CodeGeeX4 - Open Multilingual Code Generation Model - Run Locally

【项目原作解读】清华大学郑勤锴：CodeGeeX大规模多语言代码生成模型

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Gemma 4 is Google DeepMind’s latest open multimodal model family, aimed at both on device and broader deployment, with variants including E2B, E4B, a 26B Mixture of Experts model, and a 31B dense model Google claims it can handle text, images, audio, video, long context reasoning up to 256K tokens, multilingual inputs across 140 languages, OCR, chart/document understanding, code generation, tool use, and agentic workflows, while its benchmark highlights include strong results on MMLU Pro, GPQA D

PyTorch Tutorial 06 - Training Pipeline: Model, Loss, and Optimizer