Instructions to use AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit with MLX:

# Make sure mlx-lm is installed
# pip install --upgrade mlx-lm

# Generate text with mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit")

prompt = "Write a story about Einstein"
messages = [{"role": "user", "content": prompt}]
prompt = tokenizer.apply_chat_template(
    messages, add_generation_prompt=True
)

text = generate(model, tokenizer, prompt=prompt, verbose=True)

Notebooks
Google Colab
Kaggle
Local Apps Settings
LM Studio

How to use AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit"

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "mlx-lm": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit with Hermes Agent:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit"

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit

Run Hermes

hermes

OpenClaw new

How to use AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit"

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit" \
  --custom-provider-id mlx-lm \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

MLX LM

How to use AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit with MLX LM:

Generate or start a chat session

# Install MLX LM
uv tool install mlx-lm
# Interactive chat REPL
mlx_lm.chat --model "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit"
# Calling the OpenAI-compatible server with curl
curl -X POST "http://localhost:8000/v1/chat/completions" \
   -H "Content-Type: application/json" \
   --data '{
     "model": "AutomatosX/AX-MiniCPM5-1B-MLX-AXQ-6bit",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

AX-MiniCPM5-1B-MLX-AXQ-6bit / axquant_plan.json

AutomatosX

Refresh development model card and public provenance (axquant_plan.json)

2006cb4 verified about 23 hours ago

Raw

History Blame Contribute Delete

203 kB

	{
	"analysis_sha256": "9c44404877f61bcdbcdc87bbb90214da353855153b72f0e4947a6f9051947e6d",
	"architecture_profile": {
	"adapter_id": "minicpm5-dense-v1",
	"config_model_type": "llama",
	"dense": true,
	"mtp_declared": false,
	"notes": [],
	"optimization_scope": "text-path",
	"product_family": "minicpm5",
	"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": "lm_head",
	"outlier_strategy": "none",
	"parameters": 200540160,
	"predicted_loss": 0.0,
	"reason": "protected lm_head policy",
	"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": 0.0253125,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.045000000000000005,
	"long_context_loss": 0.016875,
	"mtp_acceptance_loss": 0.0045000000000000005,
	"output_kl": 0.05625,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.036562500000000005,
	"token_disagreement": 0.030937500000000003
	},
	"module_path": "model.embed_tokens",
	"outlier_strategy": "none",
	"parameters": 200540160,
	"predicted_loss": 0.0307125,
	"reason": "protected embedding policy",
	"role": "embedding",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 3,
	"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.0.input_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.0.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.0.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.0.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.0.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.0.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.0.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.0.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.0.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.0.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.0.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.0.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.0.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.0.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.0.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.0.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.1.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.1.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.1.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.1.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.1.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.1.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.1.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.1.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.1.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.1.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.1.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.1.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.1.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.1.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.1.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.10.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.10.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.10.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.10.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.10.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.10.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.10.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.10.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.10.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.10.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.10.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.10.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.10.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.10.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.10.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.11.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.11.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.11.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.11.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.11.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.11.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.11.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.11.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.11.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.11.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.11.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.11.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.11.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.11.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.11.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.12.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.12.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.12.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.12.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.12.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.12.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.12.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.12.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.12.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.12.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.12.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.12.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.12.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.12.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.12.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.13.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.13.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.13.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.13.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.13.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.13.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.13.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.13.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.13.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.13.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.13.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.13.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.13.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.13.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.13.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.14.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.14.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.14.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.14.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.14.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.14.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.14.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.14.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.14.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.14.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.14.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.14.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.14.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.14.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.14.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.15.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.15.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.15.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.15.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.15.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.15.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.15.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.15.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.15.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.15.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.15.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.15.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.15.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.15.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.15.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.16.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.16.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.16.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.16.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.16.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.16.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.16.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.16.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.16.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.16.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.16.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.16.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.16.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.16.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.16.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.17.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.17.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.17.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.17.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.17.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.17.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.17.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.17.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.17.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.17.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.17.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.17.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.17.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.17.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.17.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.18.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.18.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.18.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.18.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.18.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.18.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.18.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.18.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.18.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.18.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.18.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.18.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.18.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.18.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.18.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.19.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.19.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.19.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.19.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.19.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.19.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.19.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.19.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.19.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.19.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.19.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.19.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.19.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.19.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.19.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.2.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.2.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.2.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.2.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.2.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.2.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.2.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.2.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.2.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.2.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.2.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.2.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.2.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.2.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.2.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.20.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.20.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.20.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.20.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.20.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.20.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.20.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.20.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.20.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.20.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.20.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.20.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.20.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.20.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.20.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.21.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.21.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.21.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.21.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.21.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.21.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.21.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.21.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.21.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.21.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.21.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.21.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.21.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.21.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.21.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.22.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.22.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.22.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.22.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.22.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.22.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.22.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.22.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.22.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.22.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.22.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.22.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.22.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.22.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.22.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.23.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.23.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.23.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.23.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.23.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.23.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.23.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.23.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.23.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.23.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.23.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.23.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.23.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.23.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.23.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.3.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.3.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.3.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.3.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.3.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.3.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.3.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.3.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.3.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.3.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.3.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.3.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.3.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.3.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.3.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.4.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.4.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.4.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.4.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.4.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.4.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.4.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.4.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.4.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.4.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.4.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.4.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.4.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.4.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.4.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.5.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.5.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.5.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.5.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.5.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.5.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.5.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.5.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.5.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.5.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.5.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.5.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.5.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.5.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.5.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.6.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.6.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.6.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.6.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.6.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.6.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.6.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.6.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.6.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.6.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.6.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.6.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.6.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.6.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.6.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"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": "model.layers.7.input_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.7.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.7.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.7.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.7.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.7.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.7.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.7.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.7.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.7.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"tensor": "model.layers.7.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.7.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.7.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.7.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.7.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.7.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.8.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.8.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.8.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.8.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.8.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.8.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.8.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.8.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.8.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"tensor": "model.layers.8.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.8.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.8.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.8.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.8.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.8.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.9.input_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.9.mlp.down_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.9.mlp.down_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.9.mlp.gate_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.9.mlp.gate_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.2025,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.36000000000000004,
	"long_context_loss": 0.135,
	"mtp_acceptance_loss": 0.036000000000000004,
	"output_kl": 0.45,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.29250000000000004,
	"token_disagreement": 0.24750000000000003
	},
	"module_path": "model.layers.9.mlp.up_proj",
	"outlier_strategy": "none",
	"parameters": 7077888,
	"predicted_loss": 0.2457,
	"reason": "minimum storage candidate",
	"role": "mlp",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.9.mlp.up_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.post_attention_layernorm",
	"outlier_strategy": "none",
	"parameters": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.layers.9.post_attention_layernorm.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.9.self_attn.k_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"tensor": "model.layers.9.self_attn.k_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 64,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.324,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.576,
	"long_context_loss": 0.8999999999999999,
	"mtp_acceptance_loss": 0.0576,
	"output_kl": 0.72,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.46799999999999997,
	"token_disagreement": 0.396
	},
	"module_path": "model.layers.9.self_attn.o_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.44783999999999996,
	"reason": "minimum storage candidate",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 4.5
	},
	"tensor": "model.layers.9.self_attn.o_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.9.self_attn.q_proj",
	"outlier_strategy": "none",
	"parameters": 3145728,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"tensor": "model.layers.9.self_attn.q_proj.weight"
	},
	{
	"bits": 4,
	"group_size": 32,
	"method": "affine",
	"metrics": {
	"cosine_distance": 0.22910259710444142,
	"decode_latency_cost": 0.0,
	"hidden_state_error": 0.4072935059634514,
	"long_context_loss": 0.6363961030678927,
	"mtp_acceptance_loss": 0.04072935059634514,
	"output_kl": 0.5091168824543142,
	"peak_memory_cost": 0.0,
	"prefill_latency_cost": 0.0,
	"task_loss_delta": 0.33092597359530423,
	"token_disagreement": 0.2800142853498728
	},
	"module_path": "model.layers.9.self_attn.v_proj",
	"outlier_strategy": "none",
	"parameters": 393216,
	"predicted_loss": 0.31667070088658344,
	"reason": "selected by marginal quality gain per storage bit",
	"role": "attention",
	"scale_strategy": "group-affine",
	"strategy_metadata": {
	"selected_from_candidates": 7,
	"storage_bpw": 5.0
	},
	"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": 1536,
	"predicted_loss": 0.0,
	"reason": "non-quantizable tensor preserved",
	"role": "norm",
	"scale_strategy": "none",
	"strategy_metadata": {
	"selected_from_candidates": 1,
	"storage_bpw": 16.0
	},
	"tensor": "model.norm.weight"
	}
	],
	"calibration": null,
	"candidate_bits": [
	4,
	6,
	8,
	16
	],
	"candidate_group_sizes": [
	32,
	64
	],
	"constraints": {
	"effective_bpw_limit": 7.38,
	"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
	},
	"created_at": "2026-08-02T18:28:16.773889Z",
	"effective_bpw": 7.379967222761561,
	"evidence_kind": "architecture_prior",
	"global_validation_required": true,
	"group_size": 32,
	"hardware": {
	"name": "ax-engine-apple-silicon-affine-dwq-v2",
	"runtime": "ax-engine",
	"supported_bits": [
	2,
	3,
	4,
	6,
	8,
	16
	],
	"supported_group_sizes": [
	32,
	64,
	128
	],
	"supported_methods": [
	"affine",
	"awq",
	"dwq",
	"bf16"
	]
	},
	"kv_cache": null,
	"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": 6.970061276094932,
	"objective": {
	"cosine_distance": 0.05,
	"decode_latency_cost": 0.05,
	"hidden_state_error": 0.12,
	"long_context_loss": 0.08,
	"mtp_acceptance_loss": 0.15,
	"output_kl": 0.25,
	"peak_memory_cost": 0.04,
	"prefill_latency_cost": 0.03,
	"task_loss_delta": 0.15,
	"token_disagreement": 0.08
	},
	"primary_runtime": "ax-engine",
	"profile": "general",
	"quantizer": "axquant",
	"random_seed": 0,
	"schema_version": "axquant.plan.v1",
	"software_versions": {
	"ax_engine": null,
	"axquant": "1.0.0",
	"mlx": "0.32.0",
	"mlx_lm": "0.31.3",
	"pydantic": "2.13.4",
	"python": "3.13.14",
	"safetensors": "0.8.0"
	},
	"source_model": {
	"architecture": "LlamaForCausalLM",
	"format": "mlx",
	"local_path": null,
	"model_id": "openbmb/MiniCPM5-1B",
	"revision": null
	},
	"status": "planned",
	"target_bpw": 7.38,
	"target_class": "4bit",
	"target_mode": "low-memory",
	"warnings": [
	"This report contains architecture priors, not calibration measurements.",
	"Conversion planning requires --allow-unmeasured for this report.",
	"Multi-group architecture priors weakly prefer smaller group sizes; this is development evidence only (AXQ-028).",
	"Plan uses non-release architecture_prior evidence and requires complete-model validation.",
	"target BPW raised from 6.0000 to 7.3800 to satisfy protection floors (policy minimum 7.3772)",
	"convert ladder: prior"
	],
	"weight_distribution": {
	"4bit": {
	"fraction": 0.6287771645272388,
	"parameters": 679477248
	},
	"8bit": {
	"fraction": 0.18557659369727533,
	"parameters": 200540160
	},
	"bf16": {
	"fraction": 0.18564624177548586,
	"parameters": 200615424
	}
	}
	}