{ "enabled": true, "cache_path": "/Users/tim/.omlx/models/.oqe_imatrix/Qwen3.8-Flash-Next-Uncensored-9cb1917c3ea2-s128-l512.npz", "cache_reused": false, "entry_count": 937, "calib_dataset": "oqe_code_multilingual", "collection": { "dataset": "oqe_code_multilingual", "requested_samples": 128, "seq_length": 512, "adaptive": true, "adaptive_step_samples": 128, "adaptive_max_samples": 1024, "available_samples": 1024, "micro_batch_size": 8, "micro_batches": 128, "batch_plan": { "micro_batch_size": 8, "estimated_sample_bytes": 52428800, "capture_budget_bytes": 447505614, "system_available_bytes": 116726628352, "metal_available_bytes": 130562220814, "live_available_bytes": 116726628352, "model_bytes": 71976066934, "remaining_available_bytes": 44750561418, "fits_one_sample": true, "hidden_size": 2560, "num_experts": 512, "top_k": 10, "gemma4_state_bytes": 0, "num_hidden_layers": 48, "num_kv_shared_layers": 0, "per_layer_input_size": 0 }, "processed_samples": 1024, "model_class": "mlx_vlm.models.qwen4_exp.qwen4_exp.Model", "layer_model_class": "mlx_vlm.models.qwen4_exp.language.Qwen4ExpModel", "layer_model_type": "qwen4_exp_text", "layer_count": 48, "layer_state_kind": "qwen4_exp", "successful_layer_forwards": 6144, "skipped_layer_forwards": 0, "mtp_head_forwards": 128, "installed_modules": 1050, "capture_module_classes": { "Linear": 159, "QuantizedLinear": 744, "QuantizedSwitchLinear": 147 }, "switch_capture_modules": 147, "requires_expert_counts": true, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 1805.0, "p10_count": 2781.3, "median_count": 8252.0, "max_count": 172934, "min_required_count": 16, "required_percentile": 5 }, "rounds": [ { "processed_samples": 128, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75225, "zero_count_experts": 39, "active_ratio": 0.9994818239795918, "min_count": 0, "p05_count": 215.0, "p10_count": 339.0, "median_count": 1039.0, "max_count": 20672, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 256, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75240, "zero_count_experts": 24, "active_ratio": 0.9996811224489796, "min_count": 0, "p05_count": 439.0, "p10_count": 682.0, "median_count": 2064.0, "max_count": 42223, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 384, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 691.0, "p10_count": 1046.0, "median_count": 3108.0, "max_count": 64161, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 512, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 908.0, "p10_count": 1373.0, "median_count": 4121.0, "max_count": 85280, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 640, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 1105.0, "p10_count": 1716.0, "median_count": 5155.0, "max_count": 106967, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 768, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 1369.0, "p10_count": 2069.3, "median_count": 6195.0, "max_count": 129533, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 896, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 1586.0, "p10_count": 2417.0, "median_count": 7238.0, "max_count": 150988, "min_required_count": 16, "required_percentile": 5 } }, { "processed_samples": 1024, "coverage_sufficient": false, "collection_sufficient": false, "coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 1805.0, "p10_count": 2781.3, "median_count": 8252.0, "max_count": 172934, "min_required_count": 16, "required_percentile": 5 } } ] }, "expert_coverage": { "has_expert_counts": true, "expert_modules": 147, "total_experts": 75264, "active_experts": 75243, "zero_count_experts": 21, "active_ratio": 0.9997209821428571, "min_count": 0, "p05_count": 1805.0, "p10_count": 2781.3, "median_count": 8252.0, "max_count": 172934, "min_required_count": 16, "required_percentile": 5 }, "applied": [ "language_model.model.layers.0.attn_hyper_connection.block_inject_weight", "language_model.model.layers.0.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.0.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.0.linear_attn.in_proj_a", "language_model.model.layers.0.linear_attn.in_proj_b", "language_model.model.layers.0.linear_attn.in_proj_qkv", "language_model.model.layers.0.linear_attn.in_proj_z", "language_model.model.layers.0.linear_attn.out_proj", "language_model.model.layers.0.mlp.shared_expert.down_proj", "language_model.model.layers.0.mlp.shared_expert.gate_proj", "language_model.model.layers.0.mlp.shared_expert.up_proj", "language_model.model.layers.0.mlp.shared_expert_gate", "language_model.model.layers.0.mlp.switch_mlp.down_proj", "language_model.model.layers.0.mlp.switch_mlp.gate_proj", "language_model.model.layers.0.mlp.switch_mlp.up_proj", "language_model.model.layers.0.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.0.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.0.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.1.attn_hyper_connection.block_inject_weight", "language_model.model.layers.1.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.1.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.1.linear_attn.in_proj_a", "language_model.model.layers.1.linear_attn.in_proj_b", "language_model.model.layers.1.linear_attn.in_proj_qkv", "language_model.model.layers.1.linear_attn.in_proj_z", "language_model.model.layers.1.linear_attn.out_proj", "language_model.model.layers.1.mlp.shared_expert.down_proj", "language_model.model.layers.1.mlp.shared_expert.gate_proj", "language_model.model.layers.1.mlp.shared_expert.up_proj", "language_model.model.layers.1.mlp.shared_expert_gate", "language_model.model.layers.1.mlp.switch_mlp.down_proj", "language_model.model.layers.1.mlp.switch_mlp.gate_proj", "language_model.model.layers.1.mlp.switch_mlp.up_proj", "language_model.model.layers.1.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.1.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.1.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.1.ple.key_proj", "language_model.model.layers.1.ple.value_proj", "language_model.model.layers.10.attn_hyper_connection.block_inject_weight", "language_model.model.layers.10.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.10.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.10.linear_attn.in_proj_a", "language_model.model.layers.10.linear_attn.in_proj_b", "language_model.model.layers.10.linear_attn.in_proj_qkv", "language_model.model.layers.10.linear_attn.in_proj_z", "language_model.model.layers.10.linear_attn.out_proj", "language_model.model.layers.10.mlp.shared_expert.down_proj", "language_model.model.layers.10.mlp.shared_expert.gate_proj", "language_model.model.layers.10.mlp.shared_expert.up_proj", "language_model.model.layers.10.mlp.shared_expert_gate", "language_model.model.layers.10.mlp.switch_mlp.down_proj", "language_model.model.layers.10.mlp.switch_mlp.gate_proj", "language_model.model.layers.10.mlp.switch_mlp.up_proj", "language_model.model.layers.10.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.10.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.10.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.11.attn_hyper_connection.block_inject_weight", "language_model.model.layers.11.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.11.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.11.mlp.shared_expert.down_proj", "language_model.model.layers.11.mlp.shared_expert.gate_proj", "language_model.model.layers.11.mlp.shared_expert.up_proj", "language_model.model.layers.11.mlp.shared_expert_gate", "language_model.model.layers.11.mlp.switch_mlp.down_proj", "language_model.model.layers.11.mlp.switch_mlp.gate_proj", "language_model.model.layers.11.mlp.switch_mlp.up_proj", "language_model.model.layers.11.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.11.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.11.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.11.self_attn.indexer.index_qk_proj", "language_model.model.layers.11.self_attn.k_proj", "language_model.model.layers.11.self_attn.o_proj", "language_model.model.layers.11.self_attn.q_proj", "language_model.model.layers.11.self_attn.v_proj", "language_model.model.layers.12.attn_hyper_connection.block_inject_weight", "language_model.model.layers.12.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.12.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.12.linear_attn.in_proj_a", "language_model.model.layers.12.linear_attn.in_proj_b", "language_model.model.layers.12.linear_attn.in_proj_qkv", "language_model.model.layers.12.linear_attn.in_proj_z", "language_model.model.layers.12.linear_attn.out_proj", "language_model.model.layers.12.mlp.shared_expert.down_proj", "language_model.model.layers.12.mlp.shared_expert.gate_proj", "language_model.model.layers.12.mlp.shared_expert.up_proj", "language_model.model.layers.12.mlp.shared_expert_gate", "language_model.model.layers.12.mlp.switch_mlp.down_proj", "language_model.model.layers.12.mlp.switch_mlp.gate_proj", "language_model.model.layers.12.mlp.switch_mlp.up_proj", "language_model.model.layers.12.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.12.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.12.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.13.attn_hyper_connection.block_inject_weight", "language_model.model.layers.13.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.13.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.13.linear_attn.in_proj_a", "language_model.model.layers.13.linear_attn.in_proj_b", "language_model.model.layers.13.linear_attn.in_proj_qkv", "language_model.model.layers.13.linear_attn.in_proj_z", "language_model.model.layers.13.linear_attn.out_proj", "language_model.model.layers.13.mlp.shared_expert.down_proj", "language_model.model.layers.13.mlp.shared_expert.gate_proj", "language_model.model.layers.13.mlp.shared_expert.up_proj", "language_model.model.layers.13.mlp.shared_expert_gate", "language_model.model.layers.13.mlp.switch_mlp.down_proj", "language_model.model.layers.13.mlp.switch_mlp.gate_proj", "language_model.model.layers.13.mlp.switch_mlp.up_proj", "language_model.model.layers.13.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.13.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.13.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.14.attn_hyper_connection.block_inject_weight", "language_model.model.layers.14.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.14.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.14.linear_attn.in_proj_a", "language_model.model.layers.14.linear_attn.in_proj_b", "language_model.model.layers.14.linear_attn.in_proj_qkv", "language_model.model.layers.14.linear_attn.in_proj_z", "language_model.model.layers.14.linear_attn.out_proj", "language_model.model.layers.14.mlp.shared_expert.down_proj", "language_model.model.layers.14.mlp.shared_expert.gate_proj", "language_model.model.layers.14.mlp.shared_expert.up_proj", "language_model.model.layers.14.mlp.shared_expert_gate", "language_model.model.layers.14.mlp.switch_mlp.down_proj", "language_model.model.layers.14.mlp.switch_mlp.gate_proj", "language_model.model.layers.14.mlp.switch_mlp.up_proj", "language_model.model.layers.14.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.14.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.14.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.15.attn_hyper_connection.block_inject_weight", "language_model.model.layers.15.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.15.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.15.mlp.shared_expert.down_proj", "language_model.model.layers.15.mlp.shared_expert.gate_proj", "language_model.model.layers.15.mlp.shared_expert.up_proj", "language_model.model.layers.15.mlp.shared_expert_gate", "language_model.model.layers.15.mlp.switch_mlp.down_proj", "language_model.model.layers.15.mlp.switch_mlp.gate_proj", "language_model.model.layers.15.mlp.switch_mlp.up_proj", "language_model.model.layers.15.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.15.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.15.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.15.self_attn.indexer.index_qk_proj", "language_model.model.layers.15.self_attn.k_proj", "language_model.model.layers.15.self_attn.o_proj", "language_model.model.layers.15.self_attn.q_proj", "language_model.model.layers.15.self_attn.v_proj", "language_model.model.layers.16.attn_hyper_connection.block_inject_weight", "language_model.model.layers.16.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.16.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.16.linear_attn.in_proj_a", "language_model.model.layers.16.linear_attn.in_proj_b", "language_model.model.layers.16.linear_attn.in_proj_qkv", "language_model.model.layers.16.linear_attn.in_proj_z", "language_model.model.layers.16.linear_attn.out_proj", "language_model.model.layers.16.mlp.shared_expert.down_proj", "language_model.model.layers.16.mlp.shared_expert.gate_proj", "language_model.model.layers.16.mlp.shared_expert.up_proj", "language_model.model.layers.16.mlp.shared_expert_gate", "language_model.model.layers.16.mlp.switch_mlp.down_proj", "language_model.model.layers.16.mlp.switch_mlp.gate_proj", "language_model.model.layers.16.mlp.switch_mlp.up_proj", "language_model.model.layers.16.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.16.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.16.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.17.attn_hyper_connection.block_inject_weight", "language_model.model.layers.17.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.17.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.17.linear_attn.in_proj_a", "language_model.model.layers.17.linear_attn.in_proj_b", "language_model.model.layers.17.linear_attn.in_proj_qkv", "language_model.model.layers.17.linear_attn.in_proj_z", "language_model.model.layers.17.linear_attn.out_proj", "language_model.model.layers.17.mlp.shared_expert.down_proj", "language_model.model.layers.17.mlp.shared_expert.gate_proj", "language_model.model.layers.17.mlp.shared_expert.up_proj", "language_model.model.layers.17.mlp.shared_expert_gate", "language_model.model.layers.17.mlp.switch_mlp.down_proj", "language_model.model.layers.17.mlp.switch_mlp.gate_proj", "language_model.model.layers.17.mlp.switch_mlp.up_proj", "language_model.model.layers.17.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.17.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.17.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.18.attn_hyper_connection.block_inject_weight", "language_model.model.layers.18.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.18.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.18.linear_attn.in_proj_a", "language_model.model.layers.18.linear_attn.in_proj_b", "language_model.model.layers.18.linear_attn.in_proj_qkv", "language_model.model.layers.18.linear_attn.in_proj_z", "language_model.model.layers.18.linear_attn.out_proj", "language_model.model.layers.18.mlp.shared_expert.down_proj", "language_model.model.layers.18.mlp.shared_expert.gate_proj", "language_model.model.layers.18.mlp.shared_expert.up_proj", "language_model.model.layers.18.mlp.shared_expert_gate", "language_model.model.layers.18.mlp.switch_mlp.down_proj", "language_model.model.layers.18.mlp.switch_mlp.gate_proj", "language_model.model.layers.18.mlp.switch_mlp.up_proj", "language_model.model.layers.18.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.18.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.18.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.19.attn_hyper_connection.block_inject_weight", "language_model.model.layers.19.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.19.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.19.mlp.shared_expert.down_proj", "language_model.model.layers.19.mlp.shared_expert.gate_proj", "language_model.model.layers.19.mlp.shared_expert.up_proj", "language_model.model.layers.19.mlp.shared_expert_gate", "language_model.model.layers.19.mlp.switch_mlp.down_proj", "language_model.model.layers.19.mlp.switch_mlp.gate_proj", "language_model.model.layers.19.mlp.switch_mlp.up_proj", "language_model.model.layers.19.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.19.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.19.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.19.self_attn.indexer.index_qk_proj", "language_model.model.layers.19.self_attn.k_proj", "language_model.model.layers.19.self_attn.o_proj", "language_model.model.layers.19.self_attn.q_proj", "language_model.model.layers.19.self_attn.v_proj", "language_model.model.layers.2.attn_hyper_connection.block_inject_weight", "language_model.model.layers.2.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.2.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.2.linear_attn.in_proj_a", "language_model.model.layers.2.linear_attn.in_proj_b", "language_model.model.layers.2.linear_attn.in_proj_qkv", "language_model.model.layers.2.linear_attn.in_proj_z", "language_model.model.layers.2.linear_attn.out_proj", "language_model.model.layers.2.mlp.shared_expert.down_proj", "language_model.model.layers.2.mlp.shared_expert.gate_proj", "language_model.model.layers.2.mlp.shared_expert.up_proj", "language_model.model.layers.2.mlp.shared_expert_gate", "language_model.model.layers.2.mlp.switch_mlp.down_proj", "language_model.model.layers.2.mlp.switch_mlp.gate_proj", "language_model.model.layers.2.mlp.switch_mlp.up_proj", "language_model.model.layers.2.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.2.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.2.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.20.attn_hyper_connection.block_inject_weight", "language_model.model.layers.20.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.20.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.20.linear_attn.in_proj_a", "language_model.model.layers.20.linear_attn.in_proj_b", "language_model.model.layers.20.linear_attn.in_proj_qkv", "language_model.model.layers.20.linear_attn.in_proj_z", "language_model.model.layers.20.linear_attn.out_proj", "language_model.model.layers.20.mlp.shared_expert.down_proj", "language_model.model.layers.20.mlp.shared_expert.gate_proj", "language_model.model.layers.20.mlp.shared_expert.up_proj", "language_model.model.layers.20.mlp.shared_expert_gate", "language_model.model.layers.20.mlp.switch_mlp.down_proj", "language_model.model.layers.20.mlp.switch_mlp.gate_proj", "language_model.model.layers.20.mlp.switch_mlp.up_proj", "language_model.model.layers.20.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.20.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.20.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.21.attn_hyper_connection.block_inject_weight", "language_model.model.layers.21.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.21.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.21.linear_attn.in_proj_a", "language_model.model.layers.21.linear_attn.in_proj_b", "language_model.model.layers.21.linear_attn.in_proj_qkv", "language_model.model.layers.21.linear_attn.in_proj_z", "language_model.model.layers.21.linear_attn.out_proj", "language_model.model.layers.21.mlp.shared_expert.down_proj", "language_model.model.layers.21.mlp.shared_expert.gate_proj", "language_model.model.layers.21.mlp.shared_expert.up_proj", "language_model.model.layers.21.mlp.shared_expert_gate", "language_model.model.layers.21.mlp.switch_mlp.down_proj", "language_model.model.layers.21.mlp.switch_mlp.gate_proj", "language_model.model.layers.21.mlp.switch_mlp.up_proj", "language_model.model.layers.21.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.21.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.21.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.22.attn_hyper_connection.block_inject_weight", "language_model.model.layers.22.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.22.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.22.linear_attn.in_proj_a", "language_model.model.layers.22.linear_attn.in_proj_b", "language_model.model.layers.22.linear_attn.in_proj_qkv", "language_model.model.layers.22.linear_attn.in_proj_z", "language_model.model.layers.22.linear_attn.out_proj", "language_model.model.layers.22.mlp.shared_expert.down_proj", "language_model.model.layers.22.mlp.shared_expert.gate_proj", "language_model.model.layers.22.mlp.shared_expert.up_proj", "language_model.model.layers.22.mlp.shared_expert_gate", "language_model.model.layers.22.mlp.switch_mlp.down_proj", "language_model.model.layers.22.mlp.switch_mlp.gate_proj", "language_model.model.layers.22.mlp.switch_mlp.up_proj", "language_model.model.layers.22.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.22.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.22.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.23.attn_hyper_connection.block_inject_weight", "language_model.model.layers.23.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.23.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.23.mlp.shared_expert.down_proj", "language_model.model.layers.23.mlp.shared_expert.gate_proj", "language_model.model.layers.23.mlp.shared_expert.up_proj", "language_model.model.layers.23.mlp.shared_expert_gate", "language_model.model.layers.23.mlp.switch_mlp.down_proj", "language_model.model.layers.23.mlp.switch_mlp.gate_proj", "language_model.model.layers.23.mlp.switch_mlp.up_proj", "language_model.model.layers.23.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.23.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.23.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.23.self_attn.indexer.index_qk_proj", "language_model.model.layers.23.self_attn.k_proj", "language_model.model.layers.23.self_attn.o_proj", "language_model.model.layers.23.self_attn.q_proj", "language_model.model.layers.23.self_attn.v_proj", "language_model.model.layers.24.attn_hyper_connection.block_inject_weight", "language_model.model.layers.24.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.24.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.24.linear_attn.in_proj_a", "language_model.model.layers.24.linear_attn.in_proj_b", "language_model.model.layers.24.linear_attn.in_proj_qkv", "language_model.model.layers.24.linear_attn.in_proj_z", "language_model.model.layers.24.linear_attn.out_proj", "language_model.model.layers.24.mlp.shared_expert.down_proj", "language_model.model.layers.24.mlp.shared_expert.gate_proj", "language_model.model.layers.24.mlp.shared_expert.up_proj", "language_model.model.layers.24.mlp.shared_expert_gate", "language_model.model.layers.24.mlp.switch_mlp.down_proj", "language_model.model.layers.24.mlp.switch_mlp.gate_proj", "language_model.model.layers.24.mlp.switch_mlp.up_proj", "language_model.model.layers.24.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.24.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.24.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.25.attn_hyper_connection.block_inject_weight", "language_model.model.layers.25.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.25.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.25.linear_attn.in_proj_a", "language_model.model.layers.25.linear_attn.in_proj_b", "language_model.model.layers.25.linear_attn.in_proj_qkv", "language_model.model.layers.25.linear_attn.in_proj_z", "language_model.model.layers.25.linear_attn.out_proj", "language_model.model.layers.25.mlp.shared_expert.down_proj", "language_model.model.layers.25.mlp.shared_expert.gate_proj", "language_model.model.layers.25.mlp.shared_expert.up_proj", "language_model.model.layers.25.mlp.shared_expert_gate", "language_model.model.layers.25.mlp.switch_mlp.down_proj", "language_model.model.layers.25.mlp.switch_mlp.gate_proj", "language_model.model.layers.25.mlp.switch_mlp.up_proj", "language_model.model.layers.25.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.25.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.25.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.26.attn_hyper_connection.block_inject_weight", "language_model.model.layers.26.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.26.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.26.linear_attn.in_proj_a", "language_model.model.layers.26.linear_attn.in_proj_b", "language_model.model.layers.26.linear_attn.in_proj_qkv", "language_model.model.layers.26.linear_attn.in_proj_z", "language_model.model.layers.26.linear_attn.out_proj", "language_model.model.layers.26.mlp.shared_expert.down_proj", "language_model.model.layers.26.mlp.shared_expert.gate_proj", "language_model.model.layers.26.mlp.shared_expert.up_proj", "language_model.model.layers.26.mlp.shared_expert_gate", "language_model.model.layers.26.mlp.switch_mlp.down_proj", "language_model.model.layers.26.mlp.switch_mlp.gate_proj", "language_model.model.layers.26.mlp.switch_mlp.up_proj", "language_model.model.layers.26.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.26.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.26.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.27.attn_hyper_connection.block_inject_weight", "language_model.model.layers.27.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.27.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.27.mlp.shared_expert.down_proj", "language_model.model.layers.27.mlp.shared_expert.gate_proj", "language_model.model.layers.27.mlp.shared_expert.up_proj", "language_model.model.layers.27.mlp.shared_expert_gate", "language_model.model.layers.27.mlp.switch_mlp.down_proj", "language_model.model.layers.27.mlp.switch_mlp.gate_proj", "language_model.model.layers.27.mlp.switch_mlp.up_proj", "language_model.model.layers.27.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.27.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.27.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.27.self_attn.indexer.index_qk_proj", "language_model.model.layers.27.self_attn.k_proj", "language_model.model.layers.27.self_attn.o_proj", "language_model.model.layers.27.self_attn.q_proj", "language_model.model.layers.27.self_attn.v_proj", "language_model.model.layers.28.attn_hyper_connection.block_inject_weight", "language_model.model.layers.28.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.28.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.28.linear_attn.in_proj_a", "language_model.model.layers.28.linear_attn.in_proj_b", "language_model.model.layers.28.linear_attn.in_proj_qkv", "language_model.model.layers.28.linear_attn.in_proj_z", "language_model.model.layers.28.linear_attn.out_proj", "language_model.model.layers.28.mlp.shared_expert.down_proj", "language_model.model.layers.28.mlp.shared_expert.gate_proj", "language_model.model.layers.28.mlp.shared_expert.up_proj", "language_model.model.layers.28.mlp.shared_expert_gate", "language_model.model.layers.28.mlp.switch_mlp.down_proj", "language_model.model.layers.28.mlp.switch_mlp.gate_proj", "language_model.model.layers.28.mlp.switch_mlp.up_proj", "language_model.model.layers.28.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.28.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.28.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.29.attn_hyper_connection.block_inject_weight", "language_model.model.layers.29.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.29.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.29.linear_attn.in_proj_a", "language_model.model.layers.29.linear_attn.in_proj_b", "language_model.model.layers.29.linear_attn.in_proj_qkv", "language_model.model.layers.29.linear_attn.in_proj_z", "language_model.model.layers.29.linear_attn.out_proj", "language_model.model.layers.29.mlp.shared_expert.down_proj", "language_model.model.layers.29.mlp.shared_expert.gate_proj", "language_model.model.layers.29.mlp.shared_expert.up_proj", "language_model.model.layers.29.mlp.shared_expert_gate", "language_model.model.layers.29.mlp.switch_mlp.down_proj", "language_model.model.layers.29.mlp.switch_mlp.gate_proj", "language_model.model.layers.29.mlp.switch_mlp.up_proj", "language_model.model.layers.29.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.29.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.29.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.3.attn_hyper_connection.block_inject_weight", "language_model.model.layers.3.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.3.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.3.mlp.shared_expert.down_proj", "language_model.model.layers.3.mlp.shared_expert.gate_proj", "language_model.model.layers.3.mlp.shared_expert.up_proj", "language_model.model.layers.3.mlp.shared_expert_gate", "language_model.model.layers.3.mlp.switch_mlp.down_proj", "language_model.model.layers.3.mlp.switch_mlp.gate_proj", "language_model.model.layers.3.mlp.switch_mlp.up_proj", "language_model.model.layers.3.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.3.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.3.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.3.self_attn.indexer.index_qk_proj", "language_model.model.layers.3.self_attn.k_proj", "language_model.model.layers.3.self_attn.o_proj", "language_model.model.layers.3.self_attn.q_proj", "language_model.model.layers.3.self_attn.v_proj", "language_model.model.layers.30.attn_hyper_connection.block_inject_weight", "language_model.model.layers.30.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.30.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.30.linear_attn.in_proj_a", "language_model.model.layers.30.linear_attn.in_proj_b", "language_model.model.layers.30.linear_attn.in_proj_qkv", "language_model.model.layers.30.linear_attn.in_proj_z", "language_model.model.layers.30.linear_attn.out_proj", "language_model.model.layers.30.mlp.shared_expert.down_proj", "language_model.model.layers.30.mlp.shared_expert.gate_proj", "language_model.model.layers.30.mlp.shared_expert.up_proj", "language_model.model.layers.30.mlp.shared_expert_gate", "language_model.model.layers.30.mlp.switch_mlp.down_proj", "language_model.model.layers.30.mlp.switch_mlp.gate_proj", "language_model.model.layers.30.mlp.switch_mlp.up_proj", "language_model.model.layers.30.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.30.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.30.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.31.attn_hyper_connection.block_inject_weight", "language_model.model.layers.31.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.31.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.31.mlp.shared_expert.down_proj", "language_model.model.layers.31.mlp.shared_expert.gate_proj", "language_model.model.layers.31.mlp.shared_expert.up_proj", "language_model.model.layers.31.mlp.shared_expert_gate", "language_model.model.layers.31.mlp.switch_mlp.down_proj", "language_model.model.layers.31.mlp.switch_mlp.gate_proj", "language_model.model.layers.31.mlp.switch_mlp.up_proj", "language_model.model.layers.31.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.31.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.31.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.31.self_attn.indexer.index_qk_proj", "language_model.model.layers.31.self_attn.k_proj", "language_model.model.layers.31.self_attn.o_proj", "language_model.model.layers.31.self_attn.q_proj", "language_model.model.layers.31.self_attn.v_proj", "language_model.model.layers.32.attn_hyper_connection.block_inject_weight", "language_model.model.layers.32.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.32.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.32.linear_attn.in_proj_a", "language_model.model.layers.32.linear_attn.in_proj_b", "language_model.model.layers.32.linear_attn.in_proj_qkv", "language_model.model.layers.32.linear_attn.in_proj_z", "language_model.model.layers.32.linear_attn.out_proj", "language_model.model.layers.32.mlp.shared_expert.down_proj", "language_model.model.layers.32.mlp.shared_expert.gate_proj", "language_model.model.layers.32.mlp.shared_expert.up_proj", "language_model.model.layers.32.mlp.shared_expert_gate", "language_model.model.layers.32.mlp.switch_mlp.down_proj", "language_model.model.layers.32.mlp.switch_mlp.gate_proj", "language_model.model.layers.32.mlp.switch_mlp.up_proj", "language_model.model.layers.32.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.32.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.32.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.33.attn_hyper_connection.block_inject_weight", "language_model.model.layers.33.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.33.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.33.linear_attn.in_proj_a", "language_model.model.layers.33.linear_attn.in_proj_b", "language_model.model.layers.33.linear_attn.in_proj_qkv", "language_model.model.layers.33.linear_attn.in_proj_z", "language_model.model.layers.33.linear_attn.out_proj", "language_model.model.layers.33.mlp.shared_expert.down_proj", "language_model.model.layers.33.mlp.shared_expert.gate_proj", "language_model.model.layers.33.mlp.shared_expert.up_proj", "language_model.model.layers.33.mlp.shared_expert_gate", "language_model.model.layers.33.mlp.switch_mlp.down_proj", "language_model.model.layers.33.mlp.switch_mlp.gate_proj", "language_model.model.layers.33.mlp.switch_mlp.up_proj", "language_model.model.layers.33.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.33.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.33.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.34.attn_hyper_connection.block_inject_weight", "language_model.model.layers.34.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.34.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.34.linear_attn.in_proj_a", "language_model.model.layers.34.linear_attn.in_proj_b", "language_model.model.layers.34.linear_attn.in_proj_qkv", "language_model.model.layers.34.linear_attn.in_proj_z", "language_model.model.layers.34.linear_attn.out_proj", "language_model.model.layers.34.mlp.shared_expert.down_proj", "language_model.model.layers.34.mlp.shared_expert.gate_proj", "language_model.model.layers.34.mlp.shared_expert.up_proj", "language_model.model.layers.34.mlp.shared_expert_gate", "language_model.model.layers.34.mlp.switch_mlp.down_proj", "language_model.model.layers.34.mlp.switch_mlp.gate_proj", "language_model.model.layers.34.mlp.switch_mlp.up_proj", "language_model.model.layers.34.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.34.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.34.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.35.attn_hyper_connection.block_inject_weight", "language_model.model.layers.35.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.35.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.35.mlp.shared_expert.down_proj", "language_model.model.layers.35.mlp.shared_expert.gate_proj", "language_model.model.layers.35.mlp.shared_expert.up_proj", "language_model.model.layers.35.mlp.shared_expert_gate", "language_model.model.layers.35.mlp.switch_mlp.down_proj", "language_model.model.layers.35.mlp.switch_mlp.gate_proj", "language_model.model.layers.35.mlp.switch_mlp.up_proj", "language_model.model.layers.35.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.35.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.35.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.35.self_attn.indexer.index_qk_proj", "language_model.model.layers.35.self_attn.k_proj", "language_model.model.layers.35.self_attn.o_proj", "language_model.model.layers.35.self_attn.q_proj", "language_model.model.layers.35.self_attn.v_proj", "language_model.model.layers.36.attn_hyper_connection.block_inject_weight", "language_model.model.layers.36.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.36.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.36.linear_attn.in_proj_a", "language_model.model.layers.36.linear_attn.in_proj_b", "language_model.model.layers.36.linear_attn.in_proj_qkv", "language_model.model.layers.36.linear_attn.in_proj_z", "language_model.model.layers.36.linear_attn.out_proj", "language_model.model.layers.36.mlp.shared_expert.down_proj", "language_model.model.layers.36.mlp.shared_expert.gate_proj", "language_model.model.layers.36.mlp.shared_expert.up_proj", "language_model.model.layers.36.mlp.shared_expert_gate", "language_model.model.layers.36.mlp.switch_mlp.down_proj", "language_model.model.layers.36.mlp.switch_mlp.gate_proj", "language_model.model.layers.36.mlp.switch_mlp.up_proj", "language_model.model.layers.36.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.36.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.36.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.37.attn_hyper_connection.block_inject_weight", "language_model.model.layers.37.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.37.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.37.linear_attn.in_proj_a", "language_model.model.layers.37.linear_attn.in_proj_b", "language_model.model.layers.37.linear_attn.in_proj_qkv", "language_model.model.layers.37.linear_attn.in_proj_z", "language_model.model.layers.37.linear_attn.out_proj", "language_model.model.layers.37.mlp.shared_expert.down_proj", "language_model.model.layers.37.mlp.shared_expert.gate_proj", "language_model.model.layers.37.mlp.shared_expert.up_proj", "language_model.model.layers.37.mlp.shared_expert_gate", "language_model.model.layers.37.mlp.switch_mlp.down_proj", "language_model.model.layers.37.mlp.switch_mlp.gate_proj", "language_model.model.layers.37.mlp.switch_mlp.up_proj", "language_model.model.layers.37.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.37.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.37.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.38.attn_hyper_connection.block_inject_weight", "language_model.model.layers.38.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.38.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.38.linear_attn.in_proj_a", "language_model.model.layers.38.linear_attn.in_proj_b", "language_model.model.layers.38.linear_attn.in_proj_qkv", "language_model.model.layers.38.linear_attn.in_proj_z", "language_model.model.layers.38.linear_attn.out_proj", "language_model.model.layers.38.mlp.shared_expert.down_proj", "language_model.model.layers.38.mlp.shared_expert.gate_proj", "language_model.model.layers.38.mlp.shared_expert.up_proj", "language_model.model.layers.38.mlp.shared_expert_gate", "language_model.model.layers.38.mlp.switch_mlp.down_proj", "language_model.model.layers.38.mlp.switch_mlp.gate_proj", "language_model.model.layers.38.mlp.switch_mlp.up_proj", "language_model.model.layers.38.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.38.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.38.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.39.attn_hyper_connection.block_inject_weight", "language_model.model.layers.39.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.39.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.39.mlp.shared_expert.down_proj", "language_model.model.layers.39.mlp.shared_expert.gate_proj", "language_model.model.layers.39.mlp.shared_expert.up_proj", "language_model.model.layers.39.mlp.shared_expert_gate", "language_model.model.layers.39.mlp.switch_mlp.down_proj", "language_model.model.layers.39.mlp.switch_mlp.gate_proj", "language_model.model.layers.39.mlp.switch_mlp.up_proj", "language_model.model.layers.39.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.39.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.39.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.39.self_attn.indexer.index_qk_proj", "language_model.model.layers.39.self_attn.k_proj", "language_model.model.layers.39.self_attn.o_proj", "language_model.model.layers.39.self_attn.q_proj", "language_model.model.layers.39.self_attn.v_proj", "language_model.model.layers.4.attn_hyper_connection.block_inject_weight", "language_model.model.layers.4.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.4.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.4.linear_attn.in_proj_a", "language_model.model.layers.4.linear_attn.in_proj_b", "language_model.model.layers.4.linear_attn.in_proj_qkv", "language_model.model.layers.4.linear_attn.in_proj_z", "language_model.model.layers.4.linear_attn.out_proj", "language_model.model.layers.4.mlp.shared_expert.down_proj", "language_model.model.layers.4.mlp.shared_expert.gate_proj", "language_model.model.layers.4.mlp.shared_expert.up_proj", "language_model.model.layers.4.mlp.shared_expert_gate", "language_model.model.layers.4.mlp.switch_mlp.down_proj", "language_model.model.layers.4.mlp.switch_mlp.gate_proj", "language_model.model.layers.4.mlp.switch_mlp.up_proj", "language_model.model.layers.4.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.4.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.4.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.40.attn_hyper_connection.block_inject_weight", "language_model.model.layers.40.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.40.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.40.linear_attn.in_proj_a", "language_model.model.layers.40.linear_attn.in_proj_b", "language_model.model.layers.40.linear_attn.in_proj_qkv", "language_model.model.layers.40.linear_attn.in_proj_z", "language_model.model.layers.40.linear_attn.out_proj", "language_model.model.layers.40.mlp.shared_expert.down_proj", "language_model.model.layers.40.mlp.shared_expert.gate_proj", "language_model.model.layers.40.mlp.shared_expert.up_proj", "language_model.model.layers.40.mlp.shared_expert_gate", "language_model.model.layers.40.mlp.switch_mlp.down_proj", "language_model.model.layers.40.mlp.switch_mlp.gate_proj", "language_model.model.layers.40.mlp.switch_mlp.up_proj", "language_model.model.layers.40.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.40.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.40.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.41.attn_hyper_connection.block_inject_weight", "language_model.model.layers.41.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.41.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.41.linear_attn.in_proj_a", "language_model.model.layers.41.linear_attn.in_proj_b", "language_model.model.layers.41.linear_attn.in_proj_qkv", "language_model.model.layers.41.linear_attn.in_proj_z", "language_model.model.layers.41.linear_attn.out_proj", "language_model.model.layers.41.mlp.shared_expert.down_proj", "language_model.model.layers.41.mlp.shared_expert.gate_proj", "language_model.model.layers.41.mlp.shared_expert.up_proj", "language_model.model.layers.41.mlp.shared_expert_gate", "language_model.model.layers.41.mlp.switch_mlp.down_proj", "language_model.model.layers.41.mlp.switch_mlp.gate_proj", "language_model.model.layers.41.mlp.switch_mlp.up_proj", "language_model.model.layers.41.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.41.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.41.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.42.attn_hyper_connection.block_inject_weight", "language_model.model.layers.42.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.42.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.42.linear_attn.in_proj_a", "language_model.model.layers.42.linear_attn.in_proj_b", "language_model.model.layers.42.linear_attn.in_proj_qkv", "language_model.model.layers.42.linear_attn.in_proj_z", "language_model.model.layers.42.linear_attn.out_proj", "language_model.model.layers.42.mlp.shared_expert.down_proj", "language_model.model.layers.42.mlp.shared_expert.gate_proj", "language_model.model.layers.42.mlp.shared_expert.up_proj", "language_model.model.layers.42.mlp.shared_expert_gate", "language_model.model.layers.42.mlp.switch_mlp.down_proj", "language_model.model.layers.42.mlp.switch_mlp.gate_proj", "language_model.model.layers.42.mlp.switch_mlp.up_proj", "language_model.model.layers.42.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.42.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.42.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.43.attn_hyper_connection.block_inject_weight", "language_model.model.layers.43.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.43.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.43.mlp.shared_expert.down_proj", "language_model.model.layers.43.mlp.shared_expert.gate_proj", "language_model.model.layers.43.mlp.shared_expert.up_proj", "language_model.model.layers.43.mlp.shared_expert_gate", "language_model.model.layers.43.mlp.switch_mlp.down_proj", "language_model.model.layers.43.mlp.switch_mlp.gate_proj", "language_model.model.layers.43.mlp.switch_mlp.up_proj", "language_model.model.layers.43.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.43.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.43.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.43.self_attn.indexer.index_qk_proj", "language_model.model.layers.43.self_attn.k_proj", "language_model.model.layers.43.self_attn.o_proj", "language_model.model.layers.43.self_attn.q_proj", "language_model.model.layers.43.self_attn.v_proj", "language_model.model.layers.44.attn_hyper_connection.block_inject_weight", "language_model.model.layers.44.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.44.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.44.linear_attn.in_proj_a", "language_model.model.layers.44.linear_attn.in_proj_b", "language_model.model.layers.44.linear_attn.in_proj_qkv", "language_model.model.layers.44.linear_attn.in_proj_z", "language_model.model.layers.44.linear_attn.out_proj", "language_model.model.layers.44.mlp.shared_expert.down_proj", "language_model.model.layers.44.mlp.shared_expert.gate_proj", "language_model.model.layers.44.mlp.shared_expert.up_proj", "language_model.model.layers.44.mlp.shared_expert_gate", "language_model.model.layers.44.mlp.switch_mlp.down_proj", "language_model.model.layers.44.mlp.switch_mlp.gate_proj", "language_model.model.layers.44.mlp.switch_mlp.up_proj", "language_model.model.layers.44.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.44.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.44.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.45.attn_hyper_connection.block_inject_weight", "language_model.model.layers.45.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.45.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.45.linear_attn.in_proj_a", "language_model.model.layers.45.linear_attn.in_proj_b", "language_model.model.layers.45.linear_attn.in_proj_qkv", "language_model.model.layers.45.linear_attn.in_proj_z", "language_model.model.layers.45.linear_attn.out_proj", "language_model.model.layers.45.mlp.shared_expert.down_proj", "language_model.model.layers.45.mlp.shared_expert.gate_proj", "language_model.model.layers.45.mlp.shared_expert.up_proj", "language_model.model.layers.45.mlp.shared_expert_gate", "language_model.model.layers.45.mlp.switch_mlp.down_proj", "language_model.model.layers.45.mlp.switch_mlp.gate_proj", "language_model.model.layers.45.mlp.switch_mlp.up_proj", "language_model.model.layers.45.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.45.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.45.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.46.attn_hyper_connection.block_inject_weight", "language_model.model.layers.46.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.46.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.46.linear_attn.in_proj_a", "language_model.model.layers.46.linear_attn.in_proj_b", "language_model.model.layers.46.linear_attn.in_proj_qkv", "language_model.model.layers.46.linear_attn.in_proj_z", "language_model.model.layers.46.linear_attn.out_proj", "language_model.model.layers.46.mlp.shared_expert.down_proj", "language_model.model.layers.46.mlp.shared_expert.gate_proj", "language_model.model.layers.46.mlp.shared_expert.up_proj", "language_model.model.layers.46.mlp.shared_expert_gate", "language_model.model.layers.46.mlp.switch_mlp.down_proj", "language_model.model.layers.46.mlp.switch_mlp.gate_proj", "language_model.model.layers.46.mlp.switch_mlp.up_proj", "language_model.model.layers.46.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.46.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.46.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.47.attn_hyper_connection.block_inject_weight", "language_model.model.layers.47.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.47.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.47.mlp.shared_expert.down_proj", "language_model.model.layers.47.mlp.shared_expert.gate_proj", "language_model.model.layers.47.mlp.shared_expert.up_proj", "language_model.model.layers.47.mlp.shared_expert_gate", "language_model.model.layers.47.mlp.switch_mlp.down_proj", "language_model.model.layers.47.mlp.switch_mlp.gate_proj", "language_model.model.layers.47.mlp.switch_mlp.up_proj", "language_model.model.layers.47.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.47.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.47.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.47.self_attn.indexer.index_qk_proj", "language_model.model.layers.47.self_attn.k_proj", "language_model.model.layers.47.self_attn.o_proj", "language_model.model.layers.47.self_attn.q_proj", "language_model.model.layers.47.self_attn.v_proj", "language_model.model.layers.5.attn_hyper_connection.block_inject_weight", "language_model.model.layers.5.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.5.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.5.linear_attn.in_proj_a", "language_model.model.layers.5.linear_attn.in_proj_b", "language_model.model.layers.5.linear_attn.in_proj_qkv", "language_model.model.layers.5.linear_attn.in_proj_z", "language_model.model.layers.5.linear_attn.out_proj", "language_model.model.layers.5.mlp.shared_expert.down_proj", "language_model.model.layers.5.mlp.shared_expert.gate_proj", "language_model.model.layers.5.mlp.shared_expert.up_proj", "language_model.model.layers.5.mlp.shared_expert_gate", "language_model.model.layers.5.mlp.switch_mlp.down_proj", "language_model.model.layers.5.mlp.switch_mlp.gate_proj", "language_model.model.layers.5.mlp.switch_mlp.up_proj", "language_model.model.layers.5.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.5.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.5.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.6.attn_hyper_connection.block_inject_weight", "language_model.model.layers.6.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.6.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.6.linear_attn.in_proj_a", "language_model.model.layers.6.linear_attn.in_proj_b", "language_model.model.layers.6.linear_attn.in_proj_qkv", "language_model.model.layers.6.linear_attn.in_proj_z", "language_model.model.layers.6.linear_attn.out_proj", "language_model.model.layers.6.mlp.shared_expert.down_proj", "language_model.model.layers.6.mlp.shared_expert.gate_proj", "language_model.model.layers.6.mlp.shared_expert.up_proj", "language_model.model.layers.6.mlp.shared_expert_gate", "language_model.model.layers.6.mlp.switch_mlp.down_proj", "language_model.model.layers.6.mlp.switch_mlp.gate_proj", "language_model.model.layers.6.mlp.switch_mlp.up_proj", "language_model.model.layers.6.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.6.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.6.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.7.attn_hyper_connection.block_inject_weight", "language_model.model.layers.7.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.7.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.7.mlp.shared_expert.down_proj", "language_model.model.layers.7.mlp.shared_expert.gate_proj", "language_model.model.layers.7.mlp.shared_expert.up_proj", "language_model.model.layers.7.mlp.shared_expert_gate", "language_model.model.layers.7.mlp.switch_mlp.down_proj", "language_model.model.layers.7.mlp.switch_mlp.gate_proj", "language_model.model.layers.7.mlp.switch_mlp.up_proj", "language_model.model.layers.7.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.7.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.7.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.7.self_attn.indexer.index_qk_proj", "language_model.model.layers.7.self_attn.k_proj", "language_model.model.layers.7.self_attn.o_proj", "language_model.model.layers.7.self_attn.q_proj", "language_model.model.layers.7.self_attn.v_proj", "language_model.model.layers.8.attn_hyper_connection.block_inject_weight", "language_model.model.layers.8.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.8.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.8.linear_attn.in_proj_a", "language_model.model.layers.8.linear_attn.in_proj_b", "language_model.model.layers.8.linear_attn.in_proj_qkv", "language_model.model.layers.8.linear_attn.in_proj_z", "language_model.model.layers.8.linear_attn.out_proj", "language_model.model.layers.8.mlp.shared_expert.down_proj", "language_model.model.layers.8.mlp.shared_expert.gate_proj", "language_model.model.layers.8.mlp.shared_expert.up_proj", "language_model.model.layers.8.mlp.shared_expert_gate", "language_model.model.layers.8.mlp.switch_mlp.down_proj", "language_model.model.layers.8.mlp.switch_mlp.gate_proj", "language_model.model.layers.8.mlp.switch_mlp.up_proj", "language_model.model.layers.8.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.8.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.8.mlp_hyper_connection.input_mix_weight_up", "language_model.model.layers.9.attn_hyper_connection.block_inject_weight", "language_model.model.layers.9.attn_hyper_connection.input_mix_weight_down", "language_model.model.layers.9.attn_hyper_connection.input_mix_weight_up", "language_model.model.layers.9.linear_attn.in_proj_a", "language_model.model.layers.9.linear_attn.in_proj_b", "language_model.model.layers.9.linear_attn.in_proj_qkv", "language_model.model.layers.9.linear_attn.in_proj_z", "language_model.model.layers.9.linear_attn.out_proj", "language_model.model.layers.9.mlp.shared_expert.down_proj", "language_model.model.layers.9.mlp.shared_expert.gate_proj", "language_model.model.layers.9.mlp.shared_expert.up_proj", "language_model.model.layers.9.mlp.shared_expert_gate", "language_model.model.layers.9.mlp.switch_mlp.down_proj", "language_model.model.layers.9.mlp.switch_mlp.gate_proj", "language_model.model.layers.9.mlp.switch_mlp.up_proj", "language_model.model.layers.9.mlp_hyper_connection.block_inject_weight", "language_model.model.layers.9.mlp_hyper_connection.input_mix_weight_down", "language_model.model.layers.9.mlp_hyper_connection.input_mix_weight_up", "mtp.fc_embedding", "mtp.fc_hidden", "mtp.hyper_connection_mixer.input_mix_weight_down", "mtp.hyper_connection_mixer.input_mix_weight_up", "mtp.layers.0.attn_hyper_connection.block_inject_weight", "mtp.layers.0.attn_hyper_connection.input_mix_weight_down", "mtp.layers.0.attn_hyper_connection.input_mix_weight_up", "mtp.layers.0.mlp.shared_expert.down_proj", "mtp.layers.0.mlp.shared_expert.gate_proj", "mtp.layers.0.mlp.shared_expert.up_proj", "mtp.layers.0.mlp.shared_expert_gate", "mtp.layers.0.mlp.switch_mlp.down_proj", "mtp.layers.0.mlp.switch_mlp.gate_proj", "mtp.layers.0.mlp.switch_mlp.up_proj", "mtp.layers.0.mlp_hyper_connection.block_inject_weight", "mtp.layers.0.mlp_hyper_connection.input_mix_weight_down", "mtp.layers.0.mlp_hyper_connection.input_mix_weight_up", "mtp.layers.0.self_attn.indexer.index_qk_proj", "mtp.layers.0.self_attn.k_proj", "mtp.layers.0.self_attn.o_proj", "mtp.layers.0.self_attn.q_proj", "mtp.layers.0.self_attn.v_proj" ], "missing": [ "language_model.lm_head", "language_model.model.hyper_connection_mixer.input_mix_weight_down", "language_model.model.hyper_connection_mixer.input_mix_weight_up" ], "mismatched": [], "zero_count_experts": 21 }