use markdown context for the testgen

Author: mohammedahmed18

codeflash/code_utils/coverage_utils.py

@@ -12,9 +12,10 @@
 
 def extract_dependent_function(main_function: str, code_context: CodeOptimizationContext) -> str | Literal[False]:
     """Extract the single dependent function from the code context excluding the main function."""
-    ast_tree = ast.parse(code_context.testgen_context_code)
-
-    dependent_functions = {node.name for node in ast_tree.body if isinstance(node, ast.FunctionDef)}
+    dependent_functions = set()
+    for code_string in code_context.testgen_context.code_strings:
+        ast_tree = ast.parse(code_string.code)
+        dependent_functions.update({node.name for node in ast_tree.body if isinstance(node, ast.FunctionDef)})
 
     if main_function in dependent_functions:
         dependent_functions.discard(main_function)

codeflash/context/code_context_extractor.py

@@ -114,32 +114,32 @@ def get_code_optimization_context(
             read_only_context_code = ""
 
     # Extract code context for testgen
-    testgen_code_markdown = extract_code_string_context_from_files(
+    testgen_context = extract_code_markdown_context_from_files(
         helpers_of_fto_dict,
         helpers_of_helpers_dict,
         project_root_path,
         remove_docstrings=False,
         code_context_type=CodeContextType.TESTGEN,
     )
-    testgen_context_code = testgen_code_markdown.code
-    testgen_context_code_tokens = encoded_tokens_len(testgen_context_code)
-    if testgen_context_code_tokens > testgen_token_limit:
-        testgen_code_markdown = extract_code_string_context_from_files(
+    testgen_markdown_code = testgen_context.markdown
+    testgen_code_token_length = encoded_tokens_len(testgen_markdown_code)
+    if testgen_code_token_length > testgen_token_limit:
+        testgen_context = extract_code_markdown_context_from_files(
             helpers_of_fto_dict,
             helpers_of_helpers_dict,
             project_root_path,
             remove_docstrings=True,
             code_context_type=CodeContextType.TESTGEN,
         )
-        testgen_context_code = testgen_code_markdown.code
-        testgen_context_code_tokens = encoded_tokens_len(testgen_context_code)
-        if testgen_context_code_tokens > testgen_token_limit:
+        testgen_markdown_code = testgen_context.markdown
+        testgen_code_token_length = encoded_tokens_len(testgen_markdown_code)
+        if testgen_code_token_length > testgen_token_limit:
             raise ValueError("Testgen code context has exceeded token limit, cannot proceed")
     code_hash_context = hashing_code_context.markdown
     code_hash = hashlib.sha256(code_hash_context.encode("utf-8")).hexdigest()
 
     return CodeOptimizationContext(
-        testgen_context_code=testgen_context_code,
+        testgen_context=testgen_context,
         read_writable_code=final_read_writable_code,
         read_only_context_code=read_only_context_code,
         hashing_code_context=code_hash_context,

codeflash/models/models.py

@@ -253,7 +253,7 @@ def parse_markdown_code(markdown_code: str) -> CodeStringsMarkdown:
 
 
 class CodeOptimizationContext(BaseModel):
-    testgen_context_code: str = ""
+    testgen_context: CodeStringsMarkdown
     read_writable_code: CodeStringsMarkdown
     read_only_context_code: str = ""
     hashing_code_context: str = ""

codeflash/optimization/function_optimizer.py

@@ -309,7 +309,7 @@ def generate_and_instrument_tests(
             revert_to_print=bool(get_pr_number()),
         ):
             generated_results = self.generate_tests_and_optimizations(
-                testgen_context_code=code_context.testgen_context_code,
+                testgen_context=code_context.testgen_context,
                 read_writable_code=code_context.read_writable_code,
                 read_only_context_code=code_context.read_only_context_code,
                 helper_functions=code_context.helper_functions,
@@ -345,7 +345,6 @@ def generate_and_instrument_tests(
             logger.info(f"Generated test {i + 1}/{count_tests}:")
             code_print(generated_test.generated_original_test_source, file_name=f"test_{i + 1}.py")
         if concolic_test_str:
-            # no concolic tests in lsp mode
             logger.info(f"Generated test {count_tests}/{count_tests}:")
             code_print(concolic_test_str)
 
@@ -946,7 +945,7 @@ def get_code_optimization_context(self) -> Result[CodeOptimizationContext, str]:
 
         return Success(
             CodeOptimizationContext(
-                testgen_context_code=new_code_ctx.testgen_context_code,
+                testgen_context=new_code_ctx.testgen_context,
                 read_writable_code=new_code_ctx.read_writable_code,
                 read_only_context_code=new_code_ctx.read_only_context_code,
                 hashing_code_context=new_code_ctx.hashing_code_context,
@@ -1053,7 +1052,7 @@ def instrument_existing_tests(self, function_to_all_tests: dict[str, set[Functio
 
     def generate_tests_and_optimizations(
         self,
-        testgen_context_code: str,
+        testgen_context: CodeStringsMarkdown,
         read_writable_code: CodeStringsMarkdown,
         read_only_context_code: str,
         helper_functions: list[FunctionSource],
@@ -1067,7 +1066,7 @@ def generate_tests_and_optimizations(
         # Submit the test generation task as future
         future_tests = self.submit_test_generation_tasks(
             self.executor,
-            testgen_context_code,
+            testgen_context.markdown,
             [definition.fully_qualified_name for definition in helper_functions],
             generated_test_paths,
             generated_perf_test_paths,

tests/test_code_replacement.py

@@ -827,7 +827,7 @@ def main_method(self):
     )
     func_optimizer = FunctionOptimizer(function_to_optimize=func_top_optimize, test_cfg=test_config)
     code_context = func_optimizer.get_code_optimization_context().unwrap()
-    assert code_context.testgen_context_code.rstrip() == get_code_output.rstrip()
+    assert code_context.testgen_context.rstrip() == get_code_output.rstrip()
 
 
 def test_code_replacement11() -> None:

tests/test_function_dependencies.py

@@ -160,7 +160,7 @@ def test_class_method_dependencies() -> None:
     )
     assert code_context.helper_functions[0].qualified_name == "Graph.topologicalSortUtil"
     assert (
-        code_context.testgen_context_code
+        code_context.testgen_context
         == """from collections import defaultdict
 
 class Graph:
@@ -220,7 +220,7 @@ def test_recursive_function_context() -> None:
     assert code_context.helper_functions[0].fully_qualified_name == "test_function_dependencies.C.calculate_something_3"
     assert code_context.helper_functions[1].fully_qualified_name == "test_function_dependencies.C.recursive"
     assert (
-        code_context.testgen_context_code
+        code_context.testgen_context
         == """class C:
     def calculate_something_3(self, num):
         return num + 1

tests/test_get_helper_code.py

@@ -241,7 +241,7 @@ def __call__(self, *args: _P.args, **kwargs: _P.kwargs) -> _R:
         code_context = ctx_result.unwrap()
         assert code_context.helper_functions[0].qualified_name == "AbstractCacheBackend.get_cache_or_call"
         assert (
-                code_context.testgen_context_code
+                code_context.testgen_context
                 == f'''_P = ParamSpec("_P")
 _KEY_T = TypeVar("_KEY_T")
 _STORE_T = TypeVar("_STORE_T")
@@ -409,7 +409,7 @@ def test_bubble_sort_deps() -> None:
         pytest.fail()
     code_context = ctx_result.unwrap()
     assert (
-            code_context.testgen_context_code
+            code_context.testgen_context
             == """from code_to_optimize.bubble_sort_dep1_helper import dep1_comparer
 from code_to_optimize.bubble_sort_dep2_swap import dep2_swap