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chore(iast): improve performance (#15609)
## Description This PR introduces two environment variables to significantly reduce memory usage in IAST taint tracking operations, particularly for join_aspect with large strings or many items. ### New Environment Variables 1. DD_IAST_TRUNCATION_MAX_VALUE_LENGTH (default: 250) Limits the size of Source.value stored in TaintRange objects, preventing unbounded string storage. 2. DD_IAST_MAX_RANGE_COUNT (default: 10) Limits the number of TaintRange objects per TaintedObject, preventing memory growth when joining many items. ### Performance Improvements Memory Overhead (join_long_items: 1000 iterations, 10 items × 1KB each) | Metric | Before | After | Improvement | |-----------------------|-------------------------|--------------------|-----------------| | Baseline (no IAST) | 20.31 KB | 20.31 KB | - | | With IAST | N/A (unbounded) | 43.42 KB | Bounded | | IAST Overhead | Scales with string size | 23.11 KB (+113.8%) | 23 bytes/iter | | Source.value storage | Up to 10KB+ per range | Max 250 chars | 97.5% reduction | | Max ranges per object | 100 | 10 | 90% reduction | String Size Scaling Test | String Size | # Items | Ranges (Before) | Ranges (After) | Memory Scaling | |-------------|---------|-----------------|----------------|------------------------| | 5 chars | 500 | ~999 | ≤10 | Independent of size ✅ | | 500 chars | 500 | ~999 | ≤10 | Independent of size ✅ | | 5000 chars | 500 | ~999 | ≤10 | Independent of size ✅ | Allocation Reduction | Operation | TaintRange Allocations (Before) | TaintRange Allocations (After) | |-----------------------------|---------------------------------|--------------------------------| | Join 5 items | 8 ranges × unlimited | 8 ranges (limited to 10) | | Join 100 items | 198 ranges × unlimited | 10 ranges (capped) | | 5000 iterations × 100 items | 990,000 allocations | 50,000 allocations (-95%) |
1 parent ee002af commit e562d52

20 files changed

+821
-17
lines changed

ddtrace/appsec/_constants.py

Lines changed: 4 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -132,6 +132,7 @@ class APPSEC(metaclass=Constant_Class):
132132
TELEMETRY_DEBUG_NAME = "DEBUG"
133133
TELEMETRY_MANDATORY_NAME = "MANDATORY"
134134
TELEMETRY_INFORMATION_NAME = "INFORMATION"
135+
IAST_TRUNCATION_MAX_VALUE_LENGTH_DEFAULT = 250
135136

136137
TELEMETRY_DEBUG_VERBOSITY = 10
137138
TELEMETRY_INFORMATION_VERBOSITY = 20
@@ -153,6 +154,9 @@ class IAST(metaclass=Constant_Class):
153154
)
154155
DD_IAST_MAX_CONCURRENT_REQUESTS: Literal["DD_IAST_MAX_CONCURRENT_REQUESTS"] = "DD_IAST_MAX_CONCURRENT_REQUESTS"
155156
ENV_TELEMETRY_REPORT_LVL: Literal["DD_IAST_TELEMETRY_VERBOSITY"] = "DD_IAST_TELEMETRY_VERBOSITY"
157+
ENV_DD_IAST_TRUNCATION_MAX_VALUE_LENGTH: Literal["DD_IAST_TRUNCATION_MAX_VALUE_LENGTH"] = (
158+
"DD_IAST_TRUNCATION_MAX_VALUE_LENGTH"
159+
)
156160
LAZY_TAINT: Literal["_DD_IAST_LAZY_TAINT"] = "_DD_IAST_LAZY_TAINT"
157161
JSON: Literal["_dd.iast.json"] = "_dd.iast.json"
158162
STRUCT: Literal["iast"] = "iast"

ddtrace/appsec/_iast/_taint_tracking/aspects/aspect_operator_add.cpp

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -26,7 +26,7 @@ add_aspect(PyObject* result_o,
2626
}
2727

2828
const auto& to_candidate_text = get_tainted_object(candidate_text, tx_taint_map);
29-
if (to_candidate_text and to_candidate_text->get_ranges().size() >= TaintedObject::TAINT_RANGE_LIMIT) {
29+
if (to_candidate_text and !to_candidate_text->has_free_tainted_ranges_space()) {
3030
const auto& res_new_id = new_pyobject_id(result_o);
3131
Py_DECREF(result_o);
3232
// If left side is already at the maximum taint ranges, we just reuse its

ddtrace/appsec/_iast/_taint_tracking/native.cpp

Lines changed: 14 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -19,7 +19,9 @@
1919
#include "aspects/aspects_exports.h"
2020
#include "constants.h"
2121
#include "context/_taint_engine_context.h"
22+
#include "taint_tracking/source.h"
2223
#include "taint_tracking/taint_tracking.h"
24+
#include "taint_tracking/tainted_object.h"
2325
#include "tainted_ops/tainted_ops.h"
2426
#include "utils/generic_utils.h"
2527

@@ -246,6 +248,18 @@ PYBIND11_MODULE(_native, m)
246248
"Normally called automatically at module load, but can be called manually "
247249
"from Python for explicit initialization control.");
248250

251+
// Export testing utilities
252+
m.def("reset_taint_range_limit_cache",
253+
&reset_taint_range_limit_cache,
254+
"Reset the cached taint range limit for testing purposes. "
255+
"This forces get_taint_range_limit() to re-read DD_IAST_MAX_RANGE_COUNT environment variable.");
256+
257+
m.def("reset_source_truncation_cache",
258+
&reset_source_truncation_cache,
259+
"Reset the cached source truncation length for testing purposes. "
260+
"This forces get_source_truncation_max_length() to re-read DD_IAST_TRUNCATION_MAX_VALUE_LENGTH environment "
261+
"variable.");
262+
249263
// Note: the order of these definitions matter. For example,
250264
// stacktrace_element definitions must be before the ones of the
251265
// classes inheriting from it.

ddtrace/appsec/_iast/_taint_tracking/taint_tracking/source.cpp

Lines changed: 55 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -1,3 +1,5 @@
1+
#include <cstdlib>
2+
#include <cstring>
13
#include <pybind11/pybind11.h>
24

35
#include "source.h"
@@ -6,16 +8,67 @@ using namespace std;
68
namespace py = pybind11;
79
using namespace pybind11::literals;
810

11+
// Default truncation length if environment variable is not set
12+
constexpr size_t DEFAULT_TRUNCATION_LENGTH = 250;
13+
14+
// Static variables for caching the truncation length
15+
namespace {
16+
size_t g_cached_truncation_length = 0;
17+
}
18+
19+
// Get the truncation max length from environment variable
20+
size_t
21+
get_source_truncation_max_length()
22+
{
23+
if (g_cached_truncation_length == 0) {
24+
const char* env_value = std::getenv("DD_IAST_TRUNCATION_MAX_VALUE_LENGTH");
25+
if (env_value != nullptr) {
26+
try {
27+
long parsed_value = std::strtol(env_value, nullptr, 10);
28+
if (parsed_value > 0) {
29+
g_cached_truncation_length = static_cast<size_t>(parsed_value);
30+
} else {
31+
g_cached_truncation_length = DEFAULT_TRUNCATION_LENGTH;
32+
}
33+
} catch (...) {
34+
g_cached_truncation_length = DEFAULT_TRUNCATION_LENGTH;
35+
}
36+
} else {
37+
g_cached_truncation_length = DEFAULT_TRUNCATION_LENGTH;
38+
}
39+
}
40+
41+
return g_cached_truncation_length;
42+
}
43+
44+
// Reset the cached truncation length (for testing purposes only)
45+
void
46+
reset_source_truncation_cache()
47+
{
48+
g_cached_truncation_length = 0;
49+
}
50+
51+
// Truncate value string if it exceeds the max length
52+
string
53+
truncate_source_value(string value)
54+
{
55+
size_t max_length = get_source_truncation_max_length();
56+
if (value.length() > max_length) {
57+
return value.substr(0, max_length);
58+
}
59+
return value;
60+
}
61+
962
Source::Source(string name, string value, OriginType origin)
1063
: name(std::move(name))
11-
, value(std::move(value))
64+
, value(truncate_source_value(std::move(value)))
1265
, origin(origin)
1366
{
1467
}
1568

1669
Source::Source(int name, string value, const OriginType origin)
1770
: name(origin_to_str(OriginType{ name }))
18-
, value(std::move(value))
71+
, value(truncate_source_value(std::move(value)))
1972
, origin(origin)
2073
{
2174
}

ddtrace/appsec/_iast/_taint_tracking/taint_tracking/source.h

Lines changed: 13 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -30,6 +30,18 @@ enum class TagMappingMode
3030
Mapper_Replace
3131
};
3232

33+
// Helper function to get truncation max length from environment variable
34+
size_t
35+
get_source_truncation_max_length();
36+
37+
// Reset the cached truncation length (for testing purposes only)
38+
void
39+
reset_source_truncation_cache();
40+
41+
// Helper function to truncate value string if needed
42+
string
43+
truncate_source_value(string value);
44+
3345
struct Source
3446
{
3547
Source(string, string, OriginType);
@@ -44,7 +56,7 @@ struct Source
4456
void set_values(string name_ = "", string value_ = "", OriginType origin_ = OriginType())
4557
{
4658
name = std::move(name_);
47-
value = std::move(value_);
59+
value = truncate_source_value(std::move(value_));
4860
origin = origin_;
4961
}
5062

ddtrace/appsec/_iast/_taint_tracking/taint_tracking/tainted_object.cpp

Lines changed: 43 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -1,8 +1,50 @@
11
#include "api/safe_initializer.h"
22
#include "initializer/initializer.h"
3+
#include <cstdlib>
34

45
namespace py = pybind11;
56

7+
// Default max range count if environment variable is not set
8+
constexpr int DEFAULT_MAX_RANGE_COUNT = 30;
9+
10+
// Static variables for caching the taint range limit
11+
namespace {
12+
int g_cached_limit = 0;
13+
bool g_limit_initialized = false;
14+
}
15+
16+
// Get the max range count from environment variable
17+
int
18+
get_taint_range_limit()
19+
{
20+
if (g_cached_limit == 0) {
21+
const char* env_value = std::getenv("DD_IAST_MAX_RANGE_COUNT");
22+
if (env_value != nullptr) {
23+
try {
24+
long parsed_value = std::strtol(env_value, nullptr, 10);
25+
if (parsed_value > 0) {
26+
g_cached_limit = static_cast<int>(parsed_value);
27+
} else {
28+
g_cached_limit = DEFAULT_MAX_RANGE_COUNT;
29+
}
30+
} catch (...) {
31+
g_cached_limit = DEFAULT_MAX_RANGE_COUNT;
32+
}
33+
} else {
34+
g_cached_limit = DEFAULT_MAX_RANGE_COUNT;
35+
}
36+
}
37+
38+
return g_cached_limit;
39+
}
40+
41+
// Reset the cached taint range limit (for testing purposes only)
42+
void
43+
reset_taint_range_limit_cache()
44+
{
45+
g_cached_limit = 0;
46+
}
47+
648
/**
749
* This function allocates a new taint range with the given offset and maximum length.
850
*
@@ -74,7 +116,7 @@ TaintedObject::add_ranges_shifted(TaintRangeRefs ranges,
74116
const RANGE_LENGTH max_length,
75117
const RANGE_START orig_offset)
76118
{
77-
if (const auto to_add = static_cast<long>(min(ranges.size(), TAINT_RANGE_LIMIT - ranges_.size()));
119+
if (const auto to_add = static_cast<long>(min(ranges.size(), get_free_tainted_ranges_space()));
78120
!ranges.empty() and to_add > 0) {
79121
ranges_.reserve(ranges_.size() + to_add);
80122
if (offset == 0 and max_length == -1) {

ddtrace/appsec/_iast/_taint_tracking/taint_tracking/tainted_object.h

Lines changed: 23 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -2,6 +2,14 @@
22
#include "taint_tracking/taint_range.h"
33
#include <Python.h>
44

5+
// Helper function to get max range count from environment variable
6+
int
7+
get_taint_range_limit();
8+
9+
// Reset the cached taint range limit (for testing purposes only)
10+
void
11+
reset_taint_range_limit_cache();
12+
513
class TaintedObject
614
{
715
friend class Initializer;
@@ -10,7 +18,6 @@ class TaintedObject
1018
TaintRangeRefs ranges_;
1119

1220
public:
13-
constexpr static int TAINT_RANGE_LIMIT = 100;
1421
constexpr static int RANGES_INITIAL_RESERVE = 16;
1522

1623
TaintedObject() { ranges_.reserve(RANGES_INITIAL_RESERVE); };
@@ -35,6 +42,21 @@ class TaintedObject
3542

3643
[[nodiscard]] TaintRangeRefs get_ranges_copy() const { return ranges_; }
3744

45+
[[nodiscard]] bool has_free_tainted_ranges_space() const
46+
{
47+
const int range_limit = get_taint_range_limit();
48+
return ranges_.size() < static_cast<size_t>(range_limit);
49+
}
50+
51+
[[nodiscard]] size_t get_free_tainted_ranges_space() const
52+
{
53+
const int range_limit = get_taint_range_limit();
54+
if (ranges_.size() >= static_cast<size_t>(range_limit)) {
55+
return 0;
56+
}
57+
return static_cast<size_t>(range_limit) - ranges_.size();
58+
}
59+
3860
void add_ranges_shifted(TaintedObjectPtr tainted_object,
3961
RANGE_START offset,
4062
RANGE_LENGTH max_length = -1,

ddtrace/appsec/_iast/reporter.py

Lines changed: 25 additions & 4 deletions
Original file line numberDiff line numberDiff line change
@@ -20,13 +20,27 @@
2020
from ddtrace.appsec._iast.constants import VULN_WEAK_CIPHER_TYPE
2121
from ddtrace.appsec._iast.constants import VULN_WEAK_RANDOMNESS
2222
from ddtrace.internal.logger import get_logger
23+
from ddtrace.internal.settings.asm import config as asm_config
2324

2425

2526
log = get_logger(__name__)
2627

2728
ATTRS_TO_SKIP = frozenset({"_ranges", "_evidences_with_no_sources", "dialect"})
2829
EVIDENCES_WITH_NO_SOURCES = [VULN_INSECURE_HASHING_TYPE, VULN_WEAK_CIPHER_TYPE, VULN_WEAK_RANDOMNESS]
2930

31+
# Default truncation length if environment variable is not set
32+
DEFAULT_EVIDENCE_TRUNCATION_LENGTH = 250
33+
34+
35+
def _truncate_evidence_value(value: Optional[str]) -> Optional[str]:
36+
"""Truncate evidence value if it exceeds the max length."""
37+
if value is None:
38+
return None
39+
max_length = asm_config._iast_truncation_max_value_length
40+
if len(value) > max_length:
41+
return value[:max_length]
42+
return value
43+
3044

3145
class NotNoneDictable:
3246
def _to_dict(self):
@@ -258,7 +272,7 @@ def _from_dict(self, data: Dict[str, Any]):
258272
if "ranges" in i["evidence"]:
259273
evidence._ranges = i["evidence"]["ranges"]
260274
if "value" in i["evidence"]:
261-
evidence.value = i["evidence"]["value"]
275+
evidence.value = _truncate_evidence_value(i["evidence"]["value"])
262276
if "valueParts" in i["evidence"]:
263277
evidence.valueParts = i["evidence"]["valueParts"]
264278
if "dialect" in i["evidence"]:
@@ -342,6 +356,10 @@ def build_and_scrub_value_parts(self) -> Dict[str, Any]:
342356
)
343357
if scrubbing_result:
344358
redacted_value_parts = scrubbing_result["redacted_value_parts"]
359+
# Truncate each value in redacted_value_parts
360+
for part in redacted_value_parts:
361+
if "value" in part:
362+
part["value"] = _truncate_evidence_value(part["value"])
345363
redacted_sources = scrubbing_result["redacted_sources"]
346364
i = 0
347365
for source in self.sources:
@@ -373,18 +391,21 @@ def get_unredacted_value_parts(self, evidence_value: str, ranges: List[dict], so
373391

374392
for range_ in ranges:
375393
if from_index < range_["start"]:
376-
value_parts.append({"value": evidence_value[from_index : range_["start"]]})
394+
value_parts.append({"value": _truncate_evidence_value(evidence_value[from_index : range_["start"]])})
377395

378396
source_index = _get_source_index(sources, range_["source"])
379397

380398
value_parts.append(
381-
{"value": evidence_value[range_["start"] : range_["end"]], "source": source_index} # type: ignore[dict-item]
399+
{
400+
"value": _truncate_evidence_value(evidence_value[range_["start"] : range_["end"]]),
401+
"source": source_index, # type: ignore[dict-item]
402+
}
382403
)
383404

384405
from_index = range_["end"]
385406

386407
if from_index < len(evidence_value):
387-
value_parts.append({"value": evidence_value[from_index:]})
408+
value_parts.append({"value": _truncate_evidence_value(evidence_value[from_index:])})
388409

389410
return value_parts
390411

ddtrace/internal/settings/asm.py

Lines changed: 5 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -11,6 +11,7 @@
1111
from ddtrace.appsec._constants import DEFAULT
1212
from ddtrace.appsec._constants import EXPLOIT_PREVENTION
1313
from ddtrace.appsec._constants import IAST
14+
from ddtrace.appsec._constants import IAST_TRUNCATION_MAX_VALUE_LENGTH_DEFAULT
1415
from ddtrace.appsec._constants import LOGIN_EVENTS_MODE
1516
from ddtrace.appsec._constants import TELEMETRY_INFORMATION_NAME
1617
from ddtrace.constants import APPSEC_ENV
@@ -81,6 +82,9 @@ class ASMConfig(DDConfig):
8182
_iast_debug = DDConfig.var(bool, IAST.ENV_DEBUG, default=False, private=True)
8283
_iast_propagation_debug = DDConfig.var(bool, IAST.ENV_PROPAGATION_DEBUG, default=False, private=True)
8384
_iast_telemetry_report_lvl = DDConfig.var(str, IAST.ENV_TELEMETRY_REPORT_LVL, default=TELEMETRY_INFORMATION_NAME)
85+
_iast_truncation_max_value_length = DDConfig.var(
86+
int, IAST.ENV_DD_IAST_TRUNCATION_MAX_VALUE_LENGTH, default=IAST_TRUNCATION_MAX_VALUE_LENGTH_DEFAULT
87+
)
8488
_apm_tracing_enabled = DDConfig.var(bool, APPSEC.APM_TRACING_ENV, default=True)
8589
_use_metastruct_for_triggers = True
8690
_use_metastruct_for_iast = True
@@ -219,6 +223,7 @@ class ASMConfig(DDConfig):
219223
"_iast_security_controls",
220224
"_iast_is_testing",
221225
"_iast_use_root_span",
226+
"_iast_truncation_max_value_length",
222227
"_ep_enabled",
223228
"_use_metastruct_for_triggers",
224229
"_use_metastruct_for_iast",

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