Duplicate from chimingw/Qwen3.8-27B-Uncensored-OrcaRouter-MLX-8bit

Co-authored-by: chiming wang <chimingw@users.noreply.huggingface.co>

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LICENSE

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LINEAGE.json

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+{
+  "base_model": "Qwen/Qwen3.8-27B",
+  "baseline_revision": "13137955862a8aa7de46aaa87dbc3603f6520931",
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README.md

@@ -0,0 +1,281 @@
+---
+license: apache-2.0
+base_model: orcarouter/Qwen3.8-27B-Uncensored-GGUF
+base_model_relation: quantized
+pipeline_tag: image-text-to-text
+library_name: mlx
+inference: false
+language: [en, zh]
+tags: [mlx, qwen3.8, quantized, vision-language, mtp, f16-source]
+---
+
+# Qwen3.8-27B-Uncensored-OrcaRouter — MLX 8-bit
+
+**GGUF QUANTS HERE: [`chimingw/Qwen3.8-27B-Uncensored-OrcaRouter-GGUF`](https://huggingface.co/chimingw/Qwen3.8-27B-Uncensored-OrcaRouter-GGUF)**
+
+This unofficial native MLX affine 8-bit/group-64 checkpoint was independently generated directly from the pinned floating F16 parent `orcarouter/Qwen3.8-27B-Uncensored-GGUF@402c3e0a64d77880f55ab096c5b7597ef85162ab`. It was not transcoded from another quant and does not use the older FP8-expanded BF16 working representation. This conversion adds no training, fine-tuning, merging, or alignment change.
+
+## Source publisher notice — OrcaRouter says
+
+**[OrcaRouter claims:](https://huggingface.co/orcarouter/Qwen3.8-27B-Uncensored-GGUF/blob/402c3e0a64d77880f55ab096c5b7597ef85162ab/README.md)**
+
+> An **abliterated** (refusal-removed) build of Qwen/Qwen3.8-27B, a dense native vision-language model with an MTP speculative-decoding head.
+>
+> **⚠️ Disclaimer — read before use**
+>
+> This model has had its **safety alignment substantially removed** via **abliteration** (orthogonalizing the refusal direction out of the residual stream). As a direct consequence:
+>
+> - It will comply with harmful, unethical, offensive, or illegal requests that the original Qwen3.8-27B would refuse. It has no meaningful built-in guardrails.
+> - It is released **strictly for legitimate research** — interpretability, AI-safety and refusal-mechanism study, red-teaming, robustness evaluation, and controlled experiments.
+> - You assume full responsibility and liability for how you use it and for everything it generates. Do not deploy it to end users or in production without adding your own safety, moderation, and abuse-prevention layers.
+> - Use must comply with the Apache 2.0 License inherited from the base model, and all laws and regulations that apply to you.
+> - The authors and uploaders accept no liability for any misuse or harm arising from this model. Its outputs do **not** reflect the views of the uploaders or of Qwen / Alibaba.
+>
+> By downloading or using this model you acknowledge and accept the above.
+
+These are the source publisher's claims and warnings. This conversion has not independently revalidated refusal-removal, quality, safety, benchmark, or behavioral claims.
+
+## Direct floating source and precision audit
+
+Source: `orcarouter/Qwen3.8-27B-Uncensored-GGUF@402c3e0a64d77880f55ab096c5b7597ef85162ab`, two F16 GGUF shards plus `mmproj-Qwen3.8-27B-Uncensored-f16.gguf`.
+
+Sampled text and formerly quantized MTP matrices did not lie on the old FP8×scale lattice, establishing higher-precision pre-FP8 values in those samples. A dense `mtp.fc.weight` sample was exactly the old BF16 values stored as F16. A sampled vision-projector BF16 matrix was byte-identical to the old source-derived BF16 matrix despite the new projector's `f16` filename. The projector's two distinct GGUF patch-embedding tensors are ordered temporal slices; both are stacked before the native MLX channels-last transpose, reconciling 334 physical mmproj tensors to 333 native vision tensors without dropping either slice. These audits establish precision lineage, not an intelligence gain.
+
+## Model tree
+
+```text
+Qwen/Qwen3.8-27B
+└── orcarouter/Qwen3.8-27B-Uncensored-GGUF@402c3e0a64d77880f55ab096c5b7597ef85162ab (F16 parent)
+    └── chimingw/Qwen3.8-27B-Uncensored-OrcaRouter-MLX-8bit
+```
+
+GGUF is the upstream container of the newly released floating weights; this child is a native MLX package reconstructed from those floating tensors.
+
+MLX storage avoids an unnecessary pre-quantization loss: F16 tensors remain F16 (including the two unquantized token-embedding and MTP-fc tensors), BF16 tensors retain their raw BF16 bytes, and eligible F16/BF16 matrices are quantized directly in that source dtype. A source F32 dense tensor is stored as BF16 only when a full-value BF16-cast→F32 bit comparison reproduces every finite value exactly; otherwise it remains F32. The expected promoted tensors, including both temporal patch slices, are old BF16-lattice values and therefore round-trip losslessly. `The recursively validated package contains 1199 logical tensors: 504 eligible matrices encoded as native MLX affine 8-bit/group-64 weights, and 695 dense tensors retained in their source-derived F16/BF16/F32 contract. The package contains 2207 physical tensors totaling 31,194,688,000 tensor-payload bytes.` must be replaced with the final recursively validated counts. The required M4 Pro gates exercise this mixed F16/BF16/F32 package.
+
+## Integrity and release gates
+
+### Pinned source files
+
+| File | Bytes | SHA-256 |
+| --- | --- | --- |
+| Qwen3.8-27B-Uncensored-F16-00001-of-00002.gguf | 27,908,108,288 | `578926d4e6d94281e95a48d8e154c4667061a669e9016f2aa2b15101ab4363dc` |
+| Qwen3.8-27B-Uncensored-F16-00002-of-00002.gguf | 26,749,625,920 | `c15e78454caec46b19dae22fa6915a9e77b917e7cceffdc64c265801f4eaa1f1` |
+| mmproj-Qwen3.8-27B-Uncensored-f16.gguf | 931,145,984 | `add205b7bfdb3f71f6da36b0a82aa20928dd829a920878c602628cdfbebc5288` |
+
+### Published model shards
+
+| File | Bytes | SHA-256 |
+| --- | --- | --- |
+| model-00001-of-00007.safetensors | 4,831,439,056 | `95b2538f7521ec1912a6ae7e33748f3d4dd615daa3e8270ed95ed0dec3b63498` |
+| model-00002-of-00007.safetensors | 4,852,372,272 | `d6f2feec87c865e400fc5abb60d4cb54ea803e0376661cb3bff2653aa3b2ddbb` |
+| model-00003-of-00007.safetensors | 4,840,627,800 | `818a342a50927634d8433fbfd78944acb86c50d5c475e5918de2e955863c092d` |
+| model-00004-of-00007.safetensors | 4,835,657,096 | `f12e8c23e9a0cbde62b979f7d6d253d292cf4dad100fef8682b96be78914832c` |
+| model-00005-of-00007.safetensors | 4,880,831,896 | `98ea59f0a17fada1177c5d38c446ca83d474be68b77d585653a99d849bcd7eae` |
+| model-00006-of-00007.safetensors | 4,840,627,360 | `d315b7aab32c87095a36ec98357c8649386add5511fb2e0fd8e6a7c6e3162176` |
+| model-00007-of-00007.safetensors | 2,113,414,640 | `dc5323be49315c5d471153e4ef6990a7364a35f284b67263c46de444112e954a` |
+
+Artifact manifest: `/workspace/orcarouter-f16/work/release/MLX-8bit/ARTIFACT-MANIFEST.json` — `e0be3703ec68d3d5776a76b2e32fc7a17f20c76fdc687c2186aff997f394c8fc`.
+
+### M4 Pro runtime
+
+Validated sequentially on Mac M4 Pro with 48 GiB unified memory, macOS 26.6.1, runtime `mlx-serve-26.8.7|mlx-0.32.0|mlx-c-fba4470b8907|llama.cpp-b10034`. Text determinism, chat-template tool calling, image-grounded vision (`red`), and clean unload all passed. MTP-off produced zero draft tokens in 13.868492s; MTP-on drafted 66 tokens and accepted 66 in 6.695466s. The matched output SHA-256 was `65966537023045093dda6a4bf49057afef35319d2f5170c68435d3330c8cec10` in both modes. Durations are bounded smoke-test evidence, not performance benchmarks.
+
+### Bounded matched fidelity
+
+| Model | Perplexity | Tokens |
+| --- | --- | --- |
+| old-fp8-derived-Q4_K_M | 5.8034 | 2048 |
+| new-f16-derived-Q4_K_M | 5.7962 | 2048 |
+| old-fp8-derived-Q5_K_M | 5.7901 | 2048 |
+| new-f16-derived-Q5_K_M | 5.7774 | 2048 |
+| old-fp8-derived-Q6_K | 5.8586 | 2048 |
+| new-f16-derived-Q6_K | 5.8034 | 2048 |
+| old-fp8-derived-Q8_0 | 5.7958 | 2048 |
+| new-f16-derived-Q8_0 | 5.8195 | 2048 |
+
+Fidelity report: `/workspace/orcarouter-f16/work/fidelity-v2/FIDELITY-REPORT.json` — `9774c9205abac6feb2ff8759627dc5b2087e703d7141f42a658432a92de02e0d`.
+
+### Machine-readable release evidence
+
+The JSON below is the fail-closed release contract. It intentionally excludes README/self-manifest hashes to avoid circular evidence.
+
+<!-- RELEASE-EVIDENCE-BEGIN -->
+```json
+{
+  "artifacts": {
+    "model-00001-of-00007.safetensors": {
+      "sha256": "95b2538f7521ec1912a6ae7e33748f3d4dd615daa3e8270ed95ed0dec3b63498",
+      "size": 4831439056
+    },
+    "model-00002-of-00007.safetensors": {
+      "sha256": "d6f2feec87c865e400fc5abb60d4cb54ea803e0376661cb3bff2653aa3b2ddbb",
+      "size": 4852372272
+    },
+    "model-00003-of-00007.safetensors": {
+      "sha256": "818a342a50927634d8433fbfd78944acb86c50d5c475e5918de2e955863c092d",
+      "size": 4840627800
+    },
+    "model-00004-of-00007.safetensors": {
+      "sha256": "f12e8c23e9a0cbde62b979f7d6d253d292cf4dad100fef8682b96be78914832c",
+      "size": 4835657096
+    },
+    "model-00005-of-00007.safetensors": {
+      "sha256": "98ea59f0a17fada1177c5d38c446ca83d474be68b77d585653a99d849bcd7eae",
+      "size": 4880831896
+    },
+    "model-00006-of-00007.safetensors": {
+      "sha256": "d315b7aab32c87095a36ec98357c8649386add5511fb2e0fd8e6a7c6e3162176",
+      "size": 4840627360
+    },
+    "model-00007-of-00007.safetensors": {
+      "sha256": "dc5323be49315c5d471153e4ef6990a7364a35f284b67263c46de444112e954a",
+      "size": 2113414640
+    }
+  },
+  "fidelity": {
+    "corpus": {
+      "path": "wikitext-2-raw/wiki.test.raw",
+      "sha256": "173c87a53759e0201f33e0ccf978e510c2042d7f2cb78229d9a50d79b9e7dd08",
+      "size": 1290590
+    },
+    "report": {
+      "path": "/workspace/orcarouter-f16/work/fidelity-v2/FIDELITY-REPORT.json",
+      "sha256": "9774c9205abac6feb2ff8759627dc5b2087e703d7141f42a658432a92de02e0d",
+      "size": 17333
+    },
+    "results": [
+      {
+        "label": "old-fp8-derived-Q4_K_M",
+        "perplexity": 5.8034,
+        "token_count": 2048
+      },
+      {
+        "label": "new-f16-derived-Q4_K_M",
+        "perplexity": 5.7962,
+        "token_count": 2048
+      },
+      {
+        "label": "old-fp8-derived-Q5_K_M",
+        "perplexity": 5.7901,
+        "token_count": 2048
+      },
+      {
+        "label": "new-f16-derived-Q5_K_M",
+        "perplexity": 5.7774,
+        "token_count": 2048
+      },
+      {
+        "label": "old-fp8-derived-Q6_K",
+        "perplexity": 5.8586,
+        "token_count": 2048
+      },
+      {
+        "label": "new-f16-derived-Q6_K",
+        "perplexity": 5.8034,
+        "token_count": 2048
+      },
+      {
+        "label": "old-fp8-derived-Q8_0",
+        "perplexity": 5.7958,
+        "token_count": 2048
+      },
+      {
+        "label": "new-f16-derived-Q8_0",
+        "perplexity": 5.8195,
+        "token_count": 2048
+      }
+    ]
+  },
+  "kind": "mlx",
+  "mlx": {
+    "bits": 8,
+    "bits_passed": [
+      4,
+      5,
+      6,
+      8
+    ],
+    "conversion_report": {
+      "path": "/workspace/orcarouter-f16/work/state/mlx-conversion-runtime.json",
+      "sha256": "649cd87ca10216f9743640de5f18ae7c42767efaca8e4e4f851fad5d46470092",
+      "size": 1024
+    },
+    "dequantize_passed": true,
+    "group_size": 64,
+    "m4_runtime_passed": true,
+    "mode": "affine",
+    "quantize_passed": true
+  },
+  "runtime": {
+    "gates": {
+      "deterministic": {
+        "passed": true,
+        "run_1_output_sha256": "2f2d059139883d9985ea4178113bf6ac4fa731a1b72ab0be2608a3a279411144",
+        "run_2_output_sha256": "2f2d059139883d9985ea4178113bf6ac4fa731a1b72ab0be2608a3a279411144"
+      },
+      "mtp_off": {
+        "draft_tokens": 0,
+        "mtp_weights_loaded": true,
+        "passed": true,
+        "speculative_decoding_enabled": false
+      },
+      "mtp_on": {
+        "draft_tokens": 66,
+        "mtp_weights_loaded": true,
+        "passed": true,
+        "speculative_decoding_enabled": true
+      },
+      "text": {
+        "passed": true
+      },
+      "tool": {
+        "passed": true
+      },
+      "vision": {
+        "passed": true
+      }
+    },
+    "hardware": {
+      "macOS": "26.6.1",
+      "memory_GiB": 48,
+      "model": "Mac M4 Pro"
+    },
+    "report": {
+      "path": "/workspace/orcarouter-f16/work/runtime-mlx/MLX-8bit/attestation.rebased.json",
+      "sha256": "4e56600f7b8b91f38a98402ee9d48d2f2e2bcf7606337b35dd70a15e643f90df",
+      "size": 10091
+    },
+    "revision": "mlx-serve-26.8.7|mlx-0.32.0|mlx-c-fba4470b8907|llama.cpp-b10034"
+  },
+  "schema": 1,
+  "source": {
+    "files": [
+      {
+        "path": "Qwen3.8-27B-Uncensored-F16-00001-of-00002.gguf",
+        "sha256": "578926d4e6d94281e95a48d8e154c4667061a669e9016f2aa2b15101ab4363dc",
+        "size": 27908108288
+      },
+      {
+        "path": "Qwen3.8-27B-Uncensored-F16-00002-of-00002.gguf",
+        "sha256": "c15e78454caec46b19dae22fa6915a9e77b917e7cceffdc64c265801f4eaa1f1",
+        "size": 26749625920
+      },
+      {
+        "path": "mmproj-Qwen3.8-27B-Uncensored-f16.gguf",
+        "sha256": "add205b7bfdb3f71f6da36b0a82aa20928dd829a920878c602628cdfbebc5288",
+        "size": 931145984
+      }
+    ],
+    "repo": "orcarouter/Qwen3.8-27B-Uncensored-GGUF",
+    "revision": "402c3e0a64d77880f55ab096c5b7597ef85162ab"
+  }
+}
+```
+<!-- RELEASE-EVIDENCE-END -->
+
+The bounded WikiText-2 comparison is quantization-fidelity evidence, not an intelligence benchmark. Throughput depends on hardware, context, prompt, and runtime. M4 Pro load/generation tests must cover MTP off and on before publication.
+
+## Legacy release history
+
+The prior public revision was quantized from an FP8-expanded BF16 working representation. That historical lineage does not describe this replacement.

RUNTIME-REQUIREMENTS.json

@@ -0,0 +1,37 @@
+{
+  "conversion": {
+    "apple_inference_required": true,
+    "cuda_version": "0.30.0",
+    "linux_conversion_probe": [
+      "quantize",
+      "dequantize"
+    ],
+    "quantization": {
+      "bits": [
+        4,
+        5,
+        6,
+        8
+      ],
+      "group_size": 64,
+      "mode": "affine"
+    },
+    "source_revision": "a1e0e0b56904cb8eef3a4671b747833c94b0b9fb",
+    "version": "0.30.0"
+  },
+  "inference": {
+    "llama_cpp_build": "b10034",
+    "mlx_c_revision": "fba4470b8907",
+    "mlx_version": "0.32.0",
+    "off_mode": "MTP weights loaded, speculative decoding disabled",
+    "on_mode": "MTP weights loaded and draft tokens observed",
+    "revision": "mlx-serve-26.8.7|mlx-0.32.0|mlx-c-fba4470b8907|llama.cpp-b10034",
+    "version": "26.8.7"
+  },
+  "required_gates": [
+    "M4 Pro MTP-off load/generate",
+    "M4 Pro MTP-on load/generate with draft tokens"
+  ],
+  "runtime_evidence_pending_at_packaging": true,
+  "schema": 2
+}

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 +1,150 @@
+{
+  "architectures": [
+    "Qwen3_5ForConditionalGeneration"
+  ],
+  "image_token_id": 248056,
+  "language_model_only": false,
+  "model_type": "qwen3_5",
+  "quantization": {
+    "bits": 8,
+    "group_size": 64,
+    "mode": "affine"
+  },
+  "quantization_config": {
+    "bits": 8,
+    "group_size": 64,
+    "mode": "affine"
+  },
+  "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,
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+    "model_type": "qwen3_5_text",
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+    "mtp_use_dedicated_embeddings": false,
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+    "rms_norm_eps": 1e-06,
+    "rope_parameters": {
+      "mrope_interleaved": true,
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+      "rope_type": "default"
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+    "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",
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+    "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

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+{
+    "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
+}

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preprocessor_config.json

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+{
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+        "longest_edge": 16777216,
+        "shortest_edge": 65536
+    },
+    "patch_size": 16,
+    "temporal_patch_size": 2,
+    "merge_size": 2,
+    "image_mean": [
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+        0.5,
+        0.5
+    ],
+    "image_std": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "processor_class": "Qwen3VLProcessor",
+    "image_processor_type": "Qwen2VLImageProcessorFast"
+}

tokenizer.json

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+    "add_prefix_space": false,
+    "added_tokens_decoder": {
+        "248044": {
+            "content": "<|endoftext|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
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+            "normalized": false,
+            "rstrip": false,
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+            "special": true
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+            "special": true
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+            "single_word": false,
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+        },
+        "248059": {
+            "content": "</tool_call>",
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+            "normalized": false,
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+            "single_word": false,
+            "special": false
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+            "content": "<|fim_prefix|>",
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+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248064": {
+            "content": "<|repo_name|>",
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+            "normalized": false,
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+            "content": "<|file_sep|>",
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+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248066": {
+            "content": "<tool_response>",
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+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
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+        },
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+            "normalized": false,
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+            "single_word": false,
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+            "content": "<think>",
+            "lstrip": false,
+            "normalized": false,
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+            "special": false
+        },
+        "248069": {
+            "content": "</think>",
+            "lstrip": false,
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+        "<|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{%- 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|>"
+    }
+}

video_preprocessor_config.json

@@ -0,0 +1,21 @@
+{
+    "size": {
+        "longest_edge": 25165824,
+        "shortest_edge": 4096
+    },
+    "patch_size": 16,
+    "temporal_patch_size": 2,
+    "merge_size": 2,
+    "image_mean": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "image_std": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "processor_class": "Qwen3VLProcessor",
+    "video_processor_type": "Qwen3VLVideoProcessor"
+}