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gh-100143: Improve collecting pystats for parts of runs #100144

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Dec 12, 2022
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Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
When built with ``--enabled-pystats``, stats collection is now off by
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default. To enable it early at startup, pass the ``-Xpystats`` flag. Stats
are now always dumped, even if switched off.
15 changes: 14 additions & 1 deletion Python/initconfig.c
Original file line number Diff line number Diff line change
Expand Up @@ -129,7 +129,14 @@ The following implementation-specific options are available:\n\
\n\
-X int_max_str_digits=number: limit the size of int<->str conversions.\n\
This helps avoid denial of service attacks when parsing untrusted data.\n\
The default is sys.int_info.default_max_str_digits. 0 disables.";
The default is sys.int_info.default_max_str_digits. 0 disables."

#ifdef Py_STATS
"\n\
\n\
-X pystats: Enable pystats collection at startup."
#endif
;

/* Envvars that don't have equivalent command-line options are listed first */
static const char usage_envvars[] =
Expand Down Expand Up @@ -2188,6 +2195,12 @@ config_read(PyConfig *config, int compute_path_config)
config->show_ref_count = 1;
}

#ifdef Py_STATS
if (config_get_xoption(config, L"pystats")) {
_py_stats = &_py_stats_struct;
}
#endif

status = config_read_complex_options(config);
if (_PyStatus_EXCEPTION(status)) {
return status;
Expand Down
7 changes: 2 additions & 5 deletions Python/specialize.c
Original file line number Diff line number Diff line change
Expand Up @@ -18,7 +18,7 @@

#ifdef Py_STATS
PyStats _py_stats_struct = { 0 };
PyStats *_py_stats = &_py_stats_struct;
PyStats *_py_stats = NULL;

#define ADD_STAT_TO_DICT(res, field) \
do { \
Expand Down Expand Up @@ -205,9 +205,6 @@ _Py_StatsClear(void)
void
_Py_PrintSpecializationStats(int to_file)
{
if (_py_stats == NULL) {
return;
}
FILE *out = stderr;
if (to_file) {
/* Write to a file instead of stderr. */
Expand Down Expand Up @@ -238,7 +235,7 @@ _Py_PrintSpecializationStats(int to_file)
else {
fprintf(out, "Specialization stats:\n");
}
print_stats(out, _py_stats);
print_stats(out, &_py_stats_struct);
if (out != stderr) {
fclose(out);
}
Expand Down
48 changes: 29 additions & 19 deletions Tools/scripts/summarize_stats.py
Original file line number Diff line number Diff line change
Expand Up @@ -34,6 +34,16 @@

TOTAL = "specialization.deferred", "specialization.hit", "specialization.miss", "execution_count"

def format_ratio(num, den):
"""
Format a ratio as a percentage. When the denominator is 0, returns the empty
string.
"""
if den == 0:
return ""
else:
return f"{num/den:.01%}"

def join_rows(a_rows, b_rows):
"""
Joins two tables together, side-by-side, where the first column in each is a
Expand Down Expand Up @@ -87,7 +97,7 @@ def calculate_specialization_stats(family_stats, total):
continue
else:
label = key
rows.append((f"{label:>12}", f"{family_stats[key]:>12}", f"{100*family_stats[key]/total:0.1f}%"))
rows.append((f"{label:>12}", f"{family_stats[key]:>12}", format_ratio(family_stats[key], total)))
return rows

def calculate_specialization_success_failure(family_stats):
Expand All @@ -100,7 +110,7 @@ def calculate_specialization_success_failure(family_stats):
label = key[len("specialization."):]
label = label[0].upper() + label[1:]
val = family_stats.get(key, 0)
rows.append((label, val, f"{100*val/total_attempts:0.1f}%"))
rows.append((label, val, format_ratio(val, total_attempts)))
return rows

def calculate_specialization_failure_kinds(name, family_stats, defines):
Expand All @@ -118,7 +128,7 @@ def calculate_specialization_failure_kinds(name, family_stats, defines):
for value, index in failures:
if not value:
continue
rows.append((kind_to_text(index, defines, name), value, f"{100*value/total_failures:0.1f}%"))
rows.append((kind_to_text(index, defines, name), value, format_ratio(value, total_failures)))
return rows

def print_specialization_stats(name, family_stats, defines):
Expand Down Expand Up @@ -318,11 +328,11 @@ def calculate_execution_counts(opcode_stats, total):
for (count, name, miss) in counts:
cumulative += count
if miss:
miss = f"{100*miss/count:0.1f}%"
miss = format_ratio(miss, count)
else:
miss = ""
rows.append((name, count, f"{100*count/total:0.1f}%",
f"{100*cumulative/total:0.1f}%", miss))
rows.append((name, count, format_ratio(count, total),
format_ratio(cumulative, total), miss))
return rows

def emit_execution_counts(opcode_stats, total):
Expand Down Expand Up @@ -386,9 +396,9 @@ def emit_comparative_specialization_stats(base_opcode_stats, head_opcode_stats):
def calculate_specialization_effectiveness(opcode_stats, total):
basic, not_specialized, specialized = categorized_counts(opcode_stats)
return [
("Basic", basic, f"{basic*100/total:0.1f}%"),
("Not specialized", not_specialized, f"{not_specialized*100/total:0.1f}%"),
("Specialized", specialized, f"{specialized*100/total:0.1f}%"),
("Basic", basic, format_ratio(basic, total)),
("Not specialized", not_specialized, format_ratio(not_specialized, total)),
("Specialized", specialized, format_ratio(specialized, total)),
]

def emit_specialization_overview(opcode_stats, total):
Expand All @@ -405,7 +415,7 @@ def emit_specialization_overview(opcode_stats, total):
counts.sort(reverse=True)
if total:
with Section(f"{title} by instruction", 3):
rows = [ (name, count, f"{100*count/total:0.1f}%") for (count, name) in counts[:10] ]
rows = [ (name, count, format_ratio(count, total)) for (count, name) in counts[:10] ]
emit_table(("Name", "Count:", "Ratio:"), rows)

def emit_comparative_specialization_overview(base_opcode_stats, base_total, head_opcode_stats, head_total):
Expand All @@ -432,15 +442,15 @@ def calculate_call_stats(stats):
rows = []
for key, value in stats.items():
if "Calls to" in key:
rows.append((key, value, f"{100*value/total:0.1f}%"))
rows.append((key, value, format_ratio(value, total)))
elif key.startswith("Calls "):
name, index = key[:-1].split("[")
index = int(index)
label = name + " (" + pretty(defines[index][0]) + ")"
rows.append((label, value, f"{100*value/total:0.1f}%"))
rows.append((label, value, format_ratio(value, total)))
for key, value in stats.items():
if key.startswith("Frame"):
rows.append((key, value, f"{100*value/total:0.1f}%"))
rows.append((key, value, format_ratio(value, total)))
return rows

def emit_call_stats(stats):
Expand Down Expand Up @@ -468,13 +478,13 @@ def calculate_object_stats(stats):
for key, value in stats.items():
if key.startswith("Object"):
if "materialize" in key:
ratio = f"{100*value/total_materializations:0.1f}%"
ratio = format_ratio(value, total_materializations)
elif "allocations" in key:
ratio = f"{100*value/total_allocations:0.1f}%"
ratio = format_ratio(value, total_allocations)
elif "increfs" in key:
ratio = f"{100*value/total_increfs:0.1f}%"
ratio = format_ratio(value, total_increfs)
elif "decrefs" in key:
ratio = f"{100*value/total_decrefs:0.1f}%"
ratio = format_ratio(value, total_decrefs)
else:
ratio = ""
label = key[6:].strip()
Expand Down Expand Up @@ -517,8 +527,8 @@ def emit_pair_counts(opcode_stats, total):
for (count, pair) in itertools.islice(pair_counts, 100):
i, j = pair
cumulative += count
rows.append((opname[i] + " " + opname[j], count, f"{100*count/total:0.1f}%",
f"{100*cumulative/total:0.1f}%"))
rows.append((opname[i] + " " + opname[j], count, format_ratio(count, total),
format_ratio(cumulative, total)))
emit_table(("Pair", "Count:", "Self:", "Cumulative:"),
rows
)
Expand Down