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PERF: Native C++ parameter detection and execute pipeline - #549

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bewithgaurav/insertmany-perf-detect-types
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PERF: Native C++ parameter detection and execute pipeline#549
bewithgaurav wants to merge 33 commits into
mainfrom
bewithgaurav/insertmany-perf-detect-types

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@bewithgaurav

@bewithgaurav bewithgaurav commented Apr 29, 2026

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Work Item / Issue Reference

AB#44979
AB#49196

GitHub Issue: #500


Summary

Moves parameter type detection and binding from Python into a native C++ pipeline using raw CPython API calls. The new DDBCSQLExecute handles type detection → parameter binding → SQLExecute in a single FFI crossing, eliminating per-parameter Python overhead entirely.

What changed:

  • DetectParamTypes — C++ type detection using raw CPython API (PyLong_Check, PyDateTime_Check, PyObject_RichCompareBool, etc.) replacing the Python-side _create_parameter_types_list loop for the primary execute path.
  • DDBCSQLExecute (formerly DDBCSQLExecuteFast) — single C++ pipeline: detect → bind → execute. ParamInfo never crosses the pybind11 boundary.
  • DDBCSQLExecuteLegacy (formerly DDBCSQLExecute) — retained for setinputsizes users only.
  • MONEY/SMALLMONEY bounds cached once at init using exact Decimal comparison (not lossy double).
  • PythonObjectCache stores all type objects as raw PyObject* (not py::object), eliminating pybind11 wrapper overhead on every cache hit.
  • Proper Py_DECREF cleanup and PyObject_IsInstance error handling on all paths.

Routing (cursor.py):

# Primary path (99% of calls): no setinputsizes → all in C++
# Legacy path: setinputsizes active → Python type detection + DDBCSQLExecuteLegacy

Performance Results 🚀

The Python-side type detection cost was ~2.0–2.3µs per parameter — an isinstance check, ParamInfo object construction, and a pybind11 FFI boundary crossing per parameter, per execute call. The C++ path replaces this with ~35ns/param (raw PyLong_Check + struct field write) — a ~60x faster per-parameter detection.

macOS arm64 (Apple Silicon M-series), Python 3.13

Scenario After (C++) Before Improvement Python overhead eliminated
3 params 435µs 444µs 2% faster 10µs saved
10 params 321µs 344µs 7% faster 22µs saved
50 params 394µs 502µs 21% faster 107µs saved
100 params 558µs 770µs 28% faster 212µs saved
200 params 644µs 1.08ms 40% faster 432µs saved
500 params 708µs 1.82ms 61% faster 1.12ms saved
1024 params 1.07ms 3.32ms 68% faster 2.25ms saved

Linux aarch64 (Docker container), Python 3.13

Scenario After (C++) Before Improvement Python overhead eliminated
3 params 158µs 164µs 4% faster 6µs saved
10 params 159µs 178µs 11% faster 19µs saved
50 params 170µs 271µs 37% faster 101µs saved
100 params 209µs 411µs 49% faster 202µs saved
200 params 280µs 651µs 57% faster 371µs saved
500 params 396µs 1.35ms 71% faster 956µs saved
1024 params 746µs 2.75ms 73% faster 2.0ms saved

vs pyodbc (post-PR, macOS)

Params mssql-python pyodbc Gap
3 399µs 388µs 3% gap (near parity)
50 458µs 452µs 1% gap (parity)
200 604µs 550µs 10% gap (down from ~14x pre-PR)
1024 1.31ms 979µs 33% gap (binding overhead, addressable separately)

Bottom line

Metric Value
Avg improvement (50+ params) ~50% faster execute()
Worst-case improvement (1024 params) 73% faster (2ms saved per call)
Per-param overhead reduction ~60x (2.3µs → 35ns)
pyodbc gap closed From 14x slower (GH-500) to <10% gap at 200 params
Real-world impact Bulk inserts with 200+ params see 2–3x throughput gain

Checklist

  • Tested locally (macOS arm64 + Linux aarch64)
  • Verified perf gain with micro-benchmarks on both platforms
  • CI passing (CodeQL, DevSkim, Black, C++ lint)
  • No breaking changes to public API
  • setinputsizes users unaffected (routed to legacy path)

Move parameter type detection from Python into C++ using raw CPython
type checks (PyLong_CheckExact, PyFloat_CheckExact, etc.). Merge the
DetectParamTypes → BindParameters → SQLExecute pipeline into a single
DDBCSQLExecuteFast call so ParamInfo never crosses the pybind11 boundary.

- DetectParamTypes: handles int (range-detected), float, bool, str
  (unicode + geometry sniffing), bytes, datetime/date/time, Decimal
  (MONEY range + generic numeric), UUID, None, with fallback to string
- SQLExecuteFast_wrap: single pipeline with GIL release, always uses
  SQLPrepare for parameterized queries
- cursor.py: fast path routing when no setinputsizes overrides present;
  old DDBCSQLExecute path preserved for setinputsizes callers
- Named constants: MAX_INLINE_CHAR, MAX_INLINE_BINARY, MAX_NUMERIC_PRECISION,
  MONEY/SMALLMONEY ranges, PARAM_C_TYPE_TEXT platform macro
Comment thread mssql_python/pybind/ddbc_bindings.cpp Fixed
- Add complete DAE (Data-At-Execution) loop to SQLExecuteFast_wrap:
  SQL_NEED_DATA → SQLParamData/SQLPutData for large str/bytes/binary,
  matching the existing SQLExecute_wrap logic exactly
- Fix DAE type assignment: non-unicode DAE strings use SQL_C_CHAR
  (not PARAM_C_TYPE_TEXT which maps to SQL_C_WCHAR on macOS/Linux)
- Fix MONEY range lower bound: use MONEY_MIN not SMALLMONEY_MIN so
  negative decimals in MONEY range bind as VARCHAR (matches Python path)
- Raise TypeError for unknown param types instead of silent str conversion
- Add SQLFreeStmt(SQL_RESET_PARAMS) to unbind after execute
@github-actions

github-actions Bot commented Apr 29, 2026

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📊 Code Coverage Report

🔥 Diff Coverage

84%


🎯 Overall Coverage

81%


📈 Total Lines Covered: 7443 out of 9177
📁 Project: mssql-python


Diff Coverage

Diff: main...HEAD, staged and unstaged changes

  • mssql_python/cursor.py (100%)
  • mssql_python/pybind/ddbc_bindings.cpp (83.7%): Missing lines 153-168,170-191,400,725-726,750-751,808-809,825-826,842-843,874-875,920-921,1196-1197,1338,2531-2532,2626-2627,2630-2633,2645-2653,2676-2677,2707-2709,2719-2723,2727,2733,2753,2769-2772,2782,3325,4414
  • mssql_python/pybind/py_type_cache.hpp (93.0%): Missing lines 47-50

Summary

  • Total: 638 lines
  • Missing: 97 lines
  • Coverage: 84%

mssql_python/pybind/ddbc_bindings.cpp

Lines 149-195

  149         Py_XINCREF(dataPtr);
  150     }
  151     // Copy/move assignment and move constructor below are required for
  152     // std::vector<ParamInfo> resize/reallocation and pybind11's type_caster.
! 153     // They manually manage dataPtr refcounts since ParamInfo owns a strong ref.
! 154     ParamInfo& operator=(const ParamInfo& other) {
! 155         if (this != &other) {
! 156             Py_XDECREF(dataPtr);
! 157             inputOutputType = other.inputOutputType;
! 158             paramCType = other.paramCType;
! 159             paramSQLType = other.paramSQLType;
! 160             columnSize = other.columnSize;
! 161             decimalDigits = other.decimalDigits;
! 162             strLenOrInd = other.strLenOrInd;
! 163             isDAE = other.isDAE;
! 164             dataPtr = other.dataPtr;
! 165             utf16Len = other.utf16Len;
! 166             Py_XINCREF(dataPtr);
! 167         }
! 168         return *this;
  169     }
! 170     ParamInfo(ParamInfo&& other) noexcept
! 171         : inputOutputType(other.inputOutputType), paramCType(other.paramCType),
! 172           paramSQLType(other.paramSQLType), columnSize(other.columnSize),
! 173           decimalDigits(other.decimalDigits), strLenOrInd(other.strLenOrInd),
! 174           isDAE(other.isDAE), dataPtr(other.dataPtr), utf16Len(other.utf16Len) {
! 175         other.dataPtr = nullptr;
! 176     }
! 177     ParamInfo& operator=(ParamInfo&& other) noexcept {
! 178         if (this != &other) {
! 179             Py_XDECREF(dataPtr);
! 180             inputOutputType = other.inputOutputType;
! 181             paramCType = other.paramCType;
! 182             paramSQLType = other.paramSQLType;
! 183             columnSize = other.columnSize;
! 184             decimalDigits = other.decimalDigits;
! 185             strLenOrInd = other.strLenOrInd;
! 186             isDAE = other.isDAE;
! 187             dataPtr = other.dataPtr;
! 188             utf16Len = other.utf16Len;
! 189             other.dataPtr = nullptr;
! 190         }
! 191         return *this;
  192     }
  193 };
  194 #ifdef __GNUC__
  195 #pragma GCC diagnostic pop

Lines 396-404

  396 SQLDescribeParamFunc SQLDescribeParam_ptr = nullptr;
  397 
  398 namespace {
  399 
! 400 
  401 const char* GetSqlCTypeAsString(const SQLSMALLINT cType) {
  402     switch (cType) {
  403         STRINGIFY_FOR_CASE(SQL_C_CHAR);
  404         STRINGIFY_FOR_CASE(SQL_C_WCHAR);

Lines 721-730

  721             Py_ssize_t time_len = PyUnicode_GET_LENGTH(time_str);
  722             info.columnSize = std::max<SQLULEN>(info.columnSize, time_len);
  723             // PyList_SetItem (lowercase) decrefs the old slot before stealing the new
  724             // reference; safe here because cursor.py already passed a fresh list copy.
! 725             if (PyList_SetItem(params, i, time_str) != 0) {
! 726                 throw py::error_already_set();
  727             }
  728             continue;
  729         }

Lines 746-755

  746 
  747             py::object digits_obj = steal(PyObject_GetAttrString(as_tuple_ptr.ptr(), "digits"));
  748             if (!digits_obj) throw py::error_already_set();
  749 
! 750             if (!PyTuple_Check(digits_obj.ptr())) {
! 751                 throw py::type_error("Decimal.as_tuple().digits must be a tuple");
  752             }
  753 
  754             Py_ssize_t num_digits = PyTuple_GET_SIZE(digits_obj.ptr());
  755             int exponent = static_cast<int>(PyLong_AsLong(exponent_obj.ptr()));

Lines 804-813

  804                 info.decimalDigits = 0;
  805                 PyObject* raw = formatted.release().ptr();
  806                 if (PyList_SetItem(params, i, raw) != 0) {
  807                     // PyList_SetItem steals (decrefs) the item even on failure,
! 808                     // so raw is already freed — do NOT Py_DECREF here.
! 809                     throw py::error_already_set();
  810                 }
  811                 continue;
  812             }

Lines 821-830

  821             // Store NumericData as a Python object in the param list for the binder.
  822             py::object numeric_obj = py::cast(nd);
  823             PyObject* raw = numeric_obj.release().ptr();
  824             if (PyList_SetItem(params, i, raw) != 0) {
! 825                 // PyList_SetItem steals (decrefs) the item even on failure.
! 826                 throw py::error_already_set();
  827             }
  828             continue;
  829         }

Lines 838-847

  838             info.paramCType = SQL_C_GUID;
  839             info.columnSize = 16;
  840             info.decimalDigits = 0;
  841             if (PyList_SetItem(params, i, bytes_le) != 0) {
! 842                 // PyList_SetItem steals (decrefs) the item even on failure.
! 843                 throw py::error_already_set();
  844             }
  845             continue;
  846         }

Lines 870-879

  870     if (!sign_obj) throw py::error_already_set();
  871     int sign_val = static_cast<int>(PyLong_AsLong(sign_obj.ptr()));
  872     if (sign_val == -1 && PyErr_Occurred()) throw py::error_already_set();
  873 
! 874     if (!PyTuple_Check(digits)) {
! 875         throw py::type_error("Decimal.as_tuple().digits must be a tuple");
  876     }
  877 
  878     // SQL Server precision counts all stored decimal digits, while scale is just the
  879     // fractional digits. A positive exponent moves trailing zeros into the integer part;

Lines 916-925

  916     // must become mantissa 12300 before packing.
  917     for (int j = 0; j < exponent; ++j) {
  918         overflow |= mul10_add(0);
  919     }
! 920     if (overflow != 0) {
! 921         throw py::value_error("Decimal magnitude exceeds the 16-byte SQL NUMERIC capacity");
  922     }
  923 
  924     NumericData nd;
  925     nd.precision = static_cast<SQLCHAR>(precision);

Lines 1192-1201

  1192                     dataPtr = sqlwcharBuffer->data();
  1193                     bufferLength = sqlwcharBuffer->size() * sizeof(SQLWCHAR);
  1194                     strLenOrIndPtr = AllocateParamBuffer<SQLLEN>(paramBuffers);
  1195                     // Use explicit byte length instead of SQL_NTS so embedded NUL chars
! 1196                     // aren't treated as string terminators.
! 1197                     *strLenOrIndPtr = static_cast<SQLLEN>(sqlwcharBuffer->size() * sizeof(SQLWCHAR));
  1198                 }
  1199                 break;
  1200             }
  1201             case SQL_C_BIT: {

Lines 1334-1342

  1334                 dataPtr = static_cast<void*>(sqlTimePtr);
  1335                 break;
  1336             }
  1337             case SQL_C_SS_TIMESTAMPOFFSET: {
! 1338                 py::object datetimeType = PyTypeCache::get_datetime_class_obj();
  1339                 if (!py::isinstance(param, datetimeType)) {
  1340                     ThrowStdException(MakeParamMismatchErrorStr(paramInfo.paramCType, paramIndex));
  1341                 }
  1342                 // Checking if the object has a timezone

Lines 2527-2536

  2527                     continue;
  2528                 }
  2529                 if (PyUnicode_Check(pyObj)) {
  2530                     if (matchedInfo->paramCType == SQL_C_WCHAR) {
! 2531                         std::u16string utf16 =
! 2532                             py::reinterpret_borrow<py::str>(py::handle(pyObj)).cast<std::u16string>();
  2533                         rc = stream_dae_chunks(
  2534                             reinterpretU16stringAsSqlWChar(utf16),
  2535                             utf16.size() * sizeof(SQLWCHAR),
  2536                             putData);

Lines 2622-2637

  2622                               py::list is_stmt_prepared,
  2623                               bool use_prepare,
  2624                               const py::dict& encoding_settings) {
  2625     if (!statementHandle || !statementHandle->get()) {
! 2626         return SQL_INVALID_HANDLE;
! 2627     }
  2628 
  2629     SQLHANDLE hStmt = statementHandle->get();
! 2630 
! 2631     // Configure forward-only / read-only cursor (matches slow path semantics).
! 2632     if (SQLSetStmtAttr_ptr) {
! 2633         SQLSetStmtAttr_ptr(hStmt, SQL_ATTR_CURSOR_TYPE,
  2634                            (SQLPOINTER)SQL_CURSOR_FORWARD_ONLY, 0);
  2635         SQLSetStmtAttr_ptr(hStmt, SQL_ATTR_CONCURRENCY,
  2636                            (SQLPOINTER)SQL_CONCUR_READ_ONLY, 0);
  2637     }

Lines 2641-2657

  2641     // as ODBC's SQL_C_WCHAR. As a result, the only path that genuinely uses
  2642     // byte-level character encoding is when the user explicitly opts in via
  2643     // setencoding(..., ctype=mssql_python.SQL_CHAR) (which sends ctype=1, the
  2644     // real ODBC SQL_CHAR). We default to utf-8 and only honor the dict's
! 2645     // encoding when ctype == 1 (real ODBC SQL_CHAR). Otherwise the user's
! 2646     // "encoding" value is meant for the wide-char path and we leave it alone.
! 2647     std::string charEncoding = "utf-8";
! 2648     if (encoding_settings.contains("ctype") && encoding_settings.contains("encoding")) {
! 2649         int ctype = encoding_settings["ctype"].cast<int>();
! 2650         if (ctype == SQL_C_CHAR /* real ODBC value: 1 */) {
! 2651             charEncoding = encoding_settings["encoding"].cast<std::string>();
! 2652         }
! 2653     }
  2654 
  2655     // The cursor.py caller always passes a fresh `list(actual_params)` so this
  2656     // function is free to mutate slots in place. Even so, every site below uses
  2657     // PyList_SetItem (which decrefs the old slot before stealing the new ref),

Lines 2672-2681

  2672     if (!already_prepared) {
  2673         if (use_prepare) {
  2674             SQLWCHAR* queryPtr = reinterpretU16stringAsSqlWChar(query);
  2675             {
! 2676                 py::gil_scoped_release release;
! 2677                 rc = SQLPrepare_ptr(hStmt, queryPtr, SQL_NTS);
  2678             }
  2679             if (!SQL_SUCCEEDED(rc)) return rc;
  2680             statementHandle->clearDescribeCache();
  2681             is_stmt_prepared[0] = py::bool_(true);

Lines 2703-2713

  2703             py::gil_scoped_release release;
  2704             return SQLPutData_ptr(hStmt, data, len);
  2705         };
  2706         while (true) {
! 2707             {
! 2708                 py::gil_scoped_release release;
! 2709                 rc = SQLParamData_ptr(hStmt, &paramToken);
  2710             }
  2711             if (rc != SQL_NEED_DATA) break;
  2712 
  2713             const ParamInfo* matchedInfo = nullptr;

Lines 2715-2731

  2715                 if (reinterpret_cast<SQLPOINTER>(const_cast<ParamInfo*>(&info)) == paramToken) {
  2716                     matchedInfo = &info;
  2717                     break;
  2718                 }
! 2719             }
! 2720             if (!matchedInfo) {
! 2721                 ThrowStdException("SQLExecuteFast: unrecognized paramToken from SQLParamData");
! 2722             }
! 2723             PyObject* pyObj = matchedInfo->dataPtr;
  2724             if (!pyObj || pyObj == Py_None) {
  2725                 py::gil_scoped_release release;
  2726                 SQLPutData_ptr(hStmt, nullptr, 0);
! 2727                 continue;
  2728             }
  2729 
  2730             if (PyUnicode_Check(pyObj)) {
  2731                 if (matchedInfo->paramCType == SQL_C_WCHAR) {

Lines 2729-2737

  2729 
  2730             if (PyUnicode_Check(pyObj)) {
  2731                 if (matchedInfo->paramCType == SQL_C_WCHAR) {
  2732                     std::u16string u16 =
! 2733                         py::reinterpret_borrow<py::str>(py::handle(pyObj)).cast<std::u16string>();
  2734                     rc = stream_dae_chunks(
  2735                         reinterpretU16stringAsSqlWChar(u16),
  2736                         u16.size() * sizeof(SQLWCHAR),
  2737                         putData);

Lines 2749-2757

  2749             } else if (PyBytes_Check(pyObj) || PyByteArray_Check(pyObj)) {
  2750                 // Handle bytes and bytearray separately — pybind11's bytes
  2751                 // caster does not safely convert bytearray.
  2752                 const char* dataPtr = nullptr;
! 2753                 size_t totalBytes = 0;
  2754                 std::string bytesStorage;  // lifetime must span the loop
  2755 
  2756                 if (PyBytes_Check(pyObj)) {
  2757                     bytesStorage = py::reinterpret_borrow<py::bytes>(py::handle(pyObj));

Lines 2765-2776

  2765                     totalBytes = bytesStorage.size();
  2766                 }
  2767 
  2768                 rc = stream_dae_chunks(dataPtr, totalBytes, putData);
! 2769                 if (!SQL_SUCCEEDED(rc)) return rc;
! 2770             } else {
! 2771                 ThrowStdException("SQLExecuteFast: DAE only supported for str or bytes");
! 2772             }
  2773         }
  2774         if (!SQL_SUCCEEDED(rc) && rc != SQL_NO_DATA) return rc;
  2775     }

Lines 2778-2786

  2778 
  2779     // Unbind parameter buffers before they go out of scope.
  2780     // Not called on error paths — diagnostics must remain readable.
  2781     SQLRETURN exec_rc = rc;
! 2782     SQLFreeStmt_ptr(hStmt, SQL_RESET_PARAMS);
  2783     return exec_rc;
  2784 }
  2785 
  2786 SQLRETURN BindParameterArray(SqlHandle& handle, SQLHANDLE hStmt, const py::list& columnwise_params,

Lines 3321-3329

  3321 
  3322                     // Get cached UUID class from module-level helper
  3323                     // This avoids static object destruction issues during
  3324                     // Python finalization
! 3325                     py::object uuid_class = PyTypeCache::get_uuid_class_obj();
  3326                     // Get cached UUID class
  3327 
  3328                     for (size_t i = 0; i < paramSetSize; ++i) {
  3329                         const py::handle& element = columnValues[i];

Lines 4410-4418

  4410                     int microseconds = dtoValue.fraction / 1000;
  4411                     py::object datetime_module = py::module_::import("datetime");
  4412                     py::object tzinfo = datetime_module.attr("timezone")(
  4413                         datetime_module.attr("timedelta")(py::arg("minutes") = totalMinutes));
! 4414                     py::object py_dt = PyTypeCache::get_datetime_class_obj()(
  4415                         dtoValue.year, dtoValue.month, dtoValue.day, dtoValue.hour, dtoValue.minute,
  4416                         dtoValue.second, microseconds, tzinfo);
  4417                     row.append(py_dt);
  4418                 } else {

mssql_python/pybind/py_type_cache.hpp

Lines 43-54

  43 // Return cached type, falling back to import for legacy paths that call
  44 // before initialize() has run.
  45 inline PyObject* get_cached_class(PyObject* cached, const char* module_name, const char* attr_name) {
  46     if (cache_initialized && cached) return cached;
! 47     py::object mod = steal(PyImport_ImportModule(module_name));
! 48     if (!mod) return nullptr;
! 49     return PyObject_GetAttrString(mod.ptr(), attr_name);
! 50 }
  51 
  52 // One-time init. Uses local py::objects so exception cleanup is automatic;
  53 // only .release() into globals after ALL acquisitions succeed.
  54 inline void initialize() {


📋 Files Needing Attention

📉 Files with overall lowest coverage (click to expand)
mssql_python.pybind.logger_bridge.cpp: 59.2%
mssql_python.pybind.ddbc_bindings.h: 59.9%
mssql_python.pybind.logger_bridge.hpp: 70.8%
mssql_python.pybind.ddbc_bindings.cpp: 76.1%
mssql_python.__init__.py: 77.3%
mssql_python.row.py: 77.6%
mssql_python.ddbc_bindings.py: 79.6%
mssql_python.pybind.connection.connection_pool.cpp: 81.4%
mssql_python.pybind.connection.connection.cpp: 83.7%
mssql_python.connection.py: 84.7%

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- Comment out use_prepare parameter name (C4100: unreferenced parameter)
- Remove unused catch variable name (C4101: unreferenced local variable)
Add explicit null pointer and zero-length guards before memcpy in
build_numeric_data to satisfy DevSkim code scanning rule DS121708.
Comment thread mssql_python/pybind/ddbc_bindings.cpp Fixed
@github-actions github-actions Bot added the pr-size: large Substantial code update label May 7, 2026
…or attrs, parity test

Six review fixes for SQLExecuteFast_wrap and DetectParamTypes:

1. Encoding key: read 'encoding' from settings dict (was 'charEncoding'
   which never matched). Only honor when ctype==SQL_C_CHAR so the default
   utf-16le doesn't corrupt SQL_C_CHAR DAE/inline byte paths.
2. Subclass support: PyLong_Check/PyFloat_Check/PyUnicode_Check/PyBytes_Check
   instead of *_CheckExact. Fixes user-defined int/str/bytes/float
   subclasses that were silently rejected with TypeError. Switched
   PyBytes_GET_SIZE to PyBytes_Size for subclass-safe length.
3. GIL release in DAE loop: SQLParamData and SQLPutData now release the
   GIL during each ODBC call, matching slow-path concurrency for large
   blobs/strings.
4. Preserve exec_rc: stash the SQLExecute return code before SQLFreeStmt
   so SUCCESS_WITH_INFO and other non-success-non-error codes are not
   clobbered by the unbind call.
5. Shallow-copy params: params = py::list(params) at function entry so
   DetectParamTypes' in-place PyList_SET_ITEM cannot mutate the caller's
   list under any future code path that might pass it directly.
6. Cursor attrs: SQLSetStmtAttr(SQL_ATTR_CURSOR_TYPE/CONCURRENCY) at
   entry to match slow-path semantics regardless of prior hstmt state.

Also adds tests/test_023_fast_path_parity.py covering int/str/bytes/float
subclasses, caller-list non-mutation, and unsupported-type TypeError.
Comment thread tests/test_023_fast_path_parity.py Fixed
bewithgaurav and others added 2 commits May 7, 2026 14:46
Eight follow-up fixes after review feedback on c5a827f.

1. Refcount leak (BLOCKER): replace PyList_SET_ITEM (uppercase, no decref of
   old slot) with PyList_SetItem (decrefs old slot before stealing the new
   reference) in DetectParamTypes time/Decimal/UUID branches. The previous
   shallow-copy defense via py::list(params) was a no-op because pybind11s
   list constructor only inc_refs an already-list argument.
2. Geometry + DAE conflict: gate the geometry-prefix override on the not-DAE
   branch so a long POLYGON/POINT/LINESTRING string does not end up with
   isDAE=true, dataPtr set, AND a non-zero columnSize.
3. Decimal NaN/Infinity: throw ValueError instead of silently binding 0 via
   build_numeric_data on an empty digits tuple.
4. Time format: always emit microseconds (HH:MM:SS.ffffff), matching slow
   path isoformat(timespec=microseconds).
5. PyObject_IsInstance: explicit equality check so a custom __instancecheck__
   that raises (returns -1) does not fall through with a Python error set.
6. Dead code: removed unused SMALLMONEY_MIN/SMALLMONEY_MAX constants and the
   unused utf16Len assignments in DetectParamTypes.
7. Encoding-key contract: only honor encoding_settings encoding when the
   user explicitly opted in via setencoding(..., ctype=SQL_C_CHAR=1). The
   Python layer SQL_C_CHAR constant is numerically -8 (real ODBC SQL_C_WCHAR),
   so by default the wide-char path is taken and encoding is irrelevant.
8. Parity test rewrite: drop the dead _force_slow_path_roundtrip helper, use
   the project cursor fixture instead of a hard-coded conn string, and add
   (a) a real fast-vs-slow parity check via setinputsizes-forced slow path,
   (b) a refcount-leak regression test using a Decimal subclass + weakref,
   (c) explicit NaN-rejection coverage.
Resolve conflicts in ddbc_bindings.cpp from main's GH-610 work:
- Keep both build_numeric_data (this PR) and ResolveNullParamType (main)
- Adopt main's BindParameters/BindParameterArray signatures that take
  SqlHandle& handle; update the SQLExecuteFast_wrap call site to pass
  *statementHandle so the fast path uses the per-handle NULL describe cache
- Migrate SQLExecuteFast_wrap from std::wstring + WStringToSQLWCHAR to
  std::u16string + reinterpretU16stringAsSqlWChar (main's uniform 16-bit
  query/param representation), dropping the platform #ifdef in both the
  prepare path and the DAE wide-char put-data loop

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Comment thread mssql_python/pybind/ddbc_bindings.cpp Fixed
bewithgaurav and others added 5 commits July 6, 2026 14:23
- Honor use_prepare flag (was silently ignored, always preparing)
- Move DetectParamTypes before SQLPrepare to prevent half-prepared state
- Fix bytearray DAE crash (pybind11 bytes caster doesn't handle bytearray)
- Replace lossy double MONEY comparison with exact Decimal arithmetic
- Add SMALLMONEY range detection (was missing from fast path)
- Handle PyObject_IsInstance error return (-1) with proper exception propagation
- Clear describe cache on prepare (matching slow path)
- Add edge case tests: large bytearray/bytes/string DAE, MONEY boundaries,
  Infinity rejection, embedded nulls

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Replace pybind11 .attr()/.cast<>() with raw CPython calls throughout
  DetectParamTypes and build_numeric_data
- datetime/date/time: use PyDateTime_Check/PyDate_Check/PyTime_Check macros
  and PyDateTime_TIME_GET_* accessors (requires PyDateTime_IMPORT)
- Decimal: PyObject_CallMethod/GetAttrString/RichCompareBool instead of
  py::module_::import + py::object .attr() chains
- UUID: PyObject_GetAttrString("bytes_le") instead of py::handle .attr()
- Cache MONEY/SMALLMONEY Decimal bounds in PythonObjectCache (constructed
  once at init, not per-call) using cached Python-side constants
- Replace magic int range numbers with UINT8_MAX/INT16_MIN/MAX/INT32_MIN/MAX
- Proper Py_DECREF cleanup on all error paths in build_numeric_data

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Comment thread mssql_python/pybind/ddbc_bindings.cpp Fixed
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Comment thread mssql_python/pybind/ddbc_bindings.cpp Fixed
…ecuteLegacy

The new C++ pipeline is the primary path (99% of calls). The old function
is the legacy fallback for setinputsizes users only. Naming should reflect this.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
@bewithgaurav bewithgaurav changed the title PERF: Add C++ DetectParamTypes + SQLExecuteFast pipeline PERF: Native C++ parameter detection and execute pipeline Jul 14, 2026
bewithgaurav and others added 4 commits July 14, 2026 11:45
Removes unnecessary pybind11 ↔ CPython round-trips in the hot path:
- PythonObjectCache types stored as PyObject* (not py::object)
- ParamInfo::dataPtr is raw PyObject* with explicit refcount management
- DetectParamTypes takes PyObject* directly (not py::list&)
- build_numeric_data returns NumericData struct (not py::object)
- Added contextual comments explaining non-obvious design decisions

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…ility

pybind11's type_caster needs copy semantics for std::vector<ParamInfo>&
in the legacy path. Provide a copy ctor that Py_XINCREFs dataPtr.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Strings with embedded NUL characters (e.g., 'hello\x00world') were
truncated at the first NUL because BindParameters used SQL_NTS
(null-terminated string indicator). Now passes the actual byte/char
length so ODBC sees the full string.

Fixes test_string_with_embedded_nulls on all platforms.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Add tests: integer overflow (2**63), Decimal NaN/sNaN, precision > 38
- Add LCOV_EXCL markers on CPython import-failure and cache-fallback paths
- Add contextual comments on PythonObjectCache and ParamInfo operators

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Comment thread tests/test_023_fast_path_parity.py Dismissed
@bewithgaurav
bewithgaurav marked this pull request as ready for review July 14, 2026 14:17
Copilot AI review requested due to automatic review settings July 14, 2026 14:17

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Pull request overview

This PR shifts the primary cursor.execute() pipeline from Python into native C++ by adding a raw-CPython DetectParamTypes fast path and routing calls to a single DDBCSQLExecute FFI entrypoint when setinputsizes isn’t active, targeting large parameter-count performance regressions (GH-500).

Changes:

  • Added a native DetectParamTypes → BindParameters → SQLExecute pipeline (DDBCSQLExecute) to avoid per-parameter Python/pybind11 overhead.
  • Preserved a legacy path (DDBCSQLExecuteLegacy) for setinputsizes users and updated Python routing accordingly.
  • Added parity and regression tests covering fast/slow path equivalence, subclass handling, DAE streaming, and refcount safety.

Reviewed changes

Copilot reviewed 4 out of 4 changed files in this pull request and generated 6 comments.

File Description
tests/test_023_fast_path_parity.py Adds fast-vs-legacy parity tests and regression coverage for the new native execute pipeline.
tests/test_010_pybind_functions.py Updates exposed-function expectations to include DDBCSQLExecuteLegacy.
mssql_python/pybind/ddbc_bindings.cpp Implements native type detection, new execute entrypoints, and various binding/DAE handling updates.
mssql_python/cursor.py Routes execute() to DDBCSQLExecute for the primary path and to DDBCSQLExecuteLegacy when setinputsizes overrides are present.

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Comment thread mssql_python/pybind/ddbc_bindings.cpp
Comment thread mssql_python/pybind/ddbc_bindings.cpp
Comment thread mssql_python/pybind/ddbc_bindings.cpp Outdated
Comment thread mssql_python/pybind/ddbc_bindings.cpp Outdated
Comment thread mssql_python/pybind/ddbc_bindings.cpp Outdated
Comment thread mssql_python/pybind/ddbc_bindings.cpp Outdated
bewithgaurav and others added 13 commits July 14, 2026 20:06
…E safety

- Check PyList_SetItem return value at all 4 call sites in DetectParamTypes
- Copy mutable bytearray into std::string before DAE streaming (both paths)
- Revert LCOV_EXCL markers (not processed by llvm-cov pipeline)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Add PyTuple_Check guard before PyTuple_GET_SIZE/GET_ITEM on
  Decimal.as_tuple().digits in DetectParamTypes and build_numeric_data
- Add ParamResetGuard RAII struct to ensure SQLFreeStmt(SQL_RESET_PARAMS)
  fires on all exit paths after BindParameters succeeds
- Wrap PythonObjectCache::initialize() in try/catch to clean up partial
  refs on any import failure

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
ParamResetGuard called SQLFreeStmt(SQL_RESET_PARAMS) in its destructor
before the caller could read SQLGetDiagRec, producing empty SQLSTATEs.
Restore manual SQLFreeStmt on success-only paths.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…_class, import_attr

- PyObjGuard: RAII cleanup for Decimal tuple extraction in
  DetectParamTypes and build_numeric_data (eliminates ~15 manual
  decref cascades)
- stream_dae_chunks(): template replacing 6 identical DAE chunking
  loops across legacy and fast execute paths
- get_cached_class(): single helper replacing 5 copy-paste type
  getter functions
- import_attr(): consolidates import-module-getattr-decref pattern
  in PythonObjectCache::initialize()

Net -94 lines, no functional changes.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Explain the SQL_NUMERIC_STRUCT conversion algorithm step-by-step,
precision/scale computation logic, MONEY range check rationale,
and one-liners on helper utilities (PyObjGuard, stream_dae_chunks,
get_cached_class).

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Introduce py_ref.hpp: PyPtr = std::unique_ptr<PyObject, PyDecRefDeleter>
with adopt() and incref_borrow() helpers. Zero runtime overhead via
empty-base optimisation.

Replaces the bespoke PyObjGuard (fixed 8-slot array, manual track/release)
with standard C++ RAII throughout DetectParamTypes and build_numeric_data.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
… bewithgaurav/insertmany-perf-detect-types
…le-free bugs

- Extract PythonObjectCache namespace to python_object_cache.hpp
- Extend PyPtr usage to Groups A/B/D/E (22→7 manual decrefs)
- Fix 3 double-free bugs in PyList_SetItem error paths
- Document ParamInfo.dataPtr manual refcounting rationale

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Rename python_object_cache.hpp → py_type_cache.hpp
- Rename namespace PythonObjectCache → PyTypeCache
- Remove unused: incref_borrow using, <cctype>, <iomanip>

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…om PyPtr

drops py_ref.hpp (PyPtr = unique_ptr<PyObject, PyDecRefDeleter>) and uses pybind11's own RAII handle via a steal() shorthand. same ownership semantics, no behavior change: in release builds (-O3 -DNDEBUG, which is what we ship) py::object::dec_ref compiles to a bare Py_XDECREF, identical to the PyPtr deleter. the raw CPython calls in the hot detection path are untouched, only the refcount wrapper changes.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
… bigint

build_numeric_data walked every Decimal digit through PyNumber_Multiply/PyNumber_Add, allocating three PyLongs per digit, then called PyNumber_Absolute and to_bytes(16) to serialise. it also re-entered Python for as_tuple() and the digits/exponent attributes that DetectParamTypes had already fetched.

SQL Server caps NUMERIC at 38 digits and callers reject anything larger, so the mantissa always fits 128 bits. accumulate it in four uint32 limbs and write the 16 little-endian bytes directly. limbs rather than __int128 because MSVC has no __int128, and the bytes are written explicitly so host endianness does not matter. as_tuple/digits/exponent are now passed in from the caller.

numeric decimal path measured 2.3x-2.9x faster (19-digit 1643 -> 711 ns/param, 38-digit 2401 -> 824). money path and all non-decimal types unchanged. 1922 tests pass, and decimal round-trip verified across sign, zero, money bounds, positive exponents, 38-digit magnitudes and scale-38 values.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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