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wired models

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  1. Custom prompt formatter|Documentation

    Replace IPromptFormatter in Aspose.LLM for .NET to support custom chat templates or post-process model output....ChatMessage is rendered into the model-ready text before inference...inference, and how the raw model output is cleaned up before the API returns...

    docs.aspose.com/llm/net/developer-reference/ext...
  2. Logging and diagnostics|Documentation

    Integrate ILogger with Aspose.LLM for .NET, enable native debug logs, and interpret tagged log output for multimodal, context, and KV cache diagnostics....logger ); Logs from the engine, model manager, binary manager, and...Debug true Full firehose during model porting / migration Debug true...

    docs.aspose.com/llm/net/developer-reference/log...
  3. Batch processing|Documentation

    Run many prompts through one loaded Aspose.LLM model — amortize the load cost, pick session-per-prompt vs shared-session patterns....instance without paying the model-load cost for each one. This...using Aspose.LLM.Abstractions.Models ; using var api = AsposeLLMApi...

    docs.aspose.com/llm/net/use-cases/batch-process...
  4. About images/pdf attachment in aspose word temp...

    Could you pls help me on how to import multiple images/pdfs as an image form in Aspose.word template Linq reporting engine dynamically which are saved as bytes at backend.... Backend model – what the engine expects public...reporting engine (see step 4). 3. Wire up the LINQ Reporting Engine...

    forum.aspose.com/t/about-images-pdf-attachment-...