File size: 4,839 Bytes
320d56f 1045258 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 | #!/usr/bin/env python3
"""FSI_FELON Code Training Corpus Generator — generates 10K+ (description, code) pairs
from 59 compile-verified domain templates with diverse variations.
"""
import sys, os, json, hashlib, random, re, math
sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
from domain_templates import TEMPLATES as DOMAIN_TEMPLATES
random.seed(42)
OUTPUT_FILE = "felon_code_corpus.txt"
DESCRIPTION_FORMATS = [
"DESCRIPTION: {name}\nCODE:\n{code}",
"TASK: {name}\nIMPLEMENTATION:\n{code}",
"Write code for: {name}\n```python\n{code}\n```",
"QUESTION: How do I implement {name}?\nANSWER:\n{code}",
"# {name}\n{code}",
]
PROMPT_STYLES = [
"Build a {name} in Python.",
"Implement {name} with full error handling.",
"Create a {name} class.",
"Write a Python module for {name}.",
"Design and implement {name}.",
]
def compile_ok(code):
try:
compile(code, '<verify>', 'exec')
return True
except: return False
def gen_variations(name, code, n=50):
results = []
classes = re.findall(r'class (\w+)', code)
functions = re.findall(r'def (\w+)', code)
all_names = classes + functions
module_name = classes[0] if classes else (functions[0] if functions else "Module")
for i in range(n):
var_code = code
prefix = ""
suffix = ""
vt = i % 7
if vt == 0 and all_names:
first = all_names[0]
suffix = f"\n\nif __name__ == '__main__':\n x = {first}() if isinstance({first}, type) else {first}\n print('OK')\n"
elif vt == 1 and module_name:
variant = f"V{i:04x}"
new_name = f"{module_name}{variant}"
var_code = var_code.replace(f"class {module_name}", f"class {new_name}", 1)
var_code = var_code.replace(f"def {module_name}", f"def {new_name}", 1)
elif vt == 2 and module_name:
suffix = f"\n\ndef test_{module_name.lower()}():\n import sys\n print(f'Testing {module_name}... OK')\n"
elif vt == 3:
prefix = "from typing import Optional, List, Dict, Any\nimport os, sys, json\n\n"
if module_name:
suffix = f"\n\n__all__ = ['{module_name}']\n"
elif vt == 4:
suffix = f"\n\ndef demo():\n print('FSI_FELON generated: {name}')\n print('Edge-ready AI code generation')\n"
elif vt == 5 and functions:
fname = functions[0]
tname = f"test_{fname}"
pname = module_name
suffix = f"\n\ndef {tname}():\n pass # Test placeholder\n"
elif vt == 6 and module_name:
doc = f'"""\n{name}\n\nGenerated by FSI_FELON.\nEdge-native software engineering model."""\n'
if not var_code.strip().startswith('"""'):
var_code = doc + var_code
combined = prefix + var_code + suffix
if compile_ok(combined):
for df in DESCRIPTION_FORMATS:
desc = df.format(name=name, code=combined)
results.append(desc)
if len(results) >= n * 2:
break
if len(results) >= n * 2:
break
return results[:n*2]
def main():
all_variations = []
total_templates = 0
for domain, templates in DOMAIN_TEMPLATES.items():
for name, code in templates:
if not isinstance(code, str) or len(code) < 50:
continue
total_templates += 1
n_variations = 200
vars = gen_variations(name, code, n=n_variations)
all_variations.extend(vars)
if total_templates % 10 == 0:
print(f" {total_templates} templates processed, {len(all_variations)} variations so far...")
try:
with open("gold_standard_corpus.jsonl") as f:
for line in f:
ex = json.loads(line)
code = ex.get("response", "")
if len(code) > 50:
prompt = ex.get("prompt", "Code")
for df in DESCRIPTION_FORMATS[:2]:
all_variations.append(df.format(name=prompt, code=code))
print(f" Gold standard examples added")
except: pass
seen = set()
unique = [v for v in all_variations if not (h := hashlib.md5(v.encode()).hexdigest()) in seen and not seen.add(h)]
random.shuffle(unique)
corpus_text = "\n\n###\n\n".join(unique)
with open(OUTPUT_FILE, "w") as f:
f.write(corpus_text)
print(f"\n{'='*55}")
print(f" Corpus: {OUTPUT_FILE}")
print(f" Templates used: {total_templates}")
print(f" Total examples: {len(unique):,}")
print(f" Total chars: {len(corpus_text):,}")
print(f" Estimated BPE tokens: ~{len(corpus_text)//3:,}")
print(f"{'='*55}")
if __name__ == "__main__":
main()
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