From 3f67f064ee67fd30148ff50a598febd54cea4a27 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Fri, 4 Sep 2026 23:40:17 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
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Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Model: amitashwini/mumble-cleanup-v2
Source: Original Platform
---
 .gitattributes                       |  38 ++++
 README.md                            |  12 ++
 adapter/0000200_adapters.safetensors |   3 +
 adapter/0000400_adapters.safetensors |   3 +
 adapter/0000600_adapters.safetensors |   3 +
 adapter/0000800_adapters.safetensors |   3 +
 adapter/0001000_adapters.safetensors |   3 +
 adapter/0001200_adapters.safetensors |   3 +
 adapter/0001400_adapters.safetensors |   3 +
 adapter/0001600_adapters.safetensors |   3 +
 adapter/0001800_adapters.safetensors |   3 +
 adapter/0002000_adapters.safetensors |   3 +
 adapter/adapter_config.json          |  41 ++++
 adapter/adapters.safetensors         |   3 +
 chat_template.jinja                  |  54 +++++
 config.json                          |  30 +++
 generation_config.json               |  14 ++
 model.safetensors                    |   3 +
 model.safetensors.index.json         | 298 +++++++++++++++++++++++++++
 mumble-cleanup-v2-f16.gguf           |   3 +
 mumble-cleanup-v2-q4km.gguf          |   3 +
 tokenizer.json                       |   3 +
 tokenizer_config.json                |  31 +++
 23 files changed, 563 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 adapter/0000200_adapters.safetensors
 create mode 100644 adapter/0000400_adapters.safetensors
 create mode 100644 adapter/0000600_adapters.safetensors
 create mode 100644 adapter/0000800_adapters.safetensors
 create mode 100644 adapter/0001000_adapters.safetensors
 create mode 100644 adapter/0001200_adapters.safetensors
 create mode 100644 adapter/0001400_adapters.safetensors
 create mode 100644 adapter/0001600_adapters.safetensors
 create mode 100644 adapter/0001800_adapters.safetensors
 create mode 100644 adapter/0002000_adapters.safetensors
 create mode 100644 adapter/adapter_config.json
 create mode 100644 adapter/adapters.safetensors
 create mode 100644 chat_template.jinja
 create mode 100644 config.json
 create mode 100644 generation_config.json
 create mode 100644 model.safetensors
 create mode 100644 model.safetensors.index.json
 create mode 100644 mumble-cleanup-v2-f16.gguf
 create mode 100644 mumble-cleanup-v2-q4km.gguf
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json

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+*.pickle filter=lfs diff=lfs merge=lfs -text
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+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
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+mumble-cleanup-v2-f16.gguf filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
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+---
+license: apache-2.0
+license_link: https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct/blob/main/LICENSE
+language:
+- en
+pipeline_tag: text-generation
+base_model: Qwen/Qwen2.5-0.5B-Instruct
+tags:
+- chat
+- mlx
+library_name: mlx
+---
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+{
+    "adapter_path": "/Users/amitashwini/Projects/echo-flow-smart-dictation/ModelTraining/data/models/mumble-cleanup-v2-mlx/adapters",
+    "batch_size": 4,
+    "clear_cache_threshold": 0,
+    "config": null,
+    "data": "/Users/amitashwini/Projects/echo-flow-smart-dictation/ModelTraining/data/mlx_dataset",
+    "fine_tune_type": "lora",
+    "grad_accumulation_steps": 4,
+    "grad_checkpoint": false,
+    "iters": 2000,
+    "learning_rate": 0.0002,
+    "lora_parameters": {
+        "rank": 8,
+        "dropout": 0.0,
+        "scale": 20.0
+    },
+    "lr_schedule": null,
+    "mask_prompt": true,
+    "max_seq_length": 1024,
+    "model": "Qwen/Qwen2.5-0.5B-Instruct",
+    "num_layers": 16,
+    "optimizer": "adam",
+    "optimizer_config": {
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+        "muon": {},
+        "sgd": {},
+        "adafactor": {}
+    },
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diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..bdf7919
--- /dev/null
+++ b/chat_template.jinja
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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\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>" }}
+    {%- 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><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..eadb3d2
--- /dev/null
+++ b/config.json
@@ -0,0 +1,30 @@
+{
+    "architectures": [
+        "Qwen2ForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "eos_token_id": [
+        151645,
+        151643
+    ],
+    "hidden_act": "silu",
+    "hidden_size": 896,
+    "initializer_range": 0.02,
+    "intermediate_size": 4864,
+    "max_position_embeddings": 32768,
+    "max_window_layers": 21,
+    "model_type": "qwen2",
+    "num_attention_heads": 14,
+    "num_hidden_layers": 24,
+    "num_key_value_heads": 2,
+    "rms_norm_eps": 1e-06,
+    "rope_theta": 1000000.0,
+    "sliding_window": 32768,
+    "tie_word_embeddings": true,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.43.1",
+    "use_cache": true,
+    "use_sliding_window": false,
+    "vocab_size": 151936
+}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..dfc1107
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,14 @@
+{
+  "bos_token_id": 151643,
+  "pad_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "repetition_penalty": 1.1,
+  "temperature": 0.7,
+  "top_p": 0.8,
+  "top_k": 20,
+  "transformers_version": "4.37.0"
+}
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