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SmolVLA

Overview
Install-Windows
Install-Linux

Instructions

Overview Sys Command and CLI Mode Server Mode Server Basics API / Client Usage Open WebUI Tool Calling Reasoning & Tool Calls Structured Output Request Parameters & Long Prompts Output Parsing Internals LangChain RAG LangChain Web Search Obsidian Microsoft AI Toolkit

Models

Overview LLaMA DeepSeek Qwen Gemma MedGemma TranslateGemma gpt-oss LiquidAI/LFM Microsoft/Phi Nanbeige Whisper EmbeddingGemma Decision 3.0 (d3) SmolVLA Hy-MT2 Hy-Memory MiniCPM Nemotron Bolt Nemotron Bolt DFlash Flash Models

Benchmarks

Overview LLaMA3 Gemma3 Gemma4 Qwen2.5 Qwen3 Qwen3.5 Qwen3.6 Qwen3.8 gpt-oss Decision 3.0 (d3) LiquidAI/LFM2 LiquidAI/LFM3 Microsoft/Phi4 Nanbeige4.1 SmolVLA Hy-MT2 Hy-Memory MiniCPM-V 4.7 Nemotron Bolt Nemotron Bolt DFlash Flash Models Whisper

🧩 Model Card: SmolVLA

  • Type: Vision-Language-Action
  • Think: No
  • Tool Calling Support: No
  • Base Model: lerobot/smolvla_base
  • Quantization: bf16
  • Max Context Length: 48 tokens
  • Max Camera Input: 3 images

📝 Note:

  • SmolVLA is a robotics policy model that maps camera images and language instructions directly to robot actions — it does not run in FLM’s standard CLI or Server chat modes.
  • For detailed usage instructions, please refer to:
    • HuggingFace: FastFlowLM/smolvla-NPU2
    • ModelScope: amd/smolvla
  • For measured inference latency on Strix Point, see SmolVLA benchmarks.

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