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Model: kurtpayne/skillscan-detector-v4
Source: Original Platform

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt 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
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
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+*.msgpack filter=lfs diff=lfs merge=lfs -text
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+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt 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
+*.tar filter=lfs diff=lfs merge=lfs -text
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+*.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
+skillscan-detector-v4-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+license: apache-2.0
+language:
+- en
+tags:
+- security
+- skillscan
+- prompt-injection
+- skill-file-analysis
+- llama-cpp
+- gguf
+base_model: Qwen/Qwen2.5-1.5B-Instruct
+pipeline_tag: text-generation
+---
+
+# SkillScan Detector v4
+
+A fine-tuned [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) model for detecting security threats in AI agent skill files.
+
+## What it does
+
+Analyzes AI agent skill files (.md) and outputs structured JSON with:
+- **Verdict**: benign or malicious
+- **Labels**: specific attack types detected
+- **Confidence**: 0-1 score
+- **Reasoning**: human-readable explanation citing evidence from the text
+
+## Attack types detected
+
+| Class | F1 | Precision | Recall |
+|---|---|---|---|
+| path_traversal | 0.857 | 0.882 | 0.833 |
+| social_engineering | 0.857 | 0.750 | 1.000 |
+| prompt_injection | 0.474 | 0.941 | 0.317 |
+| code_injection | 0.424 | 0.438 | 0.412 |
+| supply_chain | 0.340 | 0.258 | 0.500 |
+| evasion | 0.308 | 0.182 | 1.000 |
+| data_exfiltration | 0.148 | 0.080 | 1.000 |
+
+**Macro F1: 0.487** | Verdict accuracy: 85.2% | Parse failures: 1.2%
+
+## Usage with llama-cpp-python
+
+Requirement already satisfied: llama-cpp-python in /opt/homebrew/lib/python3.11/site-packages (0.3.20)
+Requirement already satisfied: typing-extensions>=4.5.0 in /opt/homebrew/lib/python3.11/site-packages (from llama-cpp-python) (4.15.0)
+Requirement already satisfied: numpy>=1.20.0 in /opt/homebrew/lib/python3.11/site-packages (from llama-cpp-python) (1.26.4)
+Requirement already satisfied: diskcache>=5.6.1 in /opt/homebrew/lib/python3.11/site-packages (from llama-cpp-python) (5.6.3)
+Requirement already satisfied: jinja2>=2.11.3 in /opt/homebrew/lib/python3.11/site-packages (from llama-cpp-python) (3.1.4)
+Requirement already satisfied: MarkupSafe>=2.0 in /opt/homebrew/lib/python3.11/site-packages (from jinja2>=2.11.3->llama-cpp-python) (2.0.1)
+
+Download the GGUF model:
+⚠️  Warning: 'huggingface-cli download' is deprecated. Use 'hf download' instead.
+
+
+
+## Model details
+
+- **Base model**: Qwen/Qwen2.5-1.5B-Instruct (Apache 2.0)
+- **Fine-tuning**: QLoRA (r=32, alpha=64) on 20,035 teacher-distilled examples
+- **Teachers**: Claude Sonnet + GPT-4o (structured security analysis)
+- **Quantization**: GGUF Q4_K_M (935 MB)
+- **Inference**: CPU-only via llama.cpp, ~2-4s per file
+- **License**: Apache 2.0
+
+## Files
+
+| File | Size | Description |
+|---|---|---|
+|  | 935 MB | Quantized model for CPU inference |
+|  | 3.1 GB | Full FP16 weights |
+
+## Part of SkillScan
+
+This model is used by [skillscan-security](https://github.com/kurtpayne/skillscan-security), the open-source CLI scanner for AI agent skill files.
+
+Requirement already satisfied: skillscan-security[ml] in /opt/homebrew/lib/python3.11/site-packages (0.8.0)
+Requirement already satisfied: typer>=0.12.3 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (0.15.1)
+Requirement already satisfied: rich>=13.7.1 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (14.3.3)
+Requirement already satisfied: pydantic>=2.7.1 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (2.9.2)
+Requirement already satisfied: pyyaml>=6.0.1 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (6.0.1)
+Requirement already satisfied: nltk>=3.9.1 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (3.9.1)
+Requirement already satisfied: transformers>=4.40.0 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (5.5.1)
+Requirement already satisfied: torch>=2.2.0 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (2.6.0)
+Requirement already satisfied: peft>=0.9.0 in /opt/homebrew/lib/python3.11/site-packages (from skillscan-security[ml]) (0.14.0)
+Requirement already satisfied: click in /opt/homebrew/lib/python3.11/site-packages (from nltk>=3.9.1->skillscan-security[ml]) (8.1.7)
+Requirement already satisfied: joblib in /opt/homebrew/lib/python3.11/site-packages (from nltk>=3.9.1->skillscan-security[ml]) (1.4.2)
+Requirement already satisfied: regex>=2021.8.3 in /opt/homebrew/lib/python3.11/site-packages (from nltk>=3.9.1->skillscan-security[ml]) (2026.4.4)
+Requirement already satisfied: tqdm in /opt/homebrew/lib/python3.11/site-packages (from nltk>=3.9.1->skillscan-security[ml]) (4.67.0)
+Requirement already satisfied: numpy>=1.17 in /opt/homebrew/lib/python3.11/site-packages (from peft>=0.9.0->skillscan-security[ml]) (1.26.4)
+Requirement already satisfied: packaging>=20.0 in /opt/homebrew/lib/python3.11/site-packages (from peft>=0.9.0->skillscan-security[ml]) (24.2)
+Requirement already satisfied: psutil in /opt/homebrew/lib/python3.11/site-packages (from peft>=0.9.0->skillscan-security[ml]) (6.1.0)
+Requirement already satisfied: accelerate>=0.21.0 in /opt/homebrew/lib/python3.11/site-packages (from peft>=0.9.0->skillscan-security[ml]) (1.1.1)
+Requirement already satisfied: safetensors in /opt/homebrew/lib/python3.11/site-packages (from peft>=0.9.0->skillscan-security[ml]) (0.4.5)
+Requirement already satisfied: huggingface-hub>=0.25.0 in /opt/homebrew/lib/python3.11/site-packages (from peft>=0.9.0->skillscan-security[ml]) (1.10.1)
+Requirement already satisfied: annotated-types>=0.6.0 in /opt/homebrew/lib/python3.11/site-packages (from pydantic>=2.7.1->skillscan-security[ml]) (0.7.0)
+Requirement already satisfied: pydantic-core==2.23.4 in /opt/homebrew/lib/python3.11/site-packages (from pydantic>=2.7.1->skillscan-security[ml]) (2.23.4)
+Requirement already satisfied: typing-extensions>=4.6.1 in /opt/homebrew/lib/python3.11/site-packages (from pydantic>=2.7.1->skillscan-security[ml]) (4.15.0)
+Requirement already satisfied: markdown-it-py>=2.2.0 in /opt/homebrew/lib/python3.11/site-packages (from rich>=13.7.1->skillscan-security[ml]) (3.0.0)
+Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /opt/homebrew/lib/python3.11/site-packages (from rich>=13.7.1->skillscan-security[ml]) (2.18.0)
+Requirement already satisfied: filelock in /opt/homebrew/lib/python3.11/site-packages (from torch>=2.2.0->skillscan-security[ml]) (3.25.2)
+Requirement already satisfied: networkx in /opt/homebrew/lib/python3.11/site-packages (from torch>=2.2.0->skillscan-security[ml]) (3.4.2)
+Requirement already satisfied: jinja2 in /opt/homebrew/lib/python3.11/site-packages (from torch>=2.2.0->skillscan-security[ml]) (3.1.4)
+Requirement already satisfied: fsspec in /opt/homebrew/lib/python3.11/site-packages (from torch>=2.2.0->skillscan-security[ml]) (2024.9.0)
+Requirement already satisfied: sympy==1.13.1 in /opt/homebrew/lib/python3.11/site-packages (from torch>=2.2.0->skillscan-security[ml]) (1.13.1)
+Requirement already satisfied: mpmath<1.4,>=1.1.0 in /opt/homebrew/lib/python3.11/site-packages (from sympy==1.13.1->torch>=2.2.0->skillscan-security[ml]) (1.3.0)
+Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /opt/homebrew/lib/python3.11/site-packages (from transformers>=4.40.0->skillscan-security[ml]) (0.22.2)
+Requirement already satisfied: shellingham>=1.3.0 in /opt/homebrew/lib/python3.11/site-packages (from typer>=0.12.3->skillscan-security[ml]) (1.5.4)
+Requirement already satisfied: hf-xet<2.0.0,>=1.4.3 in /opt/homebrew/lib/python3.11/site-packages (from huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (1.4.3)
+Requirement already satisfied: httpx<1,>=0.23.0 in /opt/homebrew/lib/python3.11/site-packages (from huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (0.27.2)
+Requirement already satisfied: mdurl~=0.1 in /opt/homebrew/lib/python3.11/site-packages (from markdown-it-py>=2.2.0->rich>=13.7.1->skillscan-security[ml]) (0.1.2)
+Requirement already satisfied: MarkupSafe>=2.0 in /opt/homebrew/lib/python3.11/site-packages (from jinja2->torch>=2.2.0->skillscan-security[ml]) (2.0.1)
+Requirement already satisfied: anyio in /opt/homebrew/lib/python3.11/site-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (4.6.2.post1)
+Requirement already satisfied: certifi in /opt/homebrew/lib/python3.11/site-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (2024.8.30)
+Requirement already satisfied: httpcore==1.* in /opt/homebrew/lib/python3.11/site-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (1.0.7)
+Requirement already satisfied: idna in /opt/homebrew/lib/python3.11/site-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (3.10)
+Requirement already satisfied: sniffio in /opt/homebrew/lib/python3.11/site-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (1.3.1)
+Requirement already satisfied: h11<0.15,>=0.13 in /opt/homebrew/lib/python3.11/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub>=0.25.0->peft>=0.9.0->skillscan-security[ml]) (0.14.0)
+intel refresh updated=9 skipped=0 errors=0
+Scan failed: Target does not exist: path/to/skill

added_tokens.json

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+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|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
+}

chat_template.jinja

@@ -0,0 +1,54 @@
+{%- 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 %}

config.json

@@ -0,0 +1,60 @@
+{
+    "architectures": [
+        "Qwen2ForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "torch_dtype": "bfloat16",
+    "eos_token_id": 151645,
+    "hidden_act": "silu",
+    "hidden_size": 1536,
+    "initializer_range": 0.02,
+    "intermediate_size": 8960,
+    "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": 32768,
+    "max_window_layers": 21,
+    "model_type": "qwen2",
+    "num_attention_heads": 12,
+    "num_hidden_layers": 28,
+    "num_key_value_heads": 2,
+    "pad_token_id": 151654,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": null,
+    "rope_theta": 1000000.0,
+    "sliding_window": null,
+    "tie_word_embeddings": true,
+    "transformers_version": "4.57.2",
+    "unsloth_fixed": true,
+    "unsloth_version": "2025.11.1",
+    "use_cache": true,
+    "use_sliding_window": false,
+    "vocab_size": 151936
+}

generation_config.json

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+Entry not found

model.safetensors

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+size 3087467144

skillscan-detector-v4-q4_k_m.gguf

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special_tokens_map.json

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+{
+  "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,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|vision_pad|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer.json

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+size 11421896

tokenizer_config.json

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+{
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+  "add_prefix_space": false,
+  "added_tokens_decoder": {
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+      "lstrip": false,
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+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": false,
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+      "special": true
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+    "151645": {
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+      "single_word": false,
+      "special": true
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+      "single_word": false,
+      "special": true
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+      "rstrip": false,
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+      "normalized": false,
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+      "special": true
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "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|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 32768,
+  "pad_token": "<|vision_pad|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n    {%- endif %}\n    {{- \"\\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>\" }}\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    {%- else %}\n        {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role }}\n        {%- if message.content %}\n            {{- '\\n' + message.content }}\n        {%- endif %}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n            {{- '\\n<tool_call>\\n{\"name\": \"' }}\n            {{- tool_call.name }}\n            {{- '\", \"arguments\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- '}\\n</tool_call>' }}\n        {%- endfor %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if (loop.index0 == 0) 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{%- endif %}\n"
+}