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Model: DavidAU/Qwen3-Zero-Coder-Reasoning-0.8B Source: Original Platform
2026-10-01 14:39:18 +08:00
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--- a/README.md
+++ b/README.md
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+---
+license: apache-2.0
+base_model:
+- Qwen/Qwen3-0.6B
+- suayptalha/Qwen3-0.6B-Code-Expert
+language:
+- en
+pipeline_tag: text-generation
+tags:
+- merge
+- programming
+- code generation
+- code
+- codeqwen
+- coding
+- coder
+- qwen3
+- chat
+- qwen
+- qwen-coder
+- code
+- chat
+- reasoning
+- thinking
+- r1
+- cot
+- deepseek
+- 40k context
+- general usage
+- problem solving
+- brainstorming
+- solve riddles
+- general usage
+library_name: transformers
+---
+
+Version 2 (more stable, better results): 
+
+https://huggingface.co/DavidAU/Qwen3-Zero-Coder-Reasoning-V2-0.8B
+
+---
+
+<h2>Qwen3-Zero-Coder-Reasoning-0.8B</h2>
+
+<img src="spaceballs.gif" style="float:right; width:300px; height:300px; padding:10px;"> 
+
+This repo contains the full precision source code, in "safe tensors" format to generate GGUFs, GPTQ, EXL2, AWQ, HQQ and other formats.
+The source code can also be used directly.
+
+This is a coder/programming model, will full reasoning on the Qwen 3 platform that is insanely fast - hitting over 150 t/s on moderate hardware, and 50 t/s+ on CPU only...
+
+This is a generalist coding model, good for code blocks, brainstorming coding ideas, and generating draft code fast.
+
+With reasoning, it can also handle complex code requests too.
+
+It contains 42 layers (a merge of TWO 0.6B models), and 464 tensors - a very dense model for this size.
+
+<B>Specialized, NEO Imatrix enhanced quants (3 different NEO sets, including Q8, f16, and bf16) are here:</B>
+
+https://huggingface.co/DavidAU/Qwen3-Zero-Coder-Reasoning-0.8B-NEO-EX-GGUF
+
+(this repo will also have more instructions AND SPECIFIC settings suggestions for usage too.)
+
+<B>Special thanks to Team Mradermacher for regular and Imatrix quants here:</B>
+
+https://huggingface.co/mradermacher/Qwen3-Zero-Coder-Reasoning-0.8B-GGUF
+
+https://huggingface.co/mradermacher/Qwen3-Zero-Coder-Reasoning-0.8B-i1-GGUF
+
+<B>Special thanks to Team Nightmedia for MLX quant here:</B>
+
+https://huggingface.co/nightmedia/Qwen3-Zero-Coder-Reasoning-0.8B-q8-mlx
+
+
+<B>SETTINGS:</B>
+
+This model requires:
+- Jinja (embedded) or CHATML template
+- Max context of 40k.
+- Suggest min context of 8k to 16k.
+
+GENERAL SUGGESTION:
+
+If you requirements are complex, with lots of restrictions, a HIGHER temp (.8, .9 - even over 1) may work better, with a rep
+pen of 1.05 (+- .03). Lower temps (.25,.3,.35) for simple code, with no/fewer restrictions.
+
+If you require code with no dependencies for example; this will be much harder to solve, and higher temp(s) may help the model
+"think outside the box".
+
+Settings used for testing (suggested):
+- Temp .3 to .7
+- Rep pen 1.05 to 1.1
+- Topp .8 , minp .05
+- Topk 20
+- No system prompt.
+
+Settings used for testing #2 (suggested):
+- Temp .55
+- Rep pen 1.05 
+- Topp .95 , minp .05
+- Topk 100
+- No system prompt.
+
+This model will respond well to both detailed instructions and step by step refinement and additions to code.
+
+As this is an instruct model, it will also benefit from a detailed system prompt too.
+
+For simpler coding problems, lower quants will work well; but for complex/multi-step problem solving suggest Q6 or Q8.
+
+With this model, you should use statements to tell it what you want and want to disallow to help keep this model on track.
+
+---
+
+For more information / other Qwen/Mistral Coders / additional settings see:
+
+[ https://huggingface.co/DavidAU/Qwen2.5-MOE-2x-4x-6x-8x__7B__Power-CODER__19B-30B-42B-53B-gguf ]
+
+---
+
+<H2>Help, Adjustments, Samplers, Parameters and More</H2>
+
+---
+
+<B>CHANGE THE NUMBER OF ACTIVE EXPERTS:</B>
+
+See this document:
+
+https://huggingface.co/DavidAU/How-To-Set-and-Manage-MOE-Mix-of-Experts-Model-Activation-of-Experts
+
+<B>Settings: CHAT / ROLEPLAY and/or SMOOTHER operation of this model:</B>
+
+In "KoboldCpp" or  "oobabooga/text-generation-webui" or "Silly Tavern" ;
+
+Set the "Smoothing_factor" to 1.5 
+
+: in KoboldCpp -> Settings->Samplers->Advanced-> "Smooth_F"
+
+: in text-generation-webui -> parameters -> lower right.
+
+: In Silly Tavern this is called: "Smoothing"
+
+
+NOTE: For "text-generation-webui" 
+
+-> if using GGUFs you need to use "llama_HF" (which involves downloading some config files from the SOURCE version of this model)
+
+Source versions (and config files) of my models are here:
+
+https://huggingface.co/collections/DavidAU/d-au-source-files-for-gguf-exl2-awq-gptq-hqq-etc-etc-66b55cb8ba25f914cbf210be
+
+OTHER OPTIONS:
+
+- Increase rep pen to 1.1 to 1.15 (you don't need to do this if you use "smoothing_factor")
+
+- If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
+
+<B>Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers</B>
+
+This a "Class 1" model:
+
+For all settings used for this model (including specifics for its "class"), including example generation(s) and for advanced settings guide (which many times addresses any model issue(s)), including methods to improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
+You can see all parameters used for generation, in addition to advanced parameters and samplers to get the most out of this model here:
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
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+  "unsloth_version": "2025.4.7",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
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+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\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><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for forward_message in messages %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- set message = messages[index] %}\n    {%- set current_content = message.content if message.content is not none else '' %}\n    {%- set tool_start = '<tool_response>' %}\n    {%- set tool_start_length = tool_start|length %}\n    {%- set start_of_message = current_content[:tool_start_length] %}\n    {%- set tool_end = '</tool_response>' %}\n    {%- set tool_end_length = tool_end|length %}\n    {%- set start_pos = (current_content|length) - tool_end_length %}\n    {%- if start_pos < 0 %}\n        {%- set start_pos = 0 %}\n    {%- endif %}\n    {%- set end_of_message = current_content[start_pos:] %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(start_of_message == tool_start and end_of_message == tool_end) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set content = message.content %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in message.content %}\n                {%- set content = (message.content.split('</think>')|last).lstrip('\\n') %}\n                {%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\\n') %}\n                {%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\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    {%- endif %}\n{%- endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 40960,
+  "pad_token": "<|vision_pad|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}