{ "analysis_sha256": "c263d20cb4e55f11624c0ffd8f2b61210e3a86bd761284c50558c6367e710d12", "architecture_profile": { "adapter_id": "gpt-oss-v1", "audio_present": false, "config_model_type": "gpt_oss", "dense": false, "mtp_declared": false, "notes": [ "OpenAI GPT-OSS MoE (model_type=gpt_oss): fused experts via MLX-LM SwitchGLU.", "Native MXFP4 expert packs convert with --allow-quantized (dequant → affine).", "No declared MTP; development evidence until a revision is certified.", "MoE experts quantize as fused switch modules with uniform per-group precision; artifacts are development evidence until certified." ], "optimization_scope": "text-path", "product_family": "gpt-oss", "support_level": "supported", "support_tier": "convertible", "text_layer_count": 24, "vision_present": false }, "assignments": [ { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.0.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.0.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.0.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.0.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.0.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.0.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.0.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.0.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.0.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.1.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.1.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.1.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.1.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.1.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.1.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.1.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.1.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.1.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.10.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.10.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.10.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.10.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.10.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.10.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.10.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.10.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.10.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.11.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.11.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.11.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.11.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.11.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.11.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.11.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.11.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.11.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.12.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.12.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.12.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.12.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.12.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.12.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.12.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.12.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.12.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.13.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.13.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.13.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.13.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.13.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.13.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.13.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.13.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.13.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.14.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.14.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.14.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.14.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.14.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.14.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.14.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.14.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.14.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.15.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.15.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.15.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.15.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.15.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.15.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.15.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.15.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.15.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.16.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.16.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.16.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.16.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.16.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.16.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.16.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.16.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.16.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.17.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.17.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.17.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.17.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.17.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.17.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.17.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.17.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.17.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.self_attn.k_proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.18.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.self_attn.q_proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.self_attn.v_proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.18.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.18.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.18.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.post_attention_layernorm.weight" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.18.self_attn.k_proj.weight" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.18.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.18.self_attn.sinks" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.18.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.18.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.19.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.19.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.19.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.19.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.19.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.19.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.19.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.19.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.19.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.2.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.2.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.2.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.2.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.2.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.2.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.2.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.2.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.2.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.20.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.20.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.20.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.20.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.20.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.20.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.20.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.20.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.20.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.21.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.21.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.21.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.21.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.21.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.21.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.21.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.21.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.21.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.22.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.22.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.22.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.22.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.22.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.22.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.22.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.22.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.22.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.23.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.23.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.23.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.23.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.23.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.23.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.23.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.23.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.23.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.3.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.3.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.3.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.3.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.3.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.3.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.3.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.3.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.3.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.4.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.4.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.4.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.4.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.4.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.4.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.4.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.4.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.4.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.5.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.5.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.5.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.5.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.5.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.5.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.5.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.5.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.5.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.mlp.experts.gate_up_proj_bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.6.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.6.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.6.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.6.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.6.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "lm_head", "outlier_strategy": "none", "parameters": 579133440, "predicted_loss": 0.0, "reason": "manual rule protect-lm-head: Protection floor — LM head stays BF16", "role": "lm_head", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "lm_head.weight" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.embed_tokens", "outlier_strategy": "none", "parameters": 579133440, "predicted_loss": 0.0, "reason": "manual rule protect-embeddings: Embedding floor 8-bit", "role": "embedding", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.embed_tokens.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.6.mlp.experts.down_proj_blocks" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.6.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.6.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.6.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.7.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.7.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.7.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.7.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.7.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.7.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.7.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.7.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.7.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.8.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.8.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.8.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.8.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.8.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.8.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.8.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.8.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.8.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.input_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.input_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.mlp.experts.down_proj_bias", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.mlp.experts.down_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.mlp.experts.down_proj_blocks", "outlier_strategy": "none", "parameters": 265420800, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.9.mlp.experts.down_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.mlp.experts.gate_up_proj_bias", "outlier_strategy": "none", "parameters": 184320, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "expert", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.mlp.experts.gate_up_proj_bias" }, { "bits": 4, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.mlp.experts.gate_up_proj_blocks", "outlier_strategy": "none", "parameters": 530841600, "predicted_loss": 0.0, "reason": "manual rule experts-4bit: MoE experts/MLP at 4-bit product trunk", "role": "expert", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 4.5 }, "tensor": "model.layers.9.mlp.experts.gate_up_proj_blocks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.mlp.router.bias", "outlier_strategy": "none", "parameters": 32, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "router", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.mlp.router.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.mlp.router", "outlier_strategy": "none", "parameters": 92160, "predicted_loss": 0.0, "reason": "manual rule protect-routers: Router floor 8-bit for routing stability", "role": "router", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.9.mlp.router.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.post_attention_layernorm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.k_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.self_attn.k_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.k_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.9.self_attn.k_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.o_proj.bias", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.self_attn.o_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.o_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.9.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.q_proj.bias", "outlier_strategy": "none", "parameters": 4096, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.self_attn.q_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.q_proj", "outlier_strategy": "none", "parameters": 11796480, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.9.self_attn.q_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.sinks", "outlier_strategy": "none", "parameters": 64, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.self_attn.sinks" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.v_proj.bias", "outlier_strategy": "none", "parameters": 512, "predicted_loss": 0.0, "reason": "non-quantizable tensor preserved", "role": "attention", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.layers.9.self_attn.v_proj.bias" }, { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.layers.9.self_attn.v_proj", "outlier_strategy": "none", "parameters": 1474560, "predicted_loss": 0.0, "reason": "manual rule attention-8bit: Raise attention for general + coding fidelity", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.layers.9.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.norm", "outlier_strategy": "none", "parameters": 2880, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.norm.weight" } ], "calibration": null, "candidate_bits": [ 4, 8, 16 ], "candidate_group_sizes": [], "constraints": { "effective_bpw_limit": 5.2, "lm_head_min_bits": 16, "max_model_size_ratio_to_uniform4": 1.1, "minimum_mtp_acceptance_retention": 0.95, "minimum_mtp_speedup": 1.2, "minimum_quality_retention": 0.98 }, "cost_model": "abstract-bpw", "created_at": "2026-08-11T22:44:24.531951Z", "effective_bpw": 5.055283578663038, "evidence_kind": "architecture_prior", "global_validation_required": true, "group_size": 64, "hardware": { "name": "ax-engine-apple-silicon-affine-dwq-v3", "runtime": "ax-engine", "supported_bits": [ 2, 3, 4, 6, 8, 16 ], "supported_group_sizes": [ 32, 64, 128 ], "supported_methods": [ "affine", "awq", "dwq", "gptq", "gptq-act", "bf16" ] }, "kernel_latency_host_id": null, "kernel_latency_sha256": null, "kv_cache": null, "method_near_ties": [], "method_near_ties_omitted": 0, "mtp": { "candidate_bits": [ 8, 16 ], "min_bits": 8, "mode": "protected", "optimize_for_acceptance": true, "preserve_external_sidecar": true, "protect_norms": true, "protect_output_head": true }, "mtp_distribution": {}, "nominal_bpw": 4.5692953211576715, "objective": { "cosine_distance": 0.03, "decode_latency_cost": 0.07, "hidden_state_error": 0.1, "long_context_loss": 0.05, "mtp_acceptance_loss": 0.22, "output_kl": 0.15, "peak_memory_cost": 0.03, "prefill_latency_cost": 0.03, "task_loss_delta": 0.2, "token_disagreement": 0.12 }, "primary_runtime": "ax-engine", "profile": "agent-coding", "quantizer": "axquant", "random_seed": 20260728, "schema_version": "axquant.plan.v1", "software_versions": { "ax_engine": "6.11.1", "axquant": "1.6.2", "mlx": "0.32.0", "mlx_lm": "0.31.3", "pydantic": "2.13.4", "python": "3.12.13", "safetensors": "0.8.0" }, "source_model": { "architecture": "GptOssForCausalLM", "format": "mlx", "local_path": null, "model_id": "openai/gpt-oss-20b", "revision": "6cee5e81ee83917806bbde320786a8fb61efebee" }, "status": "planned", "target_bpw": 5.2, "target_class": "4bit", "target_mode": "balanced", "warnings": [ "Manual assignments are unmeasured development evidence.", "Conversion requires --allow-unmeasured and cannot pass publication gates." ], "weight_distribution": { "4bit": { "fraction": 0.9137231396891172, "parameters": 19110297600 }, "8bit": { "fraction": 0.05825337532161521, "parameters": 1218355200 }, "bf16": { "fraction": 0.028023484989267565, "parameters": 586104384 } } }