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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,3 +1,54 @@
----
-license: apache-2.0
----
+---
+language:
+- en
+- zh
+- ko
+license: apache-2.0
+base_model: Jackrong/Qwopus3.5-27B-v3
+tags:
+- unsloth
+- qwen
+- qwen3.5
+- reasoning
+- chain-of-thought
+- lora
+- competitive-programming
+- mlx
+pipeline_tag: image-text-to-text
+library_name: mlx
+---
+# MLX-Qwopus3.5-27B-v3-vision-6bit
+
+A **6-bit MLX** quantization of [Jackrong/Qwopus3.5-27B-v3](https://huggingface.co/Jackrong/Qwopus3.5-27B-v3) with some tweaks to bring back the multimodal capabilities.
+
+---
+## Quantization Details
+
+| Property | Value |
+|----------|-------|
+| Method | 6-bit (6.661 bits per weight) |
+| Tool | `mlx-vlm 0.4.2` via `mlx-vlm.convert` |
+| Size | ~22.9GB |
+
+---
+## Other Available Quants
+
+| Model | Size | Quantization | Bits per weight | Multimodal |
+|--------|--------|--------|--------|--------|
+| [Jackrong/MLX-Qwopus3.5-27B-v3-4bit](https://huggingface.co/Jackrong/MLX-Qwopus3.5-27B-v3-4bit) | 15.15 GB | 4-bit | 4.501 | ✗ |
+| [matt-here/MLX-Qwopus3.5-27B-v3-vision-4bit](https://huggingface.co/matt-here/MLX-Qwopus3.5-27B-v3-vision-4bit) | 16.08 GB | 4-bit | 4.695 | ✓ (Vision) |
+| [matt-here/MLX-Qwopus3.5-27B-v3-5bit](https://huggingface.co/matt-here/MLX-Qwopus3.5-27B-v3-5bit) | 18.56 GB | 5-bit | 5.501 | ✗ |
+| [matt-here/MLX-Qwopus3.5-27B-v3-vision-5bit](https://huggingface.co/matt-here/MLX-Qwopus3.5-27B-v3-vision-5bit) | 19.46 GB | 5-bit | 5.678 | ✓ (Vision) |
+| [Jackrong/MLX-Qwopus3.5-27B-v3-6bit](https://huggingface.co/Jackrong/MLX-Qwopus3.5-27B-v3-6bit) | 21.88 GB | 6-bit | 6.501 | ✗ |
+| [(This model)](https://huggingface.co/matt-here/MLX-Qwopus3.5-27B-v3-vision-6bit) | 22.85 GB | 6-bit | 6.661 | ✓ (Vision) |
+| [Jackrong/MLX-Qwopus3.5-27B-v3-bf16](https://huggingface.co/Jackrong/MLX-Qwopus3.5-27B-v3-bf16) | 53.81 GB | bf16 | 16 | ✗ |
+
+> GGUF quants - [Jackrong/Qwopus3.5-27B-v3-GGUF](https://huggingface.co/Jackrong/Qwopus3.5-27B-v3-GGUF)
+
+---
+## Credits
+
+- [**Alibaba Qwen Team**](https://huggingface.co/Qwen) — [Qwen 3.5 27B](https://huggingface.co/Qwen/Qwen3.5-27B) dense model
+- [**Jackrong**](https://huggingface.co/Jackrong) - Claude 4.6 Opus v3 distillation work
+- [**Unsloth**](https://unsloth.ai/) - Training framework
+- **Apple MLX Team** - High-speed local inference on Apple Silicon

chat_template.jinja

@@ -0,0 +1,149 @@
+{%- 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\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call>' }}
+    {%- 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 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{"name": "' }}
+                    {%- else %}
+                        {{- '<tool_call>\n{"name": "' }}
+                    {%- endif %}
+                {%- else %}
+                    {{- '\n<tool_call>\n{"name": "' }}
+                {%- endif %}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {{- tool_call.arguments | tojson }}
+                {{- '}\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 +1,155 @@
+{
+  "architectures": [
+      "Qwen3_5ForConditionalGeneration"
+  ],
+  "eos_token_id": [
+      248046,
+      248044
+  ],
+  "image_token_id": 248056,
+  "model_name": "unsloth/Qwen3.5-27B",
+  "model_type": "qwen3_5",
+  "quantization": {
+      "group_size": 64,
+      "bits": 6,
+      "mode": "affine"
+  },
+  "quantization_config": {
+      "group_size": 64,
+      "bits": 6,
+      "mode": "affine"
+  },
+  "text_config": {
+      "attention_bias": false,
+      "attention_dropout": 0.0,
+      "attn_output_gate": true,
+      "torch_dtype": "bfloat16",
+      "eos_token_id": 248044,
+      "full_attention_interval": 4,
+      "head_dim": 256,
+      "hidden_act": "silu",
+      "hidden_size": 5120,
+      "initializer_range": 0.02,
+      "intermediate_size": 17408,
+      "layer_types": [
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention",
+          "linear_attention",
+          "linear_attention",
+          "linear_attention",
+          "full_attention"
+      ],
+      "linear_conv_kernel_dim": 4,
+      "linear_key_head_dim": 128,
+      "linear_num_key_heads": 16,
+      "linear_num_value_heads": 48,
+      "linear_value_head_dim": 128,
+      "mamba_ssm_dtype": "float32",
+      "max_position_embeddings": 262144,
+      "mlp_only_layers": [],
+      "model_type": "qwen3_5_text",
+      "mtp_num_hidden_layers": 1,
+      "mtp_use_dedicated_embeddings": false,
+      "num_attention_heads": 24,
+      "num_hidden_layers": 64,
+      "num_key_value_heads": 4,
+      "partial_rotary_factor": 0.25,
+      "rms_norm_eps": 1e-06,
+      "rope_parameters": {
+          "mrope_interleaved": true,
+          "mrope_section": [
+              11,
+              11,
+              10
+          ],
+          "partial_rotary_factor": 0.25,
+          "rope_theta": 10000000,
+          "rope_type": "default"
+      },
+      "tie_word_embeddings": false,
+      "use_cache": true,
+      "vocab_size": 248320
+  },
+  "tie_word_embeddings": false,
+  "unsloth_fixed": true,
+  "unsloth_version": "2026.3.18",
+  "use_cache": false,
+  "video_token_id": 248057,
+  "vision_config": {
+      "deepstack_visual_indexes": [],
+      "depth": 27,
+      "torch_dtype": "bfloat16",
+      "hidden_act": "gelu_pytorch_tanh",
+      "hidden_size": 1152,
+      "in_channels": 3,
+      "initializer_range": 0.02,
+      "intermediate_size": 4304,
+      "model_type": "qwen3_5",
+      "num_heads": 16,
+      "num_position_embeddings": 2304,
+      "out_hidden_size": 5120,
+      "patch_size": 16,
+      "spatial_merge_size": 2,
+      "temporal_patch_size": 2
+  },
+  "vision_end_token_id": 248054,
+  "vision_start_token_id": 248053
+}

generation_config.json

@@ -0,0 +1,13 @@
+{
+    "bos_token_id": 248044,
+    "do_sample": true,
+    "eos_token_id": [
+        248046,
+        248044
+    ],
+    "pad_token_id": 248044,
+    "temperature": 0.6,
+    "top_k": 20,
+    "top_p": 0.95,
+    "transformers_version": "5.4.0"
+}

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preprocessor_config.json

@@ -0,0 +1,21 @@
+{
+    "size": {
+        "longest_edge": 16777216,
+        "shortest_edge": 65536
+    },
+    "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",
+    "image_processor_type": "Qwen2VLImageProcessorFast"
+}

processor_config.json

@@ -0,0 +1,30 @@
+{
+  "image_processor": {
+    "data_format": "channels_first",
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_processor_type": "Qwen2VLImageProcessor",
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "merge_size": 2,
+    "patch_size": 16,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "size": {
+      "longest_edge": 16777216,
+      "shortest_edge": 65536
+    },
+    "temporal_patch_size": 2
+  },
+  "processor_class": "Qwen3VLProcessor"
+}

tokenizer.json

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tokenizer_config.json

@@ -0,0 +1,33 @@
+{
+  "add_prefix_space": false,
+  "audio_bos_token": "<|audio_start|>",
+  "audio_eos_token": "<|audio_end|>",
+  "audio_token": "<|audio_pad|>",
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "image_token": "<|image_pad|>",
+  "is_local": true,
+  "model_max_length": 262144,
+  "model_specific_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|>"
+  },
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "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+",
+  "processor_class": "Qwen3VLProcessor",
+  "split_special_tokens": false,
+  "tokenizer_class": "TokenizersBackend",
+  "unk_token": null,
+  "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"
+}