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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 | /* * linux/kernel/irq/timings.c * * Copyright (C) 2016, Linaro Ltd - Daniel Lezcano <daniel.lezcano@linaro.org> * * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License version 2 as * published by the Free Software Foundation. * */ #include <linux/kernel.h> #include <linux/percpu.h> #include <linux/slab.h> #include <linux/static_key.h> #include <linux/interrupt.h> #include <linux/idr.h> #include <linux/irq.h> #include <linux/math64.h> #include <trace/events/irq.h> #include "internals.h" DEFINE_STATIC_KEY_FALSE(irq_timing_enabled); DEFINE_PER_CPU(struct irq_timings, irq_timings); struct irqt_stat { u64 next_evt; u64 last_ts; u64 variance; u32 avg; u32 nr_samples; int anomalies; int valid; }; static DEFINE_IDR(irqt_stats); void irq_timings_enable(void) { static_branch_enable(&irq_timing_enabled); } void irq_timings_disable(void) { static_branch_disable(&irq_timing_enabled); } /** * irqs_update - update the irq timing statistics with a new timestamp * * @irqs: an irqt_stat struct pointer * @ts: the new timestamp * * The statistics are computed online, in other words, the code is * designed to compute the statistics on a stream of values rather * than doing multiple passes on the values to compute the average, * then the variance. The integer division introduces a loss of * precision but with an acceptable error margin regarding the results * we would have with the double floating precision: we are dealing * with nanosec, so big numbers, consequently the mantisse is * negligeable, especially when converting the time in usec * afterwards. * * The computation happens at idle time. When the CPU is not idle, the * interrupts' timestamps are stored in the circular buffer, when the * CPU goes idle and this routine is called, all the buffer's values * are injected in the statistical model continuying to extend the * statistics from the previous busy-idle cycle. * * The observations showed a device will trigger a burst of periodic * interrupts followed by one or two peaks of longer time, for * instance when a SD card device flushes its cache, then the periodic * intervals occur again. A one second inactivity period resets the * stats, that gives us the certitude the statistical values won't * exceed 1x10^9, thus the computation won't overflow. * * Basically, the purpose of the algorithm is to watch the periodic * interrupts and eliminate the peaks. * * An interrupt is considered periodically stable if the interval of * its occurences follow the normal distribution, thus the values * comply with: * * avg - 3 x stddev < value < avg + 3 x stddev * * Which can be simplified to: * * -3 x stddev < value - avg < 3 x stddev * * abs(value - avg) < 3 x stddev * * In order to save a costly square root computation, we use the * variance. For the record, stddev = sqrt(variance). The equation * above becomes: * * abs(value - avg) < 3 x sqrt(variance) * * And finally we square it: * * (value - avg) ^ 2 < (3 x sqrt(variance)) ^ 2 * * (value - avg) x (value - avg) < 9 x variance * * Statistically speaking, any values out of this interval is * considered as an anomaly and is discarded. However, a normal * distribution appears when the number of samples is 30 (it is the * rule of thumb in statistics, cf. "30 samples" on Internet). When * there are three consecutive anomalies, the statistics are resetted. * */ static void irqs_update(struct irqt_stat *irqs, u64 ts) { u64 old_ts = irqs->last_ts; u64 variance = 0; u64 interval; s64 diff; /* * The timestamps are absolute time values, we need to compute * the timing interval between two interrupts. */ irqs->last_ts = ts; /* * The interval type is u64 in order to deal with the same * type in our computation, that prevent mindfuck issues with * overflow, sign and division. */ interval = ts - old_ts; /* * The interrupt triggered more than one second apart, that * ends the sequence as predictible for our purpose. In this * case, assume we have the beginning of a sequence and the * timestamp is the first value. As it is impossible to * predict anything at this point, return. * * Note the first timestamp of the sequence will always fall * in this test because the old_ts is zero. That is what we * want as we need another timestamp to compute an interval. */ if (interval >= NSEC_PER_SEC) { memset(irqs, 0, sizeof(*irqs)); irqs->last_ts = ts; return; } /* * Pre-compute the delta with the average as the result is * used several times in this function. */ diff = interval - irqs->avg; /* * Increment the number of samples. */ irqs->nr_samples++; /* * Online variance divided by the number of elements if there * is more than one sample. Normally the formula is division * by nr_samples - 1 but we assume the number of element will be * more than 32 and dividing by 32 instead of 31 is enough * precise. */ if (likely(irqs->nr_samples > 1)) variance = irqs->variance >> IRQ_TIMINGS_SHIFT; /* * The rule of thumb in statistics for the normal distribution * is having at least 30 samples in order to have the model to * apply. Values outside the interval are considered as an * anomaly. */ if ((irqs->nr_samples >= 30) && ((diff * diff) > (9 * variance))) { /* * After three consecutive anomalies, we reset the * stats as it is no longer stable enough. */ if (irqs->anomalies++ >= 3) { memset(irqs, 0, sizeof(*irqs)); irqs->last_ts = ts; return; } } else { /* * The anomalies must be consecutives, so at this * point, we reset the anomalies counter. */ irqs->anomalies = 0; } /* * The interrupt is considered stable enough to try to predict * the next event on it. */ irqs->valid = 1; /* * Online average algorithm: * * new_average = average + ((value - average) / count) * * The variance computation depends on the new average * to be computed here first. * */ irqs->avg = irqs->avg + (diff >> IRQ_TIMINGS_SHIFT); /* * Online variance algorithm: * * new_variance = variance + (value - average) x (value - new_average) * * Warning: irqs->avg is updated with the line above, hence * 'interval - irqs->avg' is no longer equal to 'diff' */ irqs->variance = irqs->variance + (diff * (interval - irqs->avg)); /* * Update the next event */ irqs->next_evt = ts + irqs->avg; } /** * irq_timings_next_event - Return when the next event is supposed to arrive * * During the last busy cycle, the number of interrupts is incremented * and stored in the irq_timings structure. This information is * necessary to: * * - know if the index in the table wrapped up: * * If more than the array size interrupts happened during the * last busy/idle cycle, the index wrapped up and we have to * begin with the next element in the array which is the last one * in the sequence, otherwise it is a the index 0. * * - have an indication of the interrupts activity on this CPU * (eg. irq/sec) * * The values are 'consumed' after inserting in the statistical model, * thus the count is reinitialized. * * The array of values **must** be browsed in the time direction, the * timestamp must increase between an element and the next one. * * Returns a nanosec time based estimation of the earliest interrupt, * U64_MAX otherwise. */ u64 irq_timings_next_event(u64 now) { struct irq_timings *irqts = this_cpu_ptr(&irq_timings); struct irqt_stat *irqs; struct irqt_stat __percpu *s; u64 ts, next_evt = U64_MAX; int i, irq = 0; /* * This function must be called with the local irq disabled in * order to prevent the timings circular buffer to be updated * while we are reading it. */ WARN_ON_ONCE(!irqs_disabled()); /* * Number of elements in the circular buffer: If it happens it * was flushed before, then the number of elements could be * smaller than IRQ_TIMINGS_SIZE, so the count is used, * otherwise the array size is used as we wrapped. The index * begins from zero when we did not wrap. That could be done * in a nicer way with the proper circular array structure * type but with the cost of extra computation in the * interrupt handler hot path. We choose efficiency. * * Inject measured irq/timestamp to the statistical model * while decrementing the counter because we consume the data * from our circular buffer. */ for (i = irqts->count & IRQ_TIMINGS_MASK, irqts->count = min(IRQ_TIMINGS_SIZE, irqts->count); irqts->count > 0; irqts->count--, i = (i + 1) & IRQ_TIMINGS_MASK) { irq = irq_timing_decode(irqts->values[i], &ts); s = idr_find(&irqt_stats, irq); if (s) { irqs = this_cpu_ptr(s); irqs_update(irqs, ts); } } /* * Look in the list of interrupts' statistics, the earliest * next event. */ idr_for_each_entry(&irqt_stats, s, i) { irqs = this_cpu_ptr(s); if (!irqs->valid) continue; if (irqs->next_evt <= now) { irq = i; next_evt = now; /* * This interrupt mustn't use in the future * until new events occur and update the * statistics. */ irqs->valid = 0; break; } if (irqs->next_evt < next_evt) { irq = i; next_evt = irqs->next_evt; } } return next_evt; } void irq_timings_free(int irq) { struct irqt_stat __percpu *s; s = idr_find(&irqt_stats, irq); if (s) { free_percpu(s); idr_remove(&irqt_stats, irq); } } int irq_timings_alloc(int irq) { struct irqt_stat __percpu *s; int id; /* * Some platforms can have the same private interrupt per cpu, * so this function may be be called several times with the * same interrupt number. Just bail out in case the per cpu * stat structure is already allocated. */ s = idr_find(&irqt_stats, irq); if (s) return 0; s = alloc_percpu(*s); if (!s) return -ENOMEM; idr_preload(GFP_KERNEL); id = idr_alloc(&irqt_stats, s, irq, irq + 1, GFP_NOWAIT); idr_preload_end(); if (id < 0) { free_percpu(s); return id; } return 0; } |