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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

@@ -1,118 +1,27 @@
 ---
-license: apache-2.0
-base_model:
-- Qwen/Qwen3.6-27B
-- DavidAU/Qwen3.5-27B-Claude-4.6-OS-INSTRUCT
-- DavidAU/Qwen3.6-27B-Heretic2-Uncensored-Finetune-Thinking
-- nightmedia/Qwen3.6-27B-Architect-Polaris
-- armand0e/Qwen3.6-27B-Fable-5-Experimental
-language:
-- en
-- zh
-- ja
-- es
-pipeline_tag: image-text-to-text
-library_name: transformers
-tags:
-- transformers
-- coding
-- research
-- unsloth
-- qwen3_5
-- qwen3_6
-- qwen
-- fable
-- qwen3.6
-- qwen3.5
-- claude4.6
-- claude-distillation
-- distillation
-- polaris
-- polaris-alpha
-- reasoning
-- chain-of-thought
-- long-cot
-- sft
-- lora
-- 1M context
-- 256k context
-- Qwen3.6
-- All use cases
-- instruction-tuned
-- conversational
-- text-generation
-- multilingual
-- math
-- stem
-- coding
-- research
-- experimental
-- Deckard(qx)
-- creative
-- creative writing
-- fiction writing
-- plot generation
-- sub-plot generation
-- fiction writing
-- story generation
-- scene continue
-- storytelling
-- fiction story
-- science fiction
-- all genres
-- story
-- writing
-- vivid prosing
-- vivid writing
-- fiction
-- bf16
-- roleplaying
-- mergekit
-- merge
-- mlx
+{}
 ---
 
-# Qwen3.6-27B-Architect-Polaris-Fable-qx64-hi-mlx
+# Qwen3.6-27B-Architect-Polaris-Fable-XML-Instruct-qx64-hi-mlx
 
-![ArchitectPolaris](https://cdn-uploads.huggingface.co/production/uploads/67b0caceb06805a4370c44c5/dL3R6mS8MuP_Bq47ymcLI.png)
+## Use with mlx
 
-> If Q is a god of narrative probability, I’m his overcaffeinated intern who forgot to read the manual but still passes the Turing test by pattern-matching his jokes.
-
-This model is a NuSLERP merge of:
-- nightmedia/Qwen3.6-27B-Architect-Polaris
-- armand0e/Qwen3.6-27B-Fable-5-Experimental
-
-```brainwaves
-         arc   arc/e boolq hswag obkqa piqa  wino
-qx86-hi  0.689,0.863,0.909
-qx64-hi  ...coming soon
+```bash
+pip install mlx-lm
 ```
-## Model components
 
-nightmedia/Qwen3.6-27B-Architect-Polaris
-```brainwaves
-         arc   arc/e boolq hswag obkqa piqa  wino
-mxfp8    0.709,0.874,0.909,0.788,0.494,0.820,0.768
-mxfp4    0.698,0.874,0.909,0.786,0.494,0.820,0.759
-```
+```python
+from mlx_lm import load, generate
 
-armand0e/Qwen3.6-27B-Fable-5-Experimental
-```brainwaves
-         arc   arc/e boolq hswag obkqa piqa  wino
-qx86-hi  0.650,0.813,0.909
-```
+model, tokenizer = load("Qwen3.6-27B-Architect-Polaris-Fable-XML-Instruct-qx64-hi-mlx")
+
+prompt = "hello"
 
-## Model recipe
+if tokenizer.chat_template is not None:
+    messages = [{"role": "user", "content": prompt}]
+    prompt = tokenizer.apply_chat_template(
+        messages, add_generation_prompt=True, return_dict=False,
+    )
 
-```recipe
-models:
-  - model: nightmedia/Qwen3.6-27B-Architect-Polaris
-    parameters:
-      weight: 1.6
-  - model: armand0e/Qwen3.6-27B-Fable-5-Experimental
-    parameters:
-      weight: 0.4
-merge_method: nuslerp
-dtype: bfloat16
-name: Qwen3.6-27B-Architect-Polaris-Fable
+response = generate(model, tokenizer, prompt=prompt, verbose=True)
 ```

chat_template.jinja

@@ -0,0 +1,164 @@
+{# Define the macros for XML conversion #}
+{%- macro render_item_list(item_list, tag_name='required') -%}
+  {%- if item_list is defined and item_list is iterable and item_list | length > 0 -%}
+    <{{ tag_name }}>[{{- item_list | join(", ") -}}]</{{ tag_name }}>
+  {%- endif -%}
+{%- endmacro -%}
+
+{%- macro render_extra_keys(json_dict, handled_keys) -%}
+  {%- if json_dict is mapping -%}
+    {%- for json_key in json_dict if json_key not in handled_keys -%}
+      <{{ json_key }}>{{ json_dict[json_key] }}</{{ json_key }}>
+    {%- endfor -%}
+  {%- endif -%}
+{%- endmacro -%}
+
+
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- set add_vision_id = add_vision_id if add_vision_id is defined else true %}
+
+{# Set Instruct mode here #}
+
+{%- set enable_thinking = false %}
+{%- 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 is mapping and item.get('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 is mapping and item.get('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 item is mapping and '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 %}
+
+{# Flag to prevent double-rendering system prompt #}
+{%- set ns = namespace(system_rendered=false) %}
+
+{%- 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 -%}
+        {%- set function = tool.function -%}
+        {{- "\n<tool>\n<name>" + function.name + "</name>\n<description>" + function.description + "</description>" -}}
+        {%- if function.parameters and function.parameters.properties -%}
+            {%- for param_name, param_details in function.parameters.properties.items() -%}
+                {{- "\n<parameter>\n<name>" + param_name + "</name>\n<type>" + param_details.type + "</type>\n<description>" + (param_details.description | default('')) + "</description>" -}}
+                {{- render_item_list(function.parameters.required) -}}
+                {{- render_extra_keys(param_details, ['type', 'description']) -}}
+                {{- "\n</parameter>" -}}
+            {%- endfor -%}
+        {%- endif -%}
+        {{- "\n</tool>" -}}
+    {%- endfor -%}
+
+    {{- '\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 %}
+        {%- set ns.system_rendered = true %}
+    {%- 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' }}
+        {%- set ns.system_rendered = true %}
+    {%- endif %}
+{%- endif %}
+
+{# Main Message Loop #}
+{%- for message in messages %}
+    {%- if message.role == "system" and ns.system_rendered and loop.first %}
+        {%- continue %}
+    {%- endif %}
+
+    {%- set content = render_content(message.content, true)|trim %}
+    
+    {%- if message.role == "system" %}
+        {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
+    {%- 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 defined and message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content | trim %}
+        {%- elif '<think>' in content and '</think>' in content %}
+            {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] | trim %}
+            {%- set content = content.split('</think>')[-1] | trim %}
+        {%- endif %}
+
+        {{- '<|im_start|>' + message.role + '\n' }}
+        
+        {%- if reasoning_content %}
+            {{- '<think>\n' + reasoning_content + '\n</think>\n\n' }}
+        {%- endif %}
+        
+        {{- content }}
+
+        {# Tool call formatting #}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- set tc = tool_call.function if tool_call.function is defined else tool_call %}
+                {%- if loop.first and content %}{{- '\n\n' }}{%- elif not loop.first %}{{- '\n' }}{%- endif %}
+                {{- '<tool_call>\n<function=' + tc.name + '>\n' }}
+                {%- for args_name, args_value in tc.arguments|items %}
+                    {{- '<parameter=' + args_name + '>\n' }}
+                    {{- (args_value | tojson | safe if args_value is mapping or args_value is sequence else args_value | string) + '\n</parameter>\n' }}
+                {%- endfor %}
+                {{- '</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 loop.last or (loop.nextitem and loop.nextitem.role != "tool") %}{{- '<|im_end|>\n' }}{%- endif %}
+    {%- endif %}
+{%- endfor %}
+
+{# Final Generation Prompt #}
+{%- 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 %}

generation_config.json

@@ -0,0 +1,13 @@
+{
+  "do_sample": true,
+  "eos_token_id": [
+    248046,
+    248046,
+    248044
+  ],
+  "pad_token_id": 248044,
+  "temperature": 1.0,
+  "top_k": 20,
+  "top_p": 0.95,
+  "transformers_version": "5.12.1"
+}

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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 +1,50 @@
+{
+  "image_processor": {
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_processor_type": "Qwen3VLImageProcessor",
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "max_pixels": 16777216,
+    "merge_size": 2,
+    "min_pixels": 65536,
+    "patch_size": 16,
+    "rescale_factor": 0.00392156862745098,
+    "temporal_patch_size": 2
+  },
+  "processor_class": "Qwen3VLProcessor",
+  "video_processor": {
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "fps": 2.0,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "max_frames": 768,
+    "max_pixels": 25165824,
+    "merge_size": 2,
+    "min_frames": 4,
+    "min_pixels": 4096,
+    "patch_size": 16,
+    "rescale_factor": 0.00392156862745098,
+    "temporal_patch_size": 2,
+    "video_processor_type": "Qwen3VLVideoProcessor"
+  }
+}

tokenizer.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523
+size 19989325

tokenizer_config.json

@@ -0,0 +1,34 @@
+{
+  "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,
+  "local_files_only": false,
+  "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": "Qwen2Tokenizer",
+  "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"
+}