diff options
author | Stefano Brivio <stefano.brivio@polimi.it> | 2007-12-18 19:26:34 -0500 |
---|---|---|
committer | David S. Miller <davem@davemloft.net> | 2008-01-28 17:59:42 -0500 |
commit | 90d501d610c0065dce43120c26744a49d8e0490c (patch) | |
tree | 4a452627ae56eb3fdc81a7a1f8cf8fa951274783 | |
parent | c21b39aca4f8f4975784e54cd3a1b80bab80dcc0 (diff) |
rc80211-pid: add rate behaviour learning algorithm
This patch introduces a learning algorithm in order for the PID controller
to learn how to map adjustment values to rates. This is better described in
code comments.
Signed-off-by: Stefano Brivio <stefano.brivio@polimi.it>
Signed-off-by: John W. Linville <linville@tuxdriver.com>
Signed-off-by: David S. Miller <davem@davemloft.net>
-rw-r--r-- | net/mac80211/rc80211_pid.c | 181 |
1 files changed, 161 insertions, 20 deletions
diff --git a/net/mac80211/rc80211_pid.c b/net/mac80211/rc80211_pid.c index b358824b5ac0..1116dc67ddd0 100644 --- a/net/mac80211/rc80211_pid.c +++ b/net/mac80211/rc80211_pid.c | |||
@@ -2,6 +2,7 @@ | |||
2 | * Copyright 2002-2005, Instant802 Networks, Inc. | 2 | * Copyright 2002-2005, Instant802 Networks, Inc. |
3 | * Copyright 2005, Devicescape Software, Inc. | 3 | * Copyright 2005, Devicescape Software, Inc. |
4 | * Copyright 2007, Mattias Nissler <mattias.nissler@gmx.de> | 4 | * Copyright 2007, Mattias Nissler <mattias.nissler@gmx.de> |
5 | * Copyright 2007, Stefano Brivio <stefano.brivio@polimi.it> | ||
5 | * | 6 | * |
6 | * This program is free software; you can redistribute it and/or modify | 7 | * This program is free software; you can redistribute it and/or modify |
7 | * it under the terms of the GNU General Public License version 2 as | 8 | * it under the terms of the GNU General Public License version 2 as |
@@ -39,12 +40,18 @@ | |||
39 | * an actual sliding window. The advantage is that we don't need to keep an | 40 | * an actual sliding window. The advantage is that we don't need to keep an |
40 | * array of the last N error values and computation is easier. | 41 | * array of the last N error values and computation is easier. |
41 | * | 42 | * |
42 | * Once we have the adj value, we need to map it to a TX rate to be selected. | 43 | * Once we have the adj value, we map it to a rate by means of a learning |
43 | * For now, we depend on the rates to be ordered in a way such that more robust | 44 | * algorithm. This algorithm keeps the state of the percentual failed frames |
44 | * rates (i.e. such that exhibit a lower framed failed percentage) come first. | 45 | * difference between rates. The behaviour of the lowest available rate is kept |
45 | * E.g. for the 802.11b/g case, we first have the b rates in ascending order, | 46 | * as a reference value, and every time we switch between two rates, we compute |
46 | * then the g rates. The adj simply decides the index of the TX rate in the list | 47 | * the difference between the failed frames each rate exhibited. By doing so, |
47 | * to switch to (relative to the current TX rate entry). | 48 | * we compare behaviours which different rates exhibited in adjacent timeslices, |
49 | * thus the comparison is minimally affected by external conditions. This | ||
50 | * difference gets propagated to the whole set of measurements, so that the | ||
51 | * reference is always the same. Periodically, we normalize this set so that | ||
52 | * recent events weigh the most. By comparing the adj value with this set, we | ||
53 | * avoid pejorative switches to lower rates and allow for switches to higher | ||
54 | * rates if they behaved well. | ||
48 | * | 55 | * |
49 | * Note that for the computations we use a fixed-point representation to avoid | 56 | * Note that for the computations we use a fixed-point representation to avoid |
50 | * floating point arithmetic. Hence, all values are shifted left by | 57 | * floating point arithmetic. Hence, all values are shifted left by |
@@ -78,6 +85,16 @@ | |||
78 | */ | 85 | */ |
79 | #define RC_PID_TARGET_PF (11 << RC_PID_ARITH_SHIFT) | 86 | #define RC_PID_TARGET_PF (11 << RC_PID_ARITH_SHIFT) |
80 | 87 | ||
88 | /* Rate behaviour normalization quantity over time. */ | ||
89 | #define RC_PID_NORM_OFFSET 3 | ||
90 | |||
91 | /* Push high rates right after loading. */ | ||
92 | #define RC_PID_FAST_START 0 | ||
93 | |||
94 | /* Arithmetic right shift for positive and negative values for ISO C. */ | ||
95 | #define RC_PID_DO_ARITH_RIGHT_SHIFT(x, y) \ | ||
96 | (x) < 0 ? -((-(x)) >> (y)) : (x) >> (y) | ||
97 | |||
81 | struct rc_pid_sta_info { | 98 | struct rc_pid_sta_info { |
82 | unsigned long last_change; | 99 | unsigned long last_change; |
83 | unsigned long last_sample; | 100 | unsigned long last_sample; |
@@ -121,6 +138,18 @@ struct rc_pid_sta_info { | |||
121 | /* Algorithm parameters. We keep them on a per-algorithm approach, so they can | 138 | /* Algorithm parameters. We keep them on a per-algorithm approach, so they can |
122 | * be tuned individually for each interface. | 139 | * be tuned individually for each interface. |
123 | */ | 140 | */ |
141 | struct rc_pid_rateinfo { | ||
142 | |||
143 | /* Map sorted rates to rates in ieee80211_hw_mode. */ | ||
144 | int index; | ||
145 | |||
146 | /* Map rates in ieee80211_hw_mode to sorted rates. */ | ||
147 | int rev_index; | ||
148 | |||
149 | /* Comparison with the lowest rate. */ | ||
150 | int diff; | ||
151 | }; | ||
152 | |||
124 | struct rc_pid_info { | 153 | struct rc_pid_info { |
125 | 154 | ||
126 | /* The failed frames percentage target. */ | 155 | /* The failed frames percentage target. */ |
@@ -130,15 +159,56 @@ struct rc_pid_info { | |||
130 | s32 coeff_p; | 159 | s32 coeff_p; |
131 | s32 coeff_i; | 160 | s32 coeff_i; |
132 | s32 coeff_d; | 161 | s32 coeff_d; |
162 | |||
163 | /* Rates information. */ | ||
164 | struct rc_pid_rateinfo *rinfo; | ||
165 | |||
166 | /* Index of the last used rate. */ | ||
167 | int oldrate; | ||
133 | }; | 168 | }; |
134 | 169 | ||
170 | /* Shift the adjustment so that we won't switch to a lower rate if it exhibited | ||
171 | * a worse failed frames behaviour and we'll choose the highest rate whose | ||
172 | * failed frames behaviour is not worse than the one of the original rate | ||
173 | * target. While at it, check that the adjustment is within the ranges. Then, | ||
174 | * provide the new rate index. */ | ||
175 | static int rate_control_pid_shift_adjust(struct rc_pid_rateinfo *r, | ||
176 | int adj, int cur, int l) | ||
177 | { | ||
178 | int i, j, k, tmp; | ||
179 | |||
180 | if (cur + adj < 0) | ||
181 | return 0; | ||
182 | if (cur + adj >= l) | ||
183 | return l - 1; | ||
184 | |||
185 | i = r[cur + adj].rev_index; | ||
186 | |||
187 | j = r[cur].rev_index; | ||
188 | |||
189 | if (adj < 0) { | ||
190 | tmp = i; | ||
191 | for (k = j; k >= i; k--) | ||
192 | if (r[k].diff <= r[j].diff) | ||
193 | tmp = k; | ||
194 | return r[tmp].index; | ||
195 | } else if (adj > 0) { | ||
196 | tmp = i; | ||
197 | for (k = i + 1; k + i < l; k++) | ||
198 | if (r[k].diff <= r[i].diff) | ||
199 | tmp = k; | ||
200 | return r[tmp].index; | ||
201 | } | ||
202 | return cur + adj; | ||
203 | } | ||
135 | 204 | ||
136 | static void rate_control_pid_adjust_rate(struct ieee80211_local *local, | 205 | static void rate_control_pid_adjust_rate(struct ieee80211_local *local, |
137 | struct sta_info *sta, int adj) | 206 | struct sta_info *sta, int adj, |
207 | struct rc_pid_rateinfo *rinfo) | ||
138 | { | 208 | { |
139 | struct ieee80211_sub_if_data *sdata; | 209 | struct ieee80211_sub_if_data *sdata; |
140 | struct ieee80211_hw_mode *mode; | 210 | struct ieee80211_hw_mode *mode; |
141 | int newidx = sta->txrate + adj; | 211 | int newidx; |
142 | int maxrate; | 212 | int maxrate; |
143 | int back = (adj > 0) ? 1 : -1; | 213 | int back = (adj > 0) ? 1 : -1; |
144 | 214 | ||
@@ -151,10 +221,8 @@ static void rate_control_pid_adjust_rate(struct ieee80211_local *local, | |||
151 | mode = local->oper_hw_mode; | 221 | mode = local->oper_hw_mode; |
152 | maxrate = sdata->bss ? sdata->bss->max_ratectrl_rateidx : -1; | 222 | maxrate = sdata->bss ? sdata->bss->max_ratectrl_rateidx : -1; |
153 | 223 | ||
154 | if (newidx < 0) | 224 | newidx = rate_control_pid_shift_adjust(rinfo, adj, sta->txrate, |
155 | newidx = 0; | 225 | mode->num_rates); |
156 | else if (newidx >= mode->num_rates) | ||
157 | newidx = mode->num_rates - 1; | ||
158 | 226 | ||
159 | while (newidx != sta->txrate) { | 227 | while (newidx != sta->txrate) { |
160 | if (rate_supported(sta, mode, newidx) && | 228 | if (rate_supported(sta, mode, newidx) && |
@@ -167,18 +235,37 @@ static void rate_control_pid_adjust_rate(struct ieee80211_local *local, | |||
167 | } | 235 | } |
168 | } | 236 | } |
169 | 237 | ||
238 | /* Normalize the failed frames per-rate differences. */ | ||
239 | static void rate_control_pid_normalize(struct rc_pid_rateinfo *r, int l) | ||
240 | { | ||
241 | int i; | ||
242 | |||
243 | if (r[0].diff > RC_PID_NORM_OFFSET) | ||
244 | r[0].diff -= RC_PID_NORM_OFFSET; | ||
245 | else if (r[0].diff < -RC_PID_NORM_OFFSET) | ||
246 | r[0].diff += RC_PID_NORM_OFFSET; | ||
247 | for (i = 0; i < l - 1; i++) | ||
248 | if (r[i + 1].diff > r[i].diff + RC_PID_NORM_OFFSET) | ||
249 | r[i + 1].diff -= RC_PID_NORM_OFFSET; | ||
250 | else if (r[i + 1].diff <= r[i].diff) | ||
251 | r[i + 1].diff += RC_PID_NORM_OFFSET; | ||
252 | } | ||
253 | |||
170 | static void rate_control_pid_sample(struct rc_pid_info *pinfo, | 254 | static void rate_control_pid_sample(struct rc_pid_info *pinfo, |
171 | struct ieee80211_local *local, | 255 | struct ieee80211_local *local, |
172 | struct sta_info *sta) | 256 | struct sta_info *sta) |
173 | { | 257 | { |
174 | struct rc_pid_sta_info *spinfo = sta->rate_ctrl_priv; | 258 | struct rc_pid_sta_info *spinfo = sta->rate_ctrl_priv; |
259 | struct rc_pid_rateinfo *rinfo = pinfo->rinfo; | ||
260 | struct ieee80211_hw_mode *mode; | ||
175 | u32 pf; | 261 | u32 pf; |
176 | s32 err_avg; | 262 | s32 err_avg; |
177 | s32 err_prop; | 263 | s32 err_prop; |
178 | s32 err_int; | 264 | s32 err_int; |
179 | s32 err_der; | 265 | s32 err_der; |
180 | int adj; | 266 | int adj, i, j, tmp; |
181 | 267 | ||
268 | mode = local->oper_hw_mode; | ||
182 | spinfo = sta->rate_ctrl_priv; | 269 | spinfo = sta->rate_ctrl_priv; |
183 | spinfo->last_sample = jiffies; | 270 | spinfo->last_sample = jiffies; |
184 | 271 | ||
@@ -194,6 +281,20 @@ static void rate_control_pid_sample(struct rc_pid_info *pinfo, | |||
194 | spinfo->tx_num_failed = 0; | 281 | spinfo->tx_num_failed = 0; |
195 | } | 282 | } |
196 | 283 | ||
284 | /* If we just switched rate, update the rate behaviour info. */ | ||
285 | if (pinfo->oldrate != sta->txrate) { | ||
286 | |||
287 | i = rinfo[pinfo->oldrate].rev_index; | ||
288 | j = rinfo[sta->txrate].rev_index; | ||
289 | |||
290 | tmp = (pf - spinfo->last_pf); | ||
291 | tmp = RC_PID_DO_ARITH_RIGHT_SHIFT(tmp, RC_PID_ARITH_SHIFT); | ||
292 | |||
293 | rinfo[j].diff = rinfo[i].diff + tmp; | ||
294 | pinfo->oldrate = sta->txrate; | ||
295 | } | ||
296 | rate_control_pid_normalize(rinfo, mode->num_rates); | ||
297 | |||
197 | /* Compute the proportional, integral and derivative errors. */ | 298 | /* Compute the proportional, integral and derivative errors. */ |
198 | err_prop = RC_PID_TARGET_PF - pf; | 299 | err_prop = RC_PID_TARGET_PF - pf; |
199 | 300 | ||
@@ -207,16 +308,11 @@ static void rate_control_pid_sample(struct rc_pid_info *pinfo, | |||
207 | /* Compute the controller output. */ | 308 | /* Compute the controller output. */ |
208 | adj = (err_prop * pinfo->coeff_p + err_int * pinfo->coeff_i | 309 | adj = (err_prop * pinfo->coeff_p + err_int * pinfo->coeff_i |
209 | + err_der * pinfo->coeff_d); | 310 | + err_der * pinfo->coeff_d); |
210 | 311 | adj = RC_PID_DO_ARITH_RIGHT_SHIFT(adj, 2 * RC_PID_ARITH_SHIFT); | |
211 | /* We need to do an arithmetic right shift. ISO C says this is | ||
212 | * implementation defined for negative left operands. Hence, be | ||
213 | * careful to get it right, also for negative values. */ | ||
214 | adj = (adj < 0) ? -((-adj) >> (2 * RC_PID_ARITH_SHIFT)) : | ||
215 | adj >> (2 * RC_PID_ARITH_SHIFT); | ||
216 | 312 | ||
217 | /* Change rate. */ | 313 | /* Change rate. */ |
218 | if (adj) | 314 | if (adj) |
219 | rate_control_pid_adjust_rate(local, sta, adj); | 315 | rate_control_pid_adjust_rate(local, sta, adj, rinfo); |
220 | } | 316 | } |
221 | 317 | ||
222 | static void rate_control_pid_tx_status(void *priv, struct net_device *dev, | 318 | static void rate_control_pid_tx_status(void *priv, struct net_device *dev, |
@@ -316,13 +412,57 @@ static void rate_control_pid_rate_init(void *priv, void *priv_sta, | |||
316 | static void *rate_control_pid_alloc(struct ieee80211_local *local) | 412 | static void *rate_control_pid_alloc(struct ieee80211_local *local) |
317 | { | 413 | { |
318 | struct rc_pid_info *pinfo; | 414 | struct rc_pid_info *pinfo; |
415 | struct rc_pid_rateinfo *rinfo; | ||
416 | struct ieee80211_hw_mode *mode; | ||
417 | int i, j, tmp; | ||
418 | bool s; | ||
319 | 419 | ||
320 | pinfo = kmalloc(sizeof(*pinfo), GFP_ATOMIC); | 420 | pinfo = kmalloc(sizeof(*pinfo), GFP_ATOMIC); |
421 | if (!pinfo) | ||
422 | return NULL; | ||
423 | |||
424 | /* We can safely assume that oper_hw_mode won't change unless we get | ||
425 | * reinitialized. */ | ||
426 | mode = local->oper_hw_mode; | ||
427 | rinfo = kmalloc(sizeof(*rinfo) * mode->num_rates, GFP_ATOMIC); | ||
428 | if (!rinfo) { | ||
429 | kfree(pinfo); | ||
430 | return NULL; | ||
431 | } | ||
432 | |||
433 | /* Sort the rates. This is optimized for the most common case (i.e. | ||
434 | * almost-sorted CCK+OFDM rates). Kind of bubble-sort with reversed | ||
435 | * mapping too. */ | ||
436 | for (i = 0; i < mode->num_rates; i++) { | ||
437 | rinfo[i].index = i; | ||
438 | rinfo[i].rev_index = i; | ||
439 | if (RC_PID_FAST_START) | ||
440 | rinfo[i].diff = 0; | ||
441 | else | ||
442 | rinfo[i].diff = i * RC_PID_NORM_OFFSET; | ||
443 | } | ||
444 | for (i = 1; i < mode->num_rates; i++) { | ||
445 | s = 0; | ||
446 | for (j = 0; j < mode->num_rates - i; j++) | ||
447 | if (unlikely(mode->rates[rinfo[j].index].rate > | ||
448 | mode->rates[rinfo[j + 1].index].rate)) { | ||
449 | tmp = rinfo[j].index; | ||
450 | rinfo[j].index = rinfo[j + 1].index; | ||
451 | rinfo[j + 1].index = tmp; | ||
452 | rinfo[rinfo[j].index].rev_index = j; | ||
453 | rinfo[rinfo[j + 1].index].rev_index = j + 1; | ||
454 | s = 1; | ||
455 | } | ||
456 | if (!s) | ||
457 | break; | ||
458 | } | ||
321 | 459 | ||
322 | pinfo->target = RC_PID_TARGET_PF; | 460 | pinfo->target = RC_PID_TARGET_PF; |
323 | pinfo->coeff_p = RC_PID_COEFF_P; | 461 | pinfo->coeff_p = RC_PID_COEFF_P; |
324 | pinfo->coeff_i = RC_PID_COEFF_I; | 462 | pinfo->coeff_i = RC_PID_COEFF_I; |
325 | pinfo->coeff_d = RC_PID_COEFF_D; | 463 | pinfo->coeff_d = RC_PID_COEFF_D; |
464 | pinfo->rinfo = rinfo; | ||
465 | pinfo->oldrate = 0; | ||
326 | 466 | ||
327 | return pinfo; | 467 | return pinfo; |
328 | } | 468 | } |
@@ -330,6 +470,7 @@ static void *rate_control_pid_alloc(struct ieee80211_local *local) | |||
330 | static void rate_control_pid_free(void *priv) | 470 | static void rate_control_pid_free(void *priv) |
331 | { | 471 | { |
332 | struct rc_pid_info *pinfo = priv; | 472 | struct rc_pid_info *pinfo = priv; |
473 | kfree(pinfo->rinfo); | ||
333 | kfree(pinfo); | 474 | kfree(pinfo); |
334 | } | 475 | } |
335 | 476 | ||