GH-109369: Add machinery for deoptimizing tier2 executors, both individually and globally. (GH-110384)

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Mark Shannon 2023-10-23 14:49:09 +01:00 committed by GitHub
parent 32c37fe1ba
commit 52e902ccf0
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7 changed files with 353 additions and 2 deletions

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@ -6,9 +6,27 @@
extern "C" {
#endif
typedef struct _PyExecutorLinkListNode {
struct _PyExecutorObject *next;
struct _PyExecutorObject *previous;
} _PyExecutorLinkListNode;
/* Bloom filter with m = 256
* https://en.wikipedia.org/wiki/Bloom_filter */
#define BLOOM_FILTER_WORDS 8
typedef struct _bloom_filter {
uint32_t bits[BLOOM_FILTER_WORDS];
} _PyBloomFilter;
typedef struct {
uint8_t opcode;
uint8_t oparg;
uint8_t valid;
uint8_t linked;
_PyBloomFilter bloom;
_PyExecutorLinkListNode links;
} _PyVMData;
typedef struct _PyExecutorObject {
@ -45,6 +63,14 @@ _PyOptimizer_BackEdge(struct _PyInterpreterFrame *frame, _Py_CODEUNIT *src, _Py_
extern _PyOptimizerObject _PyOptimizer_Default;
void _Py_ExecutorInit(_PyExecutorObject *, _PyBloomFilter *);
void _Py_ExecutorClear(_PyExecutorObject *);
void _Py_BloomFilter_Init(_PyBloomFilter *);
void _Py_BloomFilter_Add(_PyBloomFilter *bloom, void *obj);
PyAPI_FUNC(void) _Py_Executor_DependsOn(_PyExecutorObject *executor, void *obj);
PyAPI_FUNC(void) _Py_Executors_InvalidateDependency(PyInterpreterState *interp, void *obj);
extern void _Py_Executors_InvalidateAll(PyInterpreterState *interp);
/* For testing */
PyAPI_FUNC(PyObject *)PyUnstable_Optimizer_NewCounter(void);
PyAPI_FUNC(PyObject *)PyUnstable_Optimizer_NewUOpOptimizer(void);

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@ -215,6 +215,7 @@ struct _is {
struct types_state types;
struct callable_cache callable_cache;
_PyOptimizerObject *optimizer;
_PyExecutorObject *executor_list_head;
uint16_t optimizer_resume_threshold;
uint16_t optimizer_backedge_threshold;
uint32_t next_func_version;

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@ -2489,6 +2489,67 @@ def get_first_executor(func):
return None
class TestExecutorInvalidation(unittest.TestCase):
def setUp(self):
self.old = _testinternalcapi.get_optimizer()
self.opt = _testinternalcapi.get_counter_optimizer()
_testinternalcapi.set_optimizer(self.opt)
def tearDown(self):
_testinternalcapi.set_optimizer(self.old)
def test_invalidate_object(self):
# Generate a new set of functions at each call
ns = {}
func_src = "\n".join(
f"""
def f{n}():
for _ in range(1000):
pass
""" for n in range(5)
)
exec(textwrap.dedent(func_src), ns, ns)
funcs = [ ns[f'f{n}'] for n in range(5)]
objects = [object() for _ in range(5)]
for f in funcs:
f()
executors = [get_first_executor(f) for f in funcs]
# Set things up so each executor depends on the objects
# with an equal or lower index.
for i, exe in enumerate(executors):
self.assertTrue(exe.valid)
for obj in objects[:i+1]:
_testinternalcapi.add_executor_dependency(exe, obj)
self.assertTrue(exe.valid)
# Assert that the correct executors are invalidated
# and check that nothing crashes when we invalidate
# an executor mutliple times.
for i in (4,3,2,1,0):
_testinternalcapi.invalidate_executors(objects[i])
for exe in executors[i:]:
self.assertFalse(exe.valid)
for exe in executors[:i]:
self.assertTrue(exe.valid)
def test_uop_optimizer_invalidation(self):
# Generate a new function at each call
ns = {}
exec(textwrap.dedent("""
def f():
for i in range(1000):
pass
"""), ns, ns)
f = ns['f']
opt = _testinternalcapi.get_uop_optimizer()
with temporary_optimizer(opt):
f()
exe = get_first_executor(f)
self.assertTrue(exe.valid)
_testinternalcapi.invalidate_executors(f.__code__)
self.assertFalse(exe.valid)
class TestUops(unittest.TestCase):
def test_basic_loop(self):

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@ -1002,6 +1002,32 @@ get_executor(PyObject *self, PyObject *const *args, Py_ssize_t nargs)
return (PyObject *)PyUnstable_GetExecutor((PyCodeObject *)code, ioffset);
}
static PyObject *
add_executor_dependency(PyObject *self, PyObject *args)
{
PyObject *exec;
PyObject *obj;
if (!PyArg_ParseTuple(args, "OO", &exec, &obj)) {
return NULL;
}
/* No way to tell in general if exec is an executor, so we only accept
* counting_executor */
if (strcmp(Py_TYPE(exec)->tp_name, "counting_executor")) {
PyErr_SetString(PyExc_TypeError, "argument must be a counting_executor");
return NULL;
}
_Py_Executor_DependsOn((_PyExecutorObject *)exec, obj);
Py_RETURN_NONE;
}
static PyObject *
invalidate_executors(PyObject *self, PyObject *obj)
{
PyInterpreterState *interp = PyInterpreterState_Get();
_Py_Executors_InvalidateDependency(interp, obj);
Py_RETURN_NONE;
}
static int _pending_callback(void *arg)
{
/* we assume the argument is callable object to which we own a reference */
@ -1565,6 +1591,8 @@ static PyMethodDef module_functions[] = {
{"get_executor", _PyCFunction_CAST(get_executor), METH_FASTCALL, NULL},
{"get_counter_optimizer", get_counter_optimizer, METH_NOARGS, NULL},
{"get_uop_optimizer", get_uop_optimizer, METH_NOARGS, NULL},
{"add_executor_dependency", add_executor_dependency, METH_VARARGS, NULL},
{"invalidate_executors", invalidate_executors, METH_O, NULL},
{"pending_threadfunc", _PyCFunction_CAST(pending_threadfunc),
METH_VARARGS | METH_KEYWORDS},
{"pending_identify", pending_identify, METH_VARARGS, NULL},

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@ -1582,6 +1582,7 @@ _Py_Instrument(PyCodeObject *code, PyInterpreterState *interp)
if (code->co_executors != NULL) {
_PyCode_Clear_Executors(code);
}
_Py_Executors_InvalidateDependency(interp, code);
int code_len = (int)Py_SIZE(code);
/* code->_co_firsttraceable >= code_len indicates
* that no instrumentation can be inserted.
@ -1803,6 +1804,7 @@ _PyMonitoring_SetEvents(int tool_id, _PyMonitoringEventSet events)
return -1;
}
set_global_version(interp, new_version);
_Py_Executors_InvalidateAll(interp);
return instrument_all_executing_code_objects(interp);
}
@ -1832,6 +1834,7 @@ _PyMonitoring_SetLocalEvents(PyCodeObject *code, int tool_id, _PyMonitoringEvent
/* Force instrumentation update */
code->_co_instrumentation_version -= MONITORING_VERSION_INCREMENT;
}
_Py_Executors_InvalidateDependency(interp, code);
if (_Py_Instrument(code, interp)) {
return -1;
}

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@ -220,10 +220,16 @@ typedef struct {
static void
counter_dealloc(_PyCounterExecutorObject *self) {
_Py_ExecutorClear((_PyExecutorObject *)self);
Py_DECREF(self->optimizer);
PyObject_Free(self);
}
static PyMemberDef counter_members[] = {
{ "valid", Py_T_UBYTE, offsetof(_PyCounterExecutorObject, executor.vm_data.valid), Py_READONLY, "is valid?" },
{ NULL }
};
static PyTypeObject CounterExecutor_Type = {
PyVarObject_HEAD_INIT(&PyType_Type, 0)
.tp_name = "counting_executor",
@ -231,6 +237,7 @@ static PyTypeObject CounterExecutor_Type = {
.tp_itemsize = 0,
.tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_DISALLOW_INSTANTIATION,
.tp_dealloc = (destructor)counter_dealloc,
.tp_members = counter_members,
};
static _PyInterpreterFrame *
@ -261,6 +268,9 @@ counter_optimize(
executor->optimizer = (_PyCounterOptimizerObject *)self;
executor->next_instr = instr;
*exec_ptr = (_PyExecutorObject *)executor;
_PyBloomFilter empty;
_Py_BloomFilter_Init(&empty);
_Py_ExecutorInit((_PyExecutorObject *)executor, &empty);
return 1;
}
@ -288,6 +298,8 @@ static PyTypeObject CounterOptimizer_Type = {
PyObject *
PyUnstable_Optimizer_NewCounter(void)
{
PyType_Ready(&CounterExecutor_Type);
PyType_Ready(&CounterOptimizer_Type);
_PyCounterOptimizerObject *opt = (_PyCounterOptimizerObject *)_PyObject_New(&CounterOptimizer_Type);
if (opt == NULL) {
return NULL;
@ -303,6 +315,7 @@ PyUnstable_Optimizer_NewCounter(void)
static void
uop_dealloc(_PyUOpExecutorObject *self) {
_Py_ExecutorClear((_PyExecutorObject *)self);
PyObject_Free(self);
}
@ -356,6 +369,12 @@ PySequenceMethods uop_as_sequence = {
.sq_item = (ssizeargfunc)uop_item,
};
static PyMemberDef uop_members[] = {
{ "valid", Py_T_UBYTE, offsetof(_PyUOpExecutorObject, base.vm_data.valid), Py_READONLY, "is valid?" },
{ NULL }
};
static PyTypeObject UOpExecutor_Type = {
PyVarObject_HEAD_INIT(&PyType_Type, 0)
.tp_name = "uop_executor",
@ -364,6 +383,7 @@ static PyTypeObject UOpExecutor_Type = {
.tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_DISALLOW_INSTANTIATION,
.tp_dealloc = (destructor)uop_dealloc,
.tp_as_sequence = &uop_as_sequence,
.tp_members = uop_members,
};
static int
@ -399,9 +419,11 @@ translate_bytecode_to_trace(
PyCodeObject *code,
_Py_CODEUNIT *instr,
_PyUOpInstruction *trace,
int buffer_size)
int buffer_size,
_PyBloomFilter *dependencies)
{
PyCodeObject *initial_code = code;
_Py_BloomFilter_Add(dependencies, initial_code);
_Py_CODEUNIT *initial_instr = instr;
int trace_length = 0;
int max_length = buffer_size;
@ -735,6 +757,7 @@ pop_jump_if_bool:
// Increment IP to the return address
instr += _PyOpcode_Caches[_PyOpcode_Deopt[opcode]] + 1;
TRACE_STACK_PUSH();
_Py_BloomFilter_Add(dependencies, new_code);
code = new_code;
instr = _PyCode_CODE(code);
DPRINTF(2,
@ -895,8 +918,10 @@ uop_optimize(
_PyExecutorObject **exec_ptr,
int curr_stackentries)
{
_PyBloomFilter dependencies;
_Py_BloomFilter_Init(&dependencies);
_PyUOpInstruction trace[_Py_UOP_MAX_TRACE_LENGTH];
int trace_length = translate_bytecode_to_trace(code, instr, trace, _Py_UOP_MAX_TRACE_LENGTH);
int trace_length = translate_bytecode_to_trace(code, instr, trace, _Py_UOP_MAX_TRACE_LENGTH, &dependencies);
if (trace_length <= 0) {
// Error or nothing translated
return trace_length;
@ -915,6 +940,7 @@ uop_optimize(
OPT_HIST(trace_length, optimized_trace_length_hist);
executor->base.execute = _PyUopExecute;
memcpy(executor->trace, trace, trace_length * sizeof(_PyUOpInstruction));
_Py_ExecutorInit((_PyExecutorObject *)executor, &dependencies);
*exec_ptr = (_PyExecutorObject *)executor;
return 1;
}
@ -936,6 +962,8 @@ static PyTypeObject UOpOptimizer_Type = {
PyObject *
PyUnstable_Optimizer_NewUOpOptimizer(void)
{
PyType_Ready(&UOpExecutor_Type);
PyType_Ready(&UOpOptimizer_Type);
_PyOptimizerObject *opt = PyObject_New(_PyOptimizerObject, &UOpOptimizer_Type);
if (opt == NULL) {
return NULL;
@ -947,3 +975,206 @@ PyUnstable_Optimizer_NewUOpOptimizer(void)
opt->backedge_threshold = 16 << OPTIMIZER_BITS_IN_COUNTER;
return (PyObject *)opt;
}
/*****************************************
* Executor management
****************************************/
/* We use a bloomfilter with k = 6, m = 256
* The choice of k and the following constants
* could do with a more rigourous analysis,
* but here is a simple analysis:
*
* We want to keep the false positive rate low.
* For n = 5 (a trace depends on 5 objects),
* we expect 30 bits set, giving a false positive
* rate of (30/256)**6 == 2.5e-6 which is plenty
* good enough.
*
* However with n = 10 we expect 60 bits set (worst case),
* giving a false positive of (60/256)**6 == 0.0001
*
* We choose k = 6, rather than a higher number as
* it means the false positive rate grows slower for high n.
*
* n = 5, k = 6 => fp = 2.6e-6
* n = 5, k = 8 => fp = 3.5e-7
* n = 10, k = 6 => fp = 1.6e-4
* n = 10, k = 8 => fp = 0.9e-4
* n = 15, k = 6 => fp = 0.18%
* n = 15, k = 8 => fp = 0.23%
* n = 20, k = 6 => fp = 1.1%
* n = 20, k = 8 => fp = 2.3%
*
* The above analysis assumes perfect hash functions,
* but those don't exist, so the real false positive
* rates may be worse.
*/
#define K 6
#define SEED 20221211
/* TO DO -- Use more modern hash functions with better distribution of bits */
static uint64_t
address_to_hash(void *ptr) {
assert(ptr != NULL);
uint64_t uhash = SEED;
uintptr_t addr = (uintptr_t)ptr;
for (int i = 0; i < SIZEOF_VOID_P; i++) {
uhash ^= addr & 255;
uhash *= (uint64_t)_PyHASH_MULTIPLIER;
addr >>= 8;
}
return uhash;
}
void
_Py_BloomFilter_Init(_PyBloomFilter *bloom)
{
for (int i = 0; i < BLOOM_FILTER_WORDS; i++) {
bloom->bits[i] = 0;
}
}
/* We want K hash functions that each set 1 bit.
* A hash function that sets 1 bit in M bits can be trivially
* derived from a log2(M) bit hash function.
* So we extract 8 (log2(256)) bits at a time from
* the 64bit hash. */
void
_Py_BloomFilter_Add(_PyBloomFilter *bloom, void *ptr)
{
uint64_t hash = address_to_hash(ptr);
assert(K <= 8);
for (int i = 0; i < K; i++) {
uint8_t bits = hash & 255;
bloom->bits[bits >> 5] |= (1 << (bits&31));
hash >>= 8;
}
}
static bool
bloom_filter_may_contain(_PyBloomFilter *bloom, _PyBloomFilter *hashes)
{
for (int i = 0; i < BLOOM_FILTER_WORDS; i++) {
if ((bloom->bits[i] & hashes->bits[i]) != hashes->bits[i]) {
return false;
}
}
return true;
}
static void
link_executor(_PyExecutorObject *executor)
{
PyInterpreterState *interp = _PyInterpreterState_GET();
_PyExecutorLinkListNode *links = &executor->vm_data.links;
_PyExecutorObject *head = interp->executor_list_head;
if (head == NULL) {
interp->executor_list_head = executor;
links->previous = NULL;
links->next = NULL;
}
else {
_PyExecutorObject *next = head->vm_data.links.next;
links->previous = head;
links->next = next;
if (next != NULL) {
next->vm_data.links.previous = executor;
}
head->vm_data.links.next = executor;
}
executor->vm_data.linked = true;
/* executor_list_head must be first in list */
assert(interp->executor_list_head->vm_data.links.previous == NULL);
}
static void
unlink_executor(_PyExecutorObject *executor)
{
if (!executor->vm_data.linked) {
return;
}
_PyExecutorLinkListNode *links = &executor->vm_data.links;
_PyExecutorObject *next = links->next;
_PyExecutorObject *prev = links->previous;
if (next != NULL) {
next->vm_data.links.previous = prev;
}
if (prev != NULL) {
prev->vm_data.links.next = next;
}
else {
// prev == NULL implies that executor is the list head
PyInterpreterState *interp = PyInterpreterState_Get();
assert(interp->executor_list_head == executor);
interp->executor_list_head = next;
}
executor->vm_data.linked = false;
}
/* This must be called by optimizers before using the executor */
void
_Py_ExecutorInit(_PyExecutorObject *executor, _PyBloomFilter *dependency_set)
{
executor->vm_data.valid = true;
for (int i = 0; i < BLOOM_FILTER_WORDS; i++) {
executor->vm_data.bloom.bits[i] = dependency_set->bits[i];
}
link_executor(executor);
}
/* This must be called by executors during dealloc */
void
_Py_ExecutorClear(_PyExecutorObject *executor)
{
unlink_executor(executor);
}
void
_Py_Executor_DependsOn(_PyExecutorObject *executor, void *obj)
{
assert(executor->vm_data.valid = true);
_Py_BloomFilter_Add(&executor->vm_data.bloom, obj);
}
/* Invalidate all executors that depend on `obj`
* May cause other executors to be invalidated as well
*/
void
_Py_Executors_InvalidateDependency(PyInterpreterState *interp, void *obj)
{
_PyBloomFilter obj_filter;
_Py_BloomFilter_Init(&obj_filter);
_Py_BloomFilter_Add(&obj_filter, obj);
/* Walk the list of executors */
/* TO DO -- Use a tree to avoid traversing as many objects */
for (_PyExecutorObject *exec = interp->executor_list_head; exec != NULL;) {
assert(exec->vm_data.valid);
_PyExecutorObject *next = exec->vm_data.links.next;
if (bloom_filter_may_contain(&exec->vm_data.bloom, &obj_filter)) {
exec->vm_data.valid = false;
unlink_executor(exec);
}
exec = next;
}
}
/* Invalidate all executors */
void
_Py_Executors_InvalidateAll(PyInterpreterState *interp)
{
/* Walk the list of executors */
for (_PyExecutorObject *exec = interp->executor_list_head; exec != NULL;) {
assert(exec->vm_data.valid);
_PyExecutorObject *next = exec->vm_data.links.next;
exec->vm_data.links.next = NULL;
exec->vm_data.links.previous = NULL;
exec->vm_data.valid = false;
exec->vm_data.linked = false;
exec = next;
}
interp->executor_list_head = NULL;
}

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@ -713,6 +713,7 @@ init_interpreter(PyInterpreterState *interp,
interp->optimizer_backedge_threshold = _PyOptimizer_Default.backedge_threshold;
interp->optimizer_resume_threshold = _PyOptimizer_Default.backedge_threshold;
interp->next_func_version = 1;
interp->executor_list_head = NULL;
if (interp != &runtime->_main_interpreter) {
/* Fix the self-referential, statically initialized fields. */
interp->dtoa = (struct _dtoa_state)_dtoa_state_INIT(interp);