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@@ -33,3 +33,17 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-LM-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-IQ2_M_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-IQ2_M_2.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-IQ4_NL_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-IQ4_XS_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-Q4_K_M_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-Q5_K_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-Q6_K_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-MQ-Q6_K_2.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-UD-Unsloth-UD-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3.8-27B-UD-Unsloth-UD-Q3_K_XL.gguf filter=lfs diff=lfs merge=lfs -text
+imatrix.dat filter=lfs diff=lfs merge=lfs -text
+mmproj-BF16.gguf filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,202 @@
+
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Qwen3.8-27B-LM-Q8_0.gguf

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README.md

@@ -0,0 +1,100 @@
+---
+license: apache-2.0
+tags:
+- gguf
+- text-generation
+- magicquant
+- conversational
+base_model:
+- Qwen/Qwen3.8-27B
+---
+
+# MagicQuant Hybrids (v2.0) - Qwen3.8-27B
+
+MagicQuant is a benchmark driven GGUF hybrid discovery and validation system focused on finding real, practical GGUF quants specific to each architecture.
+
+Whether it's a pure baseline model built by llama.cpp, learned tensor configurations from Unsloth, or a custom built MagicQuant hybrid, the model table below shows quants that have won dominance checks, survived collapse spaces, and/or were found to be nonlinearly better. Instead of dumping every quant type possible, MagicQuant tests, validates, and brutally murders anything deemed unworthy.
+
+<details>
+<summary>Support MagicQuant</summary>
+
+I’m a solo developer working full time for myself to achieve my dream. I build open source code on the side. If you like any of my work, buying me a coffee is always appreciated. Otherwise, I hope you enjoy, maybe give me a star or something. Or just send me good vibes. Either way, thank you!
+
+[Click here to see ways to support](https://sayou.biz/support) - BTC, Paypal, GitHub sponsors.
+
+</details>
+
+---
+
+## Final survivors
+
+| Name | Provider | KLD | Size (GB) | Download |
+|---|---|---:|---:|---|
+| LM-Q8_0 | llama.cpp | 0.000712 | 29.05 | [Link](./../../resolve/main/Qwen3.8-27B-LM-Q8_0.gguf?download=true) |
+| [<u>MQ-Q6_K_1</u>](#winner-notes "Replaced: Unsloth-UD-Q6_K_XL") | MagicQuant | 0.001052 | 25.94 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-Q6_K_1.gguf?download=true) |
+| [<u>MQ-Q6_K_2</u>](#winner-notes "Replaced: Unsloth-Q6_K, MQ-Unsloth-Q6_K") | MagicQuant | 0.001518 | 23.21 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-Q6_K_2.gguf?download=true) |
+| [<u>MQ-Q5_K_1</u>](#winner-notes "Replaced: Unsloth-UD-Q5_K_XL, MQ-Unsloth-Q5_K_M, Unsloth-Q5_K_M, MQ-Unsloth-Q5_K_S, Unsloth-Q5_K_S") | MagicQuant | 0.003955 | 20.39 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-Q5_K_1.gguf?download=true) |
+| [<u>MQ-Q4_K_M_1</u>](#winner-notes "Replaced: Unsloth-UD-Q4_K_XL") | MagicQuant | 0.008508 | 18.11 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-Q4_K_M_1.gguf?download=true) |
+| [<u>MQ-IQ4_NL_1</u>](#winner-notes "Replaced: Unsloth-Q4_K_M") | MagicQuant | 0.012627 | 17.06 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-IQ4_NL_1.gguf?download=true) |
+| [<u>MQ-IQ4_XS_1</u>](#winner-notes "Replaced: Unsloth-IQ4_NL, MQ-Unsloth-IQ4_XS, Unsloth-IQ4_XS") | MagicQuant | 0.013794 | 16.34 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-IQ4_XS_1.gguf?download=true) |
+| UD-Unsloth-UD-Q3_K_XL | Unsloth | 0.034902 | 13.48 | [Link](./../../resolve/main/Qwen3.8-27B-UD-Unsloth-UD-Q3_K_XL.gguf?download=true) |
+| [<u>MQ-IQ2_M_1</u>](#winner-notes "Replaced: Unsloth-UD-IQ3_XXS") | MagicQuant | 0.057811 | 11.96 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-IQ2_M_1.gguf?download=true) |
+| [<u>MQ-IQ2_M_2</u>](#winner-notes "Replaced: Unsloth-UD-Q2_K_XL, MQ-Unsloth-UD-IQ2_M, Unsloth-UD-IQ2_M") | MagicQuant | 0.092394 | 10.77 | [Link](./../../resolve/main/Qwen3.8-27B-MQ-IQ2_M_2.gguf?download=true) |
+| UD-Unsloth-UD-IQ2_XXS | Unsloth | 0.182364 | 9.05 | [Link](./../../resolve/main/Qwen3.8-27B-UD-Unsloth-UD-IQ2_XXS.gguf?download=true) |
+
+<details>
+<summary>Provider credits</summary>
+
+- [llama.cpp](https://github.com/ggml-org/llama.cpp) — Baseline quantization formats and llama.cpp tooling.
+- [Unsloth](https://huggingface.co/unsloth/Qwen3.8-27B-GGUF) — External learned baseline source (UD).
+
+</details>
+
+<details>
+<summary>Warning - Is MagicQuant Better? (hint: how you frame the question matters)</summary>
+
+External/custom baselines are normalized into MagicQuant's controlled comparison flow. MagicQuant rebuilds a learned baseline under native-source / MagicQuant-controlled conditions, including its own imatrix handling, so hybrids or external baselines (like Unsloth) can be judged on a more equal footing. That does **not** mean MagicQuant proved the original upstream artifact or upstream imatrix was worse. These comparisons exist for internal hybrid-search consistency and equal playing field comparisons, not as a universal judgment of the original creator's exact release artifact.
+
+**Easier to digest explanation:**
+
+MagicQuant compares and benchmarks the models quant to tensor configurations, but not the original artifact. And there's different reasons MagicQuant chooses to lift up a winning quant, not all winners are purely "better". It depends heavily on a variety of factors. Though choices are always documented in the repo under the manifest folder. You can always view what and why decisions were made by the automated system.
+
+So, MagicQuant can confidently tell you, "under the same quantization to tensor configurations and identical imatrix, with this benchmark, I deemed this a winner".
+
+</details>
+
+<details>
+<summary>Re-Uploading External Provider Baselines</summary>
+
+By default, if an external provider like Unsloth is deemed the winner, the repo should generally link directly to the original provider instead of re-hosting the quant. External GGUFs are normally only re-uploaded when a specific winning variant does not already exist (e.g. Heretic models or similar).
+
+</details>
+
+---
+
+## Release metadata
+
+- [Final survivor metrics](./../../resolve/main/magicquant-manifest/magicquant.final-survivors.json) — full file names, KLD, PPL, PPL delta %, byte sizes, download targets, and replacement lineage. PPL delta % is measured against the native/reference PPL when available; negative is better and larger positive values are worse.
+- [Hybrid tensor map](./../../resolve/main/magicquant-manifest/magicquant.hybrid-map.json) — tensor-group assignments and effective-state details for MagicQuant hybrid GGUFs.
+- [Clone tensor configs](./../../resolve/main/magicquant-manifest/magicquant.clone-configs.json) — exact per-GGUF tensor quantization maps for reproducing this final output list in repository clone mode.
+- [Isolation samples](./../../resolve/main/magicquant-manifest/magicquant.isolation-samples.json) — isolated base/group probe samples with KLD, PPL, PPL delta %, and size truth.
+- [Bad trade details](./../../resolve/main/magicquant-manifest/magicquant.bad-trades.json) — structured bad-trade pruning decisions from the isolation optimizer.
+- [Replacement details](./../../resolve/main/magicquant-manifest/magicquant.replacements.json) — structured details for baselines or anchors removed from the final download table, including reason codes, KLD deltas, PPL delta %, and size deltas.
+
+<details>
+<summary>Replacement reason codes</summary>
+
+- `STRICT_DOMINANCE` — the winner was no larger and had lower real KLD than the removed anchor.
+- `NEAR_BASELINE_PREMIUM` — the winner used only the configured near-baseline size premium and beat the real linear KLD trade line.
+- `INTERIOR_DISCOVERY` — the winner was selected as a useful interior point inside a size/KLD gap between anchors.
+- `SPACING_COLLAPSE` — two candidates were too close in practical output space, so the stronger one was kept.
+- `FINAL_DOMINANCE` — a later validated survivor dominated this artifact in final real benchmark comparison.
+
+<a id="winner-notes"></a>
+Underlined names in the table replaced or ultimately inherited the replacement of another artifact. Hover the name for the short replacement summary, or inspect `magicquant-manifest/magicquant.replacements.json` for exact KLD/PPL/size deltas.
+
+</details>
+
+
+---
+

chat_template.jinja

@@ -0,0 +1,170 @@
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- macro render_content(content, do_vision_count, is_system_content=false) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain images.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Picture ' ~ image_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
+            {%- elif 'video' in item or item.type == 'video' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain videos.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Video ' ~ video_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
+            {%- elif 'text' in item %}
+                {{- item.text }}
+            {%- else %}
+                {{- raise_exception('Unexpected item type in content.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif content is none or content is undefined %}
+        {{- '' }}
+    {%- else %}
+        {{- raise_exception('Unexpected content type.') }}
+    {%- endif %}
+{%- endmacro %}
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+{%- set reasoning_instructions = '' %}
+{%- if enable_thinking is undefined or enable_thinking is true %}
+    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}
+    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}
+        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}
+    {%- endif %}
+    {%- if resolved_reasoning_effort == 'xhigh' %}
+        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}
+    {%- elif resolved_reasoning_effort == 'low' %}
+        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}
+    {%- endif %}
+{%- endif %}
+{%- if tools and tools is iterable and tools is not mapping %}
+    {{- '<|im_start|>system\n' }}
+    {%- if reasoning_instructions %}
+        {{- reasoning_instructions + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>" }}
+    {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '\n\n' + content }}
+        {%- endif %}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '')  + content + '<|im_end|>\n' }}
+        {%- elif reasoning_instructions %}
+            {{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
+        {%- endif %}
+    {%- elif reasoning_instructions %}
+        {{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" %}
+        {%- set content = render_content(message.content, false)|trim %}
+        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
+            {%- set ns.multi_step_tool = false %}
+            {%- set ns.last_query_index = index %}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if ns.multi_step_tool %}
+    {{- raise_exception('No user query found in messages.') }}
+{%- endif %}
+{%- for message in messages %}
+    {%- set content = render_content(message.content, true)|trim %}
+    {%- if message.role == "system" %}
+        {%- if not loop.first %}
+            {{- raise_exception('System message must be at the beginning.') }}
+        {%- endif %}
+    {%- elif message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content|trim %}
+        {%- if preserve_thinking is undefined or preserve_thinking is true or loop.index0 > ns.last_query_index %}
+            {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if tool_call.function is defined %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {%- if loop.first %}
+                    {%- if content|trim %}
+                        {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- else %}
+                        {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- endif %}
+                {%- else %}
+                    {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                {%- endif %}
+                {%- if tool_call.arguments is defined and tool_call.arguments != '' %}
+                    {%- for args_name, args_value in tool_call.arguments|items %}
+                        {{- '<parameter=' + args_name + '>\n' }}
+                        {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}
+                        {{- args_value }}
+                        {{- '\n</parameter>\n' }}
+                    {%- endfor %}
+                {%- endif %}
+                {{- '</function>\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.previtem and loop.previtem.role != "tool" %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if not loop.last and loop.nextitem.role != "tool" %}
+            {{- '<|im_end|>\n' }}
+        {%- elif loop.last %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- else %}
+        {{- raise_exception('Unexpected message role.') }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- else %}
+        {{- '<think>\n' }}
+    {%- endif %}
+{%- endif %}

config.json

@@ -0,0 +1,140 @@
+{
+    "architectures": [
+        "Qwen3_5ForConditionalGeneration"
+    ],
+    "image_token_id": 248056,
+    "language_model_only": false,
+    "model_type": "qwen3_5",
+    "text_config": {
+        "attention_bias": false,
+        "attention_dropout": 0.0,
+        "attn_output_gate": true,
+        "bos_token_id": 248044,
+        "dtype": "bfloat16",
+        "eos_token_id": 248044,
+        "full_attention_interval": 4,
+        "head_dim": 256,
+        "hidden_act": "silu",
+        "hidden_size": 5120,
+        "initializer_range": 0.02,
+        "intermediate_size": 17408,
+        "layer_types": [
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention"
+        ],
+        "linear_conv_kernel_dim": 4,
+        "linear_key_head_dim": 128,
+        "linear_num_key_heads": 16,
+        "linear_num_value_heads": 48,
+        "linear_value_head_dim": 128,
+        "mamba_ssm_dtype": "float32",
+        "max_position_embeddings": 262144,
+        "model_type": "qwen3_5_text",
+        "mtp_num_hidden_layers": 1,
+        "mtp_use_dedicated_embeddings": false,
+        "num_attention_heads": 24,
+        "num_hidden_layers": 64,
+        "num_key_value_heads": 4,
+        "output_gate_type": "swish",
+        "pad_token_id": null,
+        "partial_rotary_factor": 0.25,
+        "rms_norm_eps": 1e-06,
+        "rope_parameters": {
+            "mrope_interleaved": true,
+            "mrope_section": [
+                11,
+                11,
+                10
+            ],
+            "partial_rotary_factor": 0.25,
+            "rope_theta": 10000000,
+            "rope_type": "default"
+        },
+        "tie_word_embeddings": false,
+        "use_cache": true,
+        "vocab_size": 248320
+    },
+    "tie_word_embeddings": false,
+    "transformers_version": "5.8.0.dev0",
+    "video_token_id": 248057,
+    "vision_config": {
+        "deepstack_visual_indexes": [],
+        "depth": 27,
+        "hidden_act": "gelu_pytorch_tanh",
+        "hidden_size": 1152,
+        "in_channels": 3,
+        "initializer_range": 0.02,
+        "intermediate_size": 4304,
+        "model_type": "qwen3_5",
+        "num_heads": 16,
+        "num_position_embeddings": 2304,
+        "out_hidden_size": 5120,
+        "patch_size": 16,
+        "spatial_merge_size": 2,
+        "temporal_patch_size": 2
+    },
+    "vision_end_token_id": 248054,
+    "vision_start_token_id": 248053
+}

generation_config.json

@@ -0,0 +1,12 @@
+{
+    "bos_token_id": 248044,
+    "do_sample": true,
+    "eos_token_id": [
+        248046,
+        248044
+    ],
+    "pad_token_id": 248044,
+    "temperature": 1.0,
+    "top_k": 20,
+    "top_p": 0.95
+}

imatrix.dat

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:123a92c3ba8cd31ed2887bd348682be5b68c977b12cc30e11c632e7ddf899eaa
+size 13642688

magicquant-manifest/magicquant.bad-trades.json

@@ -0,0 +1,1176 @@
+{
+  "generatedUtc": "2026-08-15T16:34:01.6732222Z",
+  "modelId": "mq-blake3:c6248ee1b24a8339716e4f620cad188eacc68755d2a1b88406a84b6249407c1d",
+  "architectureFamily": "Qwen3.8-27B",
+  "summary": {
+    "badTradeEliminations": 53,
+    "synergySecondChanceReinstatements": 2,
+    "finalKldCleanupEliminations": 0,
+    "disabledBaselines": 0,
+    "structuredBadTradeRows": 53,
+    "structuredSynergySecondChanceRows": 2
+  },
+  "thresholds": {
+    "maxSizeDeltaPercent": 4,
+    "kldMultiplier": 2.5,
+    "pplMultiplier": 3.5,
+    "floatingPointEpsilon": 1E-08
+  },
+  "badTrades": [
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-Q4_K_M",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+      "RemovedSizeBytes": 49962325696,
+      "RemovedSizeGB": 49.962325696,
+      "RemovedSizeGiB": 46.5310418009758,
+      "RemovedKld": 0.000401,
+      "RemovedPplDeltaPercent": 0.007900133749438237,
+      "AnchorSizeBytes": 50121250496,
+      "AnchorSizeGB": 50.121250496,
+      "AnchorSizeGiB": 46.67905205488205,
+      "AnchorKld": 0.000274,
+      "AnchorPplDeltaPercent": 0.0013018279090581157,
+      "SizeDeltaPercent": 0.31708067621473895,
+      "KldRatio": 1.4635036496350364,
+      "PplAbsRatio": 6.0684931506454305
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-UD-Q4_K_XL",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+      "RemovedSizeBytes": 49962325696,
+      "RemovedSizeGB": 49.962325696,
+      "RemovedSizeGiB": 46.5310418009758,
+      "RemovedKld": 0.000401,
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+      "SizeDeltaPercent": 0.31708067621473895,
+      "KldRatio": 1.4635036496350364,
+      "PplAbsRatio": 6.0684931506454305
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-Q4_K_S",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+      "RemovedSizeBytes": 49962325696,
+      "RemovedSizeGB": 49.962325696,
+      "RemovedSizeGiB": 46.5310418009758,
+      "RemovedKld": 0.000401,
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+      "AnchorSizeBytes": 50121250496,
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+      "AnchorSizeGiB": 46.67905205488205,
+      "AnchorKld": 0.000274,
+      "AnchorPplDeltaPercent": 0.0013018279090581157,
+      "SizeDeltaPercent": 0.31708067621473895,
+      "KldRatio": 1.4635036496350364,
+      "PplAbsRatio": 6.0684931506454305
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-IQ4_NL",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+      "RemovedSizeBytes": 49962325696,
+      "RemovedSizeGB": 49.962325696,
+      "RemovedSizeGiB": 46.5310418009758,
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+      "PplAbsRatio": 6.0684931506454305
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-IQ4_XS",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+      "RemovedSizeBytes": 49962325696,
+      "RemovedSizeGB": 49.962325696,
+      "RemovedSizeGiB": 46.5310418009758,
+      "RemovedKld": 0.000401,
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+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-Q3_K_M",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).",
+      "RemovedSizeBytes": 49793468096,
+      "RemovedSizeGB": 49.793468096000005,
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+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-Q3_K_S",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).",
+      "RemovedSizeBytes": 49793468096,
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+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-UD-Q3_K_XL",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).",
+      "RemovedSizeBytes": 49793468096,
+      "RemovedSizeGB": 49.793468096000005,
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+      "PplAbsRatio": 39.63013698606937
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-UD-IQ3_XXS",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+      "RemovedSizeBytes": 49664341696,
+      "RemovedSizeGB": 49.664341696,
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+      "RemovedKld": 0.001949,
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+      "PplAbsRatio": 1.0410958904042922
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-UD-IQ2_M",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+      "RemovedSizeBytes": 49664341696,
+      "RemovedSizeGB": 49.664341696,
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+      "PplAbsRatio": 1.0410958904042922
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-UD-Q2_K_XL",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+      "RemovedSizeBytes": 49664341696,
+      "RemovedSizeGB": 49.664341696,
+      "RemovedSizeGiB": 46.25352257490158,
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+      "PplAbsRatio": 1.0410958904042922
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "Unsloth-UD-IQ2_XXS",
+      "AcceptedAnchor": "Unsloth-Q5_K_M",
+      "Reason": "Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+      "RemovedSizeBytes": 49664341696,
+      "RemovedSizeGB": 49.664341696,
+      "RemovedSizeGiB": 46.25352257490158,
+      "RemovedKld": 0.001949,
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+      "AnchorSizeBytes": 50121250496,
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+      "Reason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).",
+      "RemovedSizeBytes": 51021223616,
+      "RemovedSizeGB": 51.02122361599999,
+      "RemovedSizeGiB": 47.517217338085175,
+      "RemovedKld": 0.001007,
+      "RemovedPplDeltaPercent": -0.06947837717343061,
+      "AnchorSizeBytes": 51159094976,
+      "AnchorSizeGB": 51.159094976,
+      "AnchorSizeGiB": 47.64562004804611,
+      "AnchorKld": 0.00025,
+      "AnchorPplDeltaPercent": 0.007810967454301176,
+      "SizeDeltaPercent": 0.2694953068749142,
+      "KldRatio": 4.0280000000000005,
+      "PplAbsRatio": 8.8949771689513
+    },
+    {
+      "Scope": "group",
+      "GroupName": "attn_output",
+      "RemovedCandidate": "Unsloth-UD-Q3_K_XL",
+      "AcceptedAnchor": "Unsloth-Q6_K",
+      "Reason": "Reason: small size gain (0.30%) but disproportionate damage (KLD x4.44, |PPL| x21.45).",
+      "RemovedSizeBytes": 51004511936,
+      "RemovedSizeGB": 51.00451193599999,
+      "RemovedSizeGiB": 47.501653373241425,
+      "RemovedKld": 0.001109,
+      "RemovedPplDeltaPercent": 0.16752563530985906,
+      "AnchorSizeBytes": 51159094976,
+      "AnchorSizeGB": 51.159094976,
+      "AnchorSizeGiB": 47.64562004804611,
+      "AnchorKld": 0.00025,
+      "AnchorPplDeltaPercent": 0.007810967454301176,
+      "SizeDeltaPercent": 0.30216140467793406,
+      "KldRatio": 4.436,
+      "PplAbsRatio": 21.44748858447869
+    },
+    {
+      "Scope": "group",
+      "GroupName": "attn_output",
+      "RemovedCandidate": "Unsloth-UD-IQ3_XXS",
+      "AcceptedAnchor": "Unsloth-Q6_K",
+      "Reason": "Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).",
+      "RemovedSizeBytes": 50950198976,
+      "RemovedSizeGB": 50.95019897600001,
+      "RemovedSizeGiB": 47.45107048749924,
+      "RemovedKld": 0.002865,
+      "RemovedPplDeltaPercent": 0.3166473473027254,
+      "AnchorSizeBytes": 51159094976,
+      "AnchorSizeGB": 51.159094976,
+      "AnchorSizeGiB": 47.64562004804611,
+      "AnchorKld": 0.00025,
+      "AnchorPplDeltaPercent": 0.007810967454301176,
+      "SizeDeltaPercent": 0.40832622253774875,
+      "KldRatio": 11.459999999999999,
+      "PplAbsRatio": 40.538812785394576
+    },
+    {
+      "Scope": "group",
+      "GroupName": "attn_output",
+      "RemovedCandidate": "Unsloth-UD-IQ2_M",
+      "AcceptedAnchor": "Unsloth-Q6_K",
+      "Reason": "Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).",
+      "RemovedSizeBytes": 50950198976,
+      "RemovedSizeGB": 50.95019897600001,
+      "RemovedSizeGiB": 47.45107048749924,
+      "RemovedKld": 0.002865,
+      "RemovedPplDeltaPercent": 0.3166473473027254,
+      "AnchorSizeBytes": 51159094976,
+      "AnchorSizeGB": 51.159094976,
+      "AnchorSizeGiB": 47.64562004804611,
+      "AnchorKld": 0.00025,
+      "AnchorPplDeltaPercent": 0.007810967454301176,
+      "SizeDeltaPercent": 0.40832622253774875,
+      "KldRatio": 11.459999999999999,
+      "PplAbsRatio": 40.538812785394576
+    },
+    {
+      "Scope": "group",
+      "GroupName": "attn_output",
+      "RemovedCandidate": "Unsloth-UD-Q2_K_XL",
+      "AcceptedAnchor": "Unsloth-Q6_K",
+      "Reason": "Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).",
+      "RemovedSizeBytes": 50950198976,
+      "RemovedSizeGB": 50.95019897600001,
+      "RemovedSizeGiB": 47.45107048749924,
+      "RemovedKld": 0.002865,
+      "RemovedPplDeltaPercent": 0.3166473473027254,
+      "AnchorSizeBytes": 51159094976,
+      "AnchorSizeGB": 51.159094976,
+      "AnchorSizeGiB": 47.64562004804611,
+      "AnchorKld": 0.00025,
+      "AnchorPplDeltaPercent": 0.007810967454301176,
+      "SizeDeltaPercent": 0.40832622253774875,
+      "KldRatio": 11.459999999999999,
+      "PplAbsRatio": 40.538812785394576
+    },
+    {
+      "Scope": "group",
+      "GroupName": "attn_output",
+      "RemovedCandidate": "Unsloth-UD-IQ2_XXS",
+      "AcceptedAnchor": "Unsloth-Q6_K",
+      "Reason": "Reason: small size gain (0.51%) but disproportionate damage (KLD x38.04, |PPL| x141.05).",
+      "RemovedSizeBytes": 50898343616,
+      "RemovedSizeGB": 50.898343616,
+      "RemovedSizeGiB": 47.402776420116425,
+      "RemovedKld": 0.00951,
+      "RemovedPplDeltaPercent": 1.1017209094962188,
+      "AnchorSizeBytes": 51159094976,
+      "AnchorSizeGB": 51.159094976,
+      "AnchorSizeGiB": 47.64562004804611,
+      "AnchorKld": 0.00025,
+      "AnchorPplDeltaPercent": 0.007810967454301176,
+      "SizeDeltaPercent": 0.5096872024853546,
+      "KldRatio": 38.04,
+      "PplAbsRatio": 141.04794520550035
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_up_gate",
+      "RemovedCandidate": "Unsloth-IQ4_XS",
+      "AcceptedAnchor": "Unsloth-Q4_K_M",
+      "Reason": "Reason: small size gain (1.01%) but disproportionate damage (KLD x1.06, |PPL| x4.12).",
+      "RemovedSizeBytes": 34777470656,
+      "RemovedSizeGB": 34.777470656000006,
+      "RemovedSizeGiB": 32.389043509960175,
+      "RemovedKld": 0.006919,
+      "RemovedPplDeltaPercent": 0.45094962104325464,
+      "AnchorSizeBytes": 35133986496,
+      "AnchorSizeGB": 35.133986496,
+      "AnchorSizeGiB": 32.721074759960175,
+      "AnchorKld": 0.006524,
+      "AnchorPplDeltaPercent": 0.10933571110120172,
+      "SizeDeltaPercent": 1.014732102890144,
+      "KldRatio": 1.0605456774984672,
+      "PplAbsRatio": 4.124449518838848
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-Q6_K",
+      "AcceptedAnchor": "Q8_0",
+      "Reason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).",
+      "RemovedSizeBytes": 44955580096,
+      "RemovedSizeGB": 44.955580096,
+      "RemovedSizeGiB": 41.86814659833908,
+      "RemovedKld": 0.000572,
+      "RemovedPplDeltaPercent": -0.040213999108335195,
+      "AnchorSizeBytes": 46358664896,
+      "AnchorSizeGB": 46.35866489599999,
+      "AnchorSizeGiB": 43.174871146678925,
+      "AnchorKld": 0.000314,
+      "AnchorPplDeltaPercent": -0.0010521622826616726,
+      "SizeDeltaPercent": 3.02658586727562,
+      "KldRatio": 1.821656050955414,
+      "PplAbsRatio": 38.220338982885
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-UD-Q5_K_XL",
+      "AcceptedAnchor": "Q8_0",
+      "Reason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).",
+      "RemovedSizeBytes": 44955580096,
+      "RemovedSizeGB": 44.955580096,
+      "RemovedSizeGiB": 41.86814659833908,
+      "RemovedKld": 0.000572,
+      "RemovedPplDeltaPercent": -0.040213999108335195,
+      "AnchorSizeBytes": 46358664896,
+      "AnchorSizeGB": 46.35866489599999,
+      "AnchorSizeGiB": 43.174871146678925,
+      "AnchorKld": 0.000314,
+      "AnchorPplDeltaPercent": -0.0010521622826616726,
+      "SizeDeltaPercent": 3.02658586727562,
+      "KldRatio": 1.821656050955414,
+      "PplAbsRatio": 38.220338982885
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-Q5_K_M",
+      "AcceptedAnchor": "Q8_0",
+      "Reason": "Reason: small size gain (3.84%) but disproportionate damage (KLD x3.08, |PPL| x40.51).",
+      "RemovedSizeBytes": 44576782016,
+      "RemovedSizeGB": 44.576782016,
+      "RemovedSizeGiB": 41.51536339521408,
+      "RemovedKld": 0.000966,
+      "RemovedPplDeltaPercent": 0.042621489077130884,
+      "AnchorSizeBytes": 46358664896,
+      "AnchorSizeGB": 46.35866489599999,
+      "AnchorSizeGiB": 43.174871146678925,
+      "AnchorKld": 0.000314,
+      "AnchorPplDeltaPercent": -0.0010521622826616726,
+      "SizeDeltaPercent": 3.8436889500537523,
+      "KldRatio": 3.0764331210191083,
+      "PplAbsRatio": 40.50847457609922
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-Q4_K_S",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (1.44%) but disproportionate damage (KLD x2.61, |PPL| x1.55).",
+      "RemovedSizeBytes": 43551102656,
+      "RemovedSizeGB": 43.551102656000005,
+      "RemovedSizeGiB": 40.560125052928925,
+      "RemovedKld": 0.004065,
+      "RemovedPplDeltaPercent": 0.10173874275523584,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 1.4372012278950101,
+      "KldRatio": 2.609114249037227,
+      "PplAbsRatio": 1.547748236570735
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-Q3_K_M",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (1.54%) but disproportionate damage (KLD x2.67, |PPL| x3.14).",
+      "RemovedSizeBytes": 43506538176,
+      "RemovedSizeGB": 43.506538176,
+      "RemovedSizeGiB": 40.518621146678925,
+      "RemovedKld": 0.004153,
+      "RemovedPplDeltaPercent": 0.20650913954525846,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 1.5380574544139582,
+      "KldRatio": 2.665596919127086,
+      "PplAbsRatio": 3.1416169289202722
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-IQ4_NL",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (1.64%) but disproportionate damage (KLD x2.81, |PPL| x4.66).",
+      "RemovedSizeBytes": 43461973696,
+      "RemovedSizeGB": 43.461973696,
+      "RemovedSizeGiB": 40.477117240428925,
+      "RemovedKld": 0.004375,
+      "RemovedPplDeltaPercent": 0.30619705751226267,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 1.6389136809329063,
+      "KldRatio": 2.80808729139923,
+      "PplAbsRatio": 4.65816603364074
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-UD-Q3_K_XL",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (2.05%) but disproportionate damage (KLD x2.93, |PPL| x6.73).",
+      "RemovedSizeBytes": 43280930496,
+      "RemovedSizeGB": 43.280930496,
+      "RemovedSizeGiB": 40.3085076212883,
+      "RemovedKld": 0.004566,
+      "RemovedPplDeltaPercent": 0.4420864913062918,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 2.048642101166133,
+      "KldRatio": 2.9306803594351734,
+      "PplAbsRatio": 6.725447639717793
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-UD-IQ3_XXS",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (3.38%) but disproportionate damage (KLD x8.28, |PPL| x16.29).",
+      "RemovedSizeBytes": 42692540096,
+      "RemovedSizeGB": 42.692540096,
+      "RemovedSizeGiB": 39.76052635908127,
+      "RemovedKld": 0.012893,
+      "RemovedPplDeltaPercent": 1.0709228711546994,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 3.3802594669241195,
+      "KldRatio": 8.275353016688062,
+      "PplAbsRatio": 16.291915355398398
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-Q3_K_S",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (3.38%) but disproportionate damage (KLD x11.23, |PPL| x10.28).",
+      "RemovedSizeBytes": 42692540096,
+      "RemovedSizeGB": 42.692540096,
+      "RemovedSizeGiB": 39.76052635908127,
+      "RemovedKld": 0.0175,
+      "RemovedPplDeltaPercent": 0.6760410164957641,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 3.3802594669241195,
+      "KldRatio": 11.23234916559692,
+      "PplAbsRatio": 10.284590341833741
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-UD-IQ2_M",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).",
+      "RemovedSizeBytes": 42434205376,
+      "RemovedSizeGB": 42.43420537600001,
+      "RemovedSizeGiB": 39.5199334025383,
+      "RemovedKld": 0.023144,
+      "RemovedPplDeltaPercent": 0.8921444493981283,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 3.9649104050261466,
+      "KldRatio": 14.854942233632864,
+      "PplAbsRatio": 13.572164948453333
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "Unsloth-UD-Q2_K_XL",
+      "AcceptedAnchor": "Unsloth-Q5_K_S",
+      "Reason": "Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).",
+      "RemovedSizeBytes": 42434205376,
+      "RemovedSizeGB": 42.43420537600001,
+      "RemovedSizeGiB": 39.5199334025383,
+      "RemovedKld": 0.023144,
+      "RemovedPplDeltaPercent": 0.8921444493981283,
+      "AnchorSizeBytes": 44186146496,
+      "AnchorSizeGB": 44.186146496,
+      "AnchorSizeGiB": 41.151555716991425,
+      "AnchorKld": 0.001558,
+      "AnchorPplDeltaPercent": 0.06573339277753149,
+      "SizeDeltaPercent": 3.9649104050261466,
+      "KldRatio": 14.854942233632864,
+      "PplAbsRatio": 13.572164948453333
+    }
+  ],
+  "synergySecondChances": [
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "Unsloth-UD-Q5_K_XL",
+      "AcceptedAnchor": "Q8_0",
+      "OriginalBadTradeReason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Unsloth-UD-Q5_K_XL\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q8_0\u0027",
+      "RestoredSizeBytes": 44955580096,
+      "RestoredKld": 0.000572,
+      "RestoredPplDeltaPercent": -0.040213999108335195,
+      "AnchorSizeBytes": 46358664896,
+      "AnchorKld": 0.000314,
+      "AnchorPplDeltaPercent": -0.0010521622826616726
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "Unsloth-Q6_K",
+      "AcceptedAnchor": "Q8_0",
+      "OriginalBadTradeReason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Unsloth-Q6_K\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q8_0\u0027",
+      "RestoredSizeBytes": 44955580096,
+      "RestoredKld": 0.000572,
+      "RestoredPplDeltaPercent": -0.040213999108335195,
+      "AnchorSizeBytes": 46358664896,
+      "AnchorKld": 0.000314,
+      "AnchorPplDeltaPercent": -0.0010521622826616726
+    }
+  ],
+  "notes": [
+    "Bad trade elimination: \u0027Unsloth-Q4_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q4_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+    "Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+    "Bad trade elimination: \u0027Unsloth-IQ4_NL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+    "Bad trade elimination: \u0027Unsloth-IQ4_XS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, |PPL| x6.07).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, |PPL| x39.63).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, |PPL| x1.04).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, |PPL| x2.32).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, |PPL| x2.32).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, |PPL| x32.48).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.58, |PPL| x25.66).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.55%) but disproportionate damage (KLD x2.28, |PPL| x4.15).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.04%) but disproportionate damage (KLD x3.85, |PPL| x28.93).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.04%) but disproportionate damage (KLD x3.85, |PPL| x28.93).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.63%) but disproportionate damage (KLD x9.84, |PPL| x107.94).",
+    "Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q4_K_XL\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.96, |PPL| x4.79).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.91, |PPL| x18.69).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.49, |PPL| x19.97).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.02%) but disproportionate damage (KLD x1.70, |PPL| x7.98).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, |PPL| x7.10).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, |PPL| x7.10).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x2.43, |PPL| x14.11).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.05%) but disproportionate damage (KLD x7.36, |PPL| x87.26).",
+    "Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).",
+    "Bad trade elimination: \u0027Unsloth-Q5_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q4_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, |PPL| x5.88).",
+    "Bad trade elimination: \u0027Unsloth-Q4_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).",
+    "Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, |PPL| x8.89).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.30%) but disproportionate damage (KLD x4.44, |PPL| x21.45).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, |PPL| x40.54).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.51%) but disproportionate damage (KLD x38.04, |PPL| x141.05).",
+    "Bad trade elimination: \u0027Unsloth-IQ4_XS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_M\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (1.01%) but disproportionate damage (KLD x1.06, |PPL| x4.12).",
+    "Bad trade elimination: \u0027Unsloth-Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q5_K_XL\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, |PPL| x38.22).",
+    "Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.84%) but disproportionate damage (KLD x3.08, |PPL| x40.51).",
+    "Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.44%) but disproportionate damage (KLD x2.61, |PPL| x1.55).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.54%) but disproportionate damage (KLD x2.67, |PPL| x3.14).",
+    "Bad trade elimination: \u0027Unsloth-IQ4_NL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.64%) but disproportionate damage (KLD x2.81, |PPL| x4.66).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.05%) but disproportionate damage (KLD x2.93, |PPL| x6.73).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.38%) but disproportionate damage (KLD x8.28, |PPL| x16.29).",
+    "Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.38%) but disproportionate damage (KLD x11.23, |PPL| x10.28).",
+    "Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).",
+    "Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, |PPL| x13.57).",
+    "Synergy second-chance rejected: \u0027Unsloth-UD-IQ2_M\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.96%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x14.85).",
+    "Synergy second-chance rejected: \u0027Unsloth-UD-Q2_K_XL\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.96%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x14.85).",
+    "Synergy second-chance rejected: \u0027Unsloth-UD-IQ3_XXS\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.38%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x8.28).",
+    "Synergy second-chance rejected: \u0027Unsloth-UD-Q3_K_XL\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (2.05%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x2.93).",
+    "Synergy second-chance rejected: \u0027Unsloth-Q4_K_S\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (1.44%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x2.61).",
+    "Synergy second-chance rejected: \u0027Unsloth-Q5_K_M\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.84%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x3.08).",
+    "Synergy second-chance restored: \u0027Unsloth-UD-Q5_K_XL\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q8_0\u0027.",
+    "Synergy second-chance restored: \u0027Unsloth-Q6_K\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q8_0\u0027."
+  ]
+}

magicquant-manifest/magicquant.final-survivors.json

@@ -0,0 +1,495 @@
+[
+  {
+    "key": "0:0:0:0:0:0:0:0:0:0",
+    "fileName": "Qwen3.8-27B-LM-Q8_0.gguf",
+    "displayName": "LM-Q8_0",
+    "shortName": "LM-Q8_0",
+    "provider": "llama.cpp",
+    "quantFamily": "Q8_0",
+    "isHybrid": false,
+    "isExternalPureBaseline": false,
+    "isExternalRebuiltBaseline": false,
+    "isMaterializedTensorMapped": false,
+    "isExternalReference": false,
+    "downloadTarget": "./../../resolve/main/Qwen3.8-27B-LM-Q8_0.gguf?download=true",
+    "kld": 0.000712,
+    "ppl": 5.609837,
+    "pplDeltaPercent": 0.041676326348636855,
+    "sizeBytes": 29047084736,
+    "sizeGB": 29.047084736000002,
+    "sizeGiB": 27.052205741405487,
+    "expectedSizeBytes": 29047084736,
+    "actualSizeBytes": 29047084736,
+    "usedImatrix": true,
+    "replacedArtifacts": []
+  },
+  {
+    "key": "118:119:119:119:117:119:119:119:0:0",
+    "fileName": "Qwen3.8-27B-MQ-Q6_K_1.gguf",
+    "displayName": "MQ-Q6_K_1",
+    "shortName": "MQ-Q6_K_1",
+    "provider": "MagicQuant",
+    "quantFamily": "Q6_K",
+    "isHybrid": true,
+    "isExternalPureBaseline": false,
+    "isExternalRebuiltBaseline": false,
+    "isMaterializedTensorMapped": true,
+    "isExternalReference": false,
+    "downloadTarget": "./../../resolve/main/Qwen3.8-27B-MQ-Q6_K_1.gguf?download=true",
+    "kld": 0.001052,
+    "ppl": 5.611099,
+    "pplDeltaPercent": 0.06418189924209278,
+    "sizeBytes": 25941640896,
+    "sizeGB": 25.941640896,
+    "sizeGiB": 24.16003578901291,
+    "expectedSizeBytes": 25941640896,
+    "actualSizeBytes": 25941640896,
+    "usedImatrix": true,
+    "replacedArtifacts": [
+      {
+        "key": "118:0:0:0:0:0:0:0:0:0",
+        "shortName": "Unsloth-UD-Q6_K_XL",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-UD-Q6_K_XL",
+        "kld": 0.001057,
+        "ppl": 5.611228,
+        "pplDeltaPercent": 0.06648238965670498,
+        "sizeBytes": 25963226816,
+        "sizeGB": 25.963226816,
+        "sizeGiB": 24.180139243602753,
+        "reasonCode": "STRICT_DOMINANCE",
+        "reason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size"
+      }
+    ]
+  },
+  {
+    "key": "117:118:1:118:117:118:118:118:0:0",
+    "fileName": "Qwen3.8-27B-MQ-Q6_K_2.gguf",
+    "displayName": "MQ-Q6_K_2",
+    "shortName": "MQ-Q6_K_2",
+    "provider": "MagicQuant",
+    "quantFamily": "Q6_K",
+    "isHybrid": true,
+    "isExternalPureBaseline": false,
+    "isExternalRebuiltBaseline": false,
+    "isMaterializedTensorMapped": true,
+    "isExternalReference": false,
+    "downloadTarget": "./../../resolve/main/Qwen3.8-27B-MQ-Q6_K_2.gguf?download=true",
+    "kld": 0.001518,
+    "ppl": 5.613591,
+    "pplDeltaPercent": 0.10862238074008938,
+    "sizeBytes": 23213909696,
+    "sizeGB": 23.213909695999998,
+    "sizeGiB": 21.61963814496994,
+    "expectedSizeBytes": 23213909696,
+    "actualSizeBytes": 23213909696,
+    "usedImatrix": true,
+    "replacedArtifacts": [
+      {
+        "key": "117:0:0:0:0:0:0:0:0:0",
+        "shortName": "Unsloth-Q6_K",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-Q6_K",
+        "kld": 0.001835,
+        "ppl": 5.608243,
+        "pplDeltaPercent": 0.013250111457867824,
+        "sizeBytes": 22884406976,
+        "sizeGB": 22.884406975999998,
+        "sizeGiB": 21.312764823436737,
+        "reasonCode": "NEAR_BASELINE_PREMIUM",
+        "reason": "smart baseline-tuning near-baseline fallback within \u002B1.5% size premium"
+      },
+      {
+        "key": "117:118:118:118:117:118:118:118:0:0",
+        "shortName": "MQ-Unsloth-Q6_K",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-Q6_K-D-Unsloth-Q6_K-E-Unsloth-Q6_K-H-Unsloth-Q6_K-K-Unsloth-UD-Q5_K_XL-O-Unsloth-Q6_K-Q-Unsloth-Q6_K-U-Unsloth-Q6_K",
+        "kld": 0.001723,
+        "ppl": 5.609167,
+        "pplDeltaPercent": 0.029728042799827145,
+        "sizeBytes": 22905992896,
+        "sizeGB": 22.905992896000004,
+        "sizeGiB": 21.33286827802658,
+        "reasonCode": "SPACING_COLLAPSE",
+        "reason": "meaningful spacing collapse; size gap below 599,772,979 bytes"
+      }
+    ]
+  },
+  {
+    "key": "116:117:117:117:117:1:117:117:0:0",
+    "fileName": "Qwen3.8-27B-MQ-Q5_K_1.gguf",
+    "displayName": "MQ-Q5_K_1",
+    "shortName": "MQ-Q5_K_1",
+    "provider": "MagicQuant",
+    "quantFamily": "Q5_K",
+    "isHybrid": true,
+    "isExternalPureBaseline": false,
+    "isExternalRebuiltBaseline": false,
+    "isMaterializedTensorMapped": true,
+    "isExternalReference": false,
+    "downloadTarget": "./../../resolve/main/Qwen3.8-27B-MQ-Q5_K_1.gguf?download=true",
+    "kld": 0.003955,
+    "ppl": 5.616773,
+    "pplDeltaPercent": 0.1653678109674598,
+    "sizeBytes": 20386768576,
+    "sizeGB": 20.386768576,
+    "sizeGiB": 18.986657798290253,
+    "expectedSizeBytes": 20386768576,
+    "actualSizeBytes": 20386768576,
+    "usedImatrix": true,
+    "replacedArtifacts": [
+      {
+        "key": "116:0:0:0:0:0:0:0:0:0",
+        "shortName": "Unsloth-UD-Q5_K_XL",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-UD-Q5_K_XL",
+        "kld": 0.004133,
+        "ppl": 5.618565,
+        "pplDeltaPercent": 0.19732501114579268,
+        "sizeBytes": 20257253056,
+        "sizeGB": 20.257253056,
+        "sizeGiB": 18.86603707075119,
+        "reasonCode": "NEAR_BASELINE_PREMIUM",
+        "reason": "smart baseline-tuning near-baseline fallback within \u002B1.5% size premium"
+      },
+      {
+        "key": "115:118:116:116:118:118:116:116:0:0",
+        "shortName": "MQ-Unsloth-Q5_K_M",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-Q5_K_M-D-Unsloth-Q5_K_M-E-Unsloth-Q6_K-H-Unsloth-Q5_K_M-K-Unsloth-Q6_K-O-Unsloth-Q6_K-Q-Unsloth-Q5_K_M-U-Unsloth-Q5_K_M",
+        "kld": 0.004366,
+        "ppl": 5.614868,
+        "pplDeltaPercent": 0.1313954525189565,
+        "sizeBytes": 20091344576,
+        "sizeGB": 20.091344576,
+        "sizeGiB": 18.71152275800705,
+        "reasonCode": "SPACING_COLLAPSE",
+        "reason": "meaningful spacing collapse; size gap below 599,772,979 bytes"
+      },
+      {
+        "key": "115:0:0:0:0:0:0:0:0:0",
+        "shortName": "Unsloth-Q5_K_M",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-Q5_K_M",
+        "kld": 0.004814,
+        "ppl": 5.619185,
+        "pplDeltaPercent": 0.2083816317432001,
+        "sizeBytes": 19834054336,
+        "sizeGB": 19.834054335999998,
+        "sizeGiB": 18.471902549266815,
+        "reasonCode": "NEAR_BASELINE_PREMIUM",
+        "reason": "smart baseline-tuning near-baseline fallback within \u002B1.5% size premium"
+      },
+      {
+        "key": "114:115:115:115:117:115:115:115:0:0",
+        "shortName": "MQ-Unsloth-Q5_K_S",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-Q5_K_S-D-Unsloth-Q5_K_S-E-Unsloth-Q5_K_S-H-Unsloth-Q5_K_S-K-Unsloth-UD-Q5_K_XL-O-Unsloth-Q5_K_S-Q-Unsloth-Q5_K_S-U-Unsloth-Q5_K_S",
+        "kld": 0.005255,
+        "ppl": 5.62576,
+        "pplDeltaPercent": 0.32563530985287065,
+        "sizeBytes": 19315295936,
+        "sizeGB": 19.315295936000002,
+        "sizeGiB": 17.98877114057541,
+        "reasonCode": "SPACING_COLLAPSE",
+        "reason": "meaningful spacing collapse; size gap below 599,772,979 bytes"
+      },
+      {
+        "key": "114:0:0:0:0:0:0:0:0:0",
+        "shortName": "Unsloth-Q5_K_S",
+        "internalDisplayName": "Qwen3.8-27B-Qwen-Unsloth-Q5_K_S",
+        "kld": 0.005358,
+        "ppl": 5.624662,
+        "pplDeltaPercent": 0.3060543914400339,
+        "sizeBytes": 19270035136,
+        "sizeGB": 19.270035135999997,
+        "sizeGiB": 17.946618735790253,
+        "reasonCode": "NEAR_BASELINE_PREMIUM",
+        "reason": "smart baseline-tuning near-baseline fallback within \u002B1.5% size premium"
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magicquant-manifest/magicquant.replacements.json

@@ -0,0 +1,1302 @@
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+    "chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n    {%- if content is string %}\n        {{- content }}\n    {%- elif content is iterable and content is not mapping %}\n        {%- for item in content %}\n            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain images.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Picture ' ~ image_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n            {%- elif 'video' in item or item.type == 'video' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain videos.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Video ' ~ video_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n            {%- elif 'text' in item %}\n                {{- item.text }}\n            {%- else %}\n                {{- raise_exception('Unexpected item type in content.') }}\n            {%- endif %}\n        {%- endfor %}\n    {%- elif content is none or content is undefined %}\n        {{- '' }}\n    {%- else %}\n        {{- raise_exception('Unexpected content type.') }}\n    {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\" }}\n    {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n<tool_call>\\n<function=example_function_name>\\n<parameter=example_parameter_1>\\nvalue_1\\n</parameter>\\n<parameter=example_parameter_2>\\nThis is the value for the second parameter\\nthat can span\\nmultiple lines\\n</parameter>\\n</function>\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\\n- Required parameters MUST be specified\\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\\n</IMPORTANT>' }}\n    {%- if messages[0].role == 'system' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {%- if content %}\n            {{- '\\n\\n' + content }}\n        {%- endif %}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" %}\n        {%- set content = render_content(message.content, false)|trim %}\n        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n            {%- set ns.multi_step_tool = false %}\n            {%- set ns.last_query_index = index %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n    {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n    {%- set content = render_content(message.content, true)|trim %}\n    {%- if message.role == \"system\" %}\n        {%- if not loop.first %}\n            {{- raise_exception('System message must be at the beginning.') }}\n        {%- endif %}\n    {%- elif message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or preserve_thinking is true or loop.index0 > ns.last_query_index %}\n            {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if tool_call.function is defined %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {%- if loop.first %}\n                    {%- if content|trim %}\n                        {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- else %}\n                        {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- endif %}\n                {%- else %}\n                    {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                {%- endif %}\n                {%- if tool_call.arguments is defined and tool_call.arguments != '' %}\n                    {%- for args_name, args_value in tool_call.arguments|items %}\n                        {{- '<parameter=' + args_name + '>\\n' }}\n                        {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n                        {{- args_value }}\n                        {{- '\\n</parameter>\\n' }}\n                    {%- endfor %}\n                {%- endif %}\n                {{- '</function>\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- content }}\n        {{- '\\n</tool_response>' }}\n        {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n            {{- '<|im_end|>\\n' }}\n        {%- elif loop.last %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- else %}\n        {{- raise_exception('Unexpected message role.') }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- else %}\n        {{- '<think>\\n' }}\n    {%- endif %}\n{%- endif %}",
+    "clean_up_tokenization_spaces": false,
+    "eos_token": "<|im_end|>",
+    "errors": "replace",
+    "model_max_length": 262144,
+    "pad_token": "<|endoftext|>",
+    "split_special_tokens": false,
+    "tokenizer_class": "Qwen2Tokenizer",
+    "unk_token": null,
+    "add_bos_token": false,
+    "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+    "extra_special_tokens": {
+        "audio_bos_token": "<|audio_start|>",
+        "audio_eos_token": "<|audio_end|>",
+        "audio_token": "<|audio_pad|>",
+        "image_token": "<|image_pad|>",
+        "video_token": "<|video_pad|>",
+        "vision_bos_token": "<|vision_start|>",
+        "vision_eos_token": "<|vision_end|>"
+    }
+}