MiniMax-H3-Ref2VA-MLX-Serve-4bit
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This is a **mixed precision NVFP4 quantization** of zai-org/GLM-4.7-Flash, a 30B-A3B (30B total, 3B active) Mixture-of-Experts model. This model was made via custom quantization and calibration (128 samples, 2048 max seq len, neuralmagic/calibration, all 64 experts) scripts based on NVIDIA's approach for DeepSeek-V3. It uses **mixed precision** to preserve accuracy:
Successfully tested up to **128K tokens** with FP8 KV cache (Not enough VRAM to test any higher context).
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This model is a fine-tuned version of prajjwal1/bert-tiny on the conll2003 dataset. It achieves the following results on the evaluation set: - Loss: 0.1689 - Precision: 0.8083 - Recall: 0.8274 - F1: 0.8177 - Accuracy: 0.9598 The following hyperparameters were used during training: - learning_rate: 2e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 5 - Transformers 4.10.0 - Pytorch 1.9.0+cu102 - Datasets 1.11.0 - Tokenizers 0.10.3
Fine-tuned facebook/wav2vec2-large-xlsr-53 on Khmer using the Common Voice, and OpenSLR Kh. Prediction: ['पारानाको ब्राजिली राज्यमा रहेको राजधानी', 'देवराज जोशी त्रिभुवन विश्वविद्यालयबाट शिक्षाशास्त्रमा स्नातक हुनुहुन्छ'] Reference: ['पारानाको ब्राजिली राज्यमा रहेको राजधानी', 'देवराज जोशी त्रिभुवन विश्वविद्यालयबाट शिक्षाशास्त्रमा स्नातक हुनुहुन्छ']
Fine-tuned facebook/wav2vec2-large-xlsr-53 on Nepali using the Common Voice, and OpenSLR ne. Prediction: ['पारानाको ब्राजिली राज्यमा रहेको राजधानी', 'देवराज जोशी त्रिभुवन विश्वविद्यालयबाट शिक्षाशास्त्रमा स्नातक हुनुहुन्छ'] Reference: ['पारानाको ब्राजिली राज्यमा रहेको राजधानी', 'देवराज जोशी त्रिभुवन विश्वविद्यालयबाट शिक्षाशास्त्रमा स्नातक हुनुहुन्छ']
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