Its tabular and indented nature mimics formats these models are now trained on, rendering it an outstanding option for prompting and info retrieval tasks.
LLM Friendly: The structure is built to be simply parsed by AI versions whilst minimizing the token rely, saving prices and context window House.
AI technologies is advancing speedily, giving potent resources for automation, analytics, and every day challenge-resolving. Most platforms are easy to use and provide trustworthy functionality, nevertheless results may differ according to the process And just how the AI is utilized.
It simplifies data serialization for AI workflows, which makes it a crucial asset in the evolving landscape of huge language versions.
On this workflow, you fetch the information, extract just the Lively consumers, convert it to your pipe-delimited TOON structure, and get a stats report on the number of tokens you only saved.
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In case you feed it a .json file, it assumes you want to encode it to TOON. Should you offer a .toon file, it switches to decoding manner JSON2TOON to provide you with again JSON.
A diferencia de JSON, que fue creado para intercambio de datos entre aplicaciones web, TOON está optimizado para reducir el consumo de tokens, lo que se traduce en ahorros significativos tanto en costes de API como en capacidad de contexto.
Esta es la característica más poderosa de TOON. Cuando tienes un array de objetos con la misma estructura (como listas de usuarios, productos, o transacciones), TOON convierte estos datos en un formato tabular donde las claves se definen una sola vez. Esto elimina la redundancia masiva que existe en JSON y puede reducir el tamaño hasta en un 70%.
Whether you are debugging a prompt, planning a TOON dataset, or just inquisitive about exactly how much money you may preserve on tokens, the @toon-structure/toon CLI is your new best friend.
Duplicate or Down load: The ensuing TOON output can then be quickly copied for speedy use in purposes or for further processing.
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The TOON CLI removes the guesswork with the --stats flag. When encoding, this feature calculates the believed token depend and demonstrates you the price savings promptly. This is certainly priceless when you find yourself budgeting for high-quantity LLM calls.
The actual electrical power of the TOON CLI arrives when you chain it with other applications like curl and jq. You can fetch knowledge from an API, filter it down to the essentials, and convert it to TOON in only one line—able to be pasted right into a prompt or sent to an inference endpoint.