Robuta

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Unsloth is a local UI for training and running Kimi K3, Gemma 4, Qwen3.6, DeepSeek, GLM and other models. - unslothai/unsloth https://unsloth.ai/docs/blog/3x-faster-training-packing 3x Faster LLM Training with Unsloth Kernels + Packing | Unsloth Documentation Learn how Unsloth increases training throughput and eliminates padding waste for fine-tuning. training with unslothfasterllmkernelspacking https://unsloth.ai/docs/integrations/connect-python-sdk-to-unsloth Connect Python SDK to Unsloth | Unsloth Documentation Guide to calling Unsloth's local API from Python using the official OpenAI or Anthropic SDKs including streaming, vision, function calling, and Unsloth's... python sdkconnectunslothdocumentation https://unsloth.ai/docs/blog/quantization-aware-training-qat Quantization-Aware Training (QAT) | Unsloth Documentation Quantize models to 4-bit with Unsloth and PyTorch to recover accuracy. quantizationawaretrainingqatunsloth https://unsloth.ai/docs/basics/chat-templates Chat Templates | Unsloth Documentation Learn the fundamentals and customization options of chat templates, including Conversational, ChatML, ShareGPT, Alpaca formats, and more! chattemplatesunslothdocumentation https://unsloth.ai/docs/basics/nvfp4 Run Unsloth Dynamic NVFP4 Guide | Unsloth Documentation Learn how Unsloth Dynamic NVFP4 enables fast, accurate 4-bit inference on NVIDIA Blackwell GPUs. rununslothdynamicguidedocumentation https://endpoints.huggingface.co/new?accelerator=gpu&catalog_id=376&gguf_file=MXFP4_MOE%2FQwen3.5-397B-A17B-MXFP4_MOE-00001-of-00006.gguf&instance_id=aws-us-east-1-nvidia-a100-x4&no_suggested_compute=true®ion=us-east-1&repository=unsloth%2FQwen3.5-397B-A17B-GGUF&task=image-text-to-text&vendor=aws Deploy unsloth/Qwen3.5-397B-A17B-GGUF | Inference Endpoints by Hugging Face Deploy Qwen3.5-397B-A17B-GGUF for image-text-to-text inference in 1 click. https://unsloth.ai/docs/models/kimi-k3 Kimi K3 - How to Run Locally | Unsloth Documentation Guide to running Kimi K3 quants on your local setup. how to runkimilocallyunslothdocumentation https://unsloth.ai/docs/new/studio/data-recipe Unsloth Data Recipes | Unsloth Documentation Learn how to create, build and edit datasets with Unsloth Studio's Data Recipes. data recipesunslothdocumentation https://unsloth.ai/docs/get-started/install/amd Fine-tuning LLMs on AMD GPUs with Unsloth Guide | Unsloth Documentation Learn how to fine-tune large language models (LLMs) on AMD GPUs with Unsloth. fine tuningamd gpusllmsunslothguide https://unsloth.ai/docs/basics/tool-calling-guide-for-local-llms Tool Calling Guide for Local LLMs | Unsloth Documentation tool callinglocal llmsguideunslothdocumentation https://huggingface.co/collections/unsloth/mistral-small-3-all-versions Mistral Small 3 (All Versions) - a unsloth Collection A collection of Mistral's new Small 3.2 and 3 models including GGUF, 4-bit and more! mistral smallversionsunslothcollection https://unsloth.ai/docs/blog/dgx-station Fine-Tuning LLMs on NVIDIA DGX Station with Unsloth | Unsloth Documentation NVIDIA DGX Station tutorial on how to fine-tune with notebooks from Unsloth. nvidia dgx stationfine tuningllmsunslothdocumentation https://unsloth.ai/docs/models/deepseek-v4 DeepSeek-V4: How to Run Locally | Unsloth Documentation Run DeepSeek-V4-Flash locally on your own device! how to rundeepseeklocallyunslothdocumentation https://unsloth.ai/docs/basics/continued-pretraining Continued Pretraining | Unsloth Documentation AKA as Continued Finetuning. 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A complete guide from beginner to... reinforcement learningrlguideunslothdocumentation https://unsloth.ai/docs/basics/mcp How to Use MCP Servers with Local LLMs | Unsloth Documentation Learn how to connect MCP Servers to open AI models with screenshots. how to usemcp serverslocal llmsunslothdocumentation https://unsloth.ai/docs/blog/how-to-fine-tune-llms-with-unsloth-and-docker How to Fine-tune LLMs with Unsloth & Docker | Unsloth Documentation Learn how to fine-tune LLMs or do Reinforcement Learning (RL) with Unsloth's Docker image. how tofine tunellmsunslothdocker