: 3072
Provider: OpenAI

Chunking Configuration

Chunk Size: 2048 characters
Chunk Overlap: 256 characters

Technical Details

Vector Database: Vector Database
Collection: SkillPilotDataSet_v11
Total Vectors: 6430
Vector Distance: Cosine similarity

Usage

This dataset can be used for:

Question answering systems
Retrieval-augmented generation (RAG)
Knowledge base construction
Technical interview preparation
AI assistant training

Files

dataset.parquet: Dataset in Parquet format (recommended for large datasets)
README.md: This documentation file

Citation

If you use this dataset, please cite:

@dataset{{mulesoft_documentation_embeddings,
  title={{MuleSoft Documentation Embeddings}},
  author={{Bassem Elsodany}},
  year={{2025}},
  url={{https://huggingface.co/datasets/BassemE/mulesoft-documentation-embeddings}}
}}

Downloads last month: 20

Size of downloaded dataset files:

127 MB

Size of the auto-converted Parquet files:

127 MB

Number of rows:

6,430