From 8d87a4b6de36b5e9e32ef3e4905996cfa67c6d6e Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Sat, 16 May 2026 18:32:46 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
 =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?=
 =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Model: HeteroCat/qwen3-0.6b-webnovel
Source: Original Platform
---
 ._____temp/.gitattributes                   |  47 +++
 ._____temp/Modelfile                        |  16 +
 ._____temp/README.md                        | 134 +++++++++
 ._____temp/added_tokens.json                |  28 ++
 ._____temp/chat_template.jinja              |  89 ++++++
 ._____temp/config.json                      |  60 ++++
 ._____temp/configuration.json               |   1 +
 ._____temp/generation_config.json           |  13 +
 ._____temp/merges.txt                       |   3 +
 ._____temp/model-00001-of-00002.safetensors |   3 +
 ._____temp/model-00002-of-00002.safetensors |   3 +
 ._____temp/model.safetensors.index.json     | 318 ++++++++++++++++++++
 ._____temp/special_tokens_map.json          |  31 ++
 ._____temp/tokenizer.json                   |   3 +
 ._____temp/tokenizer_config.json            | 240 +++++++++++++++
 ._____temp/vocab.json                       |   3 +
 .gitattributes                              |  58 ++++
 Modelfile                                   |  16 +
 README.md                                   | 134 +++++++++
 added_tokens.json                           |  28 ++
 chat_template.jinja                         |  89 ++++++
 config.json                                 |  60 ++++
 configuration.json                          |   1 +
 generation_config.json                      |  13 +
 merges.txt                                  |   3 +
 model-00001-of-00002.safetensors            |   3 +
 model-00002-of-00002.safetensors            |   3 +
 model.safetensors.index.json                | 318 ++++++++++++++++++++
 special_tokens_map.json                     |  31 ++
 tokenizer.json                              |   3 +
 tokenizer_config.json                       | 240 +++++++++++++++
 vocab.json                                  |   3 +
 32 files changed, 1995 insertions(+)
 create mode 100644 ._____temp/.gitattributes
 create mode 100644 ._____temp/Modelfile
 create mode 100644 ._____temp/README.md
 create mode 100644 ._____temp/added_tokens.json
 create mode 100644 ._____temp/chat_template.jinja
 create mode 100644 ._____temp/config.json
 create mode 100644 ._____temp/configuration.json
 create mode 100644 ._____temp/generation_config.json
 create mode 100644 ._____temp/merges.txt
 create mode 100644 ._____temp/model-00001-of-00002.safetensors
 create mode 100644 ._____temp/model-00002-of-00002.safetensors
 create mode 100644 ._____temp/model.safetensors.index.json
 create mode 100644 ._____temp/special_tokens_map.json
 create mode 100644 ._____temp/tokenizer.json
 create mode 100644 ._____temp/tokenizer_config.json
 create mode 100644 ._____temp/vocab.json
 create mode 100644 .gitattributes
 create mode 100644 Modelfile
 create mode 100644 README.md
 create mode 100644 added_tokens.json
 create mode 100644 chat_template.jinja
 create mode 100644 config.json
 create mode 100644 configuration.json
 create mode 100644 generation_config.json
 create mode 100644 merges.txt
 create mode 100644 model-00001-of-00002.safetensors
 create mode 100644 model-00002-of-00002.safetensors
 create mode 100644 model.safetensors.index.json
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json
 create mode 100644 vocab.json

diff --git a/._____temp/.gitattributes b/._____temp/.gitattributes
new file mode 100644
index 0000000..53d7257
--- /dev/null
+++ b/._____temp/.gitattributes
@@ -0,0 +1,47 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*.tfevents* filter=lfs diff=lfs merge=lfs -text
+*.db* filter=lfs diff=lfs merge=lfs -text
+*.ark* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.gguf* filter=lfs diff=lfs merge=lfs -text
+*.ggml filter=lfs diff=lfs merge=lfs -text
+*.llamafile* filter=lfs diff=lfs merge=lfs -text
+*.pt2 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
\ No newline at end of file
diff --git a/._____temp/Modelfile b/._____temp/Modelfile
new file mode 100644
index 0000000..2ebf950
--- /dev/null
+++ b/._____temp/Modelfile
@@ -0,0 +1,16 @@
+# ollama modelfile auto-generated by llamafactory
+
+FROM .
+
+TEMPLATE """{{ if .System }}<|im_start|>system
+{{ .System }}<|im_end|>
+{{ end }}{{ range .Messages }}{{ if eq .Role "user" }}<|im_start|>user
+{{ .Content }}<|im_end|>
+<|im_start|>assistant
+{{ else if eq .Role "assistant" }}{{ .Content }}<|im_end|>
+{{ end }}{{ end }}"""
+
+SYSTEM """You are Qwen, created by Alibaba Cloud. You are a helpful assistant."""
+
+PARAMETER stop "<|im_end|>"
+PARAMETER num_ctx 4096
diff --git a/._____temp/README.md b/._____temp/README.md
new file mode 100644
index 0000000..fb985b7
--- /dev/null
+++ b/._____temp/README.md
@@ -0,0 +1,134 @@
+---
+library_name: transformers
+base_model: Qwen/Qwen3-0.6B
+license: apache-2.0
+tags:
+- qwen3
+- llama-factory
+- chinese
+- novel
+- finetuned
+- webnovel
+pipeline_tag: text-generation
+model-index:
+- name: qwen3-0.6b-webnovel
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: webnovel_cn
+      type: custom
+    metrics:
+    - type: loss
+      value: 3.4621
+      name: Validation Loss
+---
+
+# Qwen3-0.6B-WebNovel
+
+## 模型介绍
+
+这是一个基于 [Qwen/Qwen3-0.6B](https://modelscope.cn/models/Qwen/Qwen3-0.6B) 进行微调的中文网络小说生成模型。该模型使用 LLaMA-Factory 框架，在中文网络小说数据集上进行了 LoRA 微调训练。
+
+## 模型特点
+
+- **基础模型**: Qwen3-0.6B (约5.96亿参数)
+- **训练方式**: LoRA 微调
+- **训练数据**: 中文网络小说数据集
+- **模型大小**: 约2.3GB (合并后)
+- **上下文长度**: 最大支持 40960 tokens
+- **语言**: 主要支持中文
+
+## 使用方法
+
+### 使用 Transformers
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+# 加载模型和 tokenizer
+model_path = "你的用户名/qwen3-0.6b-webnovel"
+tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained(
+    model_path,
+    device_map="auto",
+    torch_dtype=torch.float16,
+    trust_remote_code=True
+)
+
+# 生成文本
+prompt = "请写一段小说开头："
+inputs = tokenizer(prompt, return_tensors="pt")
+
+outputs = model.generate(
+    inputs["input_ids"],
+    max_new_tokens=500,
+    do_sample=True,
+    temperature=0.7,
+    top_p=0.9,
+    repetition_penalty=1.1
+)
+
+response = tokenizer.decode(outputs[0], skip_special_tokens=True)
+print(response)
+```
+
+### 使用 ModelScope
+
+```python
+from modelscope import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+# 加载模型和 tokenizer
+model_path = "你的用户名/qwen3-0.6b-webnovel"
+tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained(
+    model_path,
+    device_map="auto",
+    torch_dtype=torch.float16,
+    trust_remote_code=True
+)
+
+# 生成文本...
+```
+
+## 训练详情
+
+- **学习率**: 5e-05
+- **批次大小**: 32 (8 x 4)
+- **训练轮次**: 3 epochs
+- **优化器**: AdamW
+- **调度器**: cosine with warmup (500 steps)
+- **混合精度**: Native AMP
+- **训练设备**: GPU
+
+## 性能指标
+
+- **最终训练损失**: 3.5011
+- **最终验证损失**: 3.4621
+- **训练样本数**: 约 135,000
+- **验证样本数**: 约 17,000
+
+## 使用建议
+
+1. **小说创作**: 适合用于中文小说、网络小说的创作
+2. **风格延续**: 能够续写各种风格的小说内容
+3. **创意启发**: 可以作为写作的创意灵感来源
+4. **参数调整**:
+   - 降低 temperature (0.5-0.7) 生成更稳定的内容
+   - 提高 temperature (0.7-1.0) 生成更有创意的内容
+
+## 限制说明
+
+- 模型主要用于娱乐和创作辅助，生成的内容请自行审核
+- 模型可能包含训练数据中的偏见，请注意辨别
+- 请勿用于生成违法违规内容
+- 商业使用请遵守 Apache 2.0 许可证
+
+## 致谢
+
+- 感谢 [阿里云通义千问](https://modelscope.cn/organization/236563) 提供的基础模型
+- 感谢 [LLaMA-Factory](https://github.com/hiyouga/LLaMA-Factory) 提供的训练框架
+- 感谢所有为开源社区贡献的开发者
\ No newline at end of file
diff --git a/._____temp/added_tokens.json b/._____temp/added_tokens.json
new file mode 100644
index 0000000..b54f913
--- /dev/null
+++ b/._____temp/added_tokens.json
@@ -0,0 +1,28 @@
+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/._____temp/chat_template.jinja b/._____temp/chat_template.jinja
new file mode 100644
index 0000000..01be9b3
--- /dev/null
+++ b/._____temp/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# 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' }}
+    {%- 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" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|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 %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- 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' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/._____temp/config.json b/._____temp/config.json
new file mode 100644
index 0000000..91bac64
--- /dev/null
+++ b/._____temp/config.json
@@ -0,0 +1,60 @@
+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "dtype": "float32",
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 40960,
+  "max_window_layers": 28,
+  "model_type": "qwen3",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/._____temp/configuration.json b/._____temp/configuration.json
new file mode 100644
index 0000000..2d68ec3
--- /dev/null
+++ b/._____temp/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "other"}
\ No newline at end of file
diff --git a/._____temp/generation_config.json b/._____temp/generation_config.json
new file mode 100644
index 0000000..9e289a1
--- /dev/null
+++ b/._____temp/generation_config.json
@@ -0,0 +1,13 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.6,
+  "top_k": 20,
+  "top_p": 0.95,
+  "transformers_version": "4.57.1"
+}
diff --git a/._____temp/merges.txt b/._____temp/merges.txt
new file mode 100644
index 0000000..80c1a19
--- /dev/null
+++ b/._____temp/merges.txt
@@ -0,0 +1,3 @@
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+size 1671853
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new file mode 100644
index 0000000..5fb80aa
--- /dev/null
+++ b/._____temp/model-00001-of-00002.safetensors
@@ -0,0 +1,3 @@
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+size 1994089112
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new file mode 100644
index 0000000..8938720
--- /dev/null
+++ b/._____temp/model-00002-of-00002.safetensors
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diff --git a/._____temp/model.safetensors.index.json b/._____temp/model.safetensors.index.json
new file mode 100644
index 0000000..a9f7d37
--- /dev/null
+++ b/._____temp/model.safetensors.index.json
@@ -0,0 +1,318 @@
+{
+  "metadata": {
+    "total_parameters": 596049920,
+    "total_size": 2384199680
+  },
+  "weight_map": {
+    "model.embed_tokens.weight": "model-00001-of-00002.safetensors",
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new file mode 100644
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diff --git a/._____temp/tokenizer.json b/._____temp/tokenizer.json
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diff --git a/._____temp/vocab.json b/._____temp/vocab.json
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diff --git a/Modelfile b/Modelfile
new file mode 100644
index 0000000..2ebf950
--- /dev/null
+++ b/Modelfile
@@ -0,0 +1,16 @@
+# ollama modelfile auto-generated by llamafactory
+
+FROM .
+
+TEMPLATE """{{ if .System }}<|im_start|>system
+{{ .System }}<|im_end|>
+{{ end }}{{ range .Messages }}{{ if eq .Role "user" }}<|im_start|>user
+{{ .Content }}<|im_end|>
+<|im_start|>assistant
+{{ else if eq .Role "assistant" }}{{ .Content }}<|im_end|>
+{{ end }}{{ end }}"""
+
+SYSTEM """You are Qwen, created by Alibaba Cloud. You are a helpful assistant."""
+
+PARAMETER stop "<|im_end|>"
+PARAMETER num_ctx 4096
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..fb985b7
--- /dev/null
+++ b/README.md
@@ -0,0 +1,134 @@
+---
+library_name: transformers
+base_model: Qwen/Qwen3-0.6B
+license: apache-2.0
+tags:
+- qwen3
+- llama-factory
+- chinese
+- novel
+- finetuned
+- webnovel
+pipeline_tag: text-generation
+model-index:
+- name: qwen3-0.6b-webnovel
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: webnovel_cn
+      type: custom
+    metrics:
+    - type: loss
+      value: 3.4621
+      name: Validation Loss
+---
+
+# Qwen3-0.6B-WebNovel
+
+## 模型介绍
+
+这是一个基于 [Qwen/Qwen3-0.6B](https://modelscope.cn/models/Qwen/Qwen3-0.6B) 进行微调的中文网络小说生成模型。该模型使用 LLaMA-Factory 框架，在中文网络小说数据集上进行了 LoRA 微调训练。
+
+## 模型特点
+
+- **基础模型**: Qwen3-0.6B (约5.96亿参数)
+- **训练方式**: LoRA 微调
+- **训练数据**: 中文网络小说数据集
+- **模型大小**: 约2.3GB (合并后)
+- **上下文长度**: 最大支持 40960 tokens
+- **语言**: 主要支持中文
+
+## 使用方法
+
+### 使用 Transformers
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+# 加载模型和 tokenizer
+model_path = "你的用户名/qwen3-0.6b-webnovel"
+tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained(
+    model_path,
+    device_map="auto",
+    torch_dtype=torch.float16,
+    trust_remote_code=True
+)
+
+# 生成文本
+prompt = "请写一段小说开头："
+inputs = tokenizer(prompt, return_tensors="pt")
+
+outputs = model.generate(
+    inputs["input_ids"],
+    max_new_tokens=500,
+    do_sample=True,
+    temperature=0.7,
+    top_p=0.9,
+    repetition_penalty=1.1
+)
+
+response = tokenizer.decode(outputs[0], skip_special_tokens=True)
+print(response)
+```
+
+### 使用 ModelScope
+
+```python
+from modelscope import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+# 加载模型和 tokenizer
+model_path = "你的用户名/qwen3-0.6b-webnovel"
+tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained(
+    model_path,
+    device_map="auto",
+    torch_dtype=torch.float16,
+    trust_remote_code=True
+)
+
+# 生成文本...
+```
+
+## 训练详情
+
+- **学习率**: 5e-05
+- **批次大小**: 32 (8 x 4)
+- **训练轮次**: 3 epochs
+- **优化器**: AdamW
+- **调度器**: cosine with warmup (500 steps)
+- **混合精度**: Native AMP
+- **训练设备**: GPU
+
+## 性能指标
+
+- **最终训练损失**: 3.5011
+- **最终验证损失**: 3.4621
+- **训练样本数**: 约 135,000
+- **验证样本数**: 约 17,000
+
+## 使用建议
+
+1. **小说创作**: 适合用于中文小说、网络小说的创作
+2. **风格延续**: 能够续写各种风格的小说内容
+3. **创意启发**: 可以作为写作的创意灵感来源
+4. **参数调整**:
+   - 降低 temperature (0.5-0.7) 生成更稳定的内容
+   - 提高 temperature (0.7-1.0) 生成更有创意的内容
+
+## 限制说明
+
+- 模型主要用于娱乐和创作辅助，生成的内容请自行审核
+- 模型可能包含训练数据中的偏见，请注意辨别
+- 请勿用于生成违法违规内容
+- 商业使用请遵守 Apache 2.0 许可证
+
+## 致谢
+
+- 感谢 [阿里云通义千问](https://modelscope.cn/organization/236563) 提供的基础模型
+- 感谢 [LLaMA-Factory](https://github.com/hiyouga/LLaMA-Factory) 提供的训练框架
+- 感谢所有为开源社区贡献的开发者
\ No newline at end of file
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000..b54f913
--- /dev/null
+++ b/added_tokens.json
@@ -0,0 +1,28 @@
+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..01be9b3
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# 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' }}
+    {%- 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" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|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 %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- 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' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..91bac64
--- /dev/null
+++ b/config.json
@@ -0,0 +1,60 @@
+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "dtype": "float32",
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 40960,
+  "max_window_layers": 28,
+  "model_type": "qwen3",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..2d68ec3
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "other"}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..9e289a1
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,13 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.6,
+  "top_k": 20,
+  "top_p": 0.95,
+  "transformers_version": "4.57.1"
+}
diff --git a/merges.txt b/merges.txt
new file mode 100644
index 0000000..80c1a19
--- /dev/null
+++ b/merges.txt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
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new file mode 100644
index 0000000..5fb80aa
--- /dev/null
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new file mode 100644
index 0000000..8938720
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new file mode 100644
index 0000000..a9f7d37
--- /dev/null
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+    "model.layers.9.self_attn.v_proj.weight": "model-00001-of-00002.safetensors",
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+  }
+}
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000..ac23c0a
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
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+    "single_word": false
+  },
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+    "lstrip": false,
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+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..cd71f61
--- /dev/null
+++ b/tokenizer.json
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+oid sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
+size 11422654
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..27fb934
--- /dev/null
+++ b/tokenizer_config.json
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+{
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+  "add_prefix_space": false,
+  "added_tokens_decoder": {
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+      "single_word": false,
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+    "<|im_end|>",
+    "<|object_ref_start|>",
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+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
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+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
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+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "left",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/vocab.json b/vocab.json
new file mode 100644
index 0000000..6c49fc6
--- /dev/null
+++ b/vocab.json
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+version https://git-lfs.github.com/spec/v1
+oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
+size 2776833