--- schema_version: "1" id: 7657cf2e28e030faabc3f9cadbf214ab057c52617ea97c8c6f2616e58dbb3d62 title: Configuring Embedding Operations collection: mulesoft version: current locale: en-us portal_url: https://docs.salesforce.com/mulesoft/current/en-us/amazon-bedrock-connector/1.0/configuring-embedding-operations.md canonical_url: https://docs.mulesoft.com/amazon-bedrock-connector/1.0/configuring-embedding-operations source_site: docs.mulesoft.com content_type: documentation content_hash: 188c5561198166c1c8e5b8b6bae28e68c138d14d020b776977cf1c385c796b55 description: MuleSoft Documentation Site release: "1.0" latest: false --- --- product: Amazon Bedrock Connector version: 1.0 --- # Configuring Embedding Operations > For the full documentation index, see: https://docs.mulesoft.com/llms.txt Configure the **EMBEDDING Generate from Text** and **EMBEDDING Adhoc Query** operations. ## Configure the EMBEDDING Generate from Text Operation The **EMBEDDING Generate from Text** operation creates embeddings from a text provided as input. Embeddings are numerical vector representations of text that can be used for tasks like text similarity, clustering, and search functionalities. To configure the **EMBEDDING Generate from Text** operation: 1. Select the operation on the Anypoint Code Builder or Studio canvas. 2. In the **General** properties tab for the operation, enter these values: - **Prompt** The text as plain text for the operation to generate embeddings from. - **Model name** The name of the LLM. You can select any model from the supported LLM Providers. - **Region** The AWS region. - **Dimension** The number of dimensions the output embeddings should have. Accepted values are 1024 (default), 512, or 256. - **Normalize** A flag indicating whether to normalize the output embeddings. Defaults to `true`. This is the XML for this operation: ```xml ``` ### Output Configuration This operation responds with a JSON payload. This is an example response: ```json { "inputTextTokenCount":17, "embedding":[ 0.0058898926, -0.11621094, 0.26171875, -0.30078125, -0.15527344, -0.24707031, 0.296875, 4.15802E-4, -0.17285156, ..., ... ] } ``` - `inputTextTokenCount` The number of tokens used to process the input text. - `embedding` An array of floating-point numbers representing the vector embedding of the input text. ## Configure the EMBEDDING Adhoc Query Operation The **EMBEDDING Adhoc Query** operation performs an adhoc semantic search on the provided document. To configure the **EMBEDDING Adhoc Query** operation: 1. Select the operation on the Anypoint Code Builder or Studio canvas. 2. In the **General** properties tab for the operation, enter these values: - **Prompt** The prompt as plain text for the operation. - **File path** The file path to the document. - **Model name** The name of the LLM. You can select any model from the supported LLM Providers. - **Region** The AWS region. - **Dimension** The number of dimensions the output embeddings should have. Accepted values are 1024 (default), 512, or 256. - **Normalize** A flag indicating whether to normalize the output embeddings. Defaults to `true`. - **Option type** How the document is split. This is the XML for this operation: ```xml ``` ### Output Configuration This operation responds with a JSON payload. This is an example response: ```json [ "0.7222009830758953 - 1. Adaptive Noise Cancellation: Mule TXY Pro features advanced adaptive noise\ncancellation technology that dynamically adjusts to your surroundings, ensuring an\nimmersive sound experience even in the noisiest environments.", "0.6548797751679963 - 4. Crystal Clear Call Quality: Equipped with multiple beamforming microphones, Mule\nTXY Pro ensures crystal clear voice calls by isolating your voice and reducing\nbackground noise.", "0.6080078517625709 - Mule TXY Pro: Elevate your auditory experience to new heights with the most advanced\nearpods on the market. Whether you're a music enthusiast, a busy professional, or an avid\ntraveler, Mule TXY Pro delivers the performance and convenience you need.", "0.6033637899209172 - Introducing Mule TXY Pro, the latest innovation in wireless audio technology. Engineered for\nthe ultimate auditory experience, Mule TXY Pro combines cutting-edge features with sleek,\nergonomic design to deliver unparalleled sound quality and convenience.", "0.5763494555939309 - 8. High-Fidelity Sound: Powered by graphene-enhanced drivers, Mule TXY Pro delivers\nstunning high-fidelity sound with deep bass, crisp mids, and sparkling trebles, ensuring\nevery note is heard with perfect clarity.", "0.5502839961220158 - 6. Ergonomic Design: Mule TXY Pro's ergonomic design and customizable ear tips\nguarantee a secure and comfortable fit, making them perfect for extended wear during\nworkouts, travel, or daily commutes.", "0.47535332600339536 - 7. Sweat and Water Resistant: With an IPX7 rating, Mule TXY Pro is built to withstand\nintense workouts and adverse weather conditions, making them the ideal companion for\nany activity.", "0.4625065928913214 - ● Durability and Comfort: The IPX7 rating and ergonomic design ensure that Mule TXY\nPro is both durable and comfortable for all-day wear.", "0.4469227711336364 - Why Mule TXY Pro is the Best:", "0.427673823435529 - ● Cutting-Edge Noise Cancellation: Adaptive noise cancellation provides a personalized\nlistening environment, making them ideal for frequent travelers and commuters.", "0.41792318702734876 - \nProduct Name: Mule TXY Pro", "0.2836238616522896 - ● Unmatched Sound Quality: The combination of graphene drivers and 360-degree\nspatial audio offers an audio experience that rivals high-end studio headphones.", "0.25629929834096177 - ● Smart and Intuitive: AI-powered features and intuitive touch controls offer a level of\nconvenience and usability that is unmatched by other earpods.", "0.20080554821060592 - 9. Intuitive Touch Controls: Effortlessly control your music, manage calls, and activate\nvoice assistants with intuitive touch-sensitive controls on each earbud.", "0.19433385553615035 - 2. 360-Degree Spatial Audio: Experience music and media like never before with\n360-degree spatial audio, creating a theater-like soundscape that surrounds you in rich,\nmulti-dimensional sound.", "0.19263522837318664 - 3. AI-Powered Smart Assist: Integrated AI assistants provide seamless control over your\nmusic, calls, and notifications. Voice-activated commands make hands-free operation a\nbreeze.", "0.18936083867608916 - 10. Seamless Connectivity: Bluetooth 5.3 technology ensures a stable, low-latency\nconnection with your devices, while multi-device pairing lets you switch seamlessly\nbetween your phone, tablet, and laptop.", "0.1497476123913745 - ● Exceptional Battery Life: Extended battery life with quick charging capabilities means\nyou spend less time charging and more time enjoying your music.", "0.13411454064304643 - 5. Extended Battery Life: Enjoy up to 12 hours of continuous playback on a single charge,\nwith the sleek charging case providing an additional 24 hours of battery life. Fast\ncharging capabilities mean you can get 3 hours of playback from just 15 minutes of\ncharging.", "0.07138466714333906 - Key Features:", "0.04727589821132713 - \n", "-6.651552304116816E-4 - Description:" ] ``` The response is a scoring array of the text segments of the document provided, ordered by relevance to the prompt. ## See Also - [Amazon Bedrock Connector Overview](https://docs.mulesoft.com/amazon-bedrock-connector/1.0/) - [Amazon Bedrock Connector Reference](https://docs.mulesoft.com/amazon-bedrock-connector/1.0/amazon-bedrock-connector-reference) - [Salesforce Help](https://help.salesforce.com)