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1from transformers import AutoModelForCausalLM
2
3adapter_id = "mustafaah/redundancylm-512x24-seed47-writer"
4base_model = "Qwen/Qwen3.5-4B"
5
6model = AutoModelForCausalLM.from_pretrained(adapter_id, device_map="auto")tinker://b293bb9a-be6f-5124-bb78-4a68a4980b87:train:0/sampler_weights/redundancylm-20260728T151553Z-redundancy-sampler-step-001000