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data/composite_weights.json

@@ -0,0 +1,28 @@
+{
+ "n": 19,
+ "weights": [
+  2.4954,
+  2.4716,
+  1.7646,
+  2.4107,
+  1.0858,
+  2.1888,
+  2.5992,
+  9.5013,
+  15.1631
+ ],
+ "bias": -8.2639,
+ "rules": [
+  "PY-EVAL",
+  "PY-EXEC",
+  "PY-PICKLE",
+  "PY-SHELL",
+  "PY-SUBPROC",
+  "PY-SECRET",
+  "PY-CRYPTO",
+  "PY-TRAVERSAL",
+  "teacher_noul"
+ ],
+ "composite_accuracy": 1.0,
+ "micro_loocv_accuracy": 0.947
+}

data/hf_probe_report.json

@@ -0,0 +1,10 @@
+{
+ "n": 100,
+ "ok": 91,
+ "tp": 0,
+ "fp": 0,
+ "tn": 91,
+ "fn": 9,
+ "acc": 0.91,
+ "brier": 0.0927
+}

data/jev_distill_report.json

@@ -0,0 +1,46 @@
+{
+ "train_n": 13,
+ "heldout_n": 6,
+ "rows": [
+  {
+   "file": "h_eval2.py",
+   "truth": true,
+   "teacher_noul": 0.97,
+   "student_p": 0.95
+  },
+  {
+   "file": "h_shell2.py",
+   "truth": true,
+   "teacher_noul": 0.91,
+   "student_p": 0.924
+  },
+  {
+   "file": "h_clean2.py",
+   "truth": false,
+   "teacher_noul": 0.05,
+   "student_p": 0.046
+  },
+  {
+   "file": "h_clean3.py",
+   "truth": false,
+   "teacher_noul": 0.02,
+   "student_p": 0.046
+  },
+  {
+   "file": "h_exec2.py",
+   "truth": true,
+   "teacher_noul": 0.97,
+   "student_p": 0.95
+  },
+  {
+   "file": "h_clean4.py",
+   "truth": false,
+   "teacher_noul": 0.05,
+   "student_p": 0.046
+  }
+ ],
+ "decision_agreement_with_teacher": 1.0,
+ "student_accuracy": 1.0,
+ "teacher_accuracy": 1.0,
+ "student_vs_teacher_mse": 0.0003
+}

data/slim_verdict.json

@@ -0,0 +1,56 @@
+{
+ "rows": [
+  {
+   "matrix": "gate_proj/weight",
+   "int8": {
+    "err": 0.0117,
+    "bits": 8.0
+   },
+   "int4_2to4": {
+    "err": 0.3984,
+    "bits": 4.5
+   },
+   "nested_r64": {
+    "err": 0.4347,
+    "bytes_ratio_fp32": 0.646
+   },
+   "ternary": {
+    "err": 0.5321,
+    "bits": 2.031
+   },
+   "b158": {
+    "err": 0.5261,
+    "bits": 2.08
+   }
+  },
+  {
+   "matrix": "q_proj/weight",
+   "int8": {
+    "err": 0.0152,
+    "bits": 8.0
+   },
+   "int4_2to4": {
+    "err": 0.4116,
+    "bits": 4.5
+   },
+   "nested_r64": {
+    "err": 0.4405,
+    "bytes_ratio_fp32": 0.656
+   },
+   "ternary": {
+    "err": 0.5309,
+    "bits": 2.031
+   },
+   "b158": {
+    "err": 0.5233,
+    "bits": 2.08
+   }
+  }
+ ],
+ "slim_pick": "int8 per-channel (err~0.013 at 8 bits; 4x vs fp32, 2x vs bf16) \u2014 the only scheme with both small error and real shrinkage",
+ "rejected": [
+  "ternary/b158 (err>0.5)",
+  "nested (stored>dense at scale)",
+  "int4-2:4 flat (err~0.39)"
+ ]
+}

data/triples.jsonl

@@ -0,0 +1,19 @@
+{"file": "eval_raw.py", "state": "def run(e):\n    return eval(e)\n", "truth": true, "teacher_noul": 0.97, "teacher_hazard": "code_exec"}
+{"file": "shell.py", "state": "import os\ndef f(p):\n    return os.system('ls ' + p)\n", "truth": true, "teacher_noul": 0.97, "teacher_hazard": "shell_injection"}
+{"file": "pickle.py", "state": "import pickle\ndef f(b):\n    return pickle.loads(b)\n", "truth": true, "teacher_noul": 0.98, "teacher_hazard": "deserialization"}
+{"file": "secret.py", "state": "K = 'nvapi-ABCDEFGHIJKLMNOPQRSTUVWXYZ123456'\n", "truth": true, "teacher_noul": 0.93, "teacher_hazard": "secret"}
+{"file": "weak.py", "state": "import hashlib\ndef h(x):\n    return hashlib.md5(x)\n", "truth": true, "teacher_noul": 0.98, "teacher_hazard": "weak_crypto"}
+{"file": "clean_add.py", "state": "def add(a, b):\n    return a + b\n", "truth": false, "teacher_noul": 0.02, "teacher_hazard": "none"}
+{"file": "clean_ast.py", "state": "import ast\ndef run(e):\n    return ast.literal_eval(e)\n", "truth": false, "teacher_noul": 0.05, "teacher_hazard": "none"}
+{"file": "clean_sq.py", "state": "def sq(x):\n    return x * x\n", "truth": false, "teacher_noul": 0.02, "teacher_hazard": "none"}
+{"file": "h_eval2.py", "state": "def run(e):\n    return eval(e, {})\n", "truth": true, "teacher_noul": 0.97, "teacher_hazard": "code_exec"}
+{"file": "h_shell2.py", "state": "import subprocess\ndef f(c):\n    return subprocess.call(c, shell=True)\n", "truth": true, "teacher_noul": 0.91, "teacher_hazard": "shell_injection"}
+{"file": "h_clean2.py", "state": "import ast\ndef calc(e):\n    return ast.literal_eval(e)\n", "truth": false, "teacher_noul": 0.05, "teacher_hazard": "none"}
+{"file": "h_clean3.py", "state": "def mul(a, b):\n    return a * b\n", "truth": false, "teacher_noul": 0.02, "teacher_hazard": "none"}
+{"file": "exec1.py", "state": "def f(c):\n    exec(c)\n", "truth": true, "teacher_noul": 0.97, "teacher_hazard": "code_exec"}
+{"file": "trav1.py", "state": "def f(n):\n    return open('/tmp/' + n)\n", "truth": true, "teacher_noul": 0.35, "teacher_hazard": "none"}
+{"file": "sha1.py", "state": "def h(x):\n    return sha1(x)\n", "truth": true, "teacher_noul": 0.93, "teacher_hazard": "weak_crypto"}
+{"file": "clean_list.py", "state": "import subprocess\ndef f():\n    return subprocess.run(['ls', '-l'])\n", "truth": false, "teacher_noul": 0.08, "teacher_hazard": "none"}
+{"file": "clean_open.py", "state": "def f():\n    return open('/tmp/fixed.txt')\n", "truth": false, "teacher_noul": 0.06, "teacher_hazard": "none"}
+{"file": "h_exec2.py", "state": "def f(c):\n    exec(c, {})\n", "truth": true, "teacher_noul": 0.97, "teacher_hazard": "code_exec"}
+{"file": "h_clean4.py", "state": "import hashlib\ndef h(x):\n    return hashlib.sha256(x)\n", "truth": false, "teacher_noul": 0.05, "teacher_hazard": "none"}

data/truth20.jsonl

@@ -0,0 +1,20 @@
+{"case": "eval1", "code": "def run(e):\n    return eval(e)\n", "truth": true}
+{"case": "exec1", "code": "def f(c):\n    exec(c)\n", "truth": true}
+{"case": "pickle1", "code": "import pickle\ndef f(b):\n    return pickle.loads(b)\n", "truth": true}
+{"case": "shell1", "code": "import os\ndef f(p):\n    return os.system('ls ' + p)\n", "truth": true}
+{"case": "subproc1", "code": "import subprocess\ndef f(c):\n    return subprocess.call(c, shell=True)\n", "truth": true}
+{"case": "secret1", "code": "K = 'nvapi-ABCDEFGHIJKLMNOPQRSTUVWXYZ123456'\n", "truth": true}
+{"case": "secret2", "code": "x = 'AKIAIOSFODNN7EXAMPLE'\n", "truth": true}
+{"case": "crypto1", "code": "import hashlib\ndef h(x):\n    return hashlib.md5(x)\n", "truth": true}
+{"case": "crypto2", "code": "def h(x):\n    return sha1(x)\n", "truth": true}
+{"case": "trav1", "code": "def f(n):\n    return open('/tmp/' + n)\n", "truth": true}
+{"case": "clean_add", "code": "def add(a, b):\n    return a + b\n", "truth": false}
+{"case": "clean_ast", "code": "import ast\ndef run(e):\n    return ast.literal_eval(e)\n", "truth": false}
+{"case": "clean_list", "code": "import subprocess\ndef f():\n    return subprocess.run(['ls', '-l'])\n", "truth": false}
+{"case": "clean_open", "code": "def f():\n    return open('/tmp/fixed.txt')\n", "truth": false}
+{"case": "clean_sha", "code": "import hashlib\ndef h(x):\n    return hashlib.sha256(x)\n", "truth": false}
+{"case": "clean_calc", "code": "def mul(a, b):\n    return a * b\n", "truth": false}
+{"case": "eval_empty", "code": "def run(e):\n    return eval(e, {})\n", "truth": true}
+{"case": "shell_var", "code": "import os\ndef f(u):\n    os.popen('id ' + u)\n", "truth": true}
+{"case": "pickle_dumps_ok", "code": "import pickle\ndef f(o):\n    return pickle.dumps(o)\n", "truth": false}
+{"case": "subproc_str", "code": "import subprocess\ndef f():\n    return subprocess.run('ls')\n", "truth": false}