Add inference example notebooks for LFM2 models#50
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alay2shah
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Feb 2, 2026
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- Transformers: text generation, streaming, vision
- vLLM: text generation, batching, vision
- llama.cpp: CLI and server API, vision
- MLX: text generation, streaming, vision (Apple Silicon note)
- Ollama: Python/curl API examples, vision
- Transformers: text generation, streaming, vision - vLLM: text generation, batching, vision - llama.cpp: CLI and server API, vision - MLX: text generation, streaming, vision (Apple Silicon note) - Ollama: Python/curl API examples, vision Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Use return_dict=True with apply_chat_template and access input_ids properly to avoid AttributeError on shape access. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Use dtype="bfloat16" (not torch_dtype) - Use batch_decode as in docs - Keep tokenize=True as per docs Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
IMPORTANT: tie lm_head to input embeddings to fix missing weights issue in transformers v5. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Pin torch==2.9.0 to prevent errors - Use dtype instead of torch_dtype (deprecated) - Remove fallback note Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Use pip with --extra-index-url for CUDA support (--torch-backend is a uv flag, not pip) - Fix chat() API to use message format instead of raw strings Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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Combined changes: kept updated PR number (#14069) from main and preserved Colab notebook link from notebook-examples branch. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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