Super-squash branch 'main' using huggingface_hub

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README.md

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+---
+license: apache-2.0
+tags:
+- gguf
+- text-generation
+- magicquant
+- conversational
+base_model:
+- llmfan46/Qwen3.6-35B-A3B-uncensored-heretic
+---
+
+# MagicQuant Hybrids (v2.0) - Qwen3.6-35B-A3B Uncensored (By llmfan46)
+
+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>
+
+<details>
+<summary>Clone Notice</summary>
+
+This repository did not run through the full MagicQuant evolution/search pipeline. It is a clone of the final survivor tensor configurations from [magiccodingman/Qwen3.6-35B-A3B-MagicQuant-GGUF](https://huggingface.co/magiccodingman/Qwen3.6-35B-A3B-MagicQuant-GGUF), rebuilt and benchmarked locally for this model.
+
+The archived MagicQuant JSON files in `magicquant-manifest/` are copied from the source release for durability. The clone benchmark JSON and the table below are from this clone run, so those metrics reflect the rebuilt outputs in this repository.
+
+</details>
+
+---
+
+## Final survivors
+
+| Name                                                                                                           | Provider   |      KLD | Size (GB) | Download                                                                 |
+| -------------------------------------------------------------------------------------------------------------- | ---------- | -------: | --------: | ------------------------------------------------------------------------ |
+| LM-Q8_0                                                                                                        | llama.cpp  | 0.004771 |     36.91 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-LM-Q8_0.gguf?download=true)      |
+| [<u>MQ-Q6_K_1</u>](#winner-notes "Replaced: UD-Q6_K_XL")                                                       | MagicQuant | 0.005383 |     31.59 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-Q6_K_1.gguf?download=true)    |
+| [<u>MQ-Q5_K_1</u>](#winner-notes "Replaced: UD-Q6_K")                                                          | MagicQuant | 0.006012 |     29.19 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-Q5_K_1.gguf?download=true)    |
+| [<u>MQ-Q5_K_S_1</u>](#winner-notes "Replaced: UD-Q5_K_M, MQ-UD-Q5_K_XL, UD-Q5_K_XL")                           | MagicQuant | 0.007155 |     26.33 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-Q5_K_S_1.gguf?download=true)  |
+| [<u>MQ-Q4_K_M_1</u>](#winner-notes "Replaced: UD-Q5_K_S")                                                      | MagicQuant | 0.007832 |     24.82 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-Q4_K_M_1.gguf?download=true)  |
+| [<u>MQ-Q4_K_M_2</u>](#winner-notes "Replaced: UD-Q4_K_XL, UD-Q4_K_M")                                          | MagicQuant | 0.010894 |     22.32 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-Q4_K_M_2.gguf?download=true)  |
+| [<u>MQ-IQ4_NL_1</u>](#winner-notes "Replaced: UD-Q4_K_S, MQ-Q8_0, UD-IQ4_NL_XL")                               | MagicQuant | 0.013040 |     20.89 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-IQ4_NL_1.gguf?download=true)  |
+| [<u>MQ-IQ3_M_1</u>](#winner-notes "Replaced: UD-IQ4_NL, MQ-Q8_0, UD-IQ4_XS, UD-Q3_K_M, UD-Q3_K_S")             | MagicQuant | 0.026825 |     17.60 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-IQ3_M_1.gguf?download=true)   |
+| [<u>UD-IQ3_S</u>](#winner-notes "Replaced: MQ-Q8_0, MQ-UD-IQ3_XXS, UD-IQ3_XXS, UD-Q2_K_XL, UD-IQ2_M + 5 more") | Unsloth    | 0.068513 |     13.68 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-UD-IQ3_S.gguf?download=true)     |
+| [<u>MQ-IQ2_XXS_1</u>](#winner-notes "Replaced: LM-IQ2_XXS")                                                    | MagicQuant | 0.275805 |      9.59 | [Link](./../../resolve/main/Qwen3.6-35B-A3B-MQ-IQ2_XXS_1.gguf?download=true) |
+
+<details>
+<summary>Provider credits</summary>
+
+- [llama.cpp](https://github.com/ggml-org/llama.cpp) — Baseline quantization formats and llama.cpp tooling.
+
+</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.
+- [Clone benchmark summary](./../../resolve/main/magicquant-manifest/magicquant.clone-benchmarks.json) — fresh benchmark results from this clone run.
+- [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 +1,154 @@
+{%- 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 %}
+{%- if tools and tools is iterable and tools is not mapping %}
+    {{- '<|im_start|>system\n' }}
+    {{- "# 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 %}
+        {{- '<|im_start|>system\n' + content + '<|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 %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content|trim %}
+        {%- if (preserve_thinking is defined and 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 %}
+                    {%- 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 +1,119 @@
+{
+    "architectures": [
+        "Qwen3_5MoeForConditionalGeneration"
+    ],
+    "image_token_id": 248056,
+    "model_type": "qwen3_5_moe",
+    "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": 2048,
+        "initializer_range": 0.02,
+        "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_conv_kernel_dim": 4,
+        "linear_key_head_dim": 128,
+        "linear_num_key_heads": 16,
+        "linear_num_value_heads": 32,
+        "linear_value_head_dim": 128,
+        "mamba_ssm_dtype": "float32",
+        "max_position_embeddings": 262144,
+        "model_type": "qwen3_5_moe_text",
+        "moe_intermediate_size": 512,
+        "mtp_num_hidden_layers": 1,
+        "mtp_use_dedicated_embeddings": false,
+        "num_attention_heads": 16,
+        "num_experts": 256,
+        "num_experts_per_tok": 8,
+        "num_hidden_layers": 40,
+        "num_key_value_heads": 2,
+        "output_router_logits": false,
+        "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"
+        },
+        "router_aux_loss_coef": 0.001,
+        "shared_expert_intermediate_size": 512,
+        "tie_word_embeddings": false,
+        "use_cache": true,
+        "vocab_size": 248320
+    },
+    "tie_word_embeddings": false,
+    "transformers_version": "4.57.1",
+    "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_moe",
+        "num_heads": 16,
+        "num_position_embeddings": 2304,
+        "out_hidden_size": 2048,
+        "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 sha256:3837ca11e1e521a5851e92ec8b8b2dcd29ef02eaf10ad965aa25c43339cf88de
+size 192223968

magicquant-manifest/magicquant.bad-trades.json

@@ -0,0 +1,1587 @@
+{
+  "generatedUtc": "2026-05-12T03:08:33.4873339Z",
+  "modelId": "mq-blake3:f5ea826f4ad276ba78a5e0c62417df1e42543230f648c33a50c2fbcc8b81d20c",
+  "architectureFamily": "Qwen3.6-35B-A3B",
+  "summary": {
+    "badTradeEliminations": 66,
+    "synergySecondChanceReinstatements": 11,
+    "finalKldCleanupEliminations": 18,
+    "disabledBaselines": 0,
+    "structuredBadTradeRows": 66,
+    "structuredSynergySecondChanceRows": 11
+  },
+  "thresholds": {
+    "maxSizeDeltaPercent": 4,
+    "kldMultiplier": 2.5,
+    "pplMultiplier": 3.5,
+    "floatingPointEpsilon": 1E-08
+  },
+  "badTrades": [
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ3_M",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+      "RemovedSizeBytes": 68108269984,
+      "RemovedSizeGB": 68.108269984,
+      "RemovedSizeGiB": 63.430769354104996,
+      "RemovedKld": 0.011578,
+      "RemovedPplDeltaPercent": -0.9802883770001846,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.0757784920929558,
+      "KldRatio": 1.985594237695078,
+      "PplAbsRatio": 5.430979055041703
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ3_S",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+      "RemovedSizeBytes": 68108269984,
+      "RemovedSizeGB": 68.108269984,
+      "RemovedSizeGiB": 63.430769354104996,
+      "RemovedKld": 0.011578,
+      "RemovedPplDeltaPercent": -0.9802883770001846,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.0757784920929558,
+      "KldRatio": 1.985594237695078,
+      "PplAbsRatio": 5.430979055041703
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ3_XS",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+      "RemovedSizeBytes": 68108269984,
+      "RemovedSizeGB": 68.108269984,
+      "RemovedSizeGiB": 63.430769354104996,
+      "RemovedKld": 0.011578,
+      "RemovedPplDeltaPercent": -0.9802883770001846,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.0757784920929558,
+      "KldRatio": 1.985594237695078,
+      "PplAbsRatio": 5.430979055041703
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ3_XXS",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+      "RemovedSizeBytes": 68108269984,
+      "RemovedSizeGB": 68.108269984,
+      "RemovedSizeGiB": 63.430769354104996,
+      "RemovedKld": 0.011578,
+      "RemovedPplDeltaPercent": -0.9802883770001846,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.0757784920929558,
+      "KldRatio": 1.985594237695078,
+      "PplAbsRatio": 5.430979055041703
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ2_M",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+      "RemovedSizeBytes": 68108269984,
+      "RemovedSizeGB": 68.108269984,
+      "RemovedSizeGiB": 63.430769354104996,
+      "RemovedKld": 0.011578,
+      "RemovedPplDeltaPercent": -0.9802883770001846,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.0757784920929558,
+      "KldRatio": 1.985594237695078,
+      "PplAbsRatio": 5.430979055041703
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ2_S",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+      "RemovedSizeBytes": 68108269984,
+      "RemovedSizeGB": 68.108269984,
+      "RemovedSizeGiB": 63.430769354104996,
+      "RemovedKld": 0.011578,
+      "RemovedPplDeltaPercent": -0.9802883770001846,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.0757784920929558,
+      "KldRatio": 1.985594237695078,
+      "PplAbsRatio": 5.430979055041703
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ2_XS",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.15%) but disproportionate damage (KLD x2.43, |PPL| x6.19).",
+      "RemovedSizeBytes": 68056619424,
+      "RemovedSizeGB": 68.05661942399999,
+      "RemovedSizeGiB": 63.382666021585464,
+      "RemovedKld": 0.014153,
+      "RemovedPplDeltaPercent": 1.1165992614735287,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.1515569841859116,
+      "KldRatio": 2.427199451209055,
+      "PplAbsRatio": 6.186166585484902
+    },
+    {
+      "Scope": "group",
+      "GroupName": "embeddings",
+      "RemovedCandidate": "IQ2_XXS",
+      "AcceptedAnchor": "IQ4_XS",
+      "Reason": "Reason: small size gain (0.15%) but disproportionate damage (KLD x2.43, |PPL| x6.19).",
+      "RemovedSizeBytes": 68056619424,
+      "RemovedSizeGB": 68.05661942399999,
+      "RemovedSizeGiB": 63.382666021585464,
+      "RemovedKld": 0.014153,
+      "RemovedPplDeltaPercent": 1.1165992614735287,
+      "AnchorSizeBytes": 68159920544,
+      "AnchorSizeGB": 68.15992054399999,
+      "AnchorSizeGiB": 63.47887268662453,
+      "AnchorKld": 0.005831,
+      "AnchorPplDeltaPercent": 0.18049938456127174,
+      "SizeDeltaPercent": 0.1515569841859116,
+      "KldRatio": 2.427199451209055,
+      "PplAbsRatio": 6.186166585484902
+    },
+    {
+      "Scope": "group",
+      "GroupName": "lm_head",
+      "RemovedCandidate": "IQ3_XXS",
+      "AcceptedAnchor": "Q6_K",
+      "Reason": "Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).",
+      "RemovedSizeBytes": 68239382944,
+      "RemovedSizeGB": 68.23938294400001,
+      "RemovedSizeGiB": 63.55287781357765,
+      "RemovedKld": 0.005255,
+      "RemovedPplDeltaPercent": 0.049287849481275035,
+      "AnchorSizeBytes": 68306925984,
+      "AnchorSizeGB": 68.306925984,
+      "AnchorSizeGiB": 63.61578217148781,
+      "AnchorKld": 0.004131,
+      "AnchorPplDeltaPercent": 0.000650606646735409,
+      "SizeDeltaPercent": 0.09888168590081343,
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+      "Reason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).",
+      "RemovedSizeBytes": 53329746336,
+      "RemovedSizeGB": 53.32974633600001,
+      "RemovedSizeGiB": 49.6671966612339,
+      "RemovedKld": 0.008649,
+      "RemovedPplDeltaPercent": 0.15586425180235594,
+      "AnchorSizeBytes": 54758955424,
+      "AnchorSizeGB": 54.758955424,
+      "AnchorSizeGiB": 50.9982513487339,
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+      "AnchorPplDeltaPercent": -0.029839985932830305,
+      "SizeDeltaPercent": 2.610000641782878,
+      "KldRatio": 1.3463574097135742,
+      "PplAbsRatio": 5.223335297583779
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "UD-Q3_K_M",
+      "AcceptedAnchor": "Q5_K_S",
+      "Reason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).",
+      "RemovedSizeBytes": 53329746336,
+      "RemovedSizeGB": 53.32974633600001,
+      "RemovedSizeGiB": 49.6671966612339,
+      "RemovedKld": 0.008649,
+      "RemovedPplDeltaPercent": 0.15586425180235594,
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+      "AnchorSizeGB": 54.758955424,
+      "AnchorSizeGiB": 50.9982513487339,
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+      "AnchorPplDeltaPercent": -0.029839985932830305,
+      "SizeDeltaPercent": 2.610000641782878,
+      "KldRatio": 1.3463574097135742,
+      "PplAbsRatio": 5.223335297583779
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "IQ4_XS",
+      "AcceptedAnchor": "Q5_K_S",
+      "Reason": "Reason: small size gain (3.08%) but disproportionate damage (KLD x1.65, |PPL| x7.94).",
+      "RemovedSizeBytes": 53074680224,
+      "RemovedSizeGB": 53.074680224,
+      "RemovedSizeGiB": 49.4296478331089,
+      "RemovedKld": 0.010597,
+      "RemovedPplDeltaPercent": 0.2369439071566675,
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+      "AnchorSizeGB": 54.758955424,
+      "AnchorSizeGiB": 50.9982513487339,
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+      "AnchorPplDeltaPercent": -0.029839985932830305,
+      "SizeDeltaPercent": 3.075798628660123,
+      "KldRatio": 1.6495952677459527,
+      "PplAbsRatio": 7.940483205656575
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "IQ3_XXS",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "Reason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x1.24, |PPL| x31.79).",
+      "RemovedSizeBytes": 51474618784,
+      "RemovedSizeGB": 51.474618784,
+      "RemovedSizeGiB": 47.93947449326515,
+      "RemovedKld": 0.030482,
+      "RemovedPplDeltaPercent": 0.6523298751538492,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorSizeGB": 51.612506528,
+      "AnchorSizeGiB": 48.06789246201515,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193,
+      "SizeDeltaPercent": 0.2671595573937013,
+      "KldRatio": 1.2360407120554722,
+      "PplAbsRatio": 31.78920308484068
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "UD-IQ2_XXS",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "Reason": "Reason: small size gain (1.36%) but disproportionate damage (KLD x1.60, |PPL| x80.01).",
+      "RemovedSizeBytes": 50909960608,
+      "RemovedSizeGB": 50.909960608,
+      "RemovedSizeGiB": 47.41359558701515,
+      "RemovedKld": 0.039413,
+      "RemovedPplDeltaPercent": 1.6418498329523399,
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+      "AnchorSizeGiB": 48.06789246201515,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193,
+      "SizeDeltaPercent": 1.3611931821580219,
+      "KldRatio": 1.5981914764202587,
+      "PplAbsRatio": 80.01028277637009
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "IQ2_M",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "Reason": "Reason: small size gain (1.40%) but disproportionate damage (KLD x2.02, |PPL| x130.13).",
+      "RemovedSizeBytes": 50889218464,
+      "RemovedSizeGB": 50.889218464,
+      "RemovedSizeGiB": 47.39427796006203,
+      "RemovedKld": 0.049787,
+      "RemovedPplDeltaPercent": 2.6704061895551265,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorSizeGB": 51.612506528,
+      "AnchorSizeGiB": 48.06789246201515,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193,
+      "SizeDeltaPercent": 1.4013813950454301,
+      "KldRatio": 2.018855683062325,
+      "PplAbsRatio": 130.13367609257892
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "IQ2_S",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "Reason": "Reason: small size gain (2.01%) but disproportionate damage (KLD x2.64, |PPL| x206.40).",
+      "RemovedSizeBytes": 50577594784,
+      "RemovedSizeGB": 50.577594784,
+      "RemovedSizeGiB": 47.10405579209328,
+      "RemovedKld": 0.065126,
+      "RemovedPplDeltaPercent": 4.235466854228933,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorSizeGB": 51.612506528,
+      "AnchorSizeGiB": 48.06789246201515,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193,
+      "SizeDeltaPercent": 2.005156915676157,
+      "KldRatio": 2.6408499249827666,
+      "PplAbsRatio": 206.40188517571735
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "IQ2_XS",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "Reason": "Reason: small size gain (2.16%) but disproportionate damage (KLD x2.73, |PPL| x212.00).",
+      "RemovedSizeBytes": 50495592864,
+      "RemovedSizeGB": 50.495592863999995,
+      "RemovedSizeGiB": 47.027685552835464,
+      "RemovedKld": 0.067215,
+      "RemovedPplDeltaPercent": 4.350360471250213,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorSizeGB": 51.612506528,
+      "AnchorSizeGiB": 48.06789246201515,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193,
+      "SizeDeltaPercent": 2.1640368568305623,
+      "KldRatio": 2.7255585742670614,
+      "PplAbsRatio": 212.00085689808407
+    },
+    {
+      "Scope": "group",
+      "GroupName": "ffn_down",
+      "RemovedCandidate": "IQ2_XXS",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "Reason": "Reason: small size gain (2.77%) but disproportionate damage (KLD x3.36, |PPL| x192.46).",
+      "RemovedSizeBytes": 50183969184,
+      "RemovedSizeGB": 50.183969184,
+      "RemovedSizeGiB": 46.737463384866714,
+      "RemovedKld": 0.082924,
+      "RemovedPplDeltaPercent": 3.9493933532618244,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorSizeGB": 51.612506528,
+      "AnchorSizeGiB": 48.06789246201515,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193,
+      "SizeDeltaPercent": 2.7678123774612895,
+      "KldRatio": 3.3625562629252665,
+      "PplAbsRatio": 192.4610111397245
+    }
+  ],
+  "synergySecondChances": [
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_up_gate",
+      "PeerGroupName": "ffn_down",
+      "RestoredCandidate": "Q6_K",
+      "AcceptedAnchor": "UD-Q6_K_XL",
+      "OriginalBadTradeReason": "Reason: small size gain (0.34%) but disproportionate damage (KLD x0.95, |PPL| x10.79).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Q6_K\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q6_K_XL\u0027",
+      "RestoredSizeBytes": 43474311584,
+      "RestoredKld": 0.004724,
+      "RestoredPplDeltaPercent": -0.0929664146298583,
+      "AnchorSizeBytes": 43624651168,
+      "AnchorKld": 0.004993,
+      "AnchorPplDeltaPercent": -0.00861614207842626
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_up_gate",
+      "PeerGroupName": "ffn_down",
+      "RestoredCandidate": "UD-Q5_K_M",
+      "AcceptedAnchor": "UD-Q5_K_XL",
+      "OriginalBadTradeReason": "Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q5_K_M\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q5_K_XL\u0027",
+      "RestoredSizeBytes": 40642501024,
+      "RestoredKld": 0.006135,
+      "RestoredPplDeltaPercent": -0.1927554070687557,
+      "AnchorSizeBytes": 40713804192,
+      "AnchorKld": 0.005908,
+      "AnchorPplDeltaPercent": 0.004360822929488763
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_up_gate",
+      "PeerGroupName": "ffn_down",
+      "RestoredCandidate": "UD-Q5_K_S",
+      "AcceptedAnchor": "UD-Q5_K_XL",
+      "OriginalBadTradeReason": "Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q5_K_S\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q5_K_XL\u0027",
+      "RestoredSizeBytes": 40642501024,
+      "RestoredKld": 0.006135,
+      "RestoredPplDeltaPercent": -0.1927554070687557,
+      "AnchorSizeBytes": 40713804192,
+      "AnchorKld": 0.005908,
+      "AnchorPplDeltaPercent": 0.004360822929488763
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_up_gate",
+      "PeerGroupName": "ffn_down",
+      "RestoredCandidate": "UD-Q6_K",
+      "AcceptedAnchor": "UD-Q6_K_XL",
+      "OriginalBadTradeReason": "Reason: small size gain (0.30%) but disproportionate damage (KLD x0.94, |PPL| x6.19).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q6_K\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q6_K_XL\u0027",
+      "RestoredSizeBytes": 43494627744,
+      "RestoredKld": 0.004701,
+      "RestoredPplDeltaPercent": -0.05331457710568217,
+      "AnchorSizeBytes": 43624651168,
+      "AnchorKld": 0.004993,
+      "AnchorPplDeltaPercent": -0.00861614207842626
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "IQ4_XS",
+      "AcceptedAnchor": "Q5_K_S",
+      "OriginalBadTradeReason": "Reason: small size gain (3.08%) but disproportionate damage (KLD x1.65, |PPL| x7.94).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027IQ4_XS\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027",
+      "RestoredSizeBytes": 53074680224,
+      "RestoredKld": 0.010597,
+      "RestoredPplDeltaPercent": 0.2369439071566675,
+      "AnchorSizeBytes": 54758955424,
+      "AnchorKld": 0.006424,
+      "AnchorPplDeltaPercent": -0.029839985932830305
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "IQ3_XXS",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "OriginalBadTradeReason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x1.24, |PPL| x31.79).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027IQ3_XXS\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-IQ3_XXS\u0027",
+      "RestoredSizeBytes": 51474618784,
+      "RestoredKld": 0.030482,
+      "RestoredPplDeltaPercent": 0.6523298751538492,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "IQ2_M",
+      "AcceptedAnchor": "UD-IQ3_XXS",
+      "OriginalBadTradeReason": "Reason: small size gain (1.40%) but disproportionate damage (KLD x2.02, |PPL| x130.13).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027IQ2_M\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-IQ3_XXS\u0027",
+      "RestoredSizeBytes": 50889218464,
+      "RestoredKld": 0.049787,
+      "RestoredPplDeltaPercent": 2.6704061895551265,
+      "AnchorSizeBytes": 51612506528,
+      "AnchorKld": 0.024661,
+      "AnchorPplDeltaPercent": 0.020520485317385193
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "UD-IQ4_XS",
+      "AcceptedAnchor": "Q5_K_S",
+      "OriginalBadTradeReason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-IQ4_XS\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027",
+      "RestoredSizeBytes": 53329746336,
+      "RestoredKld": 0.008649,
+      "RestoredPplDeltaPercent": 0.15586425180235594,
+      "AnchorSizeBytes": 54758955424,
+      "AnchorKld": 0.006424,
+      "AnchorPplDeltaPercent": -0.029839985932830305
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "UD-Q3_K_M",
+      "AcceptedAnchor": "Q5_K_S",
+      "OriginalBadTradeReason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q3_K_M\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027",
+      "RestoredSizeBytes": 53329746336,
+      "RestoredKld": 0.008649,
+      "RestoredPplDeltaPercent": 0.15586425180235594,
+      "AnchorSizeBytes": 54758955424,
+      "AnchorKld": 0.006424,
+      "AnchorPplDeltaPercent": -0.029839985932830305
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "UD-Q3_K_XL",
+      "AcceptedAnchor": "Q5_K_S",
+      "OriginalBadTradeReason": "Reason: small size gain (2.53%) but disproportionate damage (KLD x1.33, |PPL| x8.08).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q3_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 \u0027Q5_K_S\u0027",
+      "RestoredSizeBytes": 53371689376,
+      "RestoredKld": 0.008546,
+      "RestoredPplDeltaPercent": 0.24116405837874938,
+      "AnchorSizeBytes": 54758955424,
+      "AnchorKld": 0.006424,
+      "AnchorPplDeltaPercent": -0.029839985932830305
+    },
+    {
+      "SynergyName": "ffn_up_gate\u002Bffn_down",
+      "GroupName": "ffn_down",
+      "PeerGroupName": "ffn_up_gate",
+      "RestoredCandidate": "UD-Q4_K_S",
+      "AcceptedAnchor": "Q5_K_S",
+      "OriginalBadTradeReason": "Reason: small size gain (2.04%) but disproportionate damage (KLD x1.30, |PPL| x8.25).",
+      "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q4_K_S\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027",
+      "RestoredSizeBytes": 53640124832,
+      "RestoredKld": 0.008324,
+      "RestoredPplDeltaPercent": 0.24603481624758225,
+      "AnchorSizeBytes": 54758955424,
+      "AnchorKld": 0.006424,
+      "AnchorPplDeltaPercent": -0.029839985932830305
+    }
+  ],
+  "notes": [
+    "Bad trade elimination: \u0027IQ3_M\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+    "Bad trade elimination: \u0027IQ3_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+    "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+    "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+    "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+    "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).",
+    "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.15%) but disproportionate damage (KLD x2.43, |PPL| x6.19).",
+    "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.15%) but disproportionate damage (KLD x2.43, |PPL| x6.19).",
+    "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).",
+    "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).",
+    "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).",
+    "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).",
+    "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).",
+    "Bad trade elimination: \u0027UD-IQ2_M\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.19%) but disproportionate damage (KLD x2.37, |PPL| x1031.73).",
+    "Bad trade elimination: \u0027UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.19%) but disproportionate damage (KLD x2.37, |PPL| x1031.73).",
+    "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.19%) but disproportionate damage (KLD x2.37, |PPL| x1031.73).",
+    "Bad trade elimination: \u0027Q5_K_S\u0027 removed vs accepted anchor \u0027UD-Q2_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.00, |PPL| x4.09).",
+    "Bad trade elimination: \u0027UD-IQ2_M\u0027 removed vs accepted anchor \u0027UD-Q2_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.00, |PPL| x4.09).",
+    "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027UD-Q2_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.00, |PPL| x4.09).",
+    "Bad trade elimination: \u0027IQ3_M\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.39, |PPL| x4.21).",
+    "Bad trade elimination: \u0027IQ3_S\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.39, |PPL| x4.21).",
+    "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.05%) but disproportionate damage (KLD x1.60, |PPL| x5.56).",
+    "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.07%) but disproportionate damage (KLD x2.53, |PPL| x10.80).",
+    "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.07%) but disproportionate damage (KLD x2.53, |PPL| x10.80).",
+    "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x2.88, |PPL| x10.88).",
+    "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x2.88, |PPL| x10.88).",
+    "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x3.49, |PPL| x19.55).",
+    "Bad trade elimination: \u0027Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).",
+    "Bad trade elimination: \u0027UD-IQ3_S\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).",
+    "Bad trade elimination: \u0027UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).",
+    "Bad trade elimination: \u0027UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).",
+    "Bad trade elimination: \u0027Q5_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.07, |PPL| x5.86).",
+    "Bad trade elimination: \u0027Q5_K_S\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.12, |PPL| x4.01).",
+    "Bad trade elimination: \u0027UD-IQ2_M\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.12, |PPL| x4.01).",
+    "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.12, |PPL| x4.01).",
+    "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.16, |PPL| x120.18).",
+    "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.59, |PPL| x135.44).",
+    "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.59, |PPL| x135.44).",
+    "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.78, |PPL| x159.16).",
+    "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.79, |PPL| x155.07).",
+    "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x2.24, |PPL| x242.98).",
+    "Bad trade elimination: \u0027Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).",
+    "Bad trade elimination: \u0027UD-IQ3_S\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).",
+    "Bad trade elimination: \u0027UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).",
+    "Bad trade elimination: \u0027IQ3_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).",
+    "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).",
+    "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).",
+    "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).",
+    "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).",
+    "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x5.25, |PPL| x13.90).",
+    "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x6.44, |PPL| x17.41).",
+    "Bad trade elimination: \u0027UD-Q6_K\u0027 removed vs accepted anchor \u0027UD-Q6_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.30%) but disproportionate damage (KLD x0.94, |PPL| x6.19).",
+    "Bad trade elimination: \u0027Q6_K\u0027 removed vs accepted anchor \u0027UD-Q6_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x0.95, |PPL| x10.79).",
+    "Bad trade elimination: \u0027UD-Q5_K_M\u0027 removed vs accepted anchor \u0027UD-Q5_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).",
+    "Bad trade elimination: \u0027UD-Q5_K_S\u0027 removed vs accepted anchor \u0027UD-Q5_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).",
+    "Bad trade elimination: \u0027UD-Q4_K_S\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.04%) but disproportionate damage (KLD x1.30, |PPL| x8.25).",
+    "Bad trade elimination: \u0027UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.53%) but disproportionate damage (KLD x1.33, |PPL| x8.08).",
+    "Bad trade elimination: \u0027UD-IQ4_XS\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).",
+    "Bad trade elimination: \u0027UD-Q3_K_M\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).",
+    "Bad trade elimination: \u0027IQ4_XS\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.08%) but disproportionate damage (KLD x1.65, |PPL| x7.94).",
+    "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x1.24, |PPL| x31.79).",
+    "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.36%) but disproportionate damage (KLD x1.60, |PPL| x80.01).",
+    "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.40%) but disproportionate damage (KLD x2.02, |PPL| x130.13).",
+    "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.01%) but disproportionate damage (KLD x2.64, |PPL| x206.40).",
+    "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.16%) but disproportionate damage (KLD x2.73, |PPL| x212.00).",
+    "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.77%) but disproportionate damage (KLD x3.36, |PPL| x192.46).",
+    "Synergy second-chance restored: \u0027Q6_K\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q6_K_XL\u0027.",
+    "Synergy second-chance restored: \u0027UD-Q5_K_M\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q5_K_XL\u0027.",
+    "Synergy second-chance restored: \u0027UD-Q5_K_S\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q5_K_XL\u0027.",
+    "Synergy second-chance restored: \u0027UD-Q6_K\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q6_K_XL\u0027.",
+    "Synergy second-chance restored: \u0027IQ4_XS\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 \u0027Q5_K_S\u0027.",
+    "Synergy second-chance restored: \u0027IQ3_XXS\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 \u0027UD-IQ3_XXS\u0027.",
+    "Synergy second-chance restored: \u0027IQ2_M\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 \u0027UD-IQ3_XXS\u0027.",
+    "Synergy second-chance restored: \u0027UD-IQ4_XS\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 \u0027Q5_K_S\u0027.",
+    "Synergy second-chance restored: \u0027UD-Q3_K_M\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 \u0027Q5_K_S\u0027.",
+    "Synergy second-chance restored: \u0027UD-Q3_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 \u0027Q5_K_S\u0027.",
+    "Synergy second-chance restored: \u0027UD-Q4_K_S\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 \u0027Q5_K_S\u0027."
+  ]
+}

magicquant-manifest/magicquant.clone-benchmarks.json

@@ -0,0 +1,162 @@
+[
+  {
+    "FileName": "Qwen3.6-35B-A3B-LM-Q8_0.gguf",
+    "DisplayName": "LM-Q8_0",
+    "Provider": "llama.cpp",
+    "QuantFamily": "Q8_0",
+    "BaseQuant": "Q8_0",
+    "Kld": 0.004771,
+    "Ppl": 5.707712,
+    "PplDeltaPercent": 0,
+    "SizeBytes": 36908915520,
+    "SizeGB": 36.90891552,
+    "SizeGiB": 34.37410622835159,
+    "SourceKld": 0.004654,
+    "SourcePpl": 5.678789,
+    "SourceSizeBytes": 36903139744
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-Q6_K_1.gguf",
+    "DisplayName": "MQ-Q6_K_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "Q6_K",
+    "BaseQuant": "Q6_K",
+    "Kld": 0.005383,
+    "Ppl": 5.691842,
+    "PplDeltaPercent": -0.27804486281016993,
+    "SizeBytes": 31590587200,
+    "SizeGB": 31.590587199999998,
+    "SizeGiB": 29.42102700471878,
+    "SourceKld": 0.005149,
+    "SourcePpl": 5.673763,
+    "SourceSizeBytes": 31590586784
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-Q5_K_1.gguf",
+    "DisplayName": "MQ-Q5_K_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "Q5_K",
+    "BaseQuant": "Q6_K",
+    "Kld": 0.006012,
+    "Ppl": 5.69969,
+    "PplDeltaPercent": -0.14054668490630798,
+    "SizeBytes": 29185153856,
+    "SizeGB": 29.185153855999996,
+    "SizeGiB": 27.18079262971878,
+    "SourceKld": 0.005523,
+    "SourcePpl": 5.68002,
+    "SourceSizeBytes": 29185153440
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-Q5_K_S_1.gguf",
+    "DisplayName": "MQ-Q5_K_S_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "Q5_K_S",
+    "BaseQuant": "Q5_K",
+    "Kld": 0.007155,
+    "Ppl": 5.703162,
+    "PplDeltaPercent": -0.07971670609869688,
+    "SizeBytes": 26333027136,
+    "SizeGB": 26.333027136000002,
+    "SizeGiB": 24.52454262971878,
+    "SourceKld": 0.00673,
+    "SourcePpl": 5.679092,
+    "SourceSizeBytes": 26333026720
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-Q4_K_M_1.gguf",
+    "DisplayName": "MQ-Q4_K_M_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "Q4_K_M",
+    "BaseQuant": "Q5_K_S",
+    "Kld": 0.007832,
+    "Ppl": 5.712977,
+    "PplDeltaPercent": 0.09224361705707154,
+    "SizeBytes": 24818883392,
+    "SizeGB": 24.818883392,
+    "SizeGiB": 23.11438637971878,
+    "SourceKld": 0.007799,
+    "SourcePpl": 5.685451,
+    "SourceSizeBytes": 24818882976
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-Q4_K_M_2.gguf",
+    "DisplayName": "MQ-Q4_K_M_2",
+    "Provider": "MagicQuant",
+    "QuantFamily": "Q4_K_M",
+    "BaseQuant": "Q4_K_M",
+    "Kld": 0.010894,
+    "Ppl": 5.709965,
+    "PplDeltaPercent": 0.039472909635253225,
+    "SizeBytes": 22324804416,
+    "SizeGB": 22.324804416000003,
+    "SizeGiB": 20.791594326496124,
+    "SourceKld": 0.011007,
+    "SourcePpl": 5.694152,
+    "SourceSizeBytes": 22324804000
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-IQ4_NL_1.gguf",
+    "DisplayName": "MQ-IQ4_NL_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "IQ4_NL",
+    "BaseQuant": "Q8_0",
+    "Kld": 0.01304,
+    "Ppl": 5.718867,
+    "PplDeltaPercent": 0.19543733110571224,
+    "SizeBytes": 20887239488,
+    "SizeGB": 20.887239488000002,
+    "SizeGiB": 19.45275765657425,
+    "SourceKld": 0.013277,
+    "SourcePpl": 5.708942,
+    "SourceSizeBytes": 20887239072
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-IQ3_M_1.gguf",
+    "DisplayName": "MQ-IQ3_M_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "IQ3_M",
+    "BaseQuant": "Q8_0",
+    "Kld": 0.026825,
+    "Ppl": 5.784219,
+    "PplDeltaPercent": 1.3404145128555949,
+    "SizeBytes": 17604148032,
+    "SizeGB": 17.604148032,
+    "SizeGiB": 16.39514046907425,
+    "SourceKld": 0.02633,
+    "SourcePpl": 5.764787,
+    "SourceSizeBytes": 17604147616
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-UD-IQ3_S.gguf",
+    "DisplayName": "UD-IQ3_S",
+    "Provider": "Unsloth",
+    "QuantFamily": "UD-IQ3_S",
+    "BaseQuant": "IQ3_S",
+    "Kld": 0.068513,
+    "Ppl": 5.972007,
+    "PplDeltaPercent": 4.630489415023038,
+    "SizeBytes": 13676723008,
+    "SizeGB": 13.676723008,
+    "SizeGiB": 12.737440884113312,
+    "SourceKld": 0.068376,
+    "SourcePpl": 5.970404,
+    "SourceSizeBytes": 13676722592
+  },
+  {
+    "FileName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS_1.gguf",
+    "DisplayName": "MQ-IQ2_XXS_1",
+    "Provider": "MagicQuant",
+    "QuantFamily": "IQ2_XXS",
+    "BaseQuant": "IQ2_XXS",
+    "Kld": 0.275805,
+    "Ppl": 7.01853,
+    "PplDeltaPercent": 22.965734781292404,
+    "SizeBytes": 9587160896,
+    "SizeGB": 9.587160895999999,
+    "SizeGiB": 8.928739368915558,
+    "SourceKld": 0.27513,
+    "SourcePpl": 7.049514,
+    "SourceSizeBytes": 9587160480
+  }
+]

magicquant-manifest/magicquant.final-survivors.json

@@ -0,0 +1,1005 @@
+[
+  {
+    "key": "0:0:0:0:0:0:0:0:0:0",
+    "fileName": "Qwen3.6-35B-A3B-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/Qwen3.6-35B-A3B-LM-Q8_0.gguf?download=true",
+    "kld": 0.004654,
+    "ppl": 5.678789,
+    "pplDeltaPercent": -0.14438192368560207,
+    "sizeBytes": 36903139744,
+    "sizeGB": 36.903139744,
+    "sizeGiB": 34.36872711777687,
+    "expectedSizeBytes": 36903139744,
+    "actualSizeBytes": 36903139744,
+    "usedImatrix": true,
+    "replacedArtifacts": []
+  },
+  {
+    "key": "118:103:119:119:119:119:118:119:0:119",
+    "fileName": "Qwen3.6-35B-A3B-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,
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tokenizer.json

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tokenizer_config.json

@@ -0,0 +1,305 @@
+{
+    "add_prefix_space": false,
+    "added_tokens_decoder": {
+        "248044": {
+            "content": "<|endoftext|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248045": {
+            "content": "<|im_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248046": {
+            "content": "<|im_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248047": {
+            "content": "<|object_ref_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248048": {
+            "content": "<|object_ref_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248049": {
+            "content": "<|box_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248050": {
+            "content": "<|box_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248051": {
+            "content": "<|quad_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248052": {
+            "content": "<|quad_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248053": {
+            "content": "<|vision_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248054": {
+            "content": "<|vision_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248055": {
+            "content": "<|vision_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248056": {
+            "content": "<|image_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248057": {
+            "content": "<|video_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248058": {
+            "content": "<tool_call>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248059": {
+            "content": "</tool_call>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248060": {
+            "content": "<|fim_prefix|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248061": {
+            "content": "<|fim_middle|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248062": {
+            "content": "<|fim_suffix|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248063": {
+            "content": "<|fim_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248064": {
+            "content": "<|repo_name|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248065": {
+            "content": "<|file_sep|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248066": {
+            "content": "<tool_response>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248067": {
+            "content": "</tool_response>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248068": {
+            "content": "<think>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248069": {
+            "content": "</think>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248070": {
+            "content": "<|audio_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248071": {
+            "content": "<|audio_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248072": {
+            "content": "<tts_pad>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248073": {
+            "content": "<tts_text_bos>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248074": {
+            "content": "<tts_text_eod>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248075": {
+            "content": "<tts_text_bos_single>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248076": {
+            "content": "<|audio_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        }
+    },
+    "additional_special_tokens": [
+        "<|im_start|>",
+        "<|im_end|>",
+        "<|object_ref_start|>",
+        "<|object_ref_end|>",
+        "<|box_start|>",
+        "<|box_end|>",
+        "<|quad_start|>",
+        "<|quad_end|>",
+        "<|vision_start|>",
+        "<|vision_end|>",
+        "<|vision_pad|>",
+        "<|image_pad|>",
+        "<|video_pad|>"
+    ],
+    "bos_token": null,
+    "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{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\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        {{- '<|im_start|>system\\n' + content + '<|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        {%- else %}\n            {%- if '</think>' in content %}\n                {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n                {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if (preserve_thinking is defined and 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 %}\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|>"
+    }
+}