Brendan Dwyer created SYSTEMML-1594:
---------------------------------------
Summary: Mlogit performance
Key: SYSTEMML-1594
URL: https://issues.apache.org/jira/browse/SYSTEMML-1594
Project: SystemML
Issue Type: Bug
Components: Algorithms
Affects Versions: SystemML 0.13
Environment: --master yarn --deploy-mode client --driver-memory 10G
--executor-memory 100G --num-executors 2 --executor-cores 48
Reporter: Brendan Dwyer
Priority: Minor
Mlogit in SparkR with a dense csv file (~120,000,000 rows & 10 columns) takes
about 200 seconds while in SystemML it takes hours.
stats when I killed the job:
{code}
Total elapsed time: 3810.682 sec.
Total compilation time: 1.346 sec.
Total execution time: 3809.336 sec.
Number of compiled Spark inst: 86.
Number of executed Spark inst: 199.
Cache hits (Mem, WB, FS, HDFS): 3130/0/116/31.
Cache writes (WB, FS, HDFS): 454/348/0.
Cache times (ACQr/m, RLS, EXP): 427.049/0.007/644.593/0.000 sec.
HOP DAGs recompiled (PRED, SB): 0/693.
HOP DAGs recompile time: 0.482 sec.
Spark ctx create time (lazy): 7.391 sec.
Spark trans counts (par,bc,col):0/274/30.
Spark trans times (par,bc,col): 0.000/491.867/176.149 secs.
Total JIT compile time: 112.869 sec.
Total JVM GC count: 1222.
Total JVM GC time: 306.026 sec.
Heavy hitter instructions (name, time, count):
-- 1) sp_mapmmchain 1606.520 sec 108
-- 2) sp_mapmm 367.025 sec 56
-- 3) append 272.604 sec 29
-- 4) sprop 239.554 sec 108
-- 5) exp 238.915 sec 29
-- 6) rangeReIndex 217.167 sec 164
-- 7) - 188.271 sec 318
-- 8) / 164.405 sec 334
-- 9) tak+* 138.371 sec 29
-- 10) log 132.135 sec 30
{code}
Hops explain:
{code}
PROGRAM
--MAIN PROGRAM
----GENERIC (lines 69-98) [recompile=true]
------(4) TWrite fileB [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(6) TWrite fileLog [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(8) TWrite fmtB [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(10) TWrite intercept_status [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(12) TWrite regularization [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(15) TWrite maxiter [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(17) TWrite maxinneriter [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(19) TWrite tol [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(21) u(print) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------(23) u(print) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------(34) PRead X [120748239,9,1000,1000,-1] [0,0,8291 -> 8291MB] [rblk], SPARK
------(35) TWrite X (34) [120748239,9,1000,1000,-1] [8291,0,0 -> 8291MB], SPARK
------(37) u(print) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------(48) PRead Y_vec [120748239,1,1000,1000,-1] [0,0,921 -> 921MB]
[rblk,chkpt], CP
------(49) TWrite Y_vec (48) [120748239,1,1000,1000,-1] [921,0,0 -> 921MB], CP
------(51) TWrite eta0 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(53) TWrite eta1 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(55) TWrite eta2 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(57) TWrite sigma1 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(59) TWrite sigma2 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(61) TWrite sigma3 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(63) TWrite psi [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(65) TWrite N [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(67) TWrite D [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 103-104) [recompile=true]
------(76) TRead X [120748239,9,1000,1000,-1] [0,0,8291 -> 8291MB], SPARK
------(85) dg(rand) [120748239,1,1000,1000,120748239] [0,1,921 -> 922MB], CP
------(86) b(cbind) (76,85) [120748239,10,1000,1000,-1] [9212,0,9212 ->
18425MB] [chkpt], SPARK
------(87) TWrite X (86) [120748239,10,1000,1000,-1] [9212,0,0 -> 9212MB], SPARK
------(89) TWrite D [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 107-107) [recompile=false]
------(90) TRead D [0,0,0,0,-1] [0,0,0 -> 0MB]
------(98) dg(rand) (90) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(99) TWrite scale_lambda (98) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 110-110) [recompile=false]
------(108) TRead scale_lambda [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(107) TRead D [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(112) lix (108,107,107) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(113) TWrite scale_lambda (112) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 124-126) [recompile=true]
------(174) TRead D [0,0,0,0,-1] [0,0,0 -> 0MB]
------(183) dg(rand) (174) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(184) TWrite scale_X (183) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(192) dg(rand) (174) [10,1,1000,1000,0] [0,0,0 -> 0MB], CP
------(193) TWrite shift_X (192) [10,1,1000,1000,0] [0,0,0 -> 0MB], CP
------(175) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB], SPARK
------(1150) ua(sq+R) (175) [-1,-1,1000,1000,-1] [9212,921,921 -> 11055MB],
SPARK
------(197) TWrite rowSums_X_sq (1150) [120748239,1,1000,1000,-1] [921,0,0 ->
921MB], CP
----GENERIC (lines 142-142) [recompile=false]
------(198) TRead Y_vec [120748239,1,1000,1000,-1] [0,0,921 -> 921MB], CP
------(199) ua(maxRC) (198) [0,0,-1,-1,-1] [921,0,0 -> 921MB], CP
------(200) TWrite max_y (199) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----IF (lines 143-147)
------GENERIC (lines 145-146) [recompile=false]
--------(206) TRead Y_vec [120748239,1,1000,1000,-1] [0,0,921 -> 921MB], CP
--------(208) b(-) (206) [120748239,1,1000,1000,-1] [921,0,921 -> 1842MB], CP
--------(205) TRead max_y [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(209) b(+) (208,205) [120748239,1,1000,1000,-1] [921,0,921 -> 1842MB],
CP
--------(211) b(+) (209) [120748239,1,1000,1000,-1] [921,0,921 -> 1842MB], CP
--------(213) b(<=) (206) [120748239,1,1000,1000,-1] [921,0,921 -> 1842MB], CP
--------(214) b(*) (211,213) [120748239,1,1000,1000,-1] [1842,0,921 -> 2764MB],
CP
--------(215) b(+) (206,214) [120748239,1,1000,1000,-1] [1842,0,921 -> 2764MB],
CP
--------(216) TWrite Y_vec (215) [120748239,1,1000,1000,-1] [921,0,0 -> 921MB],
CP
--------(218) b(+) (205) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(219) TWrite max_y (218) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 148-161) [recompile=true]
------(231) dg(seq) [120748239,1,1000,1000,-1] [0,0,921 -> 921MB], CP
------(227) TRead Y_vec [120748239,1,1000,1000,-1] [0,0,921 -> 921MB], CP
------(226) TRead max_y [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------(235) t(ctable) (231,227,226) [120748239,-1,1000,1000,-1]
[1842,4606,19807 -> 26255MB] [rblk], SPARK
------(236) TWrite Y (235) [120748239,-1,1000,1000,-1] [19807,0,0 -> 19807MB],
SPARK
------(237) u(ncol) (235) [0,0,-1,-1,-1] [19807,0,0 -> 0MB]
------(239) b(-) (237) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(240) TWrite K (239) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(223) TRead scale_lambda [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(248) dg(rand) (239) [1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------(249) ba(+*) (223,248) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
------(251) b(*) (249) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB], SPARK
------(252) TWrite lambda (251) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------(220) TRead D [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(254) u(sqrt) (220) [0,0,-1,-1,-1] [0,0,0 -> 0MB]
------(255) b(*) (254) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(225) TRead rowSums_X_sq [120748239,1,1000,1000,-1] [0,0,921 -> 921MB], CP
------(256) u(sqrt) (225) [120748239,1,1000,1000,-1] [921,0,921 -> 1842MB], CP
------(257) ua(maxRC) (256) [0,0,-1,-1,-1] [921,0,0 -> 921MB], CP
------(258) b(/) (255,257) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(259) TWrite delta (258) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(266) dg(rand) (220,239) [-1,-1,1000,1000,0] [0,0,14745 -> 14745MB], SPARK
------(267) TWrite B (266) [-1,-1,1000,1000,0] [14745,0,14745 -> 29490MB], SPARK
------(276) b(+) (239) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(277) dg(rand) (276) [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB],
SPARK
------(280) b(/) (277,276) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------(281) TWrite P (280) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------(285) u(log) (276) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------(286) b(*) (285) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(287) TWrite obj (286) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(224) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB], SPARK
------(288) r(t) (224) [10,120748239,1000,1000,-1] [9212,0,9212 -> 18425MB],
SPARK
------(292) rix (280,239) [120748239,-1,1000,1000,-1] [14745,0,- -> 13824MB],
SPARK
------(296) rix (235,239) [120748239,-1,1000,1000,-1] [19807,0,19807 ->
39613MB], SPARK
------(297) b(-) (292,296) [120748239,-1,1000,1000,-1] [18885,0,111237619183 ->
111237638069MB], SPARK
------(298) ba(+*) (288,297) [10,-1,1000,1000,-1] [111237628396,9212,9212 ->
111237646820MB], SPARK
------(299) TWrite Grad (298) [10,-1,1000,1000,-1] [9212,0,0 -> 9212MB], SPARK
----GENERIC (lines 165-167) [recompile=true]
------(316) TRead Grad [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------(320) TWrite Grad (316) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
------(322) b(^) (316) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB], SPARK
------(323) ua(+RC) (322) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
------(324) u(sqrt) (323) [0,0,-1,-1,-1] [0,0,0 -> 0MB]
------(325) TWrite norm_Grad (324) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(326) TWrite norm_Grad_initial (324) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 170-170) [recompile=false]
------(330) TRead D [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(331) TRead K [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------(332) b(*) (330,331) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(333) TWrite maxinneriter (332) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 172-177) [recompile=false]
------(340) TWrite iter [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(338) TRead norm_Grad [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(335) TRead tol [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------(341) b(<) (338,335) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(345) b(|) (341) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(346) TWrite converge (345) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(337) TRead obj [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------(348) b(+) (337) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(350) b(+) (348) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(351) b(+) (350,338) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(353) b(+) (351) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(334) TRead delta [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------(354) b(+) (353,334) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------(355) u(print) (354) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
----GENERIC (lines 184-184) [recompile=false]
------(372) TWrite log_str [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----GENERIC (lines 187-353) [recompile=true]
------(1140) TRead shift_X [10,1,1000,1000,0] [0,0,0 -> 0MB] [chkpt], CP
------(1141) TWrite shift_X (1140) [10,1,1000,1000,0] [0,0,0 -> 0MB], CP
------(1142) TRead lambda [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB] [chkpt],
SPARK
------(1143) TWrite lambda (1142) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------(1144) TRead scale_X [10,1,1000,1000,-1] [0,0,0 -> 0MB] [chkpt], CP
------(1145) TWrite scale_X (1144) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
------(1146) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB] [chkpt],
SPARK
------(1147) TWrite X (1146) [120748239,10,1000,1000,-1] [9212,0,0 -> 9212MB],
SPARK
------(1148) TRead Y [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB]
[chkpt], SPARK
------(1149) TWrite Y (1148) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
----WHILE (lines 187-353) [in-place=[B]]
------GENERIC (lines 190-197) [recompile=true]
--------(375) TRead D [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(378) TRead K [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(387) dg(rand) (375,378) [-1,-1,1000,1000,0] [0,0,14745 -> 14745MB],
SPARK
--------(388) TWrite S (387) [-1,-1,1000,1000,0] [14745,0,14745 -> 29490MB],
SPARK
--------(379) TRead Grad [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(390) b(-) (379) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB], SPARK
--------(391) TWrite R (390) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
--------(392) TWrite V (390) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
--------(377) TRead delta [-1,-1,0,0,-1] [0,0,0 -> 0MB], CP
--------(394) b(^) (377) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(395) TWrite delta2 (394) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(397) TWrite inneriter [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(399) b(^) (390) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB], SPARK
--------(400) ua(+RC) (399) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
--------(401) TWrite norm_R2 (400) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(402) u(sqrt) (400) [0,0,-1,-1,-1] [0,0,0 -> 0MB]
--------(380) TRead norm_Grad [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(404) b(*) (380) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(405) b(<=) (402,404) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(406) TWrite innerconverge (405) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(408) TWrite is_trust_boundary_reached [-1,-1,-1,-1,-1] [0,0,0 -> 0MB],
CP
------GENERIC (lines 199-241) [recompile=true]
--------(1130) TRead scale_X [10,1,1000,1000,-1] [0,0,0 -> 0MB] [chkpt], CP
--------(1131) TWrite scale_X (1130) [10,1,1000,1000,-1] [0,0,0 -> 0MB], CP
--------(1132) TRead shift_X [10,1,1000,1000,0] [0,0,0 -> 0MB] [chkpt], CP
--------(1133) TWrite shift_X (1132) [10,1,1000,1000,0] [0,0,0 -> 0MB], CP
--------(1134) TRead P [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB]
[chkpt], SPARK
--------(1135) TWrite P (1134) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------(1136) TRead lambda [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB]
[chkpt], SPARK
--------(1137) TWrite lambda (1136) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------(1138) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB]
[chkpt], SPARK
--------(1139) TWrite X (1138) [120748239,10,1000,1000,-1] [9212,0,0 ->
9212MB], SPARK
------WHILE (lines 199-241)
--------GENERIC (lines 205-205) [recompile=true]
----------(430) TRead V [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(431) TWrite ssX_V (430) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------GENERIC (lines 207-208) [recompile=true]
----------(435) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB], SPARK
----------(442) r(t) (435) [10,120748239,1000,1000,-1] [9212,0,9212 ->
18425MB], SPARK
----------(434) TRead P [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB],
SPARK
----------(433) TRead K [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(439) rix (434,433) [120748239,-1,1000,1000,-1] [14745,0,- ->
13824MB], SPARK
----------(432) TRead ssX_V [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(440) ba(+*) (435,432) [120748239,-1,1000,1000,-1] [23957,0,14745 ->
38702MB], SPARK
----------(441) b(*) (439,440) [120748239,-1,1000,1000,-1] [13824,0,14745 ->
28569MB], SPARK
----------(447) ua(+R) (441) [120748239,1,1000,1000,-1] [14745,921,921 ->
16587MB], SPARK
----------(457) b(*) (439,447) [120748239,-1,1000,1000,-1] [0,0,14745 ->
14745MB], SPARK
----------(458) b(-) (441,457) [120748239,-1,1000,1000,-1] [29490,0,14745 ->
44235MB], SPARK
----------(459) ba(+*) (442,458) [10,-1,1000,1000,-1] [23957,0,14745 ->
38702MB], SPARK
----------(460) TWrite HV (459) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------GENERIC (lines 212-215) [recompile=true]
----------(476) TRead HV [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(477) TRead lambda [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(480) TRead V [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(481) b(*) (477,480) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
----------(482) b(+) (476,481) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
----------(483) TWrite HV (482) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
----------(478) TRead norm_R2 [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(484) b(*) (480,482) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
----------(485) ua(+RC) (484) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
----------(486) b(/) (478,485) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(487) TWrite alpha (486) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(479) TRead S [-1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(1159) t(+*) (479,486,480) [-1,-1,1000,1000,-1] [29490,0,0 ->
29490MB], SPARK
----------(490) TWrite Snew (1159) [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB],
SPARK
----------(492) b(^) (1159) [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(493) ua(+RC) (492) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
----------(494) TWrite norm_Snew2 (493) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------IF (lines 216-238)
----------GENERIC (lines 218-223) [recompile=true]
------------(499) TRead Snew [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(506) TWrite S (499) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------------(501) TRead R [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(504) TRead alpha [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(500) TRead HV [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(1161) t(-*) (501,504,500) [10,-1,1000,1000,-1] [29490,0,- ->
29490MB], SPARK
------------(509) TWrite R (1161) [10,-1,1000,1000,-1] [-,0,14745 -> 14745MB],
SPARK
------------(511) b(^) (1161) [10,-1,1000,1000,-1] [-,0,14745 -> 14745MB], SPARK
------------(512) ua(+RC) (511) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
------------(513) TWrite norm_R2 (512) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(502) TRead norm_R2 [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(514) b(/) (512,502) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(503) TRead V [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(1163) t(+*) (1161,514,503) [10,-1,1000,1000,-1] [14745,0,- ->
14745MB], SPARK
------------(517) TWrite V (1163) [10,-1,1000,1000,-1] [-,0,14745 -> 14745MB],
SPARK
------------(518) u(sqrt) (512) [0,0,-1,-1,-1] [0,0,0 -> 0MB]
------------(505) TRead norm_Grad [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(520) b(*) (505) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(521) b(<=) (518,520) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(522) TWrite innerconverge (521) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------ELSE
----------GENERIC (lines 225-229) [recompile=true]
------------(527) TWrite is_trust_boundary_reached [0,0,-1,-1,-1] [0,0,0 ->
0MB], CP
------------(523) TRead S [-1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(524) TRead V [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(528) b(*) (523,524) [10,-1,1000,1000,-1] [29490,0,14745 ->
44235MB], SPARK
------------(529) ua(+RC) (528) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
------------(530) TWrite sv (529) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(532) b(^) (524) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
------------(533) ua(+RC) (532) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
------------(534) TWrite v2 (533) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(536) b(^) (523) [-1,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
------------(537) ua(+RC) (536) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
------------(538) TWrite s2 (537) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(540) b(^) (529) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(525) TRead delta2 [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(541) b(-) (525,537) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(542) b(*) (533,541) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(543) b(+) (540,542) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(544) u(sqrt) (543) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------------(545) TWrite rad (544) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------IF (lines 230-234)
------------GENERIC (lines 231-231) [recompile=false]
--------------(550) TRead delta2 [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(551) TRead s2 [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------------(553) b(-) (550,551) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(552) TRead sv [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------------(549) TRead rad [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(554) b(+) (552,549) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(555) b(/) (553,554) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(556) TWrite alpha (555) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------ELSE
------------GENERIC (lines 233-233) [recompile=false]
--------------(557) TRead rad [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(558) TRead sv [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------------(560) b(-) (557,558) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(559) TRead v2 [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------------(561) b(/) (560,559) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(562) TWrite alpha (561) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------GENERIC (lines 235-237) [recompile=true]
------------(565) TRead S [-1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(567) TRead alpha [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(566) TRead V [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(1165) t(+*) (565,567,566) [-1,-1,1000,1000,-1] [29490,0,0 ->
29490MB], SPARK
------------(570) TWrite S (1165) [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB],
SPARK
------------(564) TRead R [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(563) TRead HV [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------------(1166) t(-*) (564,567,563) [10,-1,1000,1000,-1] [29490,0,- ->
29490MB], SPARK
------------(573) TWrite R (1166) [10,-1,1000,1000,-1] [-,0,14745 -> 14745MB],
SPARK
------------(575) TWrite innerconverge [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------GENERIC (lines 239-240) [recompile=false]
----------(578) TRead inneriter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(580) b(+) (578) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(581) TWrite inneriter (580) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(577) TRead innerconverge [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(576) TRead maxinneriter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(582) b(>) (580,576) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(583) b(|) (577,582) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(584) TWrite innerconverge (583) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------GENERIC (lines 246-248) [recompile=true]
--------(588) TRead S [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(586) TRead Grad [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(589) b(*) (588,586) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
--------(590) ua(+RC) (589) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
--------(591) TWrite gs (590) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(587) TRead R [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(593) b(*) (588,587) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
--------(594) ua(+RC) (593) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
--------(595) b(-) (590,594) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(596) b(*) (595) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(597) TWrite qk (596) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(585) TRead B [-1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(598) b(+) (585,588) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
--------(599) TWrite B_new (598) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------GENERIC (lines 253-253) [recompile=true]
--------(619) TRead B_new [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(620) TWrite ssX_B_new (619) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
------GENERIC (lines 256-256) [recompile=true]
--------(622) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB], SPARK
--------(623) TRead ssX_B_new [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(624) ba(+*) (622,623) [120748239,-1,1000,1000,-1] [23957,0,14745 ->
38702MB], SPARK
--------(633) dg(rand) [120748239,1,1000,1000,0] [0,1,0 -> 1MB], CP
--------(634) b(cbind) (624,633) [120748239,-1,1000,1000,-1] [14745,0,- ->
13824MB], SPARK
--------(635) TWrite LT (634) [120748239,-1,1000,1000,-1] [-,0,14745 ->
13824MB], SPARK
------GENERIC (lines 261-273) [recompile=true]
--------(657) TRead LT [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(666) ua(maxR) (657) [120748239,1,1000,1000,-1] [14745,0,921 ->
15666MB], SPARK
--------(678) b(-) (657,666) [120748239,-1,1000,1000,-1] [15666,0,14745 ->
30411MB], SPARK
--------(679) u(exp) (678) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------(680) ua(+R) (679) [120748239,1,1000,1000,-1] [14745,921,921 ->
16587MB], SPARK
--------(692) b(/) (679,680) [120748239,-1,1000,1000,-1] [15666,0,14745 ->
30411MB], SPARK
--------(693) TWrite P_new (692) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------(661) TRead Y [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(694) b(*) (661,678) [120748239,-1,1000,1000,-1] [29490,0,14745 ->
44235MB], SPARK
--------(695) ua(+RC) (694) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
--------(697) b(*) (695) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(699) u(log) (680) [120748239,1,1000,1000,-1] [921,0,921 -> 1842MB], CP
--------(700) ua(+RC) (699) [0,0,-1,-1,-1] [921,0,0 -> 921MB], CP
--------(701) b(+) (697,700) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(659) TRead lambda [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(663) TRead B_new [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(704) b(^) (663) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB], SPARK
--------(705) b(*) (659,704) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
--------(706) ua(+RC) (705) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
--------(707) b(*) (706) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(708) b(+) (701,707) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(709) TWrite obj_new (708) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(665) TRead obj [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(710) b(-) (665,708) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(711) TWrite actred (710) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(662) TRead qk [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(712) b(/) (710,662) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(713) TWrite rho (712) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(715) b(>) (712) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(716) TWrite is_rho_accepted (715) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(660) TRead S [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
--------(718) b(^) (660) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB], SPARK
--------(719) ua(+RC) (718) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
--------(720) u(sqrt) (719) [0,0,-1,-1,-1] [0,0,0 -> 0MB]
--------(721) TWrite snorm (720) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------IF (lines 285-287)
--------GENERIC (lines 286-286) [recompile=false]
----------(782) TRead delta [-1,-1,0,0,-1] [0,0,0 -> 0MB], CP
----------(783) TRead snorm [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(784) b(min) (782,783) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(785) TWrite delta (784) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------GENERIC (lines 289-289) [recompile=false]
--------(786) TRead obj_new [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(788) TRead obj [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(789) b(-) (786,788) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(787) TRead gs [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(790) b(-) (789,787) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(791) TWrite alpha2 (790) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------IF (lines 290-295)
--------GENERIC (lines 291-291) [recompile=false]
----------(795) TRead sigma3 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(796) TWrite alpha (795) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------ELSE
--------GENERIC (lines 294-294) [recompile=false]
----------(797) TRead sigma1 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(798) TRead gs [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(801) b(*) (798) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(799) TRead alpha2 [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(802) b(/) (801,799) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(803) b(max) (797,802) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(804) TWrite alpha (803) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------IF (lines 297-312)
--------GENERIC (lines 298-298) [recompile=false]
----------(809) TRead alpha [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(811) TRead sigma1 [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(813) b(max) (809,811) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(812) TRead snorm [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(814) b(*) (813,812) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(808) TRead delta [-1,-1,0,0,-1] [0,0,0 -> 0MB], CP
----------(816) b(*) (808) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(817) b(min) (814,816) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(818) TWrite delta (817) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------ELSE
--------IF (lines 301-311)
----------GENERIC (lines 302-302) [recompile=false]
------------(822) TRead delta [-1,-1,0,0,-1] [0,0,0 -> 0MB], CP
------------(828) b(*) (822) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(823) TRead alpha [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(826) TRead snorm [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------------(829) b(*) (823,826) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(831) b(*) (822) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(832) b(min) (829,831) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(833) b(max) (828,832) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------------(834) TWrite delta (833) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------ELSE
----------IF (lines 305-310)
------------GENERIC (lines 306-306) [recompile=false]
--------------(838) TRead delta [-1,-1,0,0,-1] [0,0,0 -> 0MB], CP
--------------(844) b(*) (838) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(839) TRead alpha [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(842) TRead snorm [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------------(845) b(*) (839,842) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(847) b(*) (838) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(848) b(min) (845,847) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(849) b(max) (844,848) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(850) TWrite delta (849) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------ELSE
------------GENERIC (lines 309-309) [recompile=false]
--------------(851) TRead delta [-1,-1,0,0,-1] [0,0,0 -> 0MB], CP
--------------(852) TRead alpha [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(854) TRead snorm [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------------(855) b(*) (852,854) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(857) b(*) (851) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(858) b(min) (855,857) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(859) b(max) (851,858) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------------(860) TWrite delta (859) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
------IF (lines 314-319)
--------GENERIC (lines 316-316) [recompile=false]
----------(864) TRead iter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(867) b(+) (864) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(869) b(+) (867) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(865) TRead inneriter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(871) b(-) (865) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(872) b(+) (869,871) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(874) b(+) (872) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(875) u(print) (874) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------ELSE
--------GENERIC (lines 318-318) [recompile=false]
----------(876) TRead iter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(879) b(+) (876) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(881) b(+) (879) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(877) TRead inneriter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(883) b(-) (877) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(884) b(+) (881,883) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(886) b(+) (884) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(887) u(print) (886) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------GENERIC (lines 320-321) [recompile=false]
--------(889) TRead actred [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(893) b(+) (889) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(895) b(+) (893) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(890) TRead qk [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(896) b(+) (895,890) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(898) b(+) (896) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(891) TRead rho [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(900) b(*) (891) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(901) u(round) (900) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
--------(903) b(/) (901) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(904) b(+) (898,903) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(906) b(+) (904) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(888) TRead delta [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(907) b(+) (906,888) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(908) u(print) (907) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------IF (lines 323-343)
--------GENERIC (lines 325-327) [recompile=true]
----------(914) TRead B_new [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(915) TWrite B (914) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
----------(913) TRead P_new [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB],
SPARK
----------(916) TWrite P (913) [120748239,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
----------(911) TRead X [120748239,10,1000,1000,-1] [0,0,9212 -> 9212MB], SPARK
----------(917) r(t) (911) [10,120748239,1000,1000,-1] [9212,0,9212 ->
18425MB], SPARK
----------(910) TRead K [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(921) rix (913,910) [120748239,-1,1000,1000,-1] [14745,0,- ->
13824MB], SPARK
----------(912) TRead Y [120748239,-1,1000,1000,-1] [0,0,14745 -> 14745MB],
SPARK
----------(925) rix (912,910) [120748239,-1,1000,1000,-1] [14745,0,- ->
13824MB], SPARK
----------(926) b(-) (921,925) [120748239,-1,1000,1000,-1] [-,0,14745 ->
12903MB], SPARK
----------(927) ba(+*) (917,926) [10,-1,1000,1000,-1] [23957,0,14745 ->
38702MB], SPARK
----------(928) TWrite Grad (927) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
--------GENERIC (lines 331-334) [recompile=true]
----------(946) TRead Grad [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(947) TRead lambda [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(944) TRead B [10,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
----------(949) b(*) (947,944) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
----------(950) b(+) (946,949) [10,-1,1000,1000,-1] [29490,0,14745 -> 44235MB],
SPARK
----------(951) TWrite Grad (950) [10,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
----------(953) b(^) (950) [10,-1,1000,1000,-1] [14745,0,14745 -> 29490MB],
SPARK
----------(954) ua(+RC) (953) [0,0,-1,-1,-1] [14745,0,0 -> 14745MB], SPARK
----------(955) u(sqrt) (954) [0,0,-1,-1,-1] [0,0,0 -> 0MB]
----------(956) TWrite norm_Grad (955) [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(945) TRead obj_new [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(957) TWrite obj (945) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(959) b(+) (945) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(961) b(+) (959) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(948) TRead snorm [0,0,0,0,-1] [0,0,0 -> 0MB], CP
----------(962) b(+) (961,948) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(964) b(+) (962) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(965) b(+) (964,955) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
----------(966) u(print) (965) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------GENERIC (lines 349-351) [recompile=false]
--------(1015) TRead iter [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1019) b(+) (1015) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1020) TWrite iter (1019) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1017) TRead norm_Grad [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(1012) TRead tol [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(1010) TRead norm_Grad_initial [0,0,0,0,-1] [0,0,0 -> 0MB], CP
--------(1021) b(*) (1012,1010) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1022) b(<) (1017,1021) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1024) b(>) (1019) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1025) b(|) (1022,1024) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1011) TRead is_trust_boundary_reached [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1027) b(=) (1011) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1013) TRead actred [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1028) u(abs) (1013) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
--------(1016) TRead obj [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1029) u(abs) (1016) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
--------(1009) TRead obj_new [-1,-1,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1030) u(abs) (1009) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
--------(1031) b(+) (1029,1030) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1033) b(*) (1031) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1034) b(<) (1028,1033) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1035) b(&) (1027,1034) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1036) b(|) (1025,1035) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
--------(1037) TWrite converge (1036) [0,0,-1,-1,-1] [0,0,0 -> 0MB], CP
------IF (lines 352-352)
--------GENERIC (lines 352-352) [recompile=false]
----------(1040) u(print) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
------ELSE
--------GENERIC (lines 352-352) [recompile=false]
----------(1042) u(print) [-1,-1,-1,-1,-1] [0,0,0 -> 0MB]
----GENERIC (lines 359-359) [recompile=true]
------(1062) TRead B [-1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------(1063) TWrite B_out (1062) [-1,-1,1000,1000,-1] [14745,0,14745 ->
29490MB], SPARK
----GENERIC (lines 361-361) [recompile=true]
------(1066) TRead B_out [-1,-1,1000,1000,-1] [0,0,14745 -> 14745MB], SPARK
------(1069) PWrite B_out (1066) [-1,-1,-1,-1,-1] [14745,0,14745 -> 29490MB],
SPARK
{code}
Runtime explain:
{code}
PROGRAM ( size CP/SP = 689/86 )
--MAIN PROGRAM
----GENERIC (lines 69-98) [recompile=true]
------CP createvar pREADX /user/data-scientist/airline_filtered_x.csv false
MATRIX csv 120748239 9 -1 -1 -1 copy false , true 0.0
------CP createvar pREADY_vec /user/data-scientist/airline_filtered_y.csv false
MATRIX csv 120748239 1 -1 -1 -1 copy false , true 0.0
------CP print BEGIN MULTINOMIAL LOGISTIC REGRESSION SCRIPT.SCALAR.STRING.true
_Var24.SCALAR.STRING
------CP print Reading X....SCALAR.STRING.true _Var25.SCALAR.STRING
------CP print Reading Y....SCALAR.STRING.true _Var26.SCALAR.STRING
------CP createvar _mVar27 scratch_space//_p31545_9.30.110.155//_t0/temp1 true
MATRIX binaryblock 120748239 9 1000 1000 -1 copy
------SPARK csvrblk pREADX.MATRIX.DOUBLE _mVar27.MATRIX.DOUBLE 1000 1000 false
, true 0.0
------CP createvar _mVar28 scratch_space//_p31545_9.30.110.155//_t0/temp2 true
MATRIX binaryblock 120748239 1 1000 1000 -1 copy
------SPARK csvrblk pREADY_vec.MATRIX.DOUBLE _mVar28.MATRIX.DOUBLE 1000 1000
false , true 0.0
------CP assignvar
/user/data-scientist/airline_filtered_out.csv.SCALAR.STRING.true
fileB.SCALAR.STRING
------CP assignvar .SCALAR.STRING.true fileLog.SCALAR.STRING
------CP assignvar text.SCALAR.STRING.true fmtB.SCALAR.STRING
------CP assignvar 1.SCALAR.INT.true intercept_status.SCALAR.INT
------CP assignvar 0.0.SCALAR.DOUBLE.true regularization.SCALAR.DOUBLE
------CP assignvar 100.SCALAR.INT.true maxiter.SCALAR.INT
------CP assignvar 0.SCALAR.INT.true maxinneriter.SCALAR.INT
------CP assignvar 1.0E-6.SCALAR.DOUBLE.true tol.SCALAR.DOUBLE
------CP assignvar 1.0E-4.SCALAR.DOUBLE.true eta0.SCALAR.DOUBLE
------CP assignvar 0.25.SCALAR.DOUBLE.true eta1.SCALAR.DOUBLE
------CP assignvar 0.75.SCALAR.DOUBLE.true eta2.SCALAR.DOUBLE
------CP assignvar 0.25.SCALAR.DOUBLE.true sigma1.SCALAR.DOUBLE
------CP assignvar 0.5.SCALAR.DOUBLE.true sigma2.SCALAR.DOUBLE
------CP assignvar 4.0.SCALAR.DOUBLE.true sigma3.SCALAR.DOUBLE
------CP assignvar 0.1.SCALAR.DOUBLE.true psi.SCALAR.DOUBLE
------CP assignvar 120748239.SCALAR.INT.true N.SCALAR.INT
------CP assignvar 9.SCALAR.INT.true D.SCALAR.INT
------CP rmvar _Var24
------CP rmvar _Var25
------CP rmvar _Var26
------CP cpvar _mVar27 X
------CP cpvar _mVar28 Y_vec
------CP rmvar _mVar27
------CP rmvar _mVar28
----GENERIC (lines 103-104) [recompile=true]
------CP createvar _mVar29 scratch_space//_p31545_9.30.110.155//_t0/temp3 true
MATRIX binaryblock 120748239 1 1000 1000 120748239 copy
------CP rand 120748239 1 1000 1000 1.0 1.0 1.0 -1 uniform 1.0 48
_mVar29.MATRIX.DOUBLE
------CP createvar _mVar30 scratch_space//_p31545_9.30.110.155//_t0/temp4 true
MATRIX binaryblock 120748239 10 1000 1000 -1 copy
------SPARK mappend X.MATRIX.DOUBLE _mVar29.MATRIX.DOUBLE 9.SCALAR.INT.true
_mVar30.MATRIX.DOUBLE true
------CP rmvar _mVar29
------CP createvar _mVar31 scratch_space//_p31545_9.30.110.155//_t0/temp5 true
MATRIX binaryblock 120748239 10 1000 1000 -1 copy
------SPARK chkpoint _mVar30.MATRIX.DOUBLE _mVar31.MATRIX.DOUBLE MEMORY_AND_DISK
------CP rmvar _mVar30
------CP rmvar X
------CP assignvar 10.SCALAR.INT.true D.SCALAR.INT
------CP cpvar _mVar31 X
------CP rmvar _mVar31
----GENERIC (lines 107-107) [recompile=false]
------CP createvar _mVar32 scratch_space//_p31545_9.30.110.155//_t0/temp6 true
MATRIX binaryblock 10 1 1000 1000 -1 copy
------CP rand 10 1 1000 1000 1.0 1.0 1.0 -1 uniform 1.0 48 _mVar32.MATRIX.DOUBLE
------CP cpvar _mVar32 scale_lambda
------CP rmvar _mVar32
----GENERIC (lines 110-110) [recompile=false]
------CP createvar _mVar33 scratch_space//_p31545_9.30.110.155//_t0/temp7 true
MATRIX binaryblock 10 1 1000 1000 -1 copy
------CP leftIndex scale_lambda.MATRIX.DOUBLE 0.SCALAR.INT.true
D.SCALAR.INT.false D.SCALAR.INT.false 1.SCALAR.INT.true 1.SCALAR.INT.true
_mVar33.MATRIX.DOUBLE
------CP rmvar scale_lambda
------CP cpvar _mVar33 scale_lambda
------CP rmvar _mVar33
----GENERIC (lines 124-126) [recompile=true]
------CP createvar _mVar34 scratch_space//_p31545_9.30.110.155//_t0/temp8 true
MATRIX binaryblock 10 1 1000 1000 -1 copy
------CP rand 10 1 1000 1000 1.0 1.0 1.0 -1 uniform 1.0 48 _mVar34.MATRIX.DOUBLE
------CP createvar _mVar35 scratch_space//_p31545_9.30.110.155//_t0/temp9 true
MATRIX binaryblock 10 1 1000 1000 0 copy
------CP rand 10 1 1000 1000 0.0 0.0 1.0 -1 uniform 1.0 48 _mVar35.MATRIX.DOUBLE
------CP createvar _mVar36 scratch_space//_p31545_9.30.110.155//_t0/temp10 true
MATRIX binaryblock -1 1 1000 1000 -1 copy
------SPARK uarsqk+ X.MATRIX.DOUBLE _mVar36.MATRIX.DOUBLE NONE
------CP cpvar _mVar34 scale_X
------CP cpvar _mVar35 shift_X
------CP cpvar _mVar36 rowSums_X_sq
------CP rmvar _mVar34
------CP rmvar _mVar35
------CP rmvar _mVar36
----GENERIC (lines 142-142) [recompile=false]
------CP uamax Y_vec.MATRIX.DOUBLE _Var37.SCALAR.DOUBLE 48
------CP assignvar _Var37.SCALAR.DOUBLE.false max_y.SCALAR.DOUBLE
------CP rmvar _Var37
----IF (lines 143-147)
------CP uamin Y_vec.MATRIX.DOUBLE _Var38.SCALAR.DOUBLE 48
------CP <= _Var38.SCALAR.DOUBLE.false 0.SCALAR.INT.true _Var39.SCALAR.BOOLEAN
------CP rmvar _Var38
------CP rmvar _Var39
------GENERIC (lines 145-146) [recompile=false]
--------CP createvar _mVar40 scratch_space//_p31545_9.30.110.155//_t0/temp11
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP - 0.SCALAR.INT.true Y_vec.MATRIX.DOUBLE _mVar40.MATRIX.DOUBLE
--------CP createvar _mVar41 scratch_space//_p31545_9.30.110.155//_t0/temp12
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP <= Y_vec.MATRIX.DOUBLE 0.SCALAR.INT.true _mVar41.MATRIX.DOUBLE
--------CP + max_y.SCALAR.DOUBLE.false 1.SCALAR.INT.true _Var42.SCALAR.DOUBLE
--------CP createvar _mVar43 scratch_space//_p31545_9.30.110.155//_t0/temp13
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP + _mVar40.MATRIX.DOUBLE max_y.SCALAR.DOUBLE.false
_mVar43.MATRIX.DOUBLE
--------CP rmvar _mVar40
--------CP createvar _mVar44 scratch_space//_p31545_9.30.110.155//_t0/temp14
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP + _mVar43.MATRIX.DOUBLE 1.SCALAR.INT.true _mVar44.MATRIX.DOUBLE
--------CP rmvar _mVar43
--------CP createvar _mVar45 scratch_space//_p31545_9.30.110.155//_t0/temp15
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP * _mVar44.MATRIX.DOUBLE _mVar41.MATRIX.DOUBLE _mVar45.MATRIX.DOUBLE
--------CP rmvar _mVar44
--------CP rmvar _mVar41
--------CP createvar _mVar46 scratch_space//_p31545_9.30.110.155//_t0/temp16
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP + Y_vec.MATRIX.DOUBLE _mVar45.MATRIX.DOUBLE _mVar46.MATRIX.DOUBLE
--------CP rmvar _mVar45
--------CP rmvar Y_vec
--------CP assignvar _Var42.SCALAR.DOUBLE.false max_y.SCALAR.DOUBLE
--------CP rmvar _Var42
--------CP cpvar _mVar46 Y_vec
--------CP rmvar _mVar46
----GENERIC (lines 148-161) [recompile=true]
------CP createvar _mVar47 scratch_space//_p31545_9.30.110.155//_t0/temp17 true
MATRIX binaryblock 120748239 1 1000 1000 -1 copy
------CP seq 120748239 1 1000 1000 1 120748239 1 _mVar47.MATRIX.DOUBLE
------CP sqrt D.SCALAR.INT.false _Var48.SCALAR.DOUBLE
------CP createvar _mVar49 scratch_space//_p31545_9.30.110.155//_t0/temp18 true
MATRIX binaryblock 120748239 1 1000 1000 -1 copy
------CP sqrt rowSums_X_sq.MATRIX.DOUBLE _mVar49.MATRIX.DOUBLE
------CP createvar _mVar50 scratch_space//_p31545_9.30.110.155//_t0/temp19 true
MATRIX binaryblock 10 120748239 1000 1000 -1 copy
------SPARK r' X.MATRIX.DOUBLE _mVar50.MATRIX.DOUBLE
------CP createvar _mVar51 scratch_space//_p31545_9.30.110.155//_t0/temp20 true
MATRIX binarycell 120748239 -1 -1 -1 -1 copy
------SPARK ctable _mVar47.MATRIX.DOUBLE Y_vec.MATRIX.DOUBLE
1.0.SCALAR.DOUBLE.true 120748239.true max_y.false _mVar51.MATRIX.DOUBLE false
------CP rmvar _mVar47
------CP * 0.5.SCALAR.DOUBLE.true _Var48.SCALAR.DOUBLE.false
_Var52.SCALAR.DOUBLE
------CP rmvar _Var48
------CP uamax _mVar49.MATRIX.DOUBLE _Var53.SCALAR.DOUBLE 48
------CP rmvar _mVar49
------CP createvar _mVar54 scratch_space//_p31545_9.30.110.155//_t0/temp21 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK rblk _mVar51.MATRIX.DOUBLE _mVar54.MATRIX.DOUBLE 1000 1000 true
------CP rmvar _mVar51
------CP / _Var52.SCALAR.DOUBLE.false _Var53.SCALAR.DOUBLE.false
_Var55.SCALAR.DOUBLE
------CP rmvar _Var52
------CP rmvar _Var53
------CP ncol _mVar54.MATRIX.DOUBLE.false _Var56.SCALAR.INT
------CP - _Var56.SCALAR.INT.false 1.SCALAR.INT.true _Var57.SCALAR.INT
------CP rmvar _Var56
------CP createvar _mVar58 scratch_space//_p31545_9.30.110.155//_t0/temp22 true
MATRIX binaryblock 1 -1 1000 1000 -1 copy
------SPARK rand 1 ¶_Var57¶ 1000 1000 1.0 1.0 1.0 -1
scratch_space/_p31545_9.30.110.155//_t0/ uniform 1.0 _mVar58.MATRIX.DOUBLE
------CP createvar _mVar59 scratch_space//_p31545_9.30.110.155//_t0/temp23 true
MATRIX binaryblock -1 -1 1000 1000 0 copy
------SPARK rand ¶D¶ ¶_Var57¶ 1000 1000 0.0 0.0 1.0 -1
scratch_space/_p31545_9.30.110.155//_t0/ uniform 1.0 _mVar59.MATRIX.DOUBLE
------CP + _Var57.SCALAR.INT.false 1.SCALAR.INT.true _Var60.SCALAR.INT
------CP createvar _mVar61 scratch_space//_p31545_9.30.110.155//_t0/temp24 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK rangeReIndex _mVar54.MATRIX.DOUBLE 1.SCALAR.INT.true
120748239.SCALAR.INT.true 1.SCALAR.INT.true _Var57.SCALAR.INT.false
_mVar61.MATRIX.DOUBLE MULTI_BLOCK
------CP createvar _mVar62 scratch_space//_p31545_9.30.110.155//_t0/temp25 true
MATRIX binaryblock 10 -1 1000 1000 -1 copy
------SPARK mapmm scale_lambda.MATRIX.DOUBLE _mVar58.MATRIX.DOUBLE
_mVar62.MATRIX.DOUBLE RIGHT true NONE
------CP rmvar _mVar58
------CP createvar _mVar63 scratch_space//_p31545_9.30.110.155//_t0/temp26 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK rand 120748239 ¶_Var60¶ 1000 1000 1.0 1.0 1.0 -1
scratch_space/_p31545_9.30.110.155//_t0/ uniform 1.0 _mVar63.MATRIX.DOUBLE
------CP log _Var60.SCALAR.INT.false _Var64.SCALAR.DOUBLE
------CP createvar _mVar65 scratch_space//_p31545_9.30.110.155//_t0/temp27 true
MATRIX binaryblock 10 -1 1000 1000 -1 copy
------SPARK * _mVar62.MATRIX.DOUBLE 0.0.SCALAR.DOUBLE.true _mVar65.MATRIX.DOUBLE
------CP rmvar _mVar62
------CP createvar _mVar66 scratch_space//_p31545_9.30.110.155//_t0/temp28 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK / _mVar63.MATRIX.DOUBLE _Var60.SCALAR.INT.false
_mVar66.MATRIX.DOUBLE
------CP rmvar _mVar63
------CP rmvar _Var60
------CP * 120748239.SCALAR.INT.true _Var64.SCALAR.DOUBLE.false
_Var67.SCALAR.DOUBLE
------CP rmvar _Var64
------CP createvar _mVar68 scratch_space//_p31545_9.30.110.155//_t0/temp29 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK rangeReIndex _mVar66.MATRIX.DOUBLE 1.SCALAR.INT.true
120748239.SCALAR.INT.true 1.SCALAR.INT.true _Var57.SCALAR.INT.false
_mVar68.MATRIX.DOUBLE MULTI_BLOCK
------CP createvar _mVar69 scratch_space//_p31545_9.30.110.155//_t0/temp30 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK - _mVar68.MATRIX.DOUBLE _mVar61.MATRIX.DOUBLE _mVar69.MATRIX.DOUBLE
------CP rmvar _mVar68
------CP rmvar _mVar61
------CP createvar _mVar70 scratch_space//_p31545_9.30.110.155//_t0/temp31 true
MATRIX binaryblock 10 -1 1000 1000 -1 copy
------SPARK cpmm _mVar50.MATRIX.DOUBLE _mVar69.MATRIX.DOUBLE
_mVar70.MATRIX.DOUBLE MULTI_BLOCK
------CP rmvar _mVar50
------CP rmvar _mVar69
------CP assignvar _Var55.SCALAR.DOUBLE.false delta.SCALAR.DOUBLE
------CP assignvar _Var57.SCALAR.INT.false K.SCALAR.INT
------CP assignvar _Var67.SCALAR.DOUBLE.false obj.SCALAR.DOUBLE
------CP rmvar _Var55
------CP cpvar _mVar54 Y
------CP rmvar _Var57
------CP cpvar _mVar59 B
------CP rmvar _Var67
------CP cpvar _mVar65 lambda
------CP cpvar _mVar66 P
------CP cpvar _mVar70 Grad
------CP rmvar _mVar54
------CP rmvar _mVar59
------CP rmvar _mVar65
------CP rmvar _mVar66
------CP rmvar _mVar70
------CP rmvar regularization
------CP rmvar scale_lambda
------CP rmvar rowSums_X_sq
------CP rmvar max_y
------CP rmvar Y_vec
----GENERIC (lines 165-167) [recompile=true]
------CP createvar _mVar71 scratch_space//_p31545_9.30.110.155//_t0/temp32 true
MATRIX binaryblock 10 -1 1000 1000 -1 copy
------SPARK ^2 Grad.MATRIX.DOUBLE 2.SCALAR.INT.true _mVar71.MATRIX.DOUBLE
------CP createvar _mVar72 scratch_space//_p31545_9.30.110.155//_t0/temp33 true
MATRIX binaryblock 1 1 1000 1000 -1 copy
------SPARK uak+ _mVar71.MATRIX.DOUBLE _mVar72.MATRIX.DOUBLE SINGLE_BLOCK
------CP rmvar _mVar71
------CP castdts _mVar72.MATRIX.DOUBLE.false _Var73.SCALAR.DOUBLE
------CP rmvar _mVar72
------CP sqrt _Var73.SCALAR.DOUBLE.false _Var74.SCALAR.DOUBLE
------CP rmvar _Var73
------CP assignvar _Var74.SCALAR.DOUBLE.false norm_Grad.SCALAR.DOUBLE
------CP assignvar _Var74.SCALAR.DOUBLE.false norm_Grad_initial.SCALAR.DOUBLE
------CP rmvar _Var74
----GENERIC (lines 170-170) [recompile=false]
------CP * D.SCALAR.INT.false K.SCALAR.INT.false _Var75.SCALAR.INT
------CP assignvar _Var75.SCALAR.INT.false maxinneriter.SCALAR.INT
------CP rmvar _Var75
----GENERIC (lines 172-177) [recompile=false]
------CP < norm_Grad.SCALAR.DOUBLE.false tol.SCALAR.DOUBLE.false
_Var76.SCALAR.BOOLEAN
------CP + -- Initially: Objective = .SCALAR.STRING.true
obj.SCALAR.DOUBLE.false _Var77.SCALAR.STRING
------CP || _Var76.SCALAR.BOOLEAN.false false.SCALAR.BOOLEAN.true
_Var78.SCALAR.BOOLEAN
------CP rmvar _Var76
------CP + _Var77.SCALAR.STRING.false , Gradient Norm = .SCALAR.STRING.true
_Var79.SCALAR.STRING
------CP rmvar _Var77
------CP + _Var79.SCALAR.STRING.false norm_Grad.SCALAR.DOUBLE.false
_Var80.SCALAR.STRING
------CP rmvar _Var79
------CP + _Var80.SCALAR.STRING.false , Trust Delta = .SCALAR.STRING.true
_Var81.SCALAR.STRING
------CP rmvar _Var80
------CP + _Var81.SCALAR.STRING.false delta.SCALAR.DOUBLE.false
_Var82.SCALAR.STRING
------CP rmvar _Var81
------CP print _Var82.SCALAR.STRING.false _Var83.SCALAR.STRING
------CP rmvar _Var82
------CP assignvar 1.SCALAR.INT.true iter.SCALAR.INT
------CP assignvar _Var78.SCALAR.BOOLEAN.false converge.SCALAR.BOOLEAN
------CP rmvar _Var78
------CP rmvar _Var83
----GENERIC (lines 184-184) [recompile=false]
------CP assignvar .SCALAR.STRING.true log_str.SCALAR.STRING
----GENERIC (lines 187-353) [recompile=true]
------CP createvar _mVar84 scratch_space//_p31545_9.30.110.155//_t0/temp34 true
MATRIX binaryblock 10 -1 1000 1000 -1 copy
------SPARK chkpoint lambda.MATRIX.DOUBLE _mVar84.MATRIX.DOUBLE MEMORY_AND_DISK
------CP createvar _mVar85 scratch_space//_p31545_9.30.110.155//_t0/temp35 true
MATRIX binaryblock 120748239 10 1000 1000 -1 copy
------SPARK chkpoint X.MATRIX.DOUBLE _mVar85.MATRIX.DOUBLE MEMORY_AND_DISK
------CP createvar _mVar86 scratch_space//_p31545_9.30.110.155//_t0/temp36 true
MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
------SPARK chkpoint Y.MATRIX.DOUBLE _mVar86.MATRIX.DOUBLE MEMORY_AND_DISK
------CP rmvar lambda
------CP rmvar X
------CP rmvar Y
------CP cpvar _mVar84 lambda
------CP cpvar _mVar85 X
------CP cpvar _mVar86 Y
------CP rmvar _mVar84
------CP rmvar _mVar85
------CP rmvar _mVar86
----WHILE (lines 187-353) [in-place=[B]]
------CP ! converge.SCALAR.BOOLEAN.false _Var87.SCALAR.BOOLEAN
------CP rmvar _Var87
------GENERIC (lines 190-197) [recompile=true]
--------CP createvar _mVar88 scratch_space//_p31545_9.30.110.155//_t0/temp37
true MATRIX binaryblock -1 -1 1000 1000 0 copy
--------SPARK rand ¶D¶ ¶K¶ 1000 1000 0.0 0.0 1.0 -1
scratch_space/_p31545_9.30.110.155//_t0/ uniform 1.0 _mVar88.MATRIX.DOUBLE
--------CP createvar _mVar89 scratch_space//_p31545_9.30.110.155//_t0/temp38
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK - 0.SCALAR.INT.true Grad.MATRIX.DOUBLE _mVar89.MATRIX.DOUBLE
--------CP ^ delta.SCALAR.DOUBLE.false 2.SCALAR.INT.true _Var90.SCALAR.DOUBLE
--------CP * 0.1.SCALAR.DOUBLE.true norm_Grad.SCALAR.DOUBLE.false
_Var91.SCALAR.DOUBLE
--------CP createvar _mVar92 scratch_space//_p31545_9.30.110.155//_t0/temp39
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK ^2 _mVar89.MATRIX.DOUBLE 2.SCALAR.INT.true _mVar92.MATRIX.DOUBLE
--------CP createvar _mVar93 scratch_space//_p31545_9.30.110.155//_t0/temp40
true MATRIX binaryblock 1 1 1000 1000 -1 copy
--------SPARK uak+ _mVar92.MATRIX.DOUBLE _mVar93.MATRIX.DOUBLE SINGLE_BLOCK
--------CP rmvar _mVar92
--------CP castdts _mVar93.MATRIX.DOUBLE.false _Var94.SCALAR.DOUBLE
--------CP rmvar _mVar93
--------CP sqrt _Var94.SCALAR.DOUBLE.false _Var95.SCALAR.DOUBLE
--------CP <= _Var95.SCALAR.DOUBLE.false _Var91.SCALAR.DOUBLE.false
_Var96.SCALAR.BOOLEAN
--------CP rmvar _Var95
--------CP rmvar _Var91
--------CP assignvar 1.SCALAR.INT.true inneriter.SCALAR.INT
--------CP assignvar 0.SCALAR.INT.true is_trust_boundary_reached.SCALAR.INT
--------CP assignvar _Var90.SCALAR.DOUBLE.false delta2.SCALAR.DOUBLE
--------CP assignvar _Var94.SCALAR.DOUBLE.false norm_R2.SCALAR.DOUBLE
--------CP assignvar _Var96.SCALAR.BOOLEAN.false innerconverge.SCALAR.BOOLEAN
--------CP rmvar _Var90
--------CP cpvar _mVar88 S
--------CP cpvar _mVar89 R
--------CP cpvar _mVar89 V
--------CP rmvar _Var94
--------CP rmvar _Var96
--------CP rmvar _mVar88
--------CP rmvar _mVar89
------GENERIC (lines 199-241) [recompile=true]
--------CP createvar _mVar97 scratch_space//_p31545_9.30.110.155//_t0/temp41
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK chkpoint P.MATRIX.DOUBLE _mVar97.MATRIX.DOUBLE MEMORY_AND_DISK
--------CP createvar _mVar98 scratch_space//_p31545_9.30.110.155//_t0/temp42
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK chkpoint lambda.MATRIX.DOUBLE _mVar98.MATRIX.DOUBLE
MEMORY_AND_DISK
--------CP createvar _mVar99 scratch_space//_p31545_9.30.110.155//_t0/temp43
true MATRIX binaryblock 120748239 10 1000 1000 -1 copy
--------SPARK chkpoint X.MATRIX.DOUBLE _mVar99.MATRIX.DOUBLE MEMORY_AND_DISK
--------CP rmvar P
--------CP rmvar lambda
--------CP rmvar X
--------CP cpvar _mVar97 P
--------CP cpvar _mVar98 lambda
--------CP cpvar _mVar99 X
--------CP rmvar _mVar97
--------CP rmvar _mVar98
--------CP rmvar _mVar99
------WHILE (lines 199-241)
--------CP ! innerconverge.SCALAR.BOOLEAN.false _Var100.SCALAR.BOOLEAN
--------CP rmvar _Var100
--------GENERIC (lines 205-205) [recompile=true]
----------CP cpvar V ssX_V
--------GENERIC (lines 207-208) [recompile=true]
----------CP createvar _mVar101 scratch_space//_p31545_9.30.110.155//_t0/temp44
true MATRIX binaryblock 10 120748239 1000 1000 -1 copy
----------SPARK r' X.MATRIX.DOUBLE _mVar101.MATRIX.DOUBLE
----------CP createvar _mVar102 scratch_space//_p31545_9.30.110.155//_t0/temp45
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK rangeReIndex P.MATRIX.DOUBLE 1.SCALAR.INT.true
120748239.SCALAR.INT.true 1.SCALAR.INT.true K.SCALAR.INT.false
_mVar102.MATRIX.DOUBLE MULTI_BLOCK
----------CP createvar _mVar103 scratch_space//_p31545_9.30.110.155//_t0/temp46
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK cpmm X.MATRIX.DOUBLE ssX_V.MATRIX.DOUBLE _mVar103.MATRIX.DOUBLE
MULTI_BLOCK
----------CP createvar _mVar104 scratch_space//_p31545_9.30.110.155//_t0/temp47
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK * _mVar102.MATRIX.DOUBLE _mVar103.MATRIX.DOUBLE
_mVar104.MATRIX.DOUBLE
----------CP rmvar _mVar103
----------CP createvar _mVar105 scratch_space//_p31545_9.30.110.155//_t0/temp48
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
----------SPARK uark+ _mVar104.MATRIX.DOUBLE _mVar105.MATRIX.DOUBLE MULTI_BLOCK
----------CP createvar _mVar106 scratch_space//_p31545_9.30.110.155//_t0/temp49
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK * _mVar102.MATRIX.DOUBLE _mVar105.MATRIX.DOUBLE
_mVar106.MATRIX.DOUBLE
----------CP rmvar _mVar102
----------CP rmvar _mVar105
----------CP createvar _mVar107 scratch_space//_p31545_9.30.110.155//_t0/temp50
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK - _mVar104.MATRIX.DOUBLE _mVar106.MATRIX.DOUBLE
_mVar107.MATRIX.DOUBLE
----------CP rmvar _mVar104
----------CP rmvar _mVar106
----------CP createvar _mVar108 scratch_space//_p31545_9.30.110.155//_t0/temp51
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK cpmm _mVar101.MATRIX.DOUBLE _mVar107.MATRIX.DOUBLE
_mVar108.MATRIX.DOUBLE MULTI_BLOCK
----------CP rmvar _mVar101
----------CP rmvar _mVar107
----------CP cpvar _mVar108 HV
----------CP rmvar _mVar108
----------CP rmvar ssX_V
--------GENERIC (lines 212-215) [recompile=true]
----------CP createvar _mVar109 scratch_space//_p31545_9.30.110.155//_t0/temp52
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK * lambda.MATRIX.DOUBLE V.MATRIX.DOUBLE _mVar109.MATRIX.DOUBLE
----------CP createvar _mVar110 scratch_space//_p31545_9.30.110.155//_t0/temp53
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK + HV.MATRIX.DOUBLE _mVar109.MATRIX.DOUBLE _mVar110.MATRIX.DOUBLE
----------CP rmvar _mVar109
----------CP createvar _mVar111 scratch_space//_p31545_9.30.110.155//_t0/temp54
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK * V.MATRIX.DOUBLE _mVar110.MATRIX.DOUBLE _mVar111.MATRIX.DOUBLE
----------CP createvar _mVar112 scratch_space//_p31545_9.30.110.155//_t0/temp55
true MATRIX binaryblock 1 1 1000 1000 -1 copy
----------SPARK uak+ _mVar111.MATRIX.DOUBLE _mVar112.MATRIX.DOUBLE SINGLE_BLOCK
----------CP rmvar _mVar111
----------CP castdts _mVar112.MATRIX.DOUBLE.false _Var113.SCALAR.DOUBLE
----------CP rmvar _mVar112
----------CP / norm_R2.SCALAR.DOUBLE.false _Var113.SCALAR.DOUBLE.false
_Var114.SCALAR.DOUBLE
----------CP rmvar _Var113
----------CP createvar _mVar115 scratch_space//_p31545_9.30.110.155//_t0/temp56
true MATRIX binaryblock -1 -1 1000 1000 -1 copy
----------SPARK +* S.MATRIX.DOUBLE _Var114.SCALAR.DOUBLE.false V.MATRIX.DOUBLE
_mVar115.MATRIX.DOUBLE
----------CP createvar _mVar116 scratch_space//_p31545_9.30.110.155//_t0/temp57
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK ^2 _mVar115.MATRIX.DOUBLE 2.SCALAR.INT.true
_mVar116.MATRIX.DOUBLE
----------CP createvar _mVar117 scratch_space//_p31545_9.30.110.155//_t0/temp58
true MATRIX binaryblock 1 1 1000 1000 -1 copy
----------SPARK uak+ _mVar116.MATRIX.DOUBLE _mVar117.MATRIX.DOUBLE SINGLE_BLOCK
----------CP rmvar _mVar116
----------CP castdts _mVar117.MATRIX.DOUBLE.false _Var118.SCALAR.DOUBLE
----------CP rmvar _mVar117
----------CP rmvar HV
----------CP assignvar _Var114.SCALAR.DOUBLE.false alpha.SCALAR.DOUBLE
----------CP assignvar _Var118.SCALAR.DOUBLE.false norm_Snew2.SCALAR.DOUBLE
----------CP cpvar _mVar110 HV
----------CP rmvar _Var114
----------CP cpvar _mVar115 Snew
----------CP rmvar _Var118
----------CP rmvar _mVar110
----------CP rmvar _mVar115
--------IF (lines 216-238)
----------CP <= norm_Snew2.SCALAR.DOUBLE.false delta2.SCALAR.DOUBLE.false
_Var119.SCALAR.BOOLEAN
----------CP rmvar _Var119
----------GENERIC (lines 218-223) [recompile=true]
------------CP createvar _mVar120
scratch_space//_p31545_9.30.110.155//_t0/temp59 true MATRIX binaryblock 10 -1
1000 1000 -1 copy
------------SPARK -* R.MATRIX.DOUBLE alpha.SCALAR.DOUBLE.false HV.MATRIX.DOUBLE
_mVar120.MATRIX.DOUBLE
------------CP * 0.1.SCALAR.DOUBLE.true norm_Grad.SCALAR.DOUBLE.false
_Var121.SCALAR.DOUBLE
------------CP createvar _mVar122
scratch_space//_p31545_9.30.110.155//_t0/temp60 true MATRIX binaryblock 10 -1
1000 1000 -1 copy
------------SPARK ^2 _mVar120.MATRIX.DOUBLE 2.SCALAR.INT.true
_mVar122.MATRIX.DOUBLE
------------CP createvar _mVar123
scratch_space//_p31545_9.30.110.155//_t0/temp61 true MATRIX binaryblock 1 1
1000 1000 -1 copy
------------SPARK uak+ _mVar122.MATRIX.DOUBLE _mVar123.MATRIX.DOUBLE
SINGLE_BLOCK
------------CP rmvar _mVar122
------------CP castdts _mVar123.MATRIX.DOUBLE.false _Var124.SCALAR.DOUBLE
------------CP rmvar _mVar123
------------CP / _Var124.SCALAR.DOUBLE.false norm_R2.SCALAR.DOUBLE.false
_Var125.SCALAR.DOUBLE
------------CP sqrt _Var124.SCALAR.DOUBLE.false _Var126.SCALAR.DOUBLE
------------CP createvar _mVar127
scratch_space//_p31545_9.30.110.155//_t0/temp62 true MATRIX binaryblock 10 -1
1000 1000 -1 copy
------------SPARK +* _mVar120.MATRIX.DOUBLE _Var125.SCALAR.DOUBLE.false
V.MATRIX.DOUBLE _mVar127.MATRIX.DOUBLE
------------CP rmvar _Var125
------------CP <= _Var126.SCALAR.DOUBLE.false _Var121.SCALAR.DOUBLE.false
_Var128.SCALAR.BOOLEAN
------------CP rmvar _Var126
------------CP rmvar _Var121
------------CP rmvar R
------------CP rmvar V
------------CP assignvar _Var124.SCALAR.DOUBLE.false norm_R2.SCALAR.DOUBLE
------------CP assignvar _Var128.SCALAR.BOOLEAN.false
innerconverge.SCALAR.BOOLEAN
------------CP cpvar Snew S
------------CP cpvar _mVar120 R
------------CP rmvar _Var124
------------CP rmvar _Var128
------------CP cpvar _mVar127 V
------------CP rmvar _mVar120
------------CP rmvar _mVar127
------------CP rmvar Snew
------------CP rmvar HV
------------CP rmvar alpha
--------ELSE
----------GENERIC (lines 225-229) [recompile=true]
------------CP createvar _mVar129
scratch_space//_p31545_9.30.110.155//_t0/temp63 true MATRIX binaryblock 10 -1
1000 1000 -1 copy
------------SPARK * S.MATRIX.DOUBLE V.MATRIX.DOUBLE _mVar129.MATRIX.DOUBLE
------------CP createvar _mVar130
scratch_space//_p31545_9.30.110.155//_t0/temp64 true MATRIX binaryblock 10 -1
1000 1000 -1 copy
------------SPARK ^2 V.MATRIX.DOUBLE 2.SCALAR.INT.true _mVar130.MATRIX.DOUBLE
------------CP createvar _mVar131
scratch_space//_p31545_9.30.110.155//_t0/temp65 true MATRIX binaryblock -1 -1
1000 1000 -1 copy
------------SPARK ^2 S.MATRIX.DOUBLE 2.SCALAR.INT.true _mVar131.MATRIX.DOUBLE
------------CP createvar _mVar132
scratch_space//_p31545_9.30.110.155//_t0/temp66 true MATRIX binaryblock 1 1
1000 1000 -1 copy
------------SPARK uak+ _mVar129.MATRIX.DOUBLE _mVar132.MATRIX.DOUBLE
SINGLE_BLOCK
------------CP rmvar _mVar129
------------CP createvar _mVar133
scratch_space//_p31545_9.30.110.155//_t0/temp67 true MATRIX binaryblock 1 1
1000 1000 -1 copy
------------SPARK uak+ _mVar130.MATRIX.DOUBLE _mVar133.MATRIX.DOUBLE
SINGLE_BLOCK
------------CP rmvar _mVar130
------------CP createvar _mVar134
scratch_space//_p31545_9.30.110.155//_t0/temp68 true MATRIX binaryblock 1 1
1000 1000 -1 copy
------------SPARK uak+ _mVar131.MATRIX.DOUBLE _mVar134.MATRIX.DOUBLE
SINGLE_BLOCK
------------CP rmvar _mVar131
------------CP castdts _mVar132.MATRIX.DOUBLE.false _Var135.SCALAR.DOUBLE
------------CP rmvar _mVar132
------------CP castdts _mVar133.MATRIX.DOUBLE.false _Var136.SCALAR.DOUBLE
------------CP rmvar _mVar133
------------CP castdts _mVar134.MATRIX.DOUBLE.false _Var137.SCALAR.DOUBLE
------------CP rmvar _mVar134
------------CP ^ _Var135.SCALAR.DOUBLE.false 2.SCALAR.INT.true
_Var138.SCALAR.DOUBLE
------------CP - delta2.SCALAR.DOUBLE.false _Var137.SCALAR.DOUBLE.false
_Var139.SCALAR.DOUBLE
------------CP * _Var136.SCALAR.DOUBLE.false _Var139.SCALAR.DOUBLE.false
_Var140.SCALAR.DOUBLE
------------CP rmvar _Var139
------------CP + _Var138.SCALAR.DOUBLE.false _Var140.SCALAR.DOUBLE.false
_Var141.SCALAR.DOUBLE
------------CP rmvar _Var138
------------CP rmvar _Var140
------------CP sqrt _Var141.SCALAR.DOUBLE.false _Var142.SCALAR.DOUBLE
------------CP rmvar _Var141
------------CP assignvar 1.SCALAR.INT.true is_trust_boundary_reached.SCALAR.INT
------------CP assignvar _Var135.SCALAR.DOUBLE.false sv.SCALAR.DOUBLE
------------CP assignvar _Var136.SCALAR.DOUBLE.false v2.SCALAR.DOUBLE
------------CP assignvar _Var137.SCALAR.DOUBLE.false s2.SCALAR.DOUBLE
------------CP assignvar _Var142.SCALAR.DOUBLE.false rad.SCALAR.DOUBLE
------------CP rmvar _Var135
------------CP rmvar _Var136
------------CP rmvar _Var137
------------CP rmvar _Var142
----------IF (lines 230-234)
------------CP >= sv.SCALAR.DOUBLE.false 0.SCALAR.INT.true
_Var143.SCALAR.BOOLEAN
------------CP rmvar _Var143
------------GENERIC (lines 231-231) [recompile=false]
--------------CP - delta2.SCALAR.DOUBLE.false s2.SCALAR.DOUBLE.false
_Var144.SCALAR.DOUBLE
--------------CP + sv.SCALAR.DOUBLE.false rad.SCALAR.DOUBLE.false
_Var145.SCALAR.DOUBLE
--------------CP / _Var144.SCALAR.DOUBLE.false _Var145.SCALAR.DOUBLE.false
_Var146.SCALAR.DOUBLE
--------------CP rmvar _Var144
--------------CP rmvar _Var145
--------------CP assignvar _Var146.SCALAR.DOUBLE.false alpha.SCALAR.DOUBLE
--------------CP rmvar _Var146
--------------CP rmvar rad
--------------CP rmvar s2
--------------CP rmvar sv
----------ELSE
------------GENERIC (lines 233-233) [recompile=false]
--------------CP - rad.SCALAR.DOUBLE.false sv.SCALAR.DOUBLE.false
_Var147.SCALAR.DOUBLE
--------------CP / _Var147.SCALAR.DOUBLE.false v2.SCALAR.DOUBLE.false
_Var148.SCALAR.DOUBLE
--------------CP rmvar _Var147
--------------CP assignvar _Var148.SCALAR.DOUBLE.false alpha.SCALAR.DOUBLE
--------------CP rmvar _Var148
--------------CP rmvar rad
--------------CP rmvar sv
--------------CP rmvar v2
----------GENERIC (lines 235-237) [recompile=true]
------------CP createvar _mVar149
scratch_space//_p31545_9.30.110.155//_t0/temp69 true MATRIX binaryblock -1 -1
1000 1000 -1 copy
------------SPARK +* S.MATRIX.DOUBLE alpha.SCALAR.DOUBLE.false V.MATRIX.DOUBLE
_mVar149.MATRIX.DOUBLE
------------CP createvar _mVar150
scratch_space//_p31545_9.30.110.155//_t0/temp70 true MATRIX binaryblock 10 -1
1000 1000 -1 copy
------------SPARK -* R.MATRIX.DOUBLE alpha.SCALAR.DOUBLE.false HV.MATRIX.DOUBLE
_mVar150.MATRIX.DOUBLE
------------CP rmvar R
------------CP rmvar S
------------CP assignvar true.SCALAR.BOOLEAN.true innerconverge.SCALAR.BOOLEAN
------------CP cpvar _mVar149 S
------------CP cpvar _mVar150 R
------------CP rmvar _mVar149
------------CP rmvar _mVar150
------------CP rmvar HV
------------CP rmvar alpha
--------GENERIC (lines 239-240) [recompile=false]
----------CP + inneriter.SCALAR.INT.false 1.SCALAR.INT.true _Var151.SCALAR.INT
----------CP > _Var151.SCALAR.INT.false maxinneriter.SCALAR.INT.false
_Var152.SCALAR.BOOLEAN
----------CP || innerconverge.SCALAR.BOOLEAN.false _Var152.SCALAR.BOOLEAN.false
_Var153.SCALAR.BOOLEAN
----------CP rmvar _Var152
----------CP assignvar _Var151.SCALAR.INT.false inneriter.SCALAR.INT
----------CP assignvar _Var153.SCALAR.BOOLEAN.false innerconverge.SCALAR.BOOLEAN
----------CP rmvar _Var151
----------CP rmvar _Var153
------GENERIC (lines 246-248) [recompile=true]
--------CP createvar _mVar154 scratch_space//_p31545_9.30.110.155//_t0/temp71
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK * S.MATRIX.DOUBLE Grad.MATRIX.DOUBLE _mVar154.MATRIX.DOUBLE
--------CP createvar _mVar155 scratch_space//_p31545_9.30.110.155//_t0/temp72
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK * S.MATRIX.DOUBLE R.MATRIX.DOUBLE _mVar155.MATRIX.DOUBLE
--------CP createvar _mVar156 scratch_space//_p31545_9.30.110.155//_t0/temp73
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK + B.MATRIX.DOUBLE S.MATRIX.DOUBLE _mVar156.MATRIX.DOUBLE
--------CP createvar _mVar157 scratch_space//_p31545_9.30.110.155//_t0/temp74
true MATRIX binaryblock 1 1 1000 1000 -1 copy
--------SPARK uak+ _mVar154.MATRIX.DOUBLE _mVar157.MATRIX.DOUBLE SINGLE_BLOCK
--------CP rmvar _mVar154
--------CP createvar _mVar158 scratch_space//_p31545_9.30.110.155//_t0/temp75
true MATRIX binaryblock 1 1 1000 1000 -1 copy
--------SPARK uak+ _mVar155.MATRIX.DOUBLE _mVar158.MATRIX.DOUBLE SINGLE_BLOCK
--------CP rmvar _mVar155
--------CP castdts _mVar157.MATRIX.DOUBLE.false _Var159.SCALAR.DOUBLE
--------CP rmvar _mVar157
--------CP castdts _mVar158.MATRIX.DOUBLE.false _Var160.SCALAR.DOUBLE
--------CP rmvar _mVar158
--------CP - _Var159.SCALAR.DOUBLE.false _Var160.SCALAR.DOUBLE.false
_Var161.SCALAR.DOUBLE
--------CP rmvar _Var160
--------CP * -0.5.SCALAR.DOUBLE.true _Var161.SCALAR.DOUBLE.false
_Var162.SCALAR.DOUBLE
--------CP rmvar _Var161
--------CP assignvar _Var159.SCALAR.DOUBLE.false gs.SCALAR.DOUBLE
--------CP assignvar _Var162.SCALAR.DOUBLE.false qk.SCALAR.DOUBLE
--------CP cpvar _mVar156 B_new
--------CP rmvar _Var159
--------CP rmvar _Var162
--------CP rmvar _mVar156
--------CP rmvar R
------GENERIC (lines 253-253) [recompile=true]
--------CP cpvar B_new ssX_B_new
------GENERIC (lines 256-256) [recompile=true]
--------CP createvar _mVar163 scratch_space//_p31545_9.30.110.155//_t0/temp76
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK cpmm X.MATRIX.DOUBLE ssX_B_new.MATRIX.DOUBLE
_mVar163.MATRIX.DOUBLE MULTI_BLOCK
--------CP createvar _mVar164 scratch_space//_p31545_9.30.110.155//_t0/temp77
true MATRIX binaryblock 120748239 1 1000 1000 0 copy
--------CP rand 120748239 1 1000 1000 0.0 0.0 1.0 -1 uniform 1.0 48
_mVar164.MATRIX.DOUBLE
--------CP ncol _mVar163.MATRIX.DOUBLE.false _Var165.SCALAR.INT
--------CP createvar _mVar166 scratch_space//_p31545_9.30.110.155//_t0/temp78
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK mappend _mVar163.MATRIX.DOUBLE _mVar164.MATRIX.DOUBLE
_Var165.SCALAR.INT.false _mVar166.MATRIX.DOUBLE true
--------CP rmvar _mVar163
--------CP rmvar _mVar164
--------CP rmvar _Var165
--------CP cpvar _mVar166 LT
--------CP rmvar _mVar166
--------CP rmvar ssX_B_new
------GENERIC (lines 261-273) [recompile=true]
--------CP createvar _mVar167 scratch_space//_p31545_9.30.110.155//_t0/temp79
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------SPARK uarmax LT.MATRIX.DOUBLE _mVar167.MATRIX.DOUBLE MULTI_BLOCK
--------CP createvar _mVar168 scratch_space//_p31545_9.30.110.155//_t0/temp80
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK ^2 B_new.MATRIX.DOUBLE 2.SCALAR.INT.true _mVar168.MATRIX.DOUBLE
--------CP createvar _mVar169 scratch_space//_p31545_9.30.110.155//_t0/temp81
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK ^2 S.MATRIX.DOUBLE 2.SCALAR.INT.true _mVar169.MATRIX.DOUBLE
--------CP createvar _mVar170 scratch_space//_p31545_9.30.110.155//_t0/temp82
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK - LT.MATRIX.DOUBLE _mVar167.MATRIX.DOUBLE _mVar170.MATRIX.DOUBLE
--------CP rmvar _mVar167
--------CP createvar _mVar171 scratch_space//_p31545_9.30.110.155//_t0/temp83
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
--------SPARK * lambda.MATRIX.DOUBLE _mVar168.MATRIX.DOUBLE
_mVar171.MATRIX.DOUBLE
--------CP rmvar _mVar168
--------CP createvar _mVar172 scratch_space//_p31545_9.30.110.155//_t0/temp84
true MATRIX binaryblock 1 1 1000 1000 -1 copy
--------SPARK uak+ _mVar169.MATRIX.DOUBLE _mVar172.MATRIX.DOUBLE SINGLE_BLOCK
--------CP rmvar _mVar169
--------CP createvar _mVar173 scratch_space//_p31545_9.30.110.155//_t0/temp85
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK exp _mVar170.MATRIX.DOUBLE _mVar173.MATRIX.DOUBLE
--------CP createvar _mVar174 scratch_space//_p31545_9.30.110.155//_t0/temp86
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK * Y.MATRIX.DOUBLE _mVar170.MATRIX.DOUBLE _mVar174.MATRIX.DOUBLE
--------CP rmvar _mVar170
--------CP createvar _mVar175 scratch_space//_p31545_9.30.110.155//_t0/temp87
true MATRIX binaryblock 1 1 1000 1000 -1 copy
--------SPARK uak+ _mVar171.MATRIX.DOUBLE _mVar175.MATRIX.DOUBLE SINGLE_BLOCK
--------CP rmvar _mVar171
--------CP castdts _mVar172.MATRIX.DOUBLE.false _Var176.SCALAR.DOUBLE
--------CP rmvar _mVar172
--------CP createvar _mVar177 scratch_space//_p31545_9.30.110.155//_t0/temp88
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------SPARK uark+ _mVar173.MATRIX.DOUBLE _mVar177.MATRIX.DOUBLE MULTI_BLOCK
--------CP createvar _mVar178 scratch_space//_p31545_9.30.110.155//_t0/temp89
true MATRIX binaryblock 1 1 1000 1000 -1 copy
--------SPARK uak+ _mVar174.MATRIX.DOUBLE _mVar178.MATRIX.DOUBLE SINGLE_BLOCK
--------CP rmvar _mVar174
--------CP castdts _mVar175.MATRIX.DOUBLE.false _Var179.SCALAR.DOUBLE
--------CP rmvar _mVar175
--------CP sqrt _Var176.SCALAR.DOUBLE.false _Var180.SCALAR.DOUBLE
--------CP rmvar _Var176
--------CP createvar _mVar181 scratch_space//_p31545_9.30.110.155//_t0/temp90
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
--------SPARK / _mVar173.MATRIX.DOUBLE _mVar177.MATRIX.DOUBLE
_mVar181.MATRIX.DOUBLE
--------CP rmvar _mVar173
--------CP castdts _mVar178.MATRIX.DOUBLE.false _Var182.SCALAR.DOUBLE
--------CP rmvar _mVar178
--------CP createvar _mVar183 scratch_space//_p31545_9.30.110.155//_t0/temp91
true MATRIX binaryblock 120748239 1 1000 1000 -1 copy
--------CP log _mVar177.MATRIX.DOUBLE _mVar183.MATRIX.DOUBLE
--------CP rmvar _mVar177
--------CP * 0.5.SCALAR.DOUBLE.true _Var179.SCALAR.DOUBLE.false
_Var184.SCALAR.DOUBLE
--------CP rmvar _Var179
--------CP * _Var182.SCALAR.DOUBLE.false -1.SCALAR.INT.true
_Var185.SCALAR.DOUBLE
--------CP rmvar _Var182
--------CP uak+ _mVar183.MATRIX.DOUBLE _Var186.SCALAR.DOUBLE 48
--------CP rmvar _mVar183
--------CP + _Var185.SCALAR.DOUBLE.false _Var186.SCALAR.DOUBLE.false
_Var187.SCALAR.DOUBLE
--------CP rmvar _Var185
--------CP rmvar _Var186
--------CP + _Var187.SCALAR.DOUBLE.false _Var184.SCALAR.DOUBLE.false
_Var188.SCALAR.DOUBLE
--------CP rmvar _Var187
--------CP rmvar _Var184
--------CP - obj.SCALAR.DOUBLE.false _Var188.SCALAR.DOUBLE.false
_Var189.SCALAR.DOUBLE
--------CP / _Var189.SCALAR.DOUBLE.false qk.SCALAR.DOUBLE.false
_Var190.SCALAR.DOUBLE
--------CP > _Var190.SCALAR.DOUBLE.false 1.0E-4.SCALAR.DOUBLE.true
_Var191.SCALAR.BOOLEAN
--------CP assignvar _Var180.SCALAR.DOUBLE.false snorm.SCALAR.DOUBLE
--------CP assignvar _Var188.SCALAR.DOUBLE.false obj_new.SCALAR.DOUBLE
--------CP assignvar _Var189.SCALAR.DOUBLE.false actred.SCALAR.DOUBLE
--------CP assignvar _Var190.SCALAR.DOUBLE.false rho.SCALAR.DOUBLE
--------CP assignvar _Var191.SCALAR.BOOLEAN.false is_rho_accepted.SCALAR.BOOLEAN
--------CP rmvar _Var180
--------CP cpvar _mVar181 P_new
--------CP rmvar _Var188
--------CP rmvar _Var189
--------CP rmvar _Var190
--------CP rmvar _Var191
--------CP rmvar _mVar181
--------CP rmvar LT
--------CP rmvar S
------IF (lines 285-287)
--------CP == iter.SCALAR.INT.false 1.SCALAR.INT.true _Var192.SCALAR.BOOLEAN
--------CP rmvar _Var192
--------GENERIC (lines 286-286) [recompile=false]
----------CP min delta.SCALAR.DOUBLE.false snorm.SCALAR.DOUBLE.false
_Var193.SCALAR.DOUBLE
----------CP assignvar _Var193.SCALAR.DOUBLE.false delta.SCALAR.DOUBLE
----------CP rmvar _Var193
------GENERIC (lines 289-289) [recompile=false]
--------CP - obj_new.SCALAR.DOUBLE.false obj.SCALAR.DOUBLE.false
_Var194.SCALAR.DOUBLE
--------CP - _Var194.SCALAR.DOUBLE.false gs.SCALAR.DOUBLE.false
_Var195.SCALAR.DOUBLE
--------CP rmvar _Var194
--------CP assignvar _Var195.SCALAR.DOUBLE.false alpha2.SCALAR.DOUBLE
--------CP rmvar _Var195
------IF (lines 290-295)
--------CP <= alpha2.SCALAR.DOUBLE.false 0.SCALAR.INT.true
_Var196.SCALAR.BOOLEAN
--------CP rmvar _Var196
--------GENERIC (lines 291-291) [recompile=false]
----------CP assignvar sigma3.SCALAR.DOUBLE.false alpha.SCALAR.DOUBLE
------ELSE
--------GENERIC (lines 294-294) [recompile=false]
----------CP * -0.5.SCALAR.DOUBLE.true gs.SCALAR.DOUBLE.false
_Var197.SCALAR.DOUBLE
----------CP / _Var197.SCALAR.DOUBLE.false alpha2.SCALAR.DOUBLE.false
_Var198.SCALAR.DOUBLE
----------CP rmvar _Var197
----------CP max sigma1.SCALAR.DOUBLE.false _Var198.SCALAR.DOUBLE.false
_Var199.SCALAR.DOUBLE
----------CP rmvar _Var198
----------CP assignvar _Var199.SCALAR.DOUBLE.false alpha.SCALAR.DOUBLE
----------CP rmvar _Var199
----------CP rmvar gs
----------CP rmvar alpha2
------IF (lines 297-312)
--------CP < rho.SCALAR.DOUBLE.false 1.0E-4.SCALAR.DOUBLE.true
_Var200.SCALAR.BOOLEAN
--------CP rmvar _Var200
--------GENERIC (lines 298-298) [recompile=false]
----------CP max alpha.SCALAR.DOUBLE.false sigma1.SCALAR.DOUBLE.false
_Var201.SCALAR.DOUBLE
----------CP * 0.5.SCALAR.DOUBLE.true delta.SCALAR.DOUBLE.false
_Var202.SCALAR.DOUBLE
----------CP * _Var201.SCALAR.DOUBLE.false snorm.SCALAR.DOUBLE.false
_Var203.SCALAR.DOUBLE
----------CP rmvar _Var201
----------CP min _Var203.SCALAR.DOUBLE.false _Var202.SCALAR.DOUBLE.false
_Var204.SCALAR.DOUBLE
----------CP rmvar _Var203
----------CP rmvar _Var202
----------CP assignvar _Var204.SCALAR.DOUBLE.false delta.SCALAR.DOUBLE
----------CP rmvar _Var204
----------CP rmvar alpha
------ELSE
--------IF (lines 301-311)
----------CP < rho.SCALAR.DOUBLE.false 0.25.SCALAR.DOUBLE.true
_Var205.SCALAR.BOOLEAN
----------CP rmvar _Var205
----------GENERIC (lines 302-302) [recompile=false]
------------CP * 0.25.SCALAR.DOUBLE.true delta.SCALAR.DOUBLE.false
_Var206.SCALAR.DOUBLE
------------CP * alpha.SCALAR.DOUBLE.false snorm.SCALAR.DOUBLE.false
_Var207.SCALAR.DOUBLE
------------CP * 0.5.SCALAR.DOUBLE.true delta.SCALAR.DOUBLE.false
_Var208.SCALAR.DOUBLE
------------CP min _Var207.SCALAR.DOUBLE.false _Var208.SCALAR.DOUBLE.false
_Var209.SCALAR.DOUBLE
------------CP rmvar _Var207
------------CP rmvar _Var208
------------CP max _Var206.SCALAR.DOUBLE.false _Var209.SCALAR.DOUBLE.false
_Var210.SCALAR.DOUBLE
------------CP rmvar _Var206
------------CP rmvar _Var209
------------CP assignvar _Var210.SCALAR.DOUBLE.false delta.SCALAR.DOUBLE
------------CP rmvar _Var210
------------CP rmvar alpha
--------ELSE
----------IF (lines 305-310)
------------CP < rho.SCALAR.DOUBLE.false 0.75.SCALAR.DOUBLE.true
_Var211.SCALAR.BOOLEAN
------------CP rmvar _Var211
------------GENERIC (lines 306-306) [recompile=false]
--------------CP * 0.25.SCALAR.DOUBLE.true delta.SCALAR.DOUBLE.false
_Var212.SCALAR.DOUBLE
--------------CP * alpha.SCALAR.DOUBLE.false snorm.SCALAR.DOUBLE.false
_Var213.SCALAR.DOUBLE
--------------CP * 4.0.SCALAR.DOUBLE.true delta.SCALAR.DOUBLE.false
_Var214.SCALAR.DOUBLE
--------------CP min _Var213.SCALAR.DOUBLE.false _Var214.SCALAR.DOUBLE.false
_Var215.SCALAR.DOUBLE
--------------CP rmvar _Var213
--------------CP rmvar _Var214
--------------CP max _Var212.SCALAR.DOUBLE.false _Var215.SCALAR.DOUBLE.false
_Var216.SCALAR.DOUBLE
--------------CP rmvar _Var212
--------------CP rmvar _Var215
--------------CP assignvar _Var216.SCALAR.DOUBLE.false delta.SCALAR.DOUBLE
--------------CP rmvar _Var216
--------------CP rmvar alpha
----------ELSE
------------GENERIC (lines 309-309) [recompile=false]
--------------CP * alpha.SCALAR.DOUBLE.false snorm.SCALAR.DOUBLE.false
_Var217.SCALAR.DOUBLE
--------------CP * 4.0.SCALAR.DOUBLE.true delta.SCALAR.DOUBLE.false
_Var218.SCALAR.DOUBLE
--------------CP min _Var217.SCALAR.DOUBLE.false _Var218.SCALAR.DOUBLE.false
_Var219.SCALAR.DOUBLE
--------------CP rmvar _Var217
--------------CP rmvar _Var218
--------------CP max delta.SCALAR.DOUBLE.false _Var219.SCALAR.DOUBLE.false
_Var220.SCALAR.DOUBLE
--------------CP rmvar _Var219
--------------CP assignvar _Var220.SCALAR.DOUBLE.false delta.SCALAR.DOUBLE
--------------CP rmvar _Var220
--------------CP rmvar alpha
------IF (lines 314-319)
--------CP == is_trust_boundary_reached.SCALAR.INT.false 1.SCALAR.INT.true
_Var221.SCALAR.BOOLEAN
--------CP rmvar _Var221
--------GENERIC (lines 316-316) [recompile=false]
----------CP + -- Outer Iteration .SCALAR.STRING.true iter.SCALAR.INT.false
_Var222.SCALAR.STRING
----------CP - inneriter.SCALAR.INT.false 1.SCALAR.INT.true _Var223.SCALAR.INT
----------CP + _Var222.SCALAR.STRING.false : Had .SCALAR.STRING.true
_Var224.SCALAR.STRING
----------CP rmvar _Var222
----------CP + _Var224.SCALAR.STRING.false _Var223.SCALAR.INT.false
_Var225.SCALAR.STRING
----------CP rmvar _Var224
----------CP rmvar _Var223
----------CP + _Var225.SCALAR.STRING.false CG iterations, trust bound
REACHED.SCALAR.STRING.true _Var226.SCALAR.STRING
----------CP rmvar _Var225
----------CP print _Var226.SCALAR.STRING.false _Var227.SCALAR.STRING
----------CP rmvar _Var226
----------CP rmvar _Var227
----------CP rmvar inneriter
------ELSE
--------GENERIC (lines 318-318) [recompile=false]
----------CP + -- Outer Iteration .SCALAR.STRING.true iter.SCALAR.INT.false
_Var228.SCALAR.STRING
----------CP - inneriter.SCALAR.INT.false 1.SCALAR.INT.true _Var229.SCALAR.INT
----------CP + _Var228.SCALAR.STRING.false : Had .SCALAR.STRING.true
_Var230.SCALAR.STRING
----------CP rmvar _Var228
----------CP + _Var230.SCALAR.STRING.false _Var229.SCALAR.INT.false
_Var231.SCALAR.STRING
----------CP rmvar _Var230
----------CP rmvar _Var229
----------CP + _Var231.SCALAR.STRING.false CG iterations.SCALAR.STRING.true
_Var232.SCALAR.STRING
----------CP rmvar _Var231
----------CP print _Var232.SCALAR.STRING.false _Var233.SCALAR.STRING
----------CP rmvar _Var232
----------CP rmvar _Var233
----------CP rmvar inneriter
------GENERIC (lines 320-321) [recompile=false]
--------CP + -- Obj.Reduction: Actual = .SCALAR.STRING.true
actred.SCALAR.DOUBLE.false _Var234.SCALAR.STRING
--------CP * 10000.0.SCALAR.DOUBLE.true rho.SCALAR.DOUBLE.false
_Var235.SCALAR.DOUBLE
--------CP + _Var234.SCALAR.STRING.false , Predicted = .SCALAR.STRING.true
_Var236.SCALAR.STRING
--------CP rmvar _Var234
--------CP round _Var235.SCALAR.DOUBLE.false _Var237.SCALAR.DOUBLE
--------CP rmvar _Var235
--------CP + _Var236.SCALAR.STRING.false qk.SCALAR.DOUBLE.false
_Var238.SCALAR.STRING
--------CP rmvar _Var236
--------CP / _Var237.SCALAR.DOUBLE.false 10000.0.SCALAR.DOUBLE.true
_Var239.SCALAR.DOUBLE
--------CP rmvar _Var237
--------CP + _Var238.SCALAR.STRING.false (A/P: .SCALAR.STRING.true
_Var240.SCALAR.STRING
--------CP rmvar _Var238
--------CP + _Var240.SCALAR.STRING.false _Var239.SCALAR.DOUBLE.false
_Var241.SCALAR.STRING
--------CP rmvar _Var240
--------CP rmvar _Var239
--------CP + _Var241.SCALAR.STRING.false ), Trust Delta = .SCALAR.STRING.true
_Var242.SCALAR.STRING
--------CP rmvar _Var241
--------CP + _Var242.SCALAR.STRING.false delta.SCALAR.DOUBLE.false
_Var243.SCALAR.STRING
--------CP rmvar _Var242
--------CP print _Var243.SCALAR.STRING.false _Var244.SCALAR.STRING
--------CP rmvar _Var243
--------CP rmvar _Var244
--------CP rmvar qk
--------CP rmvar rho
------IF (lines 323-343)
--------GENERIC (lines 325-327) [recompile=true]
----------CP createvar _mVar245 scratch_space//_p31545_9.30.110.155//_t0/temp92
true MATRIX binaryblock 10 120748239 1000 1000 -1 copy
----------SPARK r' X.MATRIX.DOUBLE _mVar245.MATRIX.DOUBLE
----------CP createvar _mVar246 scratch_space//_p31545_9.30.110.155//_t0/temp93
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK rangeReIndex P_new.MATRIX.DOUBLE 1.SCALAR.INT.true
120748239.SCALAR.INT.true 1.SCALAR.INT.true K.SCALAR.INT.false
_mVar246.MATRIX.DOUBLE MULTI_BLOCK
----------CP createvar _mVar247 scratch_space//_p31545_9.30.110.155//_t0/temp94
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK rangeReIndex Y.MATRIX.DOUBLE 1.SCALAR.INT.true
120748239.SCALAR.INT.true 1.SCALAR.INT.true K.SCALAR.INT.false
_mVar247.MATRIX.DOUBLE MULTI_BLOCK
----------CP createvar _mVar248 scratch_space//_p31545_9.30.110.155//_t0/temp95
true MATRIX binaryblock 120748239 -1 1000 1000 -1 copy
----------SPARK - _mVar246.MATRIX.DOUBLE _mVar247.MATRIX.DOUBLE
_mVar248.MATRIX.DOUBLE
----------CP rmvar _mVar246
----------CP rmvar _mVar247
----------CP createvar _mVar249 scratch_space//_p31545_9.30.110.155//_t0/temp96
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK cpmm _mVar245.MATRIX.DOUBLE _mVar248.MATRIX.DOUBLE
_mVar249.MATRIX.DOUBLE MULTI_BLOCK
----------CP rmvar _mVar245
----------CP rmvar _mVar248
----------CP cpvar B_new B
----------CP cpvar P_new P
----------CP cpvar _mVar249 Grad
----------CP rmvar _mVar249
----------CP rmvar P_new
----------CP rmvar B_new
--------GENERIC (lines 331-334) [recompile=true]
----------CP createvar _mVar250 scratch_space//_p31545_9.30.110.155//_t0/temp97
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK * lambda.MATRIX.DOUBLE B.MATRIX.DOUBLE _mVar250.MATRIX.DOUBLE
----------CP + -- New Objective = .SCALAR.STRING.true
obj_new.SCALAR.DOUBLE.false _Var251.SCALAR.STRING
----------CP createvar _mVar252 scratch_space//_p31545_9.30.110.155//_t0/temp98
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK + Grad.MATRIX.DOUBLE _mVar250.MATRIX.DOUBLE
_mVar252.MATRIX.DOUBLE
----------CP rmvar _mVar250
----------CP + _Var251.SCALAR.STRING.false , Beta Change Norm =
.SCALAR.STRING.true _Var253.SCALAR.STRING
----------CP rmvar _Var251
----------CP createvar _mVar254 scratch_space//_p31545_9.30.110.155//_t0/temp99
true MATRIX binaryblock 10 -1 1000 1000 -1 copy
----------SPARK ^2 _mVar252.MATRIX.DOUBLE 2.SCALAR.INT.true
_mVar254.MATRIX.DOUBLE
----------CP + _Var253.SCALAR.STRING.false snorm.SCALAR.DOUBLE.false
_Var255.SCALAR.STRING
----------CP rmvar _Var253
----------CP createvar _mVar256
scratch_space//_p31545_9.30.110.155//_t0/temp100 true MATRIX binaryblock 1 1
1000 1000 -1 copy
----------SPARK uak+ _mVar254.MATRIX.DOUBLE _mVar256.MATRIX.DOUBLE SINGLE_BLOCK
----------CP rmvar _mVar254
----------CP + _Var255.SCALAR.STRING.false , Gradient Norm =
.SCALAR.STRING.true _Var257.SCALAR.STRING
----------CP rmvar _Var255
----------CP castdts _mVar256.MATRIX.DOUBLE.false _Var258.SCALAR.DOUBLE
----------CP rmvar _mVar256
----------CP sqrt _Var258.SCALAR.DOUBLE.false _Var259.SCALAR.DOUBLE
----------CP rmvar _Var258
----------CP + _Var257.SCALAR.STRING.false _Var259.SCALAR.DOUBLE.false
_Var260.SCALAR.STRING
----------CP rmvar _Var257
----------CP print _Var260.SCALAR.STRING.false _Var261.SCALAR.STRING
----------CP rmvar _Var260
----------CP rmvar Grad
----------CP assignvar obj_new.SCALAR.DOUBLE.false obj.SCALAR.DOUBLE
----------CP assignvar _Var259.SCALAR.DOUBLE.false norm_Grad.SCALAR.DOUBLE
----------CP cpvar _mVar252 Grad
----------CP rmvar _Var259
----------CP rmvar _Var261
----------CP rmvar _mVar252
----------CP rmvar snorm
------GENERIC (lines 349-351) [recompile=false]
--------CP + iter.SCALAR.INT.false 1.SCALAR.INT.true _Var262.SCALAR.INT
--------CP * tol.SCALAR.DOUBLE.false norm_Grad_initial.SCALAR.DOUBLE.false
_Var263.SCALAR.DOUBLE
--------CP == is_trust_boundary_reached.SCALAR.INT.false 0.SCALAR.INT.true
_Var264.SCALAR.BOOLEAN
--------CP abs actred.SCALAR.DOUBLE.false _Var265.SCALAR.DOUBLE
--------CP abs obj.SCALAR.DOUBLE.false _Var266.SCALAR.DOUBLE
--------CP abs obj_new.SCALAR.DOUBLE.false _Var267.SCALAR.DOUBLE
--------CP < norm_Grad.SCALAR.DOUBLE.false _Var263.SCALAR.DOUBLE.false
_Var268.SCALAR.BOOLEAN
--------CP rmvar _Var263
--------CP > _Var262.SCALAR.INT.false 100.SCALAR.INT.true _Var269.SCALAR.BOOLEAN
--------CP + _Var266.SCALAR.DOUBLE.false _Var267.SCALAR.DOUBLE.false
_Var270.SCALAR.DOUBLE
--------CP rmvar _Var266
--------CP rmvar _Var267
--------CP || _Var268.SCALAR.BOOLEAN.false _Var269.SCALAR.BOOLEAN.false
_Var271.SCALAR.BOOLEAN
--------CP rmvar _Var268
--------CP rmvar _Var269
--------CP * _Var270.SCALAR.DOUBLE.false 1.0E-14.SCALAR.DOUBLE.true
_Var272.SCALAR.DOUBLE
--------CP rmvar _Var270
--------CP < _Var265.SCALAR.DOUBLE.false _Var272.SCALAR.DOUBLE.false
_Var273.SCALAR.BOOLEAN
--------CP rmvar _Var265
--------CP rmvar _Var272
--------CP && _Var264.SCALAR.BOOLEAN.false _Var273.SCALAR.BOOLEAN.false
_Var274.SCALAR.BOOLEAN
--------CP rmvar _Var264
--------CP rmvar _Var273
--------CP || _Var271.SCALAR.BOOLEAN.false _Var274.SCALAR.BOOLEAN.false
_Var275.SCALAR.BOOLEAN
--------CP rmvar _Var271
--------CP rmvar _Var274
--------CP assignvar _Var262.SCALAR.INT.false iter.SCALAR.INT
--------CP assignvar _Var275.SCALAR.BOOLEAN.false converge.SCALAR.BOOLEAN
--------CP rmvar _Var262
--------CP rmvar _Var275
--------CP rmvar obj_new
--------CP rmvar is_trust_boundary_reached
--------CP rmvar actred
------IF (lines 352-352)
--------GENERIC (lines 352-352) [recompile=false]
----------CP print Termination / Convergence condition
satisfied..SCALAR.STRING.true _Var276.SCALAR.STRING
----------CP rmvar _Var276
------ELSE
--------GENERIC (lines 352-352) [recompile=false]
----------CP print .SCALAR.STRING.true _Var277.SCALAR.STRING
----------CP rmvar _Var277
----GENERIC (lines 359-359) [recompile=true]
------CP cpvar B B_out
------CP rmvar B
----GENERIC (lines 361-361) [recompile=true]
------SPARK write B_out.MATRIX.DOUBLE
/user/data-scientist/airline_filtered_out.csv.SCALAR.STRING.true
textcell.SCALAR.STRING.true .SCALAR.STRING.true
------CP rmvar fileB
------CP rmvar fmtB
------CP rmvar B_out
{code}
cc [~mboehm7]
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