LCOV - code coverage report
Current view: top level - sql/backends/monet5/UDF/pyapi3 - pyapi3.c (source / functions) Hit Total Coverage
Test: coverage.info Lines: 354 454 78.0 %
Date: 2024-11-14 20:04:02 Functions: 13 13 100.0 %

          Line data    Source code
       1             : /*
       2             :  * SPDX-License-Identifier: MPL-2.0
       3             :  *
       4             :  * This Source Code Form is subject to the terms of the Mozilla Public
       5             :  * License, v. 2.0.  If a copy of the MPL was not distributed with this
       6             :  * file, You can obtain one at http://mozilla.org/MPL/2.0/.
       7             :  *
       8             :  * Copyright 2024 MonetDB Foundation;
       9             :  * Copyright August 2008 - 2023 MonetDB B.V.;
      10             :  * Copyright 1997 - July 2008 CWI.
      11             :  */
      12             : 
      13             : #include "monetdb_config.h"
      14             : #include "pyapi.h"
      15             : #include "connection.h"
      16             : #include "mutils.h"
      17             : 
      18             : #include "unicode.h"
      19             : #include "pytypes.h"
      20             : #include "type_conversion.h"
      21             : #include "formatinput.h"
      22             : #include "conversion.h"
      23             : 
      24             : static PyObject *marshal_module = NULL;
      25             : PyObject *marshal_loads = NULL;
      26             : 
      27             : static str CreateEmptyReturn(MalBlkPtr mb, MalStkPtr stk, InstrPtr pci,
      28             :                                                           size_t retcols, oid seqbase);
      29             : 
      30           1 : static const char *FunctionBasePath(char *buf, size_t len)
      31             : {
      32           1 :         const char *basepath = GDKgetenv("function_basepath");
      33             : #ifdef NATIVE_WIN32
      34             :         if (basepath == NULL) {
      35             :                 const wchar_t *home = _wgetenv(L"HOME");
      36             :                 if (home) {
      37             :                         char *path = wchartoutf8(home);
      38             :                         if (path) {
      39             :                                 strcpy_len(buf, path, len);
      40             :                                 free(path);
      41             :                                 basepath = buf;
      42             :                         }
      43             :                 }
      44             :         }
      45             : #else
      46             :         /* not used except on Windows */
      47           1 :         (void) buf;
      48           1 :         (void) len;
      49           1 :         if (basepath == NULL) {
      50           1 :                 basepath = getenv("HOME");
      51             :         }
      52             : #endif
      53           1 :         if (basepath == NULL) {
      54           0 :                 basepath = "";
      55             :         }
      56           1 :         return basepath;
      57             : }
      58             : 
      59             : static MT_Lock pyapiLock = MT_LOCK_INITIALIZER(pyapiLock);
      60             : static bool pyapiInitialized = false;
      61             : static PyDateTime_CAPI *PYAPI3_DateTimeAPI;
      62             : 
      63          25 : bool PYAPI3PyAPIInitialized(void) {
      64          25 :         return pyapiInitialized;
      65             : }
      66             : 
      67         780 : PyDateTime_CAPI *get_DateTimeAPI(void) {
      68         780 :         return PYAPI3_DateTimeAPI;
      69             : }
      70             : 
      71          10 : void init_DateTimeAPI(void) {
      72          10 :         PyDateTime_IMPORT;
      73          10 :         PYAPI3_DateTimeAPI = PyDateTimeAPI;
      74          10 : }
      75             : 
      76             : #ifdef WIN32
      77             : static bool enable_zerocopy_input = true;
      78             : static bool enable_zerocopy_output = false;
      79             : #else
      80             : static bool enable_zerocopy_input = true;
      81             : static bool enable_zerocopy_output = true;
      82             : #endif
      83             : 
      84             : static str
      85             : PyAPIeval(Client cntxt, MalBlkPtr mb, MalStkPtr stk, InstrPtr pci, bool grouped);
      86             : 
      87             : str
      88         136 : PYAPI3PyAPIevalStd(Client cntxt, MalBlkPtr mb, MalStkPtr stk, InstrPtr pci) {
      89         136 :         return PyAPIeval(cntxt, mb, stk, pci, false);
      90             : }
      91             : 
      92             : str
      93          26 : PYAPI3PyAPIevalAggr(Client cntxt, MalBlkPtr mb, MalStkPtr stk, InstrPtr pci) {
      94          26 :         return PyAPIeval(cntxt, mb, stk, pci, true);
      95             : }
      96             : 
      97             : #define NP_SPLIT_BAT(tpe)                                                      \
      98             :         {                                                                          \
      99             :                 tpe ***ptr = (tpe ***)split_bats;                                      \
     100             :                 size_t *temp_indices;                                                  \
     101             :                 tpe *batcontent = (tpe *)basevals;                                     \
     102             :                 /* allocate space for split BAT */                                     \
     103             :                 for (group_it = 0; group_it < group_count; group_it++) {               \
     104             :                         ptr[group_it][i] =                                                 \
     105             :                                 GDKzalloc(group_counts[group_it] * sizeof(tpe));               \
     106             :                 }                                                                      \
     107             :                 /*iterate over the elements of the current BAT*/                       \
     108             :                 temp_indices = GDKzalloc(sizeof(lng) * group_count);                   \
     109             :                 if (BATtvoid(aggr_group)) {                                            \
     110             :                         for (element_it = 0; element_it < elements; element_it++) {        \
     111             :                                 /*append current element to proper group*/                     \
     112             :                                 ptr[element_it][i][temp_indices[element_it]++] =               \
     113             :                                         batcontent[element_it];                                    \
     114             :                         }                                                                  \
     115             :                 } else {                                                               \
     116             :                         for (element_it = 0; element_it < elements; element_it++) {        \
     117             :                                 /*group of current element*/                                   \
     118             :                                 oid group = aggr_group_arr[element_it];                        \
     119             :                                 /*append current element to proper group*/                     \
     120             :                                 ptr[group][i][temp_indices[group]++] = batcontent[element_it]; \
     121             :                         }                                                                  \
     122             :                 }                                                                      \
     123             :                 GDKfree(temp_indices);                                                 \
     124             :         }
     125             : 
     126             : //! The main PyAPI function, this function does everything PyAPI related
     127             : //! It takes as argument a bunch of input BATs, a python function, and outputs a
     128             : //! number of BATs
     129             : //! This function follows the following pipeline
     130             : //! [PARSE_CODE] Step 1: It parses the Python source code and corrects any wrong
     131             : //! indentation, or converts the source code into a PyCodeObject if the source
     132             : //! code is encoded as such
     133             : //! [CONVERT_BAT] Step 2: It converts the input BATs into Numpy Arrays
     134             : //! [EXECUTE_CODE] Step 3: It executes the Python code using the Numpy arrays as arguments
     135             : //! [RETURN_VALUES] Step 4: It collects the return values and converts them back into BATs
     136         162 : static str PyAPIeval(Client cntxt, MalBlkPtr mb, MalStkPtr stk, InstrPtr pci, bool grouped) {
     137         162 :         sql_func * sqlfun = NULL;
     138         162 :         str exprStr = NULL;
     139             : 
     140         162 :         const int additional_columns = 3;
     141         162 :         int i = 1, ai = 0;
     142         162 :         char *pycall = NULL;
     143         162 :         str *args;
     144         162 :         char *msg = MAL_SUCCEED;
     145         162 :         BAT *b = NULL;
     146         162 :         node *argnode = NULL;
     147         162 :         int seengrp = FALSE;
     148         162 :         PyObject *pArgs = NULL, *pColumns = NULL, *pColumnTypes = NULL,
     149             :                          *pConnection,
     150         162 :                          *pResult = NULL; // this is going to be the parameter tuple
     151         162 :         PyObject *code_object = NULL;
     152         162 :         PyReturn *pyreturn_values = NULL;
     153         162 :         PyInput *pyinput_values = NULL;
     154         162 :         oid seqbase = 0;
     155         162 :         bit varres;
     156         162 :         int retcols;
     157         162 :         bool gstate = 0;
     158         162 :         int unnamedArgs = 0;
     159         162 :         bool freeexprStr = false;
     160         162 :         int argcount = pci->argc;
     161             : 
     162         162 :         char *eval_additional_args[] = {"_columns", "_column_types", "_conn"};
     163             : 
     164         162 :         if (!pyapiInitialized) {
     165           0 :                 throw(MAL, "pyapi3.eval", SQLSTATE(PY000) "Embedded Python is enabled but an error was "
     166             :                                                                  "thrown during initialization.");
     167             :         }
     168             : 
     169             :         // If the first input argument is of type lng, this is a cardinality-only bulk operation.
     170         162 :         int has_card_arg = 0;
     171         162 :         BUN card; // cardinality of non-bat inputs
     172         162 :         if (getArgType(mb, pci, pci->retc) == TYPE_lng) {
     173           1 :                 has_card_arg=1;
     174           1 :                 card = (BUN) *getArgReference_lng(stk, pci, pci->retc);
     175             :         } else {
     176             :                 has_card_arg=0;
     177             :                 card = 1;
     178             :         }
     179             : 
     180         162 :         sqlfun = *(sql_func **)getArgReference(stk, pci, pci->retc + has_card_arg);
     181         162 :         exprStr = *getArgReference_str(stk, pci, pci->retc + 1 + has_card_arg);
     182         324 :         varres = sqlfun ? sqlfun->varres : 0;
     183         162 :         retcols = !varres ? pci->retc : -1;
     184             : 
     185         162 :         args = (str *)GDKzalloc(pci->argc * sizeof(str));
     186         162 :         pyreturn_values = GDKzalloc(pci->retc * sizeof(PyReturn));
     187         162 :         if (args == NULL || pyreturn_values == NULL) {
     188           0 :                 throw(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL " arguments.");
     189             :         }
     190             : 
     191         162 :         if ((pci->argc - (pci->retc + 2 + has_card_arg)) * sizeof(PyInput) > 0) {
     192         114 :                 pyinput_values = GDKzalloc((pci->argc - (pci->retc + 2 + has_card_arg)) * sizeof(PyInput));
     193             : 
     194         114 :                 if (pyinput_values == NULL) {
     195           0 :                         GDKfree(args);
     196           0 :                         GDKfree(pyreturn_values);
     197           0 :                         throw(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL " input values.");
     198             :                 }
     199             :         }
     200             : 
     201             :         // Analyse the SQL_Func structure to get the parameter names
     202         162 :         if (sqlfun != NULL && sqlfun->ops->cnt > 0) {
     203         101 :                 unnamedArgs = pci->retc + 2 + has_card_arg;
     204         101 :                 argnode = sqlfun->ops->h;
     205         238 :                 while (argnode) {
     206         137 :                         char *argname = ((sql_arg *)argnode->data)->name;
     207         137 :                         args[unnamedArgs++] = GDKstrdup(argname);
     208         137 :                         argnode = argnode->next;
     209             :                 }
     210             :         }
     211             : 
     212             :         // We name all the unknown arguments, if grouping is enabled the first
     213             :         // unknown argument that is the group variable, we name this 'aggr_group'
     214         528 :         for (i = pci->retc + 2 + has_card_arg; i < argcount; i++) {
     215         366 :                 if (args[i] == NULL) {
     216         229 :                         if (!seengrp && grouped) {
     217          17 :                                 args[i] = GDKstrdup("aggr_group");
     218          17 :                                 seengrp = TRUE;
     219             :                         } else {
     220         212 :                                 char argbuf[64];
     221         212 :                                 snprintf(argbuf, sizeof(argbuf), "arg%i", i - pci->retc - (1 + has_card_arg));
     222         212 :                                 args[i] = GDKstrdup(argbuf);
     223             :                         }
     224             :                 }
     225             :         }
     226             : 
     227             :         // Construct PyInput objects
     228         162 :         argnode = sqlfun && sqlfun->ops->cnt > 0 ? sqlfun->ops->h : NULL;
     229         523 :         for (i = pci->retc + 2 + has_card_arg; i < argcount; i++) {
     230         364 :                 PyInput *inp = &pyinput_values[i - (pci->retc + 2 + has_card_arg)];
     231         364 :                 if (!isaBatType(getArgType(mb, pci, i))) {
     232          41 :                         inp->scalar = true;
     233          41 :                         inp->bat_type = getArgType(mb, pci, i);
     234          41 :                         inp->count = 1;
     235             : 
     236          41 :                         if (!has_card_arg) {
     237          41 :                                 if (inp->bat_type == TYPE_str) {
     238           0 :                                         inp->dataptr = getArgReference_str(stk, pci, i);
     239             :                                 } else {
     240          41 :                                         inp->dataptr = getArgReference(stk, pci, i);
     241             :                                 }
     242             :                         }
     243             :                         else {
     244           0 :                                 const ValRecord *v = &stk->stk[getArg(pci, i)];
     245           0 :                                 b = BATconstant(0, v->vtype, VALptr(v), card, TRANSIENT);
     246           0 :                                 if (b == NULL) {
     247           0 :                                         msg = createException(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL);
     248           0 :                                         goto wrapup;
     249             :                                 }
     250           0 :                                 inp->count = BATcount(b);
     251           0 :                                 inp->bat_type = b->ttype;
     252           0 :                                 inp->bat = b;
     253             :                         }
     254             :                 } else {
     255         323 :                         b = BATdescriptor(*getArgReference_bat(stk, pci, i));
     256         323 :                         if (b == NULL) {
     257           0 :                                 msg = createException(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL);
     258           0 :                                 goto wrapup;
     259             :                         }
     260         323 :                         seqbase = b->hseqbase;
     261         323 :                         inp->count = BATcount(b);
     262         323 :                         inp->bat_type = b->ttype;
     263         323 :                         inp->bat = b;
     264         323 :                         if (inp->count == 0) {
     265             :                                 // one of the input BATs is empty, don't execute the function at
     266             :                                 // all
     267             :                                 // just return empty BATs
     268           3 :                                 msg = CreateEmptyReturn(mb, stk, pci, retcols, seqbase);
     269           3 :                                 goto wrapup;
     270             :                         }
     271             :                 }
     272         361 :                 if (argnode) {
     273         134 :                         inp->sql_subtype = &((sql_arg *)argnode->data)->type;
     274         134 :                         argnode = argnode->next;
     275             :                 }
     276             :         }
     277             : 
     278             :         // After this point we will execute Python Code, so we need to acquire the
     279             :         // GIL
     280         159 :         gstate = Python_ObtainGIL();
     281             : 
     282         159 :         if (sqlfun) {
     283             :                 // Check if exprStr references to a file path or if it contains the
     284             :                 // Python code itself
     285             :                 // There is no easy way to check, so the rule is if it starts with '/'
     286             :                 // it is always a file path,
     287             :                 // Otherwise it's a (relative) file path only if it ends with '.py'
     288         159 :                 size_t length = strlen(exprStr);
     289         159 :                 if (exprStr[0] == '/' ||
     290         159 :                         (exprStr[length - 3] == '.' && exprStr[length - 2] == 'p' &&
     291           1 :                          exprStr[length - 1] == 'y')) {
     292           1 :                         FILE *fp;
     293           1 :                         char address[1000];
     294           1 :                         struct stat buffer;
     295           1 :                         ssize_t length;
     296           1 :                         if (exprStr[0] == '/') {
     297             :                                 // absolute path
     298           0 :                                 snprintf(address, 1000, "%s", exprStr);
     299             :                         } else {
     300             :                                 // relative path
     301           1 :                                 snprintf(address, 1000, "%s/%s", FunctionBasePath((char[256]){0}, 256), exprStr);
     302             :                         }
     303           1 :                         if (MT_stat(address, &buffer) < 0) {
     304           0 :                                 msg = createException(
     305             :                                         MAL, "pyapi3.eval",
     306             :                                         SQLSTATE(PY000) "Could not find Python source file \"%s\".", address);
     307           0 :                                 goto wrapup;
     308             :                         }
     309           1 :                         fp = fopen(address, "r");
     310           1 :                         if (fp == NULL) {
     311           0 :                                 msg = createException(
     312             :                                         MAL, "pyapi3.eval",
     313             :                                         SQLSTATE(PY000) "Could not open Python source file \"%s\".", address);
     314           0 :                                 goto wrapup;
     315             :                         }
     316           1 :                         if(fseek(fp, 0, SEEK_END) == -1) {
     317           0 :                                 msg = createException(
     318             :                                                 MAL, "pyapi3.eval",
     319             :                                                 SQLSTATE(PY000) "Failed to set file pointer on Python source file \"%s\".", address);
     320           0 :                                 goto wrapup;
     321             :                         }
     322           1 :                         if((length = ftell(fp)) == -1) {
     323           0 :                                 msg = createException(
     324             :                                                 MAL, "pyapi3.eval",
     325             :                                                 SQLSTATE(PY000) "Failed to set file pointer on Python source file \"%s\".", address);
     326           0 :                                 goto wrapup;
     327             :                         }
     328           1 :                         if(fseek(fp, 0, SEEK_SET) == -1) {
     329           0 :                                 msg = createException(
     330             :                                                 MAL, "pyapi3.eval",
     331             :                                                 SQLSTATE(PY000) "Failed to set file pointer on Python source file \"%s\".", address);
     332           0 :                                 goto wrapup;
     333             :                         }
     334           1 :                         exprStr = GDKzalloc(length + 1);
     335           1 :                         if (exprStr == NULL) {
     336           0 :                                 msg = createException(MAL, "pyapi3.eval",
     337             :                                                                           SQLSTATE(HY013) MAL_MALLOC_FAIL " function body string.");
     338           0 :                                 goto wrapup;
     339             :                         }
     340           1 :                         freeexprStr = true;
     341           1 :                         if (fread(exprStr, 1, (size_t) length, fp) != (size_t) length) {
     342           0 :                                 msg = createException(MAL, "pyapi3.eval",
     343             :                                                                           SQLSTATE(PY000) "Failed to read from file \"%s\".",
     344             :                                                                           address);
     345           0 :                                 goto wrapup;
     346             :                         }
     347           1 :                         fclose(fp);
     348             :                 }
     349             :         }
     350             : 
     351             :         /*[PARSE_CODE]*/
     352         159 :         pycall = FormatCode(exprStr, args, argcount, 4, &code_object, &msg,
     353             :                                                 eval_additional_args, additional_columns);
     354         159 :         if (pycall == NULL && code_object == NULL) {
     355           0 :                 if (msg == NULL) {
     356           0 :                         msg = createException(MAL, "pyapi3.eval",
     357             :                                                                   SQLSTATE(PY000) "Error while parsing Python code.");
     358             :                 }
     359           0 :                 goto wrapup;
     360             :         }
     361             : 
     362             :         /*[CONVERT_BAT]*/
     363             :         // Now we will do the input handling (aka converting the input BATs to numpy
     364             :         // arrays)
     365             :         // We will put the python arrays in a PyTuple object, we will use this
     366             :         // PyTuple object as the set of arguments to call the Python function
     367         159 :         pArgs = PyTuple_New(argcount - (pci->retc + 2 + has_card_arg) +
     368         159 :                                                 (code_object == NULL ? additional_columns : 0));
     369         159 :         pColumns = PyDict_New();
     370         159 :         pColumnTypes = PyDict_New();
     371         159 :         pConnection = Py_Connection_Create(cntxt, 0, 0);
     372             : 
     373             :         // Now we will loop over the input BATs and convert them to python objects
     374         520 :         for (i = pci->retc + 2 + has_card_arg; i < argcount; i++) {
     375         361 :                 PyObject *result_array;
     376             :                 // t_start and t_end hold the part of the BAT we will convert to a Numpy
     377             :                 // array, by default these hold the entire BAT [0 - BATcount(b)]
     378         361 :                 size_t t_start = 0, t_end = pyinput_values[i - (pci->retc + 2 + has_card_arg)].count;
     379             : 
     380             :                 // There are two possibilities, either the input is a BAT, or the input
     381             :                 // is a scalar
     382             :                 // If the input is a scalar we will convert it to a python scalar
     383             :                 // If the input is a BAT, we will convert it to a numpy array
     384         361 :                 if (pyinput_values[i - (pci->retc + 2 + has_card_arg)].scalar) {
     385          41 :                         result_array = PyArrayObject_FromScalar(
     386             :                                 &pyinput_values[i - (pci->retc + 2 + has_card_arg)], &msg);
     387             :                 } else {
     388         320 :                         int type = pyinput_values[i - (pci->retc + 2 + has_card_arg)].bat_type;
     389         320 :                         result_array = PyMaskedArray_FromBAT(
     390             :                                 &pyinput_values[i - (pci->retc + 2 + has_card_arg)], t_start, t_end, &msg,
     391         320 :                                 !enable_zerocopy_input && type != TYPE_void);
     392             :                 }
     393         361 :                 if (result_array == NULL) {
     394           0 :                         if (msg == MAL_SUCCEED) {
     395           0 :                                 msg = createException(MAL, "pyapi3.eval",
     396             :                                                                           SQLSTATE(PY000) "Failed to create Numpy Array from BAT.");
     397             :                         }
     398           0 :                         goto wrapup;
     399             :                 }
     400         361 :                 if (code_object == NULL) {
     401         361 :                         PyObject *arg_type = PyUnicode_FromString(
     402         361 :                                 BatType_Format(pyinput_values[i - (pci->retc + 2 + has_card_arg)].bat_type));
     403         361 :                         PyDict_SetItemString(pColumns, args[i], result_array);
     404         361 :                         PyDict_SetItemString(pColumnTypes, args[i], arg_type);
     405         361 :                         Py_DECREF(arg_type);
     406             :                 }
     407         361 :                 pyinput_values[i - (pci->retc + 2 + has_card_arg)].result = result_array;
     408         361 :                 PyTuple_SetItem(pArgs, ai++, result_array);
     409             :         }
     410         159 :         if (code_object == NULL) {
     411         159 :                 PyTuple_SetItem(pArgs, ai++, pColumns);
     412         159 :                 PyTuple_SetItem(pArgs, ai++, pColumnTypes);
     413         159 :                 PyTuple_SetItem(pArgs, ai++, pConnection);
     414             :         }
     415             : 
     416             :         /*[EXECUTE_CODE]*/
     417             :         // Now it is time to actually execute the python code
     418             :         {
     419         159 :                 PyObject *pFunc, *pModule, *v, *d;
     420             : 
     421             :                 // First we will load the main module, this is required
     422         159 :                 pModule = PyImport_AddModule("__main__");
     423         159 :                 if (!pModule) {
     424           0 :                         msg = PyError_CreateException("Failed to load module", NULL);
     425           0 :                         goto wrapup;
     426             :                 }
     427             : 
     428             :                 // Now we will add the UDF to the main module
     429         159 :                 d = PyModule_GetDict(pModule);
     430         159 :                 if (code_object == NULL) {
     431         159 :                         v = PyRun_StringFlags(pycall, Py_file_input, d, NULL, NULL);
     432         159 :                         if (v == NULL) {
     433           2 :                                 msg = PyError_CreateException("Could not parse Python code",
     434             :                                                                                           pycall);
     435           2 :                                 goto wrapup;
     436             :                         }
     437         157 :                         Py_DECREF(v);
     438             : 
     439             :                         // Now we need to obtain a pointer to the function, the function is
     440             :                         // called "pyfun"
     441         157 :                         pFunc = PyObject_GetAttrString(pModule, "pyfun");
     442         157 :                         if (!pFunc || !PyCallable_Check(pFunc)) {
     443           0 :                                 msg = PyError_CreateException("Failed to load function", NULL);
     444           0 :                                 goto wrapup;
     445             :                         }
     446             :                 } else {
     447           0 :                         pFunc = PyFunction_New(code_object, d);
     448           0 :                         if (!pFunc || !PyCallable_Check(pFunc)) {
     449           0 :                                 msg = PyError_CreateException("Failed to load function", NULL);
     450           0 :                                 goto wrapup;
     451             :                         }
     452             :                 }
     453             : 
     454             :                 // The function has been successfully created/compiled, all that
     455             :                 // remains is to actually call the function
     456         157 :                 pResult = PyObject_CallObject(pFunc, pArgs);
     457             : 
     458         157 :                 Py_DECREF(pFunc);
     459         157 :                 Py_DECREF(pArgs);
     460             : 
     461         157 :                 if (PyErr_Occurred()) {
     462           4 :                         msg = PyError_CreateException("Python exception", pycall);
     463           4 :                         if (code_object == NULL) {
     464           4 :                                 PyRun_SimpleString("del pyfun");
     465             :                         }
     466           4 :                         goto wrapup;
     467             :                 }
     468             : 
     469             :                 // if (code_object == NULL) { PyRun_SimpleString("del pyfun"); }
     470             : 
     471         153 :                 if (PyDict_Check(pResult)) { // Handle dictionary returns
     472             :                         // For dictionary returns we need to map each of the (key,value)
     473             :                         // pairs to the proper return value
     474             :                         // We first analyze the SQL Function structure for a list of return
     475             :                         // value names
     476          41 :                         char **retnames = NULL;
     477          41 :                         if (!varres) {
     478          41 :                                 if (sqlfun != NULL) {
     479          41 :                                         retnames = GDKzalloc(sizeof(char *) * sqlfun->res->cnt);
     480          41 :                                         argnode = sqlfun->res->h;
     481         147 :                                         for (i = 0; i < sqlfun->res->cnt; i++) {
     482         106 :                                                 retnames[i] = ((sql_arg *)argnode->data)->name;
     483         106 :                                                 argnode = argnode->next;
     484             :                                         }
     485             :                                 } else {
     486           0 :                                         msg = createException(MAL, "pyapi3.eval",
     487             :                                                                                   SQLSTATE(PY000) "Return value is a dictionary, but "
     488             :                                                                                   "there is no sql function object, so "
     489             :                                                                                   "we don't know the return value "
     490             :                                                                                   "names and mapping cannot be done.");
     491           0 :                                         goto wrapup;
     492             :                                 }
     493             :                         } else {
     494             :                                 // If there are a variable number of return types, we take the
     495             :                                 // column names from the dictionary
     496           0 :                                 PyObject *keys = PyDict_Keys(pResult);
     497           0 :                                 retcols = (int)PyList_Size(keys);
     498           0 :                                 retnames = GDKzalloc(sizeof(char *) * retcols);
     499           0 :                                 for (i = 0; i < retcols; i++) {
     500           0 :                                         PyObject *colname = PyList_GetItem(keys, i);
     501           0 :                                         if (!PyUnicode_CheckExact(colname)) {
     502           0 :                                                 msg = createException(MAL, "pyapi3.eval",
     503             :                                                                                           SQLSTATE(PY000) "Expected a string key in the "
     504             :                                                                                           "dictionary, but received an "
     505             :                                                                                           "object of type %s",
     506             :                                                                                           colname->ob_type->tp_name);
     507           0 :                                                 goto wrapup;
     508             :                                         }
     509           0 :                                         retnames[i] = (char *) PyUnicode_AsUTF8(colname);
     510             :                                 }
     511           0 :                                 Py_DECREF(keys);
     512             :                         }
     513          41 :                         pResult = PyDict_CheckForConversion(pResult, retcols, retnames, &msg);
     514          41 :                         if (retnames != NULL)
     515          41 :                                 GDKfree(retnames);
     516         112 :                 } else if (varres) {
     517           0 :                         msg = createException(MAL, "pyapi3.eval",
     518             :                                                                   SQLSTATE(PY000) "Expected a variable number return values, "
     519             :                                                                   "but the return type was not a dictionary. "
     520             :                                                                   "We require the return type to be a "
     521             :                                                                   "dictionary for column naming purposes.");
     522           0 :                         goto wrapup;
     523             :                 } else {
     524             :                         // Now we need to do some error checking on the result object,
     525             :                         // because the result object has to have the correct type/size
     526             :                         // We will also do some converting of result objects to a common
     527             :                         // type (such as scalar -> [[scalar]])
     528         112 :                         pResult = PyObject_CheckForConversion(pResult, retcols, NULL, &msg);
     529             :                 }
     530         153 :                 if (pResult == NULL) {
     531           3 :                         goto wrapup;
     532             :                 }
     533             :         }
     534             : 
     535         150 :         if (varres) {
     536           0 :                 GDKfree(pyreturn_values);
     537           0 :                 pyreturn_values = GDKzalloc(retcols * sizeof(PyReturn));
     538             :         }
     539             : 
     540             :         // Now we have executed the Python function, we have to collect the return
     541             :         // values and convert them to BATs
     542             :         // We will first collect header information about the Python return objects
     543             :         // and extract the underlying C arrays
     544             :         // We will store this header information in a PyReturn object
     545             : 
     546             :         // The reason we are doing this as a separate step is because this
     547             :         // preprocessing requires us to call the Python API
     548             :         // Whereas the actual returning does not require us to call the Python API
     549             :         // This means we can do the actual returning without holding the GIL
     550         150 :         if (!PyObject_PreprocessObject(pResult, pyreturn_values, retcols, &msg)) {
     551           0 :                 goto wrapup;
     552             :         }
     553             : 
     554             :         // We are done executing Python code (aside from cleanup), so we can release
     555             :         // the GIL
     556         150 :         gstate = Python_ReleaseGIL(gstate);
     557             : 
     558             :         /*[RETURN_VALUES]*/
     559         150 :         argnode = sqlfun && sqlfun->res ? sqlfun->res->h : NULL;
     560         363 :         for (i = 0; i < retcols; i++) {
     561         213 :                 PyReturn *ret = &pyreturn_values[i];
     562         213 :                 int bat_type = TYPE_any;
     563         213 :                 sql_subtype *sql_subtype = argnode ? &((sql_arg *)argnode->data)->type : NULL;
     564         213 :                 if (!varres) {
     565         213 :                         bat_type = getBatType(getArgType(mb, pci, i));
     566             : 
     567         213 :                         if (bat_type == TYPE_any || bat_type == TYPE_void) {
     568           0 :                                 bat_type = PyType_ToBat(ret->result_type);
     569           0 :                                 getArgType(mb, pci, i) = bat_type;
     570             :                         }
     571             :                 } else {
     572           0 :                         bat_type = PyType_ToBat(ret->result_type);
     573             :                 }
     574             : 
     575         426 :                 b = PyObject_ConvertToBAT(ret, sql_subtype, bat_type, i, seqbase, &msg,
     576         213 :                                                                   !enable_zerocopy_output);
     577         213 :                 if (b == NULL) {
     578           0 :                         goto wrapup;
     579             :                 }
     580             : 
     581         213 :                 msg = MAL_SUCCEED;
     582         213 :                 if (isaBatType(getArgType(mb, pci, i))) {
     583         192 :                         *getArgReference_bat(stk, pci, i) = b->batCacheid;
     584         192 :                         BBPkeepref(b);
     585             :                 } else { // single value return, only for non-grouped aggregations
     586          21 :                         BATiter li = bat_iterator(b);
     587          21 :                         if (bat_type != TYPE_str) {
     588          21 :                                 if (VALinit(&stk->stk[pci->argv[i]], bat_type, li.base) ==
     589             :                                         NULL)
     590           0 :                                         msg = createException(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL);
     591             :                         } else {
     592           0 :                                 if (VALinit(&stk->stk[pci->argv[i]], bat_type,
     593           0 :                                                         BUNtail(li, 0)) == NULL)
     594           0 :                                         msg = createException(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL);
     595             :                         }
     596          21 :                         bat_iterator_end(&li);
     597          21 :                         BBPunfix(b->batCacheid);
     598          21 :                         b = NULL;
     599          21 :                         if (msg != MAL_SUCCEED)
     600           0 :                                 goto wrapup;
     601             :                 }
     602         213 :                 if (argnode) {
     603         213 :                         argnode = argnode->next;
     604             :                 }
     605             :         }
     606         150 : wrapup:
     607             : 
     608             :         // Actual cleanup
     609             :         // Cleanup input BATs
     610         528 :         for (i = pci->retc + 2 + has_card_arg; i < pci->argc; i++) {
     611         366 :                 PyInput *inp = &pyinput_values[i - (pci->retc + 2 + has_card_arg)];
     612         366 :                 BBPreclaim(inp->bat);
     613         369 :                 BBPreclaim(inp->conv_bat); /* delayed free */
     614             :         }
     615         162 :         if (pResult != NULL && gstate == 0) {
     616             :                 // if there is a pResult here, we are running single threaded (LANGUAGE
     617             :                 // PYTHON),
     618             :                 // thus we need to free python objects, thus we need to obtain the GIL
     619         150 :                 gstate = Python_ObtainGIL();
     620             :         }
     621         393 :         for (i = 0; i < retcols; i++) {
     622         231 :                 PyReturn *ret = &pyreturn_values[i];
     623             :                 // First clean up any return values
     624         231 :                 if (!ret->multidimensional) {
     625             :                         // Clean up numpy arrays, if they are there
     626         231 :                         if (ret->numpy_array != NULL) {
     627         213 :                                 Py_DECREF(ret->numpy_array);
     628             :                         }
     629         231 :                         if (ret->numpy_mask != NULL) {
     630          30 :                                 Py_DECREF(ret->numpy_mask);
     631             :                         }
     632             :                 }
     633             :         }
     634         162 :         if (pResult != NULL) {
     635         150 :                 Py_DECREF(pResult);
     636             :         }
     637         162 :         if (gstate != 0) {
     638         159 :                 gstate = Python_ReleaseGIL(gstate);
     639             :         }
     640             : 
     641             :         // Now release some GDK memory we allocated for strings and input values
     642         162 :         GDKfree(pyreturn_values);
     643         162 :         GDKfree(pyinput_values);
     644        1246 :         for (i = 0; i < pci->argc; i++)
     645         922 :                 if (args[i])
     646         366 :                         GDKfree(args[i]);
     647         162 :         GDKfree(args);
     648         162 :         GDKfree(pycall);
     649         162 :         if (freeexprStr)
     650           1 :                 GDKfree(exprStr);
     651             : 
     652         162 :         return msg;
     653             : }
     654             : 
     655             : #ifdef _MSC_VER
     656             : #define wcsdup _wcsdup
     657             : #endif
     658             : static str
     659          10 : PYAPI3PyAPIprelude(void) {
     660          10 :         MT_lock_set(&pyapiLock);
     661          10 :         if (!pyapiInitialized) {
     662          10 :                 wchar_t* program = L"mserver5";
     663          10 :                 wchar_t* argv[] = { program, NULL };
     664          10 :                 str msg = MAL_SUCCEED;
     665             : 
     666          10 :                 static_assert(PY_MAJOR_VERSION == 3, "Python 3.X required");
     667             : #if PY_MINOR_VERSION >= 11
     668             :                 /* introduced in 3.8, we use it for 3.11 and later
     669             :                  * on Windows, this code does not work with 3.10, it needs more
     670             :                  * complex initialization */
     671          10 :                 PyStatus status;
     672          10 :                 PyConfig config;
     673             : 
     674          10 :                 PyConfig_InitIsolatedConfig(&config);
     675          10 :                 status = PyConfig_SetArgv(&config, 1, argv);
     676          10 :                 if (!PyStatus_Exception(status))
     677          10 :                         status = PyConfig_Read(&config);
     678          10 :                 if (!PyStatus_Exception(status))
     679          10 :                         status = Py_InitializeFromConfig(&config);
     680          10 :                 PyConfig_Clear(&config);
     681          10 :                 if (PyStatus_Exception(status)) {
     682           0 :                         MT_lock_unset(&pyapiLock);
     683           0 :                         throw(MAL, "pyapi3.eval",
     684             :                                   SQLSTATE(PY000) "Python initialization failed: %s: %s",
     685             :                                   status.func ? status.func : "PYAPI3PyAPIprelude",
     686             :                                   status.err_msg ? status.err_msg : "");
     687             :                 }
     688             : #else
     689             :                 /* PySys_SetArgvEx deprecated in 3.11 */
     690             :                 Py_InitializeEx(0);
     691             :                 PySys_SetArgvEx(1, argv, 0);
     692             : #endif
     693             : 
     694          10 :                 _import_array();
     695          10 :                 msg = _connection_init();
     696          10 :                 if (msg != MAL_SUCCEED) {
     697           0 :                         MT_lock_unset(&pyapiLock);
     698           0 :                         return msg;
     699             :                 }
     700          10 :                 msg = _conversion_init();
     701          10 :                 if (msg != MAL_SUCCEED) {
     702           0 :                         MT_lock_unset(&pyapiLock);
     703           0 :                         return msg;
     704             :                 }
     705          10 :                 _pytypes_init();
     706          10 :                 _loader_init();
     707          10 :                 marshal_module = PyImport_ImportModule("marshal");
     708          10 :                 init_DateTimeAPI();
     709          10 :                 if (marshal_module == NULL) {
     710           0 :                         MT_lock_unset(&pyapiLock);
     711           0 :                         return createException(MAL, "pyapi3.eval", SQLSTATE(PY000) "Failed to load Marshal module.");
     712             :                 }
     713          10 :                 marshal_loads = PyObject_GetAttrString(marshal_module, "loads");
     714          10 :                 if (marshal_loads == NULL) {
     715           0 :                         MT_lock_unset(&pyapiLock);
     716           0 :                         return createException(MAL, "pyapi3.eval", SQLSTATE(PY000) "Failed to load function \"loads\" from Marshal module.");
     717             :                 }
     718          10 :                 if (PyRun_SimpleString("import numpy") != 0) {
     719           0 :                         msg = PyError_CreateException("Failed to initialize embedded python", NULL);
     720           0 :                         MT_lock_unset(&pyapiLock);
     721           0 :                         return msg;
     722             :                 }
     723          10 :                 PyEval_SaveThread();
     724          10 :                 if (msg != MAL_SUCCEED) {
     725             :                         MT_lock_unset(&pyapiLock);
     726             :                         return msg;
     727             :                 }
     728          10 :                 pyapiInitialized = true;
     729          10 :                 fprintf(stdout, "# MonetDB/Python%d module loaded\n", 3);
     730             :         }
     731          10 :         MT_lock_unset(&pyapiLock);
     732          10 :         return MAL_SUCCEED;
     733             : }
     734             : 
     735          18 : char *PyError_CreateException(char *error_text, char *pycall)
     736             : {
     737          18 :         PyObject *py_error_type = NULL, *py_error_value = NULL,
     738          18 :                          *py_error_traceback = NULL;
     739          18 :         const char *py_error_string = NULL;
     740          18 :         lng line_number = -1;
     741             : 
     742          18 :         PyErr_Fetch(&py_error_type, &py_error_value, &py_error_traceback);
     743          18 :         if (py_error_value) {
     744          18 :                 PyObject *error;
     745          18 :                 PyErr_NormalizeException(&py_error_type, &py_error_value,
     746             :                                                                  &py_error_traceback);
     747          18 :                 error = PyObject_Str(py_error_value);
     748             : 
     749          18 :                 py_error_string = PyUnicode_AsUTF8(error);
     750          18 :                 Py_XDECREF(error);
     751          18 :                 if (pycall != NULL && strlen(pycall) > 0) {
     752          18 :                         if (py_error_traceback == NULL) {
     753             :                                 // no traceback info, this means we are dealing with a parsing
     754             :                                 // error
     755             :                                 // line information should be in the error message
     756           2 :                                 sscanf(py_error_string, "%*[^0-9]" LLSCN, &line_number);
     757           2 :                                 if (line_number < 0)
     758           0 :                                         goto finally;
     759             :                         } else {
     760          16 :                                 line_number =
     761          16 :                                         ((PyTracebackObject *)py_error_traceback)->tb_lineno;
     762             :                         }
     763             : 
     764             :                         // Now only display the line numbers around the error message, we
     765             :                         // display 5 lines around the error message
     766             :                         {
     767             :                                 char linenr[32];
     768             :                                 size_t nrpos, pos, i, j;
     769             :                                 char lineinformation[5000]; // we only support 5000 characters
     770             :                                                                                         // for 5 lines of the program,
     771             :                                                                                         // should be enough
     772             :                                 nrpos = 0; // Current line number
     773             :                                 pos = 0; // Current position in the lineinformation result array
     774        2690 :                                 for (i = 0; i < strlen(pycall); i++) {
     775        2672 :                                         if (pycall[i] == '\n' || i == 0) {
     776             :                                                 // Check if we have arrived at a new line, if we have
     777             :                                                 // increment the line count
     778         151 :                                                 nrpos++;
     779             :                                                 // Now check if we should display this line
     780         151 :                                                 if (nrpos >= ((size_t)line_number - 2) &&
     781          14 :                                                         nrpos <= ((size_t)line_number + 2) && pos < 4997) {
     782             :                                                         // We shouldn't put a newline on the first line we
     783             :                                                         // encounter, only on subsequent lines
     784           8 :                                                         if (nrpos > ((size_t)line_number - 2))
     785           7 :                                                                 lineinformation[pos++] = '\n';
     786           8 :                                                         if ((size_t)line_number == nrpos) {
     787             :                                                                 // If this line is the 'error' line, add an
     788             :                                                                 // arrow before it, otherwise just add spaces
     789           2 :                                                                 lineinformation[pos++] = '>';
     790           2 :                                                                 lineinformation[pos++] = ' ';
     791             :                                                         } else {
     792           6 :                                                                 lineinformation[pos++] = ' ';
     793           6 :                                                                 lineinformation[pos++] = ' ';
     794             :                                                         }
     795           8 :                                                         snprintf(linenr, 32, "%zu", nrpos);
     796          18 :                                                         for (j = 0; j < strlen(linenr); j++) {
     797          10 :                                                                 lineinformation[pos++] = linenr[j];
     798             :                                                         }
     799           8 :                                                         lineinformation[pos++] = '.';
     800           8 :                                                         lineinformation[pos++] = ' ';
     801             :                                                 }
     802             :                                         }
     803        2672 :                                         if (pycall[i] != '\n' && nrpos >= (size_t)line_number - 2 &&
     804         150 :                                                 nrpos <= (size_t)line_number + 2 && pos < 4999) {
     805             :                                                 // If we are on a line number that we have to display,
     806             :                                                 // copy the text from this line for display
     807          94 :                                                 lineinformation[pos++] = pycall[i];
     808             :                                         }
     809             :                                 }
     810          18 :                                 lineinformation[pos] = '\0';
     811          18 :                                 return createException(MAL, "pyapi3.eval",  SQLSTATE(PY000) "%s\n%s\n%s",
     812             :                                                                            error_text, lineinformation,
     813             :                                                                            py_error_string);
     814             :                         }
     815             :                 }
     816             :         } else {
     817             :                 py_error_string = "";
     818             :         }
     819           0 : finally:
     820           0 :         if (pycall == NULL)
     821           0 :                 return createException(MAL, "pyapi3.eval", SQLSTATE(PY000) "%s\n%s", error_text,
     822             :                                                            py_error_string);
     823           0 :         return createException(MAL, "pyapi3.eval", SQLSTATE(PY000) "%s\n%s\n%s", error_text, pycall,
     824             :                                                    py_error_string);
     825             : }
     826             : 
     827           3 : static str CreateEmptyReturn(MalBlkPtr mb, MalStkPtr stk, InstrPtr pci,
     828             :                                                          size_t retcols, oid seqbase)
     829             : {
     830           3 :         str msg = MAL_SUCCEED;
     831           3 :         void **res = GDKzalloc(retcols * sizeof(void*));
     832             : 
     833           3 :         if (!res) {
     834           0 :                 msg = createException(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL);
     835           0 :                 goto bailout;
     836             :         }
     837             : 
     838           6 :         for (size_t i = 0; i < retcols; i++) {
     839           3 :                 if (isaBatType(getArgType(mb, pci, i))) {
     840           2 :                         BAT *b = COLnew(seqbase, getBatType(getArgType(mb, pci, i)), 0, TRANSIENT);
     841           2 :                         if (!b) {
     842           0 :                                 msg = createException(MAL, "pyapi3.eval", GDK_EXCEPTION);
     843           0 :                                 goto bailout;
     844             :                         }
     845           2 :                         ((BAT**)res)[i] = b;
     846             :                 } else { // single value return, only for non-grouped aggregations
     847             :                         // return NULL to conform to SQL aggregates
     848           1 :                         int tpe = getArgType(mb, pci, i);
     849           1 :                         if (!VALinit(&stk->stk[pci->argv[i]], tpe, ATOMnilptr(tpe))) {
     850           0 :                                 msg = createException(MAL, "pyapi3.eval", SQLSTATE(HY013) MAL_MALLOC_FAIL);
     851           0 :                                 goto bailout;
     852             :                         }
     853           1 :                         ((ValPtr*)res)[i] = &stk->stk[pci->argv[i]];
     854             :                 }
     855             :         }
     856             : 
     857           3 : bailout:
     858           3 :         if (res) {
     859           6 :                 for (size_t i = 0; i < retcols; i++) {
     860           3 :                         if (isaBatType(getArgType(mb, pci, i))) {
     861           2 :                                 BAT *b = ((BAT**)res)[i];
     862             : 
     863           2 :                                 if (b && msg) {
     864           0 :                                         BBPreclaim(b);
     865           2 :                                 } else if (b) {
     866           2 :                                         *getArgReference_bat(stk, pci, i) = b->batCacheid;
     867           2 :                                         BBPkeepref(b);
     868             :                                 }
     869           1 :                         } else if (msg) {
     870           0 :                                 ValPtr pt = ((ValPtr*)res)[i];
     871             : 
     872           0 :                                 if (pt)
     873           0 :                                         VALclear(pt);
     874             :                         }
     875             :                 }
     876           3 :                 GDKfree(res);
     877             :         }
     878           3 :         return msg;
     879             : }
     880             : 
     881             : static str
     882          10 : PyAPI3prelude(Client cntxt, MalBlkPtr mb, MalStkPtr stk, InstrPtr pci)
     883             : {
     884          10 :     (void)cntxt; (void)mb; (void)stk; (void)pci;
     885          10 :         return PYAPI3PyAPIprelude();
     886             : }
     887             : 
     888             : static str
     889          10 : PyAPI3epilogue(void *ret)
     890             : {
     891          10 :     (void)ret;
     892          10 :         MT_lock_set(&pyapiLock);
     893          10 :         if (pyapiInitialized) {
     894          10 :                 PyGILState_STATE gstate;
     895          10 :                 gstate = PyGILState_Ensure();
     896             : 
     897             :                 /* now exit/cleanup */
     898          10 :                 if (0) Py_FinalizeEx();
     899          10 :                 (void)gstate;
     900             :         }
     901          10 :         MT_lock_unset(&pyapiLock);
     902          10 :     return MAL_SUCCEED;
     903             : }
     904             : 
     905             : #include "mel.h"
     906             : static mel_func pyapi3_init_funcs[] = {
     907             :  pattern("pyapi3", "eval", PYAPI3PyAPIevalStd, true, "Execute a simple Python script returning a single value", args(1,3, argany("",1),arg("fptr",ptr),arg("expr",str))),
     908             :  pattern("pyapi3", "eval", PYAPI3PyAPIevalStd, true, "Execute a simple Python script value", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     909             :  pattern("pyapi3", "subeval_aggr", PYAPI3PyAPIevalAggr, true, "grouped aggregates through Python", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     910             :  pattern("pyapi3", "eval_aggr", PYAPI3PyAPIevalAggr, true, "grouped aggregates through Python", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     911             :  pattern("pyapi3", "eval_loader", PYAPI3PyAPIevalLoader, true, "loader functions through Python", args(1,3, varargany("",0),arg("fptr",ptr),arg("expr",str))),
     912             :  pattern("pyapi3", "eval_loader", PYAPI3PyAPIevalLoader, true, "loader functions through Python", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     913             :  pattern("batpyapi3", "eval", PYAPI3PyAPIevalStd, true, "Execute a simple Python script value", args(1,4, batvarargany("",0),arg("fptr", ptr), arg("expr",str),varargany("arg",0))),
     914             :  pattern("batpyapi3", "eval", PYAPI3PyAPIevalStd, true, "Execute a simple Python script value", args(1,4, batargany("",1),arg("card", lng), arg("fptr",ptr),arg("expr",str))),
     915             :  pattern("batpyapi3", "subeval_aggr", PYAPI3PyAPIevalAggr, true, "grouped aggregates through Python", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     916             :  pattern("batpyapi3", "eval_aggr", PYAPI3PyAPIevalAggr, true, "grouped aggregates through Python", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     917             :  pattern("batpyapi3", "eval_loader", PYAPI3PyAPIevalLoader, true, "loader functions through Python", args(1,3, varargany("",0),arg("fptr",ptr),arg("expr",str))),
     918             :  pattern("batpyapi3", "eval_loader", PYAPI3PyAPIevalLoader, true, "loader functions through Python", args(1,4, varargany("",0),arg("fptr",ptr),arg("expr",str),varargany("arg",0))),
     919             :  pattern("pyapi3", "prelude", PyAPI3prelude, false, "", noargs),
     920             :  command("pyapi3", "epilogue", PyAPI3epilogue, false, "", noargs),
     921             :  { .imp=NULL }
     922             : };
     923             : #include "mal_import.h"
     924             : #ifdef _MSC_VER
     925             : #undef read
     926             : #pragma section(".CRT$XCU",read)
     927             : #endif
     928          10 : LIB_STARTUP_FUNC(init_pyapi3_mal)
     929          10 : { mal_module("pyapi3", NULL, pyapi3_init_funcs); }

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