forked from pytorch/pytorch
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Exceptions.h
393 lines (343 loc) · 15 KB
/
Exceptions.h
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
#pragma once
#include <exception>
#include <memory>
#include <string>
#include <system_error>
#include <ATen/detail/FunctionTraits.h>
#include <c10/util/C++17.h>
#include <c10/util/Exception.h>
#include <c10/util/StringUtil.h>
#include <pybind11/pybind11.h>
#include <torch/csrc/Export.h>
#include <torch/csrc/jit/runtime/jit_exception.h>
#include <torch/csrc/utils/cpp_stacktraces.h>
#include <torch/csrc/utils/pybind.h>
#if defined(USE_DISTRIBUTED)
#include <torch/csrc/distributed/c10d/exception.h>
#endif
inline void PyErr_SetString(PyObject* type, const std::string& message) {
PyErr_SetString(type, message.c_str());
}
/// NOTE [ Conversion Cpp Python Warning ]
/// The warning handler cannot set python warnings immediately
/// as it requires acquiring the GIL (potential deadlock)
/// and would need to cleanly exit if the warning raised a
/// python error. To solve this, we buffer the warnings and
/// process them when we go back to python.
/// This requires the two try/catch blocks below to handle the
/// following cases:
/// - If there is no Error raised in the inner try/catch, the
/// buffered warnings are processed as python warnings.
/// - If they don't raise an error, the function process with the
/// original return code.
/// - If any of them raise an error, the error is set (PyErr_*) and
/// the destructor will raise a cpp exception python_error() that
/// will be caught by the outer try/catch that will be able to change
/// the return value of the function to reflect the error.
/// - If an Error was raised in the inner try/catch, the inner try/catch
/// must set the python error. The buffered warnings are then
/// processed as cpp warnings as we cannot predict before hand
/// whether a python warning will raise an error or not and we
/// cannot handle two errors at the same time.
/// This advanced handler will only be used in the current thread.
/// If any other thread is used, warnings will be processed as
/// cpp warnings.
#define HANDLE_TH_ERRORS \
try { \
torch::PyWarningHandler __enforce_warning_buffer; \
try {
#define _CATCH_GENERIC_ERROR(ErrorType, PythonErrorType, retstmnt) \
catch (const c10::ErrorType& e) { \
auto msg = torch::get_cpp_stacktraces_enabled() \
? e.what() \
: e.what_without_backtrace(); \
PyErr_SetString(PythonErrorType, torch::processErrorMsg(msg)); \
retstmnt; \
}
// Only catch torch-specific exceptions
#define CATCH_CORE_ERRORS(retstmnt) \
catch (python_error & e) { \
e.restore(); \
retstmnt; \
} \
catch (py::error_already_set & e) { \
e.restore(); \
retstmnt; \
} \
_CATCH_GENERIC_ERROR(IndexError, PyExc_IndexError, retstmnt) \
_CATCH_GENERIC_ERROR(ValueError, PyExc_ValueError, retstmnt) \
_CATCH_GENERIC_ERROR(TypeError, PyExc_TypeError, retstmnt) \
_CATCH_GENERIC_ERROR( \
NotImplementedError, PyExc_NotImplementedError, retstmnt) \
_CATCH_GENERIC_ERROR(LinAlgError, THPException_LinAlgError, retstmnt) \
_CATCH_GENERIC_ERROR( \
OutOfMemoryError, THPException_OutOfMemoryError, retstmnt) \
_CATCH_GENERIC_ERROR( \
DistBackendError, THPException_DistBackendError, retstmnt) \
_CATCH_GENERIC_ERROR( \
DistNetworkError, THPException_DistNetworkError, retstmnt) \
_CATCH_GENERIC_ERROR(DistStoreError, THPException_DistStoreError, retstmnt) \
_CATCH_GENERIC_ERROR(DistError, THPException_DistError, retstmnt) \
_CATCH_GENERIC_ERROR(Error, PyExc_RuntimeError, retstmnt) \
catch (torch::PyTorchError & e) { \
auto msg = torch::processErrorMsg(e.what()); \
PyErr_SetString(e.python_type(), msg); \
retstmnt; \
}
#define CATCH_TH_ERRORS(retstmnt) CATCH_CORE_ERRORS(retstmnt)
#define CATCH_ALL_ERRORS(retstmnt) \
CATCH_TH_ERRORS(retstmnt) \
catch (const std::exception& e) { \
auto msg = torch::processErrorMsg(e.what()); \
PyErr_SetString(PyExc_RuntimeError, msg); \
retstmnt; \
}
#define END_HANDLE_TH_ERRORS_PYBIND \
} \
catch (...) { \
__enforce_warning_buffer.set_in_exception(); \
throw; \
} \
} \
catch (py::error_already_set & e) { \
throw; \
} \
catch (py::builtin_exception & e) { \
throw; \
} \
catch (torch::jit::JITException & e) { \
throw; \
} \
catch (const std::exception& e) { \
torch::translate_exception_to_python(std::current_exception()); \
throw py::error_already_set(); \
}
#define END_HANDLE_TH_ERRORS_RET(retval) \
} \
catch (...) { \
__enforce_warning_buffer.set_in_exception(); \
throw; \
} \
} \
catch (const std::exception& e) { \
torch::translate_exception_to_python(std::current_exception()); \
return retval; \
}
#define END_HANDLE_TH_ERRORS END_HANDLE_TH_ERRORS_RET(nullptr)
extern PyObject *THPException_FatalError, *THPException_LinAlgError,
*THPException_OutOfMemoryError, *THPException_DistError,
*THPException_DistBackendError, *THPException_DistNetworkError,
*THPException_DistStoreError;
// Throwing this exception means that the python error flags have been already
// set and control should be immediately returned to the interpreter.
struct python_error : public std::exception {
python_error() = default;
python_error(const python_error& other)
: type(other.type),
value(other.value),
traceback(other.traceback),
message(other.message) {
pybind11::gil_scoped_acquire gil;
Py_XINCREF(type);
Py_XINCREF(value);
Py_XINCREF(traceback);
}
python_error(python_error&& other) noexcept
: type(other.type),
value(other.value),
traceback(other.traceback),
message(std::move(other.message)) {
other.type = nullptr;
other.value = nullptr;
other.traceback = nullptr;
}
python_error& operator=(const python_error& other) = delete;
python_error& operator=(python_error&& other) = delete;
// NOLINTNEXTLINE(bugprone-exception-escape)
~python_error() override {
if (type || value || traceback) {
pybind11::gil_scoped_acquire gil;
Py_XDECREF(type);
Py_XDECREF(value);
Py_XDECREF(traceback);
}
}
const char* what() const noexcept override {
return message.c_str();
}
void build_message() {
// Ensure we have the GIL.
pybind11::gil_scoped_acquire gil;
// No errors should be set when we enter the function since PyErr_Fetch
// clears the error indicator.
TORCH_INTERNAL_ASSERT(!PyErr_Occurred());
// Default message.
message = "python_error";
// Try to retrieve the error message from the value.
if (value != nullptr) {
// Reference count should not be zero.
TORCH_INTERNAL_ASSERT(Py_REFCNT(value) > 0);
PyObject* pyStr = PyObject_Str(value);
if (pyStr != nullptr) {
PyObject* encodedString =
PyUnicode_AsEncodedString(pyStr, "utf-8", "strict");
if (encodedString != nullptr) {
char* bytes = PyBytes_AS_STRING(encodedString);
if (bytes != nullptr) {
// Set the message.
message = std::string(bytes);
}
Py_XDECREF(encodedString);
}
Py_XDECREF(pyStr);
}
}
// Clear any errors since we don't want to propagate errors for functions
// that are trying to build a string for the error message.
PyErr_Clear();
}
/** Saves the exception so that it can be re-thrown on a different thread */
inline void persist() {
if (type)
return; // Don't overwrite exceptions
// PyErr_Fetch overwrites the pointers
pybind11::gil_scoped_acquire gil;
Py_XDECREF(type);
Py_XDECREF(value);
Py_XDECREF(traceback);
PyErr_Fetch(&type, &value, &traceback);
build_message();
}
/** Sets the current Python error from this exception */
inline void restore() {
if (!type)
return;
// PyErr_Restore steals references
pybind11::gil_scoped_acquire gil;
Py_XINCREF(type);
Py_XINCREF(value);
Py_XINCREF(traceback);
PyErr_Restore(type, value, traceback);
}
PyObject* type{nullptr};
PyObject* value{nullptr};
PyObject* traceback{nullptr};
// Message to return to the user when 'what()' is invoked.
std::string message;
};
bool THPException_init(PyObject* module);
namespace torch {
// Set python current exception from a C++ exception
TORCH_PYTHON_API void translate_exception_to_python(const std::exception_ptr&);
TORCH_PYTHON_API std::string processErrorMsg(std::string str);
// Abstract base class for exceptions which translate to specific Python types
struct PyTorchError : public std::exception {
PyTorchError() = default;
PyTorchError(std::string msg_) : msg(std::move(msg_)) {}
virtual PyObject* python_type() = 0;
const char* what() const noexcept override {
return msg.c_str();
}
std::string msg;
};
// Declare a printf-like function on gcc & clang
// The compiler can then warn on invalid format specifiers
#ifdef __GNUC__
#define TORCH_FORMAT_FUNC(FORMAT_INDEX, VA_ARGS_INDEX) \
__attribute__((format(printf, FORMAT_INDEX, VA_ARGS_INDEX)))
#else
#define TORCH_FORMAT_FUNC(FORMAT_INDEX, VA_ARGS_INDEX)
#endif
// Translates to Python TypeError
struct TypeError : public PyTorchError {
using PyTorchError::PyTorchError;
TORCH_PYTHON_API TypeError(const char* format, ...) TORCH_FORMAT_FUNC(2, 3);
PyObject* python_type() override {
return PyExc_TypeError;
}
};
// Translates to Python AttributeError
struct AttributeError : public PyTorchError {
AttributeError(const char* format, ...) TORCH_FORMAT_FUNC(2, 3);
PyObject* python_type() override {
return PyExc_AttributeError;
}
};
// ATen warning handler for Python
struct PyWarningHandler {
// Move actual handler into a separate class with a noexcept
// destructor. Otherwise, we need to force all WarningHandler
// subclasses to have a noexcept(false) destructor.
struct InternalHandler : at::WarningHandler {
~InternalHandler() override = default;
void process(const c10::Warning& warning) override;
std::vector<c10::Warning> warning_buffer_;
};
public:
/// See NOTE [ Conversion Cpp Python Warning ] for noexcept justification
TORCH_PYTHON_API PyWarningHandler() noexcept(true);
// NOLINTNEXTLINE(bugprone-exception-escape)
TORCH_PYTHON_API ~PyWarningHandler() noexcept(false);
/** Call if an exception has been thrown
* Necessary to determine if it is safe to throw from the desctructor since
* std::uncaught_exception is buggy on some platforms and generally
* unreliable across dynamic library calls.
*/
void set_in_exception() {
in_exception_ = true;
}
private:
InternalHandler internal_handler_;
at::WarningHandler* prev_handler_;
bool in_exception_;
};
namespace detail {
struct noop_gil_scoped_release {
// user-defined constructor (i.e. not defaulted) to avoid
// unused-variable warnings at usage sites of this class
noop_gil_scoped_release() {}
};
template <bool release_gil>
using conditional_gil_scoped_release = std::conditional_t<
release_gil,
pybind11::gil_scoped_release,
noop_gil_scoped_release>;
template <typename Func, size_t i>
using Arg = typename invoke_traits<Func>::template arg<i>::type;
template <typename Func, size_t... Is, bool release_gil>
auto wrap_pybind_function_impl_(
// NOLINTNEXTLINE(cppcoreguidelines-missing-std-forward)
Func&& f,
std::index_sequence<Is...>,
std::bool_constant<release_gil>) {
namespace py = pybind11;
// f=f is needed to handle function references on older compilers
return [f = std::forward<Func>(f)](Arg<Func, Is>... args) {
HANDLE_TH_ERRORS
conditional_gil_scoped_release<release_gil> no_gil;
return c10::guts::invoke(f, std::forward<Arg<Func, Is>>(args)...);
END_HANDLE_TH_ERRORS_PYBIND
};
}
} // namespace detail
// Wrap a function with TH error and warning handling.
// Returns a function object suitable for registering with pybind11.
template <typename Func>
auto wrap_pybind_function(Func&& f) {
using traits = invoke_traits<Func>;
return torch::detail::wrap_pybind_function_impl_(
std::forward<Func>(f),
std::make_index_sequence<traits::arity>{},
std::false_type{});
}
// Wrap a function with TH error, warning handling and releases the GIL.
// Returns a function object suitable for registering with pybind11.
template <typename Func>
auto wrap_pybind_function_no_gil(Func&& f) {
using traits = invoke_traits<Func>;
return torch::detail::wrap_pybind_function_impl_(
std::forward<Func>(f),
std::make_index_sequence<traits::arity>{},
std::true_type{});
}
} // namespace torch