Duplicate from KaraKaraWitch/CavesOfQwen3

Co-authored-by: KaraKaraWitch <[email protected]>

.gitattributes

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README.md

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+---
+base_model:
+- Qwen/Qwen3-30B-A3B-Base
+- Qwen/Qwen3-30B-A3B
+license: apache-2.0
+library_name: transformers
+tags:
+- mergekit
+- merge
+
+---
+# CavesOfQwen3
+
+> Hey Hey, Model Gang, KaraWitch Here.  
+> Have you, ever merged too deeply.  
+> And found something 'they' don't want you to know?  
+> "[CavesOfQwen3](https://youtu.be/o_PBfLbd3zw)", who is she? And why can't I reach her?
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/633e85093a17ab61de8d9073/0z0yzAGcnw36qJ51eDl4Z.png)
+
+CavesOfQwen3 is a merge between the base model and the instruct model of Qwen3-30B-A3B (i.e. Qwen3-30B-A3B) and it's base model Qwen3-30B-A3B-base.
+
+The idea for this merge is to remove the overbaked feeling that is in the instruct while retaining the instruct within the model.  
+I've tested the model and it seems to performs reasonably well\*
+
+\*(Ignoring the fact that it's spewing something random at the end. I suspect that's on my part in the configuration of the model on vllm or SillyTavern.)
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/633e85093a17ab61de8d9073/n5mf5PA_GSHPX7GgfOW17.png)
+
+This is a merge of pre-trained language models created using ~~mergekit.~~  
+This model is done with mergekitty. With a couple of code patch to add qwen3 and a `o_proj` into Qwen3 arch configuration (else vllm get's very grumpy over it.)  
+This was me when I found out it didn't have `o_proj`.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/633e85093a17ab61de8d9073/l2fRw1N99wJCVy9v9qwoZ.png)
+
+Thankfully merging can be done on CPU. But not inference!  
+
+I used `TIES`. Not because I'm lazy but because it's what I had lying around that isn't `SCE` or something else.
+
+## Merge Details
+### Merge Method
+
+This model was merged using the [TIES](https://arxiv.org/abs/2306.01708) merge method using [Qwen/Qwen3-30B-A3B](https://huggingface.co/Qwen/Qwen3-30B-A3B) as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* [Qwen/Qwen3-30B-A3B-Base](https://huggingface.co/Qwen/Qwen3-30B-A3B-Base)
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+models:
+  - model: Qwen/Qwen3-30B-A3B
+    parameters:
+      density: 0.4
+      weight: 0.35
+  - model: Qwen/Qwen3-30B-A3B-Base
+    parameters:
+      density: 0.7
+      weight: 1
+
+merge_method: ties
+base_model: Qwen/Qwen3-30B-A3B
+parameters:
+  normalize: true
+dtype: bfloat16
+```
+
+### Disclaimer.
+
+> CavesOfQwen3 and it's creator is not affiliated with Caves Of Qud or the creator of the video linked.  
+> The reference is intentional, but it is supposed to be taken as a light hearted joke.
+> There's not need to take it too deeply other than "Haha, funni name."
+> This disclaimer is for those who think otherwise or are overthinkers.

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config.json

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+{
+  "architectures": [
+    "Qwen3MoeForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
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+  "hidden_act": "silu",
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+  "initializer_range": 0.02,
+  "intermediate_size": 6144,
+  "max_position_embeddings": 40960,
+  "max_window_layers": 48,
+  "mlp_only_layers": [],
+  "model_type": "qwen3_moe",
+  "moe_intermediate_size": 768,
+  "norm_topk_prob": true,
+  "num_attention_heads": 32,
+  "num_experts": 128,
+  "num_experts_per_tok": 8,
+  "num_hidden_layers": 48,
+  "num_key_value_heads": 4,
+  "output_router_logits": false,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
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+  "router_aux_loss_coef": 0.001,
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+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.51.3",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

mergekit_config.yml

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+models:
+  - model: Qwen/Qwen3-30B-A3B
+    parameters:
+      density: 0.4
+      weight: 0.35
+  - model: Qwen/Qwen3-30B-A3B-Base
+    parameters:
+      density: 0.7
+      weight: 1
+
+merge_method: ties
+base_model: Qwen/Qwen3-30B-A3B
+parameters:
+  normalize: true
+dtype: bfloat16

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+  "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 message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}\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>')[-1].lstrip('\\n') %}\n                {%- set reasoning_content = message.content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].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": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}