{ "bits": 4, "act_bits": 4, "data_type": "nv_fp", "act_data_type": "nv_fp4_with_static_gs", "group_size": 16, "act_group_size": 16, "sym": true, "act_sym": true, "act_dynamic": true, "enable_quanted_input": false, "iters": 0, "low_gpu_mem_usage": true, "autoround_version": "0.13.0", "block_name_to_quantize": "model.layers", "quant_method": "auto-round", "packing_format": "auto_round:llm_compressor", "extra_config": { "model.layers.0.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.0.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.0.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.0.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.1.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.1.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.1.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.1.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.2.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.2.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.2.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.2.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.3.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.3.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.3.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.3.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.4.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.4.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.4.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.4.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.5.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.5.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.5.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.5.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.6.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.6.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.6.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.6.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.7.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.7.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.7.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.7.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.8.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.8.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.8.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.8.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.9.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.9.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.9.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.9.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.10.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.10.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.10.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.10.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.11.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.11.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.11.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.11.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.12.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.12.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.12.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.12.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.13.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.13.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.13.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.13.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.14.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.14.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.14.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.14.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.15.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.15.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.15.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.15.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.16.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.16.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.16.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.16.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.17.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.17.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.17.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.17.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.18.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.18.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.18.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.18.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.19.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.19.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.19.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.19.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.20.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.20.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.20.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.20.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.21.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.21.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.21.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.21.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.22.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.22.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.22.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.22.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.23.self_attn.q_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.23.self_attn.k_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.23.self_attn.v_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, "model.layers.23.self_attn.o_proj": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" }, ".*self_attn.*": { "bits": 16, "data_type": "float", "act_bits": 16, "act_data_type": "float" } } }