1 // Copyright (c) 2012 The Chromium Authors. All rights reserved.
2 // Use of this source code is governed by a BSD-style license that can be
3 // found in the LICENSE file.
5 // The tests in this file attempt to verify the following through simulation:
6 // a) That a server experiencing overload will actually benefit from the
7 // anti-DDoS throttling logic, i.e. that its traffic spike will subside
8 // and be distributed over a longer period of time;
9 // b) That "well-behaved" clients of a server under DDoS attack actually
10 // benefit from the anti-DDoS throttling logic; and
11 // c) That the approximate increase in "perceived downtime" introduced by
12 // anti-DDoS throttling for various different actual downtimes is what
13 // we expect it to be.
19 #include "base/environment.h"
20 #include "base/memory/scoped_vector.h"
21 #include "base/rand_util.h"
22 #include "base/time.h"
23 #include "net/url_request/url_request_test_util.h"
24 #include "net/url_request/url_request_throttler_manager.h"
25 #include "net/url_request/url_request_throttler_test_support.h"
26 #include "testing/gtest/include/gtest/gtest.h"
28 using base::TimeDelta
;
29 using base::TimeTicks
;
34 // Set this variable in your environment if you want to see verbose results
35 // of the simulation tests.
36 const char kShowSimulationVariableName
[] = "SHOW_SIMULATION_RESULTS";
38 // Prints output only if a given environment variable is set. We use this
39 // to not print any output for human evaluation when the test is run without
41 void VerboseOut(const char* format
, ...) {
42 static bool have_checked_environment
= false;
43 static bool should_print
= false;
44 if (!have_checked_environment
) {
45 have_checked_environment
= true;
46 scoped_ptr
<base::Environment
> env(base::Environment::Create());
47 if (env
->HasVar(kShowSimulationVariableName
))
53 va_start(arglist
, format
);
54 vprintf(format
, arglist
);
59 // A simple two-phase discrete time simulation. Actors are added in the order
60 // they should take action at every tick of the clock. Ticks of the clock
62 // - Phase 1 advances every actor's time to a new absolute time.
63 // - Phase 2 asks each actor to perform their action.
64 class DiscreteTimeSimulation
{
69 virtual void AdvanceTime(const TimeTicks
& absolute_time
) = 0;
70 virtual void PerformAction() = 0;
73 DiscreteTimeSimulation() {}
75 // Adds an |actor| to the simulation. The client of the simulation maintains
76 // ownership of |actor| and must ensure its lifetime exceeds that of the
77 // simulation. Actors should be added in the order you wish for them to
78 // act at each tick of the simulation.
79 void AddActor(Actor
* actor
) {
80 actors_
.push_back(actor
);
83 // Runs the simulation for, pretending |time_between_ticks| passes from one
84 // tick to the next. The start time will be the current real time. The
85 // simulation will stop when the simulated duration is equal to or greater
86 // than |maximum_simulated_duration|.
87 void RunSimulation(const TimeDelta
& maximum_simulated_duration
,
88 const TimeDelta
& time_between_ticks
) {
89 TimeTicks start_time
= TimeTicks();
90 TimeTicks now
= start_time
;
91 while ((now
- start_time
) <= maximum_simulated_duration
) {
92 for (std::vector
<Actor
*>::iterator it
= actors_
.begin();
95 (*it
)->AdvanceTime(now
);
98 for (std::vector
<Actor
*>::iterator it
= actors_
.begin();
101 (*it
)->PerformAction();
104 now
+= time_between_ticks
;
109 std::vector
<Actor
*> actors_
;
111 DISALLOW_COPY_AND_ASSIGN(DiscreteTimeSimulation
);
114 // Represents a web server in a simulation of a server under attack by
115 // a lot of clients. Must be added to the simulation's list of actors
116 // after all |Requester| objects.
117 class Server
: public DiscreteTimeSimulation::Actor
{
119 Server(int max_queries_per_tick
,
120 double request_drop_ratio
)
121 : max_queries_per_tick_(max_queries_per_tick
),
122 request_drop_ratio_(request_drop_ratio
),
123 num_overloaded_ticks_remaining_(0),
124 num_current_tick_queries_(0),
125 num_overloaded_ticks_(0),
126 max_experienced_queries_per_tick_(0),
127 mock_request_(GURL(), NULL
, &context_
) {
130 void SetDowntime(const TimeTicks
& start_time
, const TimeDelta
& duration
) {
131 start_downtime_
= start_time
;
132 end_downtime_
= start_time
+ duration
;
135 virtual void AdvanceTime(const TimeTicks
& absolute_time
) OVERRIDE
{
136 now_
= absolute_time
;
139 virtual void PerformAction() OVERRIDE
{
140 // We are inserted at the end of the actor's list, so all Requester
141 // instances have already done their bit.
142 if (num_current_tick_queries_
> max_experienced_queries_per_tick_
)
143 max_experienced_queries_per_tick_
= num_current_tick_queries_
;
145 if (num_current_tick_queries_
> max_queries_per_tick_
) {
146 // We pretend the server fails for the next several ticks after it
148 num_overloaded_ticks_remaining_
= 5;
149 ++num_overloaded_ticks_
;
150 } else if (num_overloaded_ticks_remaining_
> 0) {
151 --num_overloaded_ticks_remaining_
;
154 requests_per_tick_
.push_back(num_current_tick_queries_
);
155 num_current_tick_queries_
= 0;
158 // This is called by Requester. It returns the response code from
160 int HandleRequest() {
161 ++num_current_tick_queries_
;
162 if (!start_downtime_
.is_null() &&
163 start_downtime_
< now_
&& now_
< end_downtime_
) {
164 // For the simulation measuring the increase in perceived
165 // downtime, it might be interesting to count separately the
166 // queries seen by the server (assuming a front-end reverse proxy
167 // is what actually serves up the 503s in this case) so that we could
168 // visualize the traffic spike seen by the server when it comes up,
169 // which would in many situations be ameliorated by the anti-DDoS
174 if ((num_overloaded_ticks_remaining_
> 0 ||
175 num_current_tick_queries_
> max_queries_per_tick_
) &&
176 base::RandDouble() < request_drop_ratio_
) {
183 int num_overloaded_ticks() const {
184 return num_overloaded_ticks_
;
187 int max_experienced_queries_per_tick() const {
188 return max_experienced_queries_per_tick_
;
191 const URLRequest
& mock_request() const {
192 return mock_request_
;
195 std::string
VisualizeASCII(int terminal_width
) {
196 // Account for | characters we place at left of graph.
199 VerboseOut("Overloaded for %d of %d ticks.\n",
200 num_overloaded_ticks_
, requests_per_tick_
.size());
201 VerboseOut("Got maximum of %d requests in a tick.\n\n",
202 max_experienced_queries_per_tick_
);
204 VerboseOut("Traffic graph:\n\n");
206 // Printing the graph like this is a bit overkill, but was very useful
207 // while developing the various simulations to see if they were testing
208 // the corner cases we want to simulate.
210 // Find the smallest number of whole ticks we need to group into a
211 // column that will let all ticks fit into the column width we have.
212 int num_ticks
= requests_per_tick_
.size();
213 double ticks_per_column_exact
=
214 static_cast<double>(num_ticks
) / static_cast<double>(terminal_width
);
215 int ticks_per_column
= std::ceil(ticks_per_column_exact
);
216 DCHECK_GE(ticks_per_column
* terminal_width
, num_ticks
);
218 // Sum up the column values.
219 int num_columns
= num_ticks
/ ticks_per_column
;
220 if (num_ticks
% ticks_per_column
)
222 DCHECK_LE(num_columns
, terminal_width
);
223 scoped_array
<int> columns(new int[num_columns
]);
224 for (int tx
= 0; tx
< num_ticks
; ++tx
) {
225 int cx
= tx
/ ticks_per_column
;
226 if (tx
% ticks_per_column
== 0)
228 columns
[cx
] += requests_per_tick_
[tx
];
231 // Find the lowest integer divisor that will let the column values
232 // be represented in a graph of maximum height 50.
234 for (int cx
= 0; cx
< num_columns
; ++cx
)
235 max_value
= std::max(max_value
, columns
[cx
]);
236 const int kNumRows
= 50;
237 double row_divisor_exact
= max_value
/ static_cast<double>(kNumRows
);
238 int row_divisor
= std::ceil(row_divisor_exact
);
239 DCHECK_GE(row_divisor
* kNumRows
, max_value
);
241 // To show the overload line, we calculate the appropriate value.
242 int overload_value
= max_queries_per_tick_
* ticks_per_column
;
244 // When num_ticks is not a whole multiple of ticks_per_column, the last
245 // column includes fewer ticks than the others. In this case, don't
246 // print it so that we don't show an inconsistent value.
247 int num_printed_columns
= num_columns
;
248 if (num_ticks
% ticks_per_column
)
249 --num_printed_columns
;
251 // This is a top-to-bottom traversal of rows, left-to-right per row.
253 for (int rx
= 0; rx
< kNumRows
; ++rx
) {
254 int range_min
= (kNumRows
- rx
) * row_divisor
;
255 int range_max
= range_min
+ row_divisor
;
257 range_min
= -1; // Make 0 values fit in the bottom range.
259 for (int cx
= 0; cx
< num_printed_columns
; ++cx
) {
261 // Show the overload line.
262 if (range_min
< overload_value
&& overload_value
<= range_max
)
265 // Preferentially, show the graph line.
266 if (range_min
< columns
[cx
] && columns
[cx
] <= range_max
)
269 output
.append(1, block
);
274 output
.append(num_printed_columns
, '=');
281 TimeTicks start_downtime_
; // Can be 0 to say "no downtime".
282 TimeTicks end_downtime_
;
283 const int max_queries_per_tick_
;
284 const double request_drop_ratio_
; // Ratio of requests to 503 when failing.
285 int num_overloaded_ticks_remaining_
;
286 int num_current_tick_queries_
;
287 int num_overloaded_ticks_
;
288 int max_experienced_queries_per_tick_
;
289 std::vector
<int> requests_per_tick_
;
291 TestURLRequestContext context_
;
292 TestURLRequest mock_request_
;
294 DISALLOW_COPY_AND_ASSIGN(Server
);
297 // Mock throttler entry used by Requester class.
298 class MockURLRequestThrottlerEntry
: public URLRequestThrottlerEntry
{
300 explicit MockURLRequestThrottlerEntry(
301 URLRequestThrottlerManager
* manager
)
302 : URLRequestThrottlerEntry(manager
, ""),
303 mock_backoff_entry_(&backoff_policy_
) {
306 virtual const BackoffEntry
* GetBackoffEntry() const OVERRIDE
{
307 return &mock_backoff_entry_
;
310 virtual BackoffEntry
* GetBackoffEntry() OVERRIDE
{
311 return &mock_backoff_entry_
;
314 virtual TimeTicks
ImplGetTimeNow() const OVERRIDE
{
318 void SetFakeNow(const TimeTicks
& fake_time
) {
319 fake_now_
= fake_time
;
320 mock_backoff_entry_
.set_fake_now(fake_time
);
323 TimeTicks
fake_now() const {
328 virtual ~MockURLRequestThrottlerEntry() {}
332 MockBackoffEntry mock_backoff_entry_
;
335 // Registry of results for a class of |Requester| objects (e.g. attackers vs.
337 class RequesterResults
{
340 : num_attempts_(0), num_successful_(0), num_failed_(0), num_blocked_(0) {
358 int num_attempts() const { return num_attempts_
; }
359 int num_successful() const { return num_successful_
; }
360 int num_failed() const { return num_failed_
; }
361 int num_blocked() const { return num_blocked_
; }
363 double GetBlockedRatio() {
364 DCHECK(num_attempts_
);
365 return static_cast<double>(num_blocked_
) /
366 static_cast<double>(num_attempts_
);
369 double GetSuccessRatio() {
370 DCHECK(num_attempts_
);
371 return static_cast<double>(num_successful_
) /
372 static_cast<double>(num_attempts_
);
375 void PrintResults(const char* class_description
) {
376 if (num_attempts_
== 0) {
377 VerboseOut("No data for %s\n", class_description
);
381 VerboseOut("Requester results for %s\n", class_description
);
382 VerboseOut(" %d attempts\n", num_attempts_
);
383 VerboseOut(" %d successes\n", num_successful_
);
384 VerboseOut(" %d 5xx responses\n", num_failed_
);
385 VerboseOut(" %d requests blocked\n", num_blocked_
);
386 VerboseOut(" %.2f success ratio\n", GetSuccessRatio());
387 VerboseOut(" %.2f blocked ratio\n", GetBlockedRatio());
398 // Represents an Requester in a simulated DDoS situation, that periodically
399 // requests a specific resource.
400 class Requester
: public DiscreteTimeSimulation::Actor
{
402 Requester(MockURLRequestThrottlerEntry
* throttler_entry
,
403 const TimeDelta
& time_between_requests
,
405 RequesterResults
* results
)
406 : throttler_entry_(throttler_entry
),
407 time_between_requests_(time_between_requests
),
408 last_attempt_was_failure_(false),
414 void AdvanceTime(const TimeTicks
& absolute_time
) OVERRIDE
{
415 if (time_of_last_success_
.is_null())
416 time_of_last_success_
= absolute_time
;
418 throttler_entry_
->SetFakeNow(absolute_time
);
421 void PerformAction() OVERRIDE
{
422 TimeDelta effective_delay
= time_between_requests_
;
423 TimeDelta current_jitter
= TimeDelta::FromMilliseconds(
424 request_jitter_
.InMilliseconds() * base::RandDouble());
425 if (base::RandInt(0, 1)) {
426 effective_delay
-= current_jitter
;
428 effective_delay
+= current_jitter
;
431 if (throttler_entry_
->fake_now() - time_of_last_attempt_
>
433 if (!throttler_entry_
->ShouldRejectRequest(server_
->mock_request())) {
434 int status_code
= server_
->HandleRequest();
435 MockURLRequestThrottlerHeaderAdapter
response_headers(status_code
);
436 throttler_entry_
->UpdateWithResponse("", &response_headers
);
438 if (status_code
== 200) {
440 results_
->AddSuccess();
442 if (last_attempt_was_failure_
) {
443 last_downtime_duration_
=
444 throttler_entry_
->fake_now() - time_of_last_success_
;
447 time_of_last_success_
= throttler_entry_
->fake_now();
448 last_attempt_was_failure_
= false;
451 results_
->AddFailure();
452 last_attempt_was_failure_
= true;
456 results_
->AddBlocked();
457 last_attempt_was_failure_
= true;
460 time_of_last_attempt_
= throttler_entry_
->fake_now();
464 // Adds a delay until the first request, equal to a uniformly distributed
465 // value between now and now + max_delay.
466 void SetStartupJitter(const TimeDelta
& max_delay
) {
467 int delay_ms
= base::RandInt(0, max_delay
.InMilliseconds());
468 time_of_last_attempt_
= TimeTicks() +
469 TimeDelta::FromMilliseconds(delay_ms
) - time_between_requests_
;
472 void SetRequestJitter(const TimeDelta
& request_jitter
) {
473 request_jitter_
= request_jitter
;
476 TimeDelta
last_downtime_duration() const { return last_downtime_duration_
; }
479 scoped_refptr
<MockURLRequestThrottlerEntry
> throttler_entry_
;
480 const TimeDelta time_between_requests_
;
481 TimeDelta request_jitter_
;
482 TimeTicks time_of_last_attempt_
;
483 TimeTicks time_of_last_success_
;
484 bool last_attempt_was_failure_
;
485 TimeDelta last_downtime_duration_
;
486 Server
* const server_
;
487 RequesterResults
* const results_
; // May be NULL.
489 DISALLOW_COPY_AND_ASSIGN(Requester
);
492 void SimulateAttack(Server
* server
,
493 RequesterResults
* attacker_results
,
494 RequesterResults
* client_results
,
495 bool enable_throttling
) {
496 const size_t kNumAttackers
= 50;
497 const size_t kNumClients
= 50;
498 DiscreteTimeSimulation simulation
;
499 URLRequestThrottlerManager manager
;
500 ScopedVector
<Requester
> requesters
;
501 for (size_t i
= 0; i
< kNumAttackers
; ++i
) {
502 // Use a tiny time_between_requests so the attackers will ping the
503 // server at every tick of the simulation.
504 scoped_refptr
<MockURLRequestThrottlerEntry
> throttler_entry(
505 new MockURLRequestThrottlerEntry(&manager
));
506 if (!enable_throttling
)
507 throttler_entry
->DisableBackoffThrottling();
509 Requester
* attacker
= new Requester(throttler_entry
.get(),
510 TimeDelta::FromMilliseconds(1),
513 attacker
->SetStartupJitter(TimeDelta::FromSeconds(120));
514 requesters
.push_back(attacker
);
515 simulation
.AddActor(attacker
);
517 for (size_t i
= 0; i
< kNumClients
; ++i
) {
518 // Normal clients only make requests every 2 minutes, plus/minus 1 minute.
519 scoped_refptr
<MockURLRequestThrottlerEntry
> throttler_entry(
520 new MockURLRequestThrottlerEntry(&manager
));
521 if (!enable_throttling
)
522 throttler_entry
->DisableBackoffThrottling();
524 Requester
* client
= new Requester(throttler_entry
.get(),
525 TimeDelta::FromMinutes(2),
528 client
->SetStartupJitter(TimeDelta::FromSeconds(120));
529 client
->SetRequestJitter(TimeDelta::FromMinutes(1));
530 requesters
.push_back(client
);
531 simulation
.AddActor(client
);
533 simulation
.AddActor(server
);
535 simulation
.RunSimulation(TimeDelta::FromMinutes(6),
536 TimeDelta::FromSeconds(1));
539 TEST(URLRequestThrottlerSimulation
, HelpsInAttack
) {
540 Server
unprotected_server(30, 1.0);
541 RequesterResults unprotected_attacker_results
;
542 RequesterResults unprotected_client_results
;
543 Server
protected_server(30, 1.0);
544 RequesterResults protected_attacker_results
;
545 RequesterResults protected_client_results
;
546 SimulateAttack(&unprotected_server
,
547 &unprotected_attacker_results
,
548 &unprotected_client_results
,
550 SimulateAttack(&protected_server
,
551 &protected_attacker_results
,
552 &protected_client_results
,
555 // These assert that the DDoS protection actually benefits the
556 // server. Manual inspection of the traffic graphs will show this
557 // even more clearly.
558 EXPECT_GT(unprotected_server
.num_overloaded_ticks(),
559 protected_server
.num_overloaded_ticks());
560 EXPECT_GT(unprotected_server
.max_experienced_queries_per_tick(),
561 protected_server
.max_experienced_queries_per_tick());
563 // These assert that the DDoS protection actually benefits non-malicious
564 // (and non-degenerate/accidentally DDoSing) users.
565 EXPECT_LT(protected_client_results
.GetBlockedRatio(),
566 protected_attacker_results
.GetBlockedRatio());
567 EXPECT_GT(protected_client_results
.GetSuccessRatio(),
568 unprotected_client_results
.GetSuccessRatio());
570 // The rest is just for optional manual evaluation of the results;
571 // in particular the traffic pattern is interesting.
573 VerboseOut("\nUnprotected server's results:\n\n");
574 VerboseOut(unprotected_server
.VisualizeASCII(132).c_str());
576 VerboseOut("Protected server's results:\n\n");
577 VerboseOut(protected_server
.VisualizeASCII(132).c_str());
580 unprotected_attacker_results
.PrintResults(
581 "attackers attacking unprotected server.");
582 unprotected_client_results
.PrintResults(
583 "normal clients making requests to unprotected server.");
584 protected_attacker_results
.PrintResults(
585 "attackers attacking protected server.");
586 protected_client_results
.PrintResults(
587 "normal clients making requests to protected server.");
590 // Returns the downtime perceived by the client, as a ratio of the
592 double SimulateDowntime(const TimeDelta
& duration
,
593 const TimeDelta
& average_client_interval
,
594 bool enable_throttling
) {
595 TimeDelta time_between_ticks
= duration
/ 200;
596 TimeTicks start_downtime
= TimeTicks() + (duration
/ 2);
598 // A server that never rejects requests, but will go down for maintenance.
599 Server
server(std::numeric_limits
<int>::max(), 1.0);
600 server
.SetDowntime(start_downtime
, duration
);
602 URLRequestThrottlerManager manager
;
603 scoped_refptr
<MockURLRequestThrottlerEntry
> throttler_entry(
604 new MockURLRequestThrottlerEntry(&manager
));
605 if (!enable_throttling
)
606 throttler_entry
->DisableBackoffThrottling();
609 throttler_entry
.get(), average_client_interval
, &server
, NULL
);
610 requester
.SetStartupJitter(duration
/ 3);
611 requester
.SetRequestJitter(average_client_interval
);
613 DiscreteTimeSimulation simulation
;
614 simulation
.AddActor(&requester
);
615 simulation
.AddActor(&server
);
617 simulation
.RunSimulation(duration
* 2, time_between_ticks
);
619 return static_cast<double>(
620 requester
.last_downtime_duration().InMilliseconds()) /
621 static_cast<double>(duration
.InMilliseconds());
624 TEST(URLRequestThrottlerSimulation
, PerceivedDowntimeRatio
) {
626 // Expected interval that we expect the ratio of downtime when anti-DDoS
627 // is enabled and downtime when anti-DDoS is not enabled to fall within.
629 // The expected interval depends on two things: The exponential back-off
630 // policy encoded in URLRequestThrottlerEntry, and the test or set of
631 // tests that the Stats object is tracking (e.g. a test where the client
632 // retries very rapidly on a very long downtime will tend to increase the
635 // To determine an appropriate new interval when parameters have changed,
636 // run the test a few times (you may have to Ctrl-C out of it after a few
637 // seconds) and choose an interval that the test converges quickly and
638 // reliably to. Then set the new interval, and run the test e.g. 20 times
639 // in succession to make sure it never takes an obscenely long time to
640 // converge to this interval.
641 double expected_min_increase
;
642 double expected_max_increase
;
645 double total_ratio_unprotected
;
646 double total_ratio_protected
;
648 bool DidConverge(double* increase_ratio_out
) {
649 double unprotected_ratio
= total_ratio_unprotected
/ num_runs
;
650 double protected_ratio
= total_ratio_protected
/ num_runs
;
651 double increase_ratio
= protected_ratio
/ unprotected_ratio
;
652 if (increase_ratio_out
)
653 *increase_ratio_out
= increase_ratio
;
654 return expected_min_increase
<= increase_ratio
&&
655 increase_ratio
<= expected_max_increase
;
658 void ReportTrialResult(double increase_ratio
) {
660 " Perceived downtime with throttling is %.4f times without.\n",
662 VerboseOut(" Test result after %d trials.\n", num_runs
);
666 Stats global_stats
= { 1.08, 1.15 };
670 TimeDelta average_client_interval
;
673 void PrintTrialDescription() {
674 double duration_minutes
=
675 static_cast<double>(duration
.InSeconds()) / 60.0;
676 double interval_minutes
=
677 static_cast<double>(average_client_interval
.InSeconds()) / 60.0;
678 VerboseOut("Trial with %.2f min downtime, avg. interval %.2f min.\n",
679 duration_minutes
, interval_minutes
);
683 // We don't set or check expected ratio intervals on individual
684 // experiments as this might make the test too fragile, but we
685 // print them out at the end for manual evaluation (we want to be
686 // able to make claims about the expected ratios depending on the
687 // type of behavior of the client and the downtime, e.g. the difference
688 // in behavior between a client making requests every few minutes vs.
689 // one that makes a request every 15 seconds).
691 { TimeDelta::FromSeconds(10), TimeDelta::FromSeconds(3) },
692 { TimeDelta::FromSeconds(30), TimeDelta::FromSeconds(7) },
693 { TimeDelta::FromMinutes(5), TimeDelta::FromSeconds(30) },
694 { TimeDelta::FromMinutes(10), TimeDelta::FromSeconds(20) },
695 { TimeDelta::FromMinutes(20), TimeDelta::FromSeconds(15) },
696 { TimeDelta::FromMinutes(20), TimeDelta::FromSeconds(50) },
697 { TimeDelta::FromMinutes(30), TimeDelta::FromMinutes(2) },
698 { TimeDelta::FromMinutes(30), TimeDelta::FromMinutes(5) },
699 { TimeDelta::FromMinutes(40), TimeDelta::FromMinutes(7) },
700 { TimeDelta::FromMinutes(40), TimeDelta::FromMinutes(2) },
701 { TimeDelta::FromMinutes(40), TimeDelta::FromSeconds(15) },
702 { TimeDelta::FromMinutes(60), TimeDelta::FromMinutes(7) },
703 { TimeDelta::FromMinutes(60), TimeDelta::FromMinutes(2) },
704 { TimeDelta::FromMinutes(60), TimeDelta::FromSeconds(15) },
705 { TimeDelta::FromMinutes(80), TimeDelta::FromMinutes(20) },
706 { TimeDelta::FromMinutes(80), TimeDelta::FromMinutes(3) },
707 { TimeDelta::FromMinutes(80), TimeDelta::FromSeconds(15) },
710 { TimeDelta::FromMinutes(45), TimeDelta::FromMilliseconds(500) },
713 // If things don't converge by the time we've done 100K trials, then
714 // clearly one or more of the expected intervals are wrong.
715 while (global_stats
.num_runs
< 100000) {
716 for (size_t i
= 0; i
< ARRAYSIZE_UNSAFE(trials
); ++i
) {
717 ++global_stats
.num_runs
;
718 ++trials
[i
].stats
.num_runs
;
719 double ratio_unprotected
= SimulateDowntime(
720 trials
[i
].duration
, trials
[i
].average_client_interval
, false);
721 double ratio_protected
= SimulateDowntime(
722 trials
[i
].duration
, trials
[i
].average_client_interval
, true);
723 global_stats
.total_ratio_unprotected
+= ratio_unprotected
;
724 global_stats
.total_ratio_protected
+= ratio_protected
;
725 trials
[i
].stats
.total_ratio_unprotected
+= ratio_unprotected
;
726 trials
[i
].stats
.total_ratio_protected
+= ratio_protected
;
729 double increase_ratio
;
730 if (global_stats
.DidConverge(&increase_ratio
))
733 if (global_stats
.num_runs
> 200) {
734 VerboseOut("Test has not yet converged on expected interval.\n");
735 global_stats
.ReportTrialResult(increase_ratio
);
739 double average_increase_ratio
;
740 EXPECT_TRUE(global_stats
.DidConverge(&average_increase_ratio
));
742 // Print individual trial results for optional manual evaluation.
743 double max_increase_ratio
= 0.0;
744 for (size_t i
= 0; i
< ARRAYSIZE_UNSAFE(trials
); ++i
) {
745 double increase_ratio
;
746 trials
[i
].stats
.DidConverge(&increase_ratio
);
747 max_increase_ratio
= std::max(max_increase_ratio
, increase_ratio
);
748 trials
[i
].PrintTrialDescription();
749 trials
[i
].stats
.ReportTrialResult(increase_ratio
);
752 VerboseOut("Average increase ratio was %.4f\n", average_increase_ratio
);
753 VerboseOut("Maximum increase ratio was %.4f\n", max_increase_ratio
);