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README
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【Approximate/スパイン/フィラメントシリーズ】 2020/12/20
★ssim-20221020 … SORT-MERGE(new MEX + conv-c2c)対応
SHA256(OP_MAJ,OP_CH,OP_ROTS),FFT(conv-c2c)対応
filter/filter-zynq.emax6+dma OK
mm_cnn_lf/mm-zynq.emax6+dma OK
mm_cnn_lf/cnn-zynq.emax6+dma OK
mm_cnn_lf/gdepth-zynq.emax6+dma OK
mm_cnn_lf/inv-zynq.emax6+dma OK
mm_cnn_lf/gather-zynq.emax6+dma OK
stencil/stencil-zynq.emax6+dma OK
stringsearch/search-zynq.emax6+dma OK
test/test021-zynq.emax6+dma OK
test/test022-zynq.emax6+dma OK
test/test024-zynq.emax6+dma OK
crypto/sha256-zynq.emax6+dma OK
fft/fft-zynq.emax6+dma OK
ssim/ssim-zynq.emax6+dma OK
sort/sort-merge-zynq.emax6+dma OK
★ssim-20220720 … FTパッチ削除(dmrp_statをLMRING_BUSYに追加)emax6lib.c変更
★ssim-20220620 … cnn層パラメタ変更
./ssim-cent -r -i -I0 -C1 -F1 err=0.0130○
./ssim-cent -r -i -I0 -C1 -F2 err=0.0362
./ssim-cent -r -i -I0 -C1 -F3 err=0.0394
./ssim-cent -r -i -I0 -C2 -F1 err=0.0099○
./ssim-cent -r -i -I0 -C3 -F1 err=0.0078○
./ssim-cent -r -i -I0 -V3 -C1 -F1 err=0.0365, -S err=0.0629
./ssim-cent -r -i -I0 -V3 -C1 -F2 err=0.0616, -S err=0.2218
./ssim-cent -r -i -I0 -V3 -C1 -F3 err=0.0651, -S err=0.8592
./ssim-cent -r -i -I0 -V3 -C2 -F1 err=0.0147○
./ssim-cent -r -i -I0 -V3 -C3 -F1 err=0.0104○
./ssim-cent -r -i -I1 -C1 -F2 err=0.2989
./ssim-cent -r -i -I1 -C1 -F3 err=0.2628
./ssim-cent -r -i -I1 -C4 -F1 err=0.2160◎
./ssim-cent -r -i -I1 -C6 -F2 err=0.2023◎
./ssim-cent -r -i -I1 -V2 -C1 -F1 err=0.4543, -S err=0.7337
./ssim-cent -r -i -I1 -V2 -C1 -F2 err=0.4296, -S err=0.8323
./ssim-cent -r -i -I1 -V2 -C1 -F3 err=0.3967, -S err=0.8591
★ssim-20220610 … WEIGHTLIMITにより-1.0～1.0に制限
./ssim-cent -r -i -I0 -C1 -F1 err=0.0130○
./ssim-cent -r -i -I0 -C1 -F2 err=0.0362
./ssim-cent -r -i -I0 -C1 -F3 err=0.0759
./ssim-cent -r -i -I0 -C2 -F1 err=0.0091○
./ssim-cent -r -i -I0 -C3 -F1 err=0.0083○
./ssim-cent -r -i -I0 -V3 -C1 -F1 err=0.0365, -S err=0.0629
./ssim-cent -r -i -I0 -V3 -C1 -F2 err=0.0616, -S err=0.2218★改善
./ssim-cent -r -i -I0 -V3 -C1 -F3 err=0.0653, -S err=0.8972
./ssim-cent -r -i -I0 -V3 -C2 -F1 err=0.0136○
./ssim-cent -r -i -I0 -V3 -C3 -F1 err=0.0103○
./ssim-cent -r -i -I1 -C1 -F2 err=0.2989
./ssim-cent -r -i -I1 -C1 -F3 err=0.2628
./ssim-cent -r -i -I1 -C4 -F1 err=0.2378
./ssim-cent -r -i -I1 -C6 -F2 err=0.2063◎
./ssim-cent -r -i -I1 -V2 -C1 -F1 err=0.4543, -S err=0.7337
./ssim-cent -r -i -I1 -V2 -C1 -F2 err=0.4296, -S err=0.8323
./ssim-cent -r -i -I1 -V2 -C1 -F3 err=0.3967, -S err=0.8990
★ssim-20220601 … WEIGHTLIMITにより-2.0～2.0に制限
./ssim-cent -r -i -I0 -C1 -F1 err=0.0130○
./ssim-cent -r -i -I0 -C1 -F2 err=0.0216
./ssim-cent -r -i -I0 -C1 -F3 err=0.0405
./ssim-cent -r -i -I0 -C2 -F1 err=0.0091○
./ssim-cent -r -i -I0 -C3 -F1 err=0.0083○
./ssim-cent -r -i -I0 -V3 -C1 -F1 err=0.0365, -S err=0.0629
./ssim-cent -r -i -I0 -V3 -C1 -F2 err=0.0424, -S err=0.3475★改善
./ssim-cent -r -i -I0 -V3 -C1 -F3 err=0.0432, -S err=0.8865
./ssim-cent -r -i -I0 -V3 -C2 -F1 err=0.0136○
./ssim-cent -r -i -I0 -V3 -C3 -F1 err=0.0103○
./ssim-cent -r -i -I1 -C1 -F2 err=0.2946
./ssim-cent -r -i -I1 -C1 -F3 err=0.2624
./ssim-cent -r -i -I1 -C4 -F1 err=0.2395
./ssim-cent -r -i -I1 -C6 -F2 err=0.2056◎
./ssim-cent -r -i -I1 -V2 -C1 -F1 err=0.4543, -S err=0.7337
./ssim-cent -r -i -I1 -V2 -C1 -F2 err=0.4272, -S err=0.8584
./ssim-cent -r -i -I1 -V2 -C1 -F3 err=0.3948, -S err=0.8626
★ssim-20220501 … DROPOUT追加(drop率20%)
./ssim-cent -r -i -I0 -C1 -F1 err=0.0130○
./ssim-cent -r -i -I0 -C1 -F2 err=0.0205
./ssim-cent -r -i -I0 -C1 -F3 err=0.0333
./ssim-cent -r -i -I0 -C2 -F1 err=0.0091○
./ssim-cent -r -i -I0 -C3 -F1 err=0.0083○
./ssim-cent -r -i -I0 -V3 -C1 -F1 err=0.0365, -S err=0.0629
./ssim-cent -r -i -I0 -V3 -C1 -F2 err=0.0410, -S err=0.8854
./ssim-cent -r -i -I0 -V3 -C1 -F3 err=0.0384, -S err=0.8865
./ssim-cent -r -i -I0 -V3 -C2 -F1 err=0.0136○
./ssim-cent -r -i -I0 -V3 -C3 -F1 err=0.0103○
./ssim-cent -r -i -I1 -C1 -F2 err=0.2960
./ssim-cent -r -i -I1 -C1 -F3 err=0.2645
./ssim-cent -r -i -I1 -C4 -F1 err=0.2395
./ssim-cent -r -i -I1 -C6 -F2 err=0.2056◎
./ssim-cent -r -i -I1 -V2 -C1 -F1 err=0.4543, -S err=0.7337
./ssim-cent -r -i -I1 -V2 -C1 -F2 err=0.4220, -S err=0.9006
./ssim-cent -r -i -I1 -V2 -C1 -F3 err=0.3906, -S err=0.9000
※大モデル内でアンサンブル学習するのではなく,80%モデルを多重学習
ssim-cent -t -I0 -C1 -F1 drp20% err=0.0130 25% 0.0131 30% 0.0127
ssim-cent -t -I0 -C3 -F1 drp20% err=0.0083 25% 0.0073 30% 0.0081
drp0% 0.2259 ssim-cent -t -I1 -C4 -F1 drp20% err=0.2395 25% 0.2307 30% 0.2244
drp0% 0.2168 ssim-cent -t -I1 -C6 -F2 drp20% err=0.2056 25% 0.2186 30% 0.2576
★ssim-20220301 … reg_ctrlからEMAX_DEPTHを取得
★ssim-20220220 … extract_1bit_edge:Laplacian 8-filter
ssim/ssim-zynq.emax6+dma -x -t -I1 -V2 -C4 -F1 TH=60 1.err=0.7230 2.err=0.6540 6.err=0.4218
ssim/ssim-cent -x -t -I1 -V2 -C6 -F2 TH=50 0.9000
TH=60 0.2583
TH=70 0.2609
TH=80 0.2657
TH=90 0.2681
TH=100 0.2658
-x -t -I0 -V3 -C1 -F1 TH=60 err=0.0365 96.4%
-x -t -I0 -V3 -C3 -F1 TH=60 err=0.0108 98.9%
★ssim-20220120 … conv-c2c-20220120で再コンパイル
★ssim-20211210 … exp=H3232,H1010追加版conv-c2cで再コンパイル
●ssim-20210920 … 疎行列機能追加版conv-c2cで再コンパイル
●ssim-20210801 … conv-c2c-20210801にてLMX(drain/load)高速化
●ssim-20210701 … emax6lib.cのsoftu64()をcomparator型に変更
ssim/ssim-zynq.emax6+dma
SPU_COUT_BITS 12 r4=3 -x -i -r -I0 -V3 -C1 -F1 -S err=0.0614 (H=50)
ssim/ssim-bsd.emax6nc
SPU_COUT_BITS 12 r4=3 -x -i -r -I0 -V3 -C1 -F1 -S err=0.0625
SPU_COUT_BITS 15 r4=3 -x -i -r -I0 -V3 -C1 -F1 -S err=0.0509
SPU_COUT_BITS 31 r4=3 -x -i -r -I0 -V3 -C1 -F1 -S err=0.0489
SPU_COUT_BITS 12 r4=3 -x -i -r -I1 -V2 -C1 -F1 -S err=0.7432
SPU_COUT_BITS 15 r4=3 -x -i -r -I1 -V2 -C1 -F1 -S err=0.7357
SPU_COUT_BITS 31 r4=3 -x -i -r -I1 -V2 -C1 -F1 -S err=0.6445
●ssim-20210620 … urand()追加
- ssim/ssim-cent.emax6nc -r -i -I0 -V3 -C1 -F1 -S err=0.06(16/32) err=0.04(12/32)
●ssim-20210607 … OP_SFMAをパイプライン化
- ssim/ssim-zynq.emax6+dma -t -I1 -C4 -F1 err=0.7368(01) err=0.2518(126)
●ssim-20210606 … OP_SFMAとOP_SFMAMAGを追加
●ssim-20210604 … spu.cをemax6lib.cに反映.spu.c削除.MNIST異常はRMGRPが大き過ぎた
●ssim-20210603 … LoadParam/StoreParamにhbias/obias追加.spikeでもhbias使用
●ssim-20210602 … UNARY8_FC IMAX２版 32/32に変更
- ssim/ssim-cent -r -i -I0 -V3 -C1 -F1 -S err=0.06(16/32) err=0.04(12/32)
●ssim-20210601 … UNARY8_FC IMAX初版
- ssim/ssim-cent -r -i -I0 -V3 -C1 -F1 -S err=0.50(64/32)
●ssim-20210520 … UNARY8_FC追加
- ssim/ssim-cent -r -i -I0 -V3 -C1 -F1 -S err=0.06(16/32) err=0.04(12/32)
●ssim-20210315 … データ分布も可視化
-t -r -i
0 0 0 CAMERA (random-W)
0 0 1 INFERENCE(random-W) one-shot
0 1 0 CAMERA (reuse-W)
0 1 1 INFERENCE(reuse-W) one-shot
1 0 0 TRAINING
1 0 1 TRAINING one-shot
1 1 0 TRAINING (reuse-W)
1 1 1 TRAINING (reuse-W) one-shot
●ssim-20210314 … MAGNI=[12]. convs16tof32を試す MAGNI=1 MAGNI=2
- ssim/ssim-cent -i -I0 -V3 -C1 -F1 -S: err=0.0337 -S err=0.0349 0.0351
- ssim/ssim-cent -i -I1 -V2 -C1 -F1 -S: err=0.4453 -S err=0.4508 0.4507
- ssim/ssim-cent -i -I1 -V2 -C1 -F2 -S: err=0.4179 -S err=0.5373 0.5291
- ssim/ssim-cent -i -I1 -V2 -C1 -F3 -S: err=0.3789 -S err=0.6314 0.5067
●ssim-20210313 … MAGNI=16.ReuseWeight(-r)追加 -oと-iのerr差はbias=0による
- ssim/ssim-cent -i -I0 -V3 -C1 -F1 -S: err=0.0337 -S err=0.0348
- ssim/ssim-cent -i -I1 -V2 -C1 -F1 -S: err=0.4453 -S err=0.4494
- ssim/ssim-cent -i -I1 -V2 -C1 -F2 -S: err=0.4179 -S err=0.5356
- ssim/ssim-cent -i -I1 -V2 -C1 -F3 -S: err=0.3789 -S err=0.5032
●ssim-20210312 … 旧-iを-Iに変更．-iは*.txtを使うInference_mode
●ssim-20210311 … SPIKING_FC nout振幅調整中
convs16tos8(&D, C, 6); // 6固定
- ssim/ssim-zynq.dma -t -I1 -C4 -F1 : 01 err=0.7368 64 err=0.2652
- ssim/ssim-cent -t -I0 -V3 -C1 -F1 -S: 01 err=0.0726 105 err=0.0338○
- ssim/ssim-cent -t -I1 -V2 -C1 -F1 -S: 01 err=0.6887 112 err=0.4469○
- ssim/ssim-cent -t -I1 -V2 -C1 -F2 -S: 01 err=0.9000 35 err=0.6042×
- ssim/ssim-cent -t -I1 -V2 -C1 -F3 -S: 01 err=0.9000 35 err=0.8305×
●ssim-20210310 … SPIKING_FC nout振幅調整中
wtが意外に小さい 32bit->8bitにオフセット必要か?
D10-40-ssim/ssim-cent -t -I0 -V3 -C1 -F1 -S: 01 err=0.0726 105 err=0.0338○
D10-30-ssim/ssim-cent -t -I1 -V2 -C1 -F1 -S: 01 err=0.6887 112 err=0.4469○
D10-50-ssim/ssim-cent -t -I1 -V2 -C1 -F2 -S: 01 err=0.9000 21 err=0.5579×
D10-70-ssim/ssim-cent -t -I1 -V2 -C1 -F3 -S: 01 err=0.9000 32 err=0.7579×
●ssim-20210309 … SPIKING_FC nout振幅調整中
- ssim/ssim-cent -t -I0 -V3 -C1 -F1 -S: 01 err=0.4616 40 err=0.1146×
- ssim/ssim-cent -t -I1 -V2 -C1 -F1 -S: 01 err=0.8608 119 err=0.4647○
- ssim/ssim-cent -t -I1 -V2 -C1 -F2 -S: 01 err=0.9000 100 err=0.4653○
- ssim/ssim-cent -t -I1 -V2 -C1 -F3 -S: 01 err=0.9000 57 err=0.7328×
●ssim-20210308 … SPIKING_FC準備中 #undef SPIKE8:従来方法(MNIST err=0.04)
#define SPIKE8:SPIKE8 (MNIST err=0.05)
Σ出力レベルを1/4にして err改善
出力レベルが大き過ぎた
- ssim/ssim-cent -t -I0 -V3 -C1 -F1 -S: 01 err=0.0623 94 err=0.0333
- ssim/ssim-cent -t -I1 -V2 -C1 -F1 -S: 01 err=0.6572 119 err=0.4563
- ssim/ssim-cent -t -I1 -V2 -C1 -F2 -S: 01 err=0.9000 35 err=0.5719
- ssim/ssim-cent -t -I1 -V2 -C1 -F3 -S: 01 err=0.9000 03 err=0.9000
●ssim-20210307 … SPIKING_FC準備中 ssim/ssim-bsd -x -t -I0 -V3 -C1 -F1 -S
PBL1-4:NCHIP/IMAP/OMAP=2/2/16 PBL1-5:NCHIP/IMAP/OMAP=2/2/16
- ssim/ssim-zynq.dma -t -I1 -C4 -F1 : 01 err=0.7368
●ssim-20210306 … PBL1-4:IMAP/OMAP=2/16 PBL1-5:IMAP/OMAP=2/16
IMXlen*Kが32K/4以下ならまとめてpload
●ssim-20210305 … SMAX1廃止 -Sオプション追加 (学習時は非spike,識別時はspike)
-oオプションがerr最低時の重みをファイル出力するよう変更
imax.cでfor(ic/oc) IC/OCチェック追加
Uint cc0[][] -> Ull cc0[][]に修正
- ssim/ssim-cent -t -I1 -V2 -C1 -F1 -S: 04 err=0.5219 123 err=0.4453
- ssim/ssim-cent -t -I1 -V2 -C1 -F2 -S: 04 err=0.5081 138 err=0.4179
- ssim/ssim-cent -t -I1 -V2 -C1 -F3 -S: 04 err=0.8685 126 err=0.3789
- ssim/ssim-cent -t -I1 -V2 -C1 -F3 : 04 err=0.8691 126 err=0.3801
- ssim/ssim-zynq.dma -t -I1 -C4 -F1 : 01 err=0.7224 28 err=0.3164
- ssim/ssim-cent -t -I1 -C4 -F1 : 01 err=0.6360 121 err=0.2259
- ssim/ssim-cent -t -I1 -C6 -F2 : 01 err=0.8070 132 err=0.2168
●ssim-20210304 … 旧SMAX1廃止 旧NMAX1を新SMAX1に変更
●ssim-20210302 … conv-c2c-20210302ではPBL1-5:IMAP=4,OMAP=8...OK
PBL1-4:2+8 1-5:2+8(arch28) ssim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.7589
PBL1-4:4+8 1-5:2+8(arch28) ssim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.7224
PBL1-4:2+8 1-5:4+8(arch29) ssim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.7271
PBL1-4:4+8 1-5:4+8(arch28) ssim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.7224
●ssim-20210301 … AXI<->LMM単位を64bitから32bitに変更 mop(len=4Bの倍数)
●ssim-20210224 … i,o->o,i
●ssim-20210223 … ic0[ic][oc],kp[ic][oc]->ic0[oc][ic],kp[oc][ic]
●ssim-20210222 … test020がPBL1-5:IMAP=4,OMAP=8で動作.反映.ただssimは収束せず
140MHz->100MHzに落しても同じ
●ssim-20210208 … ○nmax.c.SPIKING_FC整形のみ.簡略化できたので一旦凍結
●ssim-20210207 … ○nmax.c.NMORPHIC_FC作業中
*A -= fc_eta * ( wd * *A + *B);
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F3: 36/150 err=0.0400
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F2: 7/150 err=0.4841
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 5/150 err=0.8170
●ssim-20210206 … ○nmax.c.NMORPHIC_FC作業中
外に戻して *A -= fc_eta * ( wd * *A + *B);
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F3: 7/150 err=0.7477
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F2: 7/150 err=0.4841
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 5/150 err=0.8170
*A -= fc_eta * *B;では，
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F3: 37/150 err=0.0400
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F2: 85/150 err=0.4499
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 11/150 err=0.9000×
●ssim-20210205 … ○nmax.c.NMORPHIC_FC作業中
中に入れて *A -= (fc_eta * *B)/(batch_size/5);
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F3: 7/150 err=0.7478
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F2: 19/150 err=0.0409
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F2: 43/150 err=0.4994
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 7/150 err=0.9000
●ssim-20210204 … ○nmax.c.batch_sizeを最外に置くDIGITAL_FC完成
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F3: 7/150 err=0.7477
- ssim/ssim-cent.nmax1 -t -I0 -V3 -C1 -F2: 7/150 err=0.0590
- ssim/ssim-cent.nmax1 -t -I0 -V3 -C1 -F3: 7/150 err=0.7550
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 40/150 err=0.4347
- ssim/ssim-cent -t -I1 -V2 -C1 -F3: 126/150 err=0.3801
●ssim-20210203 … ○nmax.c作業中.nmac.cにRefとして従来コード取り込み,obias削除
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F2: 10/150 err=0.0507
- ssim/ssim-bsd.nmax1 -t -I0 -V3 -C1 -F3: 11/150 err=0.5328
- ssim/ssim-cent -t -I0 -V3 -C1 -F3: 109/150 err=0.0390
- ssim/ssim-cent -t -I0 -V3 -C1 -F4: 63/150 err=0.9972
●ssim-20210202 … ○nmax.c作業中.Spike可視化
- ssim-zynq.emax6+dma -t -I1 -C4 -F1: 1/150 err=0.7233
●ssim-20210201 … ○スパイク観測用に,Vectorwin追加
●ssim-20210112 … ○NMAX:作成途中
●ssim-20210111 … ○SMAX:学術変革,スパイクベース汎用計算(for張先生) Backprop有り予定
○NMAX:BLT,RNN構造のSpike-Stochastic(for木村先生) Backprop無し予定
●ssim-20210110 … V1:slit(8ch)+corner(8ch)
- ssim/ssim-cent.nmax1 -t -I0 -C1 -F1: 82/150 err=0.0117
- ssim/ssim-cent.nmax1 -t -I0 -V3 -C1 -F1: 77/150 err=0.0347
- ssim/ssim-cent.nmax1 -t -I1 -C4 -F1: 121/150 err=0.2281
- ssim/ssim-cent.nmax1 -t -I1 -C6 -F2: 150/150 err=0.2138
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F1: 124/150 err=0.4502
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F2: 95/150 err=0.4246
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 121/150 err=0.3779
- ssim/ssim-cent.nmax1 -t -I1 -V3 -C1 -F3: 82/150 err=0.3779
●ssim-20210101 … CIFAR10/BLTフィラメントspike simlモデル作成開始(-DNMAX1)
Makefile-cent.nmax1 … CNN無しスパイン版
bsd版はssimではメモリ不足,しかしssimベースとする
tensor.c:multiply_float2Dのみnmax.cに接続(NMAX1)
CNN不使用前提.なお-C(>1)指定はmultiply_float2Dに接続するので
結果的に全てnmax.cのsgemmにて実行
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F1: 121/150 err=0.4738
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F2: 121/150 err=0.4410
- ssim/ssim-cent.nmax1 -t -I1 -V2 -C1 -F3: 126/150 err=0.3907
●ssim-20201223 … epoch=150,ETA1=1.375/16,WD1=1.375/1024,40epoch毎/8
- ssim/ssim-cent -t -I1 -C6 -F2 (左右shiftのみ): iter=126 err=0.2244
- ssim/ssim-cent -t -I1 -C4 -F1 (左右shiftのみ): iter=122 err=0.2418
- ssim/ssim-cent.emax6nc V2 -C4 -F1 (左右shiftのみ): iter= 4 err=0.5758
- ssim/ssim-cent.emax6nc V3 -C4 -F1 (左右shiftのみ): iter= 5 err=0.5585
●ssim-20201222 … epoch=150,ETA初期値1.25/16に変更,WD=0.00001f固定
- ssim/ssim-cent -t -I1 -C6 -F2 (左右shiftのみ): iter=149 err=0.2584
- ssim/ssim-cent -t -I1 -C4 -F1 (左右shiftのみ): iter=109 err=0.2604
●ssim-20201221 … epoch=200,flip+左右shift.softf8()でもV3なら学習可能
- ssim/ssim-cent -t -I1 -C6 -F2 (左右shiftのみ): iter=157 err=0.2252
- ssim/ssim-cent -t -I1 -C4 -F1 (左右shiftのみ): iter=194 err=0.2418
- ssim/ssim-cent.emax6nc -C4 -F1 (左右shiftのみ): iter= 1 err=0.8996
- ssim/ssim-cent.emax6nc V2 -C4 -F1 (左右shiftのみ): iter= 4 err=0.5755
- ssim/ssim-cent.emax6nc V3 -C4 -F1 (左右shiftのみ): iter= 5 err=0.5401
/* MNIST-V3 epc1 epc2 epc7 C10-V3 epc1 epc2 epc7 exp */
//out_f32.exp = (out_f32.exp< 0)?0:(out_f32.exp<255)?out_f32.exp:255; out_f32.frac &= 0x7f0000; /* 16bit e=8 f=7 .0486 .0420 .0367 OK * .7886 .7180 .5349 OK 130-71 */
//out_f32.exp = (out_f32.exp< 0)?0:(out_f32.exp<255)?out_f32.exp:255; out_f32.frac &= 0x7e0000; /* 15bit e=8 f=6 * .7689 .7413 .5847 OK 130-71 */
//out_f32.exp = (out_f32.exp< 0)?0:(out_f32.exp<255)?out_f32.exp:255; out_f32.frac &= 0x7c0000; /* 14bit e=8 f=5 .8191 .7660 .6286 131-73 */
//out_f32.exp = (out_f32.exp< 0)?0:(out_f32.exp<255)?out_f32.exp:255; out_f32.frac &= 0x780000; /* 13bit e=8 f=4 .0534 .0462 .0390 OK .8208 .8358 .7129 131-70 */
//out_f32.exp = (out_f32.exp< 5)?0:(out_f32.exp<132)?out_f32.exp:132; out_f32.frac &= 0x780000; /* 12bit e=7 f=4 .0534 .0462 .0390 OK .8208 .8358 .7129 131-70 */
//out_f32.exp = (out_f32.exp< 69)?0:(out_f32.exp<132)?out_f32.exp:132; out_f32.frac &= 0x7c0000; /* 12bit e=6 f=5 .8191 .7660 .6286 131-69 */
out_f32.exp = (out_f32.exp<101)?0:(out_f32.exp<132)?out_f32.exp:132; out_f32.frac &= 0x7e0000; /* 12bit e=5 f=6 ** .7671 .7409 .5891 OK 130-72 */
//out_f32.exp = (out_f32.exp<117)?0:(out_f32.exp<132)?out_f32.exp:132; out_f32.frac &= 0x7f0000; /* 12bit e=4 f=7 .0487 .0422 .0366 OK .8257 .8223 .8952 NG 128-76 */
*o = (out_f32.exp==0)?0.0:*(float*)&out_f32;
●ssim-20201220 … 演算のみspu.cに入れ換え
emax6lib.c:OP_FMA/FMS/FML/FAD
softf8(f1.f, f2.f, f3.f, &f0.f); /* f1 + f2 * f3 -> f0 */
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.901300 *
*oをスケーリング
*o = *o * 1.18 ... 1/99途中で赤基調の怪しいパターンになった
*o = *o * 1.15 ... 1/99途中で赤基調の怪しいパターンになった
*o = *o * 1.10 ... 特徴パターンは出る err=0.98
*o = *o * 1.00 ... 特徴パターンが真っ黒 err=0.98
----
【rsim … brainシミュレータ】 2019/11/01
★rsim-20220720 … FTパッチ削除(dmrp_statをLMRING_BUSYに追加)emax6lib.c変更
★rsim-20220301 … reg_ctrlからEMAX_DEPTHを取得
★rsim-20220220 … follow ssim
★rsim-20220120 … follow ssim
★rsim-20211210 … follow ssim
●rsim-20210920 … follow ssim
●rsim-20210801 … follow ssim
●rsim-20210701 … follow ssim
●rsim-20210620 … follow ssim
●rsim-20210607 … follow ssim
●rsim-20210606 … follow ssim
●rsim-20210604 … follow ssim
●rsim-20210315 … follow ssim
●rsim-20210314 … follow ssim
●rsim-20210312 … follow ssim
●rsim-20210307 … PBL1-4:NCHIP/IMAP/OMAP=2/2/16 PBL1-5:NCHIP/IMAP/OMAP=2/2/16は×
PBL1-4:NCHIP/IMAP/OMAP=2/4/8 PBL1-5:NCHIP/IMAP/OMAP=2/4/8
- rsim/rsim-zynq.dma -t -I1 -C4 -F1 : 01 err=0.7570
●rsim-20210306 … PBL1-4:IMAP/OMAP=2/16 PBL1-5:IMAP/OMAP=2/16
IMXlen*Kが32K/4以下ならまとめてpload
●rsim-20210305 … -oオプションがerr最低時の重みをファイル出力するよう変更
imax.cでfor(ic/oc) IC/OCチェック追加
Uint cc0[][] -> Ull cc0[][]に修正.IMAP=4,OMAP=8も正常
●rsim-20210302 … conv-c2c-20210302でもPBL1-5:IMAP=4,OMAP=8は無理
PBL1-4:2+8 1-5:2+8(arch29) rsim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.7589
PBL1-4:4+8 1-5:2+8(arch28) rsim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.9000
PBL1-4:2+8 1-5:4+8(arch28) rsim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.9000
PBL1-4:4+8 1-5:4+8(arch28) rsim-zynq.emax6+dma -I1 -C4 -F1:iter=01 err=0.9000
●rsim-20210301 … AXI<->LMM単位を64bitから32bitに変更 mop(len=4Bの倍数)
●rsim-20210224 … i,o->o,i
●rsim-20210223 … ic0[ic][oc],kp[ic][oc]->ic0[oc][ic],kp[oc][ic]
●rsim-20210222 … test020がPBL1-5:IMAP=4,OMAP=8で動いたので反映.ただしrsimは収束しない
140MHz->100MHzに落しても同じ
●rsim-20201207 … PBL1-5も,IMAP=2,OMAP=8で動いた.
- rsim/rsim-cent -t -I1 -C4 -F1: miniter=95 minerr=0.2772
- rsim/rsim-cent -t -I1 -V2 -C6 -F2: miniter=85 minerr=0.2990
- rsim/rsim-cent.emax6nc -C4 -F1: miniter=73 minerr=0.2595
- rsim-zynq.emax6+dma -I1 -C4 -F1: miniter=99 minerr=0.2791
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.753500 *
CONV_BACKWARD_CNMUL1 : 1562.080sec(68.27%)
epoch 2/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.708300 *
epoch 3/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.630800 *
epoch 4/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.592000 *
epoch 98/99: cnn_eta=0.005120 fc_eta=0.010240 err=0.279200 *
epoch 99/99: cnn_eta=0.005120 fc_eta=0.010240 err=0.279100 *
●rsim-20201206 … PBL1-4は,core1()を入れ換えると,IMAX=2,OMAP=8で動いた.
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.753500 *
CONV_BACKWARD_CNMUL1 : 1724.940sec(70.41%)
●rsim-20201205 … ichの多段化途中(まだIMAP=1でしか動かない)
●rsim-20201204 … PBL1-4OMAP=16 PBL1-5OMAP=16 rsim.emax6+dma -t -I0 -C1 -F1 (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.076600 *
CONV_BACKWARD_CNMUL1: 94.900sec(40.47%)
- PBL1-4OMAP=8 PBL1-5OMAP=16 rsim.emax6+dma -t -I0 -C1 -F1 (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.070400 *
CONV_BACKWARD_CNMUL1: 122.000sec(47.07%)
★PBL1-4OMAP=8 PBL1-5OMAP= 8 rsim.emax6+dma -t -I0 -C1 -F1 (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.069900 *
CONV_BACKWARD_CNMUL1: 159.160sec(53.70.07%)
★PBL1-4OMAP=8 PBL1-5OMAP= 8 rsim.emax6+dma -t -I1 -C4 -F1 (arch29)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.752300 *
CONV_BACKWARD_CNMUL1: 1980.240sec(72.75%)
●rsim-20201203 … PBL1-4はOMAP=8,1-5はOMAP=1で実装(MNISTのOC=6が黒になるが学習は正常)
mop(top=0)の場合にDMAを抑止.emax6lib.cも変更
- rsim-cent はerr=0.7558
- rsim-cent.emax6ncはerr=0.8995
- rsim-bsd.emax6nc はerr=0.7551
●rsim-20201202 … PBL1-4をOMAP=4で実装(OMAP=8では異常がみられる)
rsim.emax6+dma -t -I1 -C4 -F1 (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.755900 *
CONV_BACKWARD_CNMUL1 : 7181.230sec(90.72%)
●rsim-20201201 … PBL1-4と1-5の高速化完了.PBL1_4_VERSION1,PBL1_5_VERSION1
MNIST+CIFAR10(arch28)epoch 1/99まで確認
MNIST epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.0698 *
CIFAR10 epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.7635 *
●rsim-20201120 … DPを利用したunaligned-load初版emax6libで再コンパイル
conv-c2c-20201120, step4000-ZCU102-20201120 WNS=-2.2 (130MHz) (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.753400 *
●rsim-20201103 … WSWAP削除版 rsim.emax6+dma -t -I1 -C4 -F1
conv-c2c-20201102, step4000-ZCU102-20201103 WNS=-1.9 (140MHz) (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.759000 *
conv-c2c-20201102, step4000-ZCU102-20201103 WNS=-2.2 (130MHz) (arch28)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.753400 *
epoch 2/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.719100 *
epoch 3/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.628100 *
epoch 4/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.561600 *
epoch 5/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.541900 *
epoch 6/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.526000 *
conv-c2c-20201102, step4000-ZCU102-20201103 WNS=-2.2 (140MHz) (arch29)
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.759100 *
epoch 2/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.721700 *
epoch 3/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.635400 *
epoch 4/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.576900 *
epoch 5/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.543200 *
●rsim-20201102 … conv-c2c-20201102/emax6.h,emax6lib.cを反映
●rsim-20201101 … spu.cをproj-arm64/fpga/step4000-ZCU102/に移動.smax,nmax削除
●rsim-20201020 … step4000-ZCU102-20201020 LMM_SIZE_IS_64K用
sgemm00(): ka=1296,1296*RMGRP*4=26KB(<32KB)なのでRMGRP=5で統一OK
●rsim-20201001 … emax6lib.c修正. emax6_kick_dma()先頭奇数/長さ2の場合seg-fault
★step4000-ZCU102-20201010 … 三精システム8lane高速版使用
rsim/rsim-zynq.emax6+dma -x -t -I1 -C4 -F1
params: WD/HT=320/320 TRAINING_MODE CIFAR10 CNN(original)MODE CNN_DEPTH=4 FC_DEPTH=1
model: conv{32 3 5 28 11 2} conv{14 11 3 14 16 2} conv{7 16 2 7 32 1} conv{7 32 2 6 32 2} fc{10}
membase: 14a79000
i_inp : 14a79000-14bf4aff
i_ker : 14bf4b00-14bf8aff
i_out : 14bf8b00-14f8f6ff
i_m0A : 14a79000-14ae97ff
i_m0B : 14ae9800-14af4bff
i_m0C : 14af4c00-14af604f
num_image=50000 width=32 height=32 nlabel=50000
finish loading 50000x3072 matrix from ../image-data/cifar-train-image, shuffle=1
num_image=10000 width=32 height=32 nlabel=10000
finish loading 10000x3072 matrix from ../image-data/cifar-test-image, shuffle=0
epoch 1/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.753900 *
TRAINING : 23657.840sec(99.73%)
TESTING : 56.430sec(0.24%)
NN_FORWARD : 614.060sec(2.59%)
CONV_FORWARD : 522.520sec(2.20%)
CONV_FORWARD_UNPACK : 0.000sec(0.00%)
CONV_FORWARD_CNMUL : 522.480sec(2.20%)
CONV_FORWARD_RESHAPE : 0.000sec(0.00%)
NN_FORWARD_RELU : 25.460sec(0.11%)
NN_FORWARD_POOLING : 23.380sec(0.10%)
NN_FORWARD_FCMUL : 15.550sec(0.07%)
NN_FORWARD_SOFTMAX : 0.120sec(0.00%)
NN_BACKWARD : 23086.710sec(97.32%)
NN_BACKWARD_FCMUL1 : 4.110sec(0.02%)
NN_BACKWARD_FCMUL2 : 3.660sec(0.02%)
NN_BACKWARD_UNPOOLING : 51.660sec(0.22%)
NN_BACKWARD_RELU : 27.820sec(0.12%)
CONV_BACKWARD : 22992.160sec(96.92%)
CONV_BACKWARD_UNPACK : 0.000sec(0.00%)
CONV_BACKWARD_RESHAPE: 0.000sec(0.00%)
CONV_BACKWARD_CNMUL1 : 22992.150sec(96.92%)
CONV_BACKWARD_CNMUL2 : 0.000sec(0.00%)
CONV_BACKWARD_PACK : 0.000sec(0.00%)
epoch 2/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.711800 *
epoch 3/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.622600 *
epoch 4/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.576900 *
epoch 5/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.534900 *
epoch 6/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.515000 *
epoch 7/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.494300 *
epoch 8/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.475600 *
epoch 9/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.445800 *
epoch 10/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.433300 *
epoch 11/99: cnn_eta=0.080000 fc_eta=0.160000 err=0.427200 *
●rsim-20200920 … rsim/rsim-zynq.emax6+dma -x -t -I0 -C1 -F1 の場合
sgemm00(): ka=1296,1296*RMGRP*4=26KB(>16KB)となりLMMに入らない
m=100を割り切れる値として,RMGRP=5から2へ変更
●rsim-20200919 … imax.cに合わせてsmax.c,nmax.cを更新.spu.c更新
●rsim-20200901 … PBL1-4,1-5 IMAX簡易版完成.高速化は今後の課題
CNN=0.08 FC=0.16 rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=01 err=0.7539
iter=02 err=0.7118
iter=03 err=0.6226
CNN=0.10 FC=0.24 rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=01 err=0.8999
CNN=0.08 FC=0.16 rsim-cent.emax6nc -t -I1 -C4 -F1 (cad110) iter=93 err=0.2731
CNN=0.08 FC=0.16 rsim-cent -t -I1 -C4 -F1 (cad110) iter=95 err=0.2772
CNN=0.08 FC=0.16 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arfs00) iter=64 err=0.2671
CNN=0.08 FC=0.16 rsim-bsd -t -I1 -C4 -F1 (arfs00) iter=78 err=0.2703
CNN=0.08 FC=0.16 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arch00) iter=04 err=0.5610
CNN=0.08 FC=0.16 rsim-bsd -t -I1 -C4 -F1 (arch00) iter=04 err=0.5484
TRAINING : 5924.094sec(99.02%)
TESTING : 32.711sec(0.55%)
NN_FORWARD : 367.852sec(6.15%)
CONV_FORWARD : 360.609sec(6.03%)
CONV_FORWARD_UNPACK : 0.000sec(0.00%)
CONV_FORWARD_CNMUL : 360.594sec(6.03%)
CONV_FORWARD_RESHAPE : 0.000sec(0.00%)
NN_FORWARD_RELU : 1.344sec(0.02%)
NN_FORWARD_POOLING : 3.180sec(0.05%)
NN_FORWARD_FCMUL : 0.820sec(0.01%)
NN_FORWARD_SOFTMAX : 0.016sec(0.00%)
NN_BACKWARD : 5587.531sec(93.39%)
NN_BACKWARD_FCMUL1 : 0.000sec(0.00%)
NN_BACKWARD_FCMUL2 : 0.008sec(0.00%)
NN_BACKWARD_UNPOOLING : 6.180sec(0.10%)
NN_BACKWARD_RELU : 1.719sec(0.03%)
CONV_BACKWARD : 5578.664sec(93.24%)
CONV_BACKWARD_UNPACK : 0.000sec(0.00%)
CONV_BACKWARD_RESHAPE: 0.000sec(0.00%)
CONV_BACKWARD_CNMUL1 : 5578.648sec(93.24%)
CONV_BACKWARD_CNMUL2 : 0.000sec(0.00%)
CONV_BACKWARD_PACK : 0.000sec(0.00%)
●rsim-20200830 … imax_conv_backwardのPAD修正,PBL1-4,1-5プロトタイピング
●rsim-20200803 … PBL1-5 oc-loopを外へ.OS毎にETAを微調整.
epoch 1/99: cnn_eta=0.100000 fc_eta=0.160000 err=0.7523
epoch 2/99: cnn_eta=0.100000 fc_eta=0.160000 err=0.7080
epoch 23/99: cnn_eta=0.032768 fc_eta=0.052429 err=0.3908
epoch 25/99: cnn_eta=0.026214 fc_eta=0.041943 err=0.3829
FC_ETA_INI=0.160 rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=59 err=0.3481
FC_ETA_INI=0.240 rsim-cent.emax6nc -t -I1 -C4 -F1 -V2 iter=52 err=0.4205
FC_ETA_INI=0.240 rsim-cent.emax6nc -t -I1 -C4 -F1 (cad112) iter=50 err=0.3338
FC_ETA_INI=0.240 rsim-cent -t -I1 -C4 -F1 (cad111) 非収束 ETA=0.08:OK
FC_ETA_INI=0.160 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arfs00) iter=91 err=0.3143
FC_ETA_INI=0.160 rsim-bsd -t -I1 -C4 -F1 (arfs00) iter=78 err=0.2703
FC_ETA_INI=0.160 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arch00) iter=01 err=0.7532
FC_ETA_INI=0.160 rsim-bsd -t -I1 -C4 -F1 (arch00) iter=01 err=0.7556
●rsim-20200802 … CNN_ETA_MAX 0.100f, CNN_ETA_MIN 0.006f
FC_ETA_INI=0.160 rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=13 err=0.4615
FC_ETA_INI=0.240 rsim-cent.emax6nc -t -I1 -C4 -F1 -V2 iter=52 err=0.4205
FC_ETA_INI=0.240 rsim-cent.emax6nc -t -I1 -C4 -F1 (cad111) iter=50 err=0.3338
FC_ETA_INI=0.240 rsim-cent -t -I1 -C4 -F1 (cad111) 非収束 ETA=0.08:OK
FC_ETA_INI=0.160 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arfs00) iter=79 err=0.3055
FC_ETA_INI=0.160 rsim-bsd -t -I1 -C4 -F1 (arfs00) iter=52 err=0.2671
FC_ETA_INI=0.160 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arch00) iter=66 err=0.3207
●rsim-20200801 … PBL-1.4のorig()からtmp_col,tmp_dst削除.
CNN_ETA_MAX 0.080f, CNN_ETA_MIN 0.005f
直接加算 rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=01 err=0.9023
直接加算 rsim-cent.emax6nc -t -I1 -C4 -F1 -V2 (cad111) =02 err=0.6520
rsim-cent.emax6nc -t -I1 -C4 -F1 (cad111) 非収束
rsim-bsd.emax6nc -t -I1 -C4 -F1 (arfs00) iter=95 err=0.3211
直接加算 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arfs00) iter=91 err=0.3143
直接加算 rsim-bsd.emax6nc -t -I1 -C4 -F1 (arch00) iter=01 err=0.7589
●rsim-20200730 … PBL-1.4のorig()OK. ETAの条件変更(CentOSもZYNQと同じ扱い)
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=09 err=0.5526
rsim-cent.emax6nc -t -I1 -C4 -F1 (cad112) iter=95 err=0.3379
rsim-cent -t -I1 -C4 -F1 (cad110) iter=61 err=0.2722
rsim-bsd.emax6nc -t -I1 -C4 -F1 (arfs00) iter=95 err=0.3211
rsim-bsd -t -I1 -C4 -F1 (arfs00) iter=78 err=0.2703
rsim-bsd -t -I1 -C4 -F1 (arch00) iter=78 err=0.2778
●rsim-20200720 … smax1nc nmax1nc 従来計算の整形のみ.正常動作確認.spu.c追加
rsim-cent.emax6nc -t -I1 -C4 -F1 (cad112) iter=96 err=0.2725
●rsim-20200716 … rsim-bsdがNG.#if defined(ARMZYNQ) FC_ETA_MAX 0.320f FC_ETA_MIN 0.020f
#else FC_ETA_MAX 0.160f FC_ETA_MIN 0.010f
●rsim-20200710 … smax.c nmax.c initial templates
●rsim-20200703 … imax_sgemm00()N(12)のn(10)制限完成(i_m0Cの縮小済)
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=23 err=0.3605
rsim-cent.emax6nc -t -I1 -C4 -F1 (cad109) iter=81 err=0.2727
●rsim-20200702 … imax_sgemm00()N(12)のn(10)制限(CEXE+CST)を導入(conv-c2c修正)
i_m0Cの縮小は未対応
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=11 err=0.4475
rsim-cent.emax6nc -t -I1 -C4 -F1 (cad109) iter=81 err=0.2727
●rsim-20200701 … imax_sgemm00()暫定
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=21 err=0.3713
rsim-cent.emax6nc -t -I1 -C4 -F1 (cad110) iter=81 err=0.2727
rsim/rsim -t -I1 -V3 -C3 -F1 (cad111) iter=44 err=0.3119
rsim/rsim -t -I1 -V3 -C4 -F1 (cad109) iter=57 err=0.3101
rsim/rsim -t -I1 -V3 -C5 -F1 (cad112) iter=63 err=0.2962
rsim/rsim -t -I1 -V3 -C6 -F1 (cad112) iter=56 err=0.3147
rsim/rsim -t -I1 -V2 -C3 -F1 (cad111) NG
rsim/rsim -t -I1 -V2 -C4 -F1 (cad109) iter=66 err=0.3078
rsim/rsim -t -I1 -V2 -C5 -F1 (cad112) iter=58 err=0.2920
rsim/rsim -t -I1 -V2 -C6 -F1 (cad112) NG
rsim/rsim -t -I1 -V2 -C6 -F2 (cad112) iter=65 err=0.2991
乗算誤差？fc_etaをcnn_etaの４倍に増加 OK
乗算誤差？fc_etaをcnn_etaと同じに削減 NG
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) NG 0.90
rsim.emax6+dma IMAX+i_m0C書戻し無 OK
●rsim-20200630 … imax.cに,imax_conv_bbackward(),imax_sgemm()を集約
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) OK
●rsim-20200625 … eta/wd見直し
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=66 err=0.2772
rsim/rsim.emax6nc -t -I1 -C4 -F1 (cad111) iter=91 err=0.2729
rsim/rsim -t -I1 -C4 -F1 (cad111) iter=95 err=0.2772
●rsim-20200613 … 2x2のIMAX2重ループにimgを編入.in/out連続アドレス化
rsim.emax6+dma -t -I0 -C1 -F1 (arch29) iter=98 err=0.0127
rsim.emax6+dma -t -I1 -C4 -F1 (arch28) iter=79 err=0.2741
rsim/rsim.emax6nc -t -I1 -C4 -F1 (cad110) iter=99 err=0.2767
●rsim-20200611 … 2x2のIMAX2重ループにimg編入.emax6nc正常.ただしoutの連続化要
●rsim-20200610 … imax_cpyin()にorder追加(batch,oc / oc,batch切替え)
rsim/rsim.emax6nc -t -I1 -C4 -F1 (centos) iter=80 err=0.2724
●rsim-20200608 … 2x2のループ交換(burst_exec長確保のため,rofsを外に,imgを中に
rsim/rsim.emax6nc -t -I1 -C4 -F1 (centos) iter=80 err=0.2724
●rsim-20200601 … mop(force)に変数を指定(conv-c2c-20200601から可能)
rsim.emax6+dma -t -I1 -C4 -F1 (zcu102) iter=94 err=0.2842
●rsim-20200531 … IMAXで正常(force=1固定の暫定版)
rsim.emax6+dma -t -I0 -C1 -F1 (zcu102) iter=98 err=0.0127
●rsim-20200525 … IMAXと接続準備中(OCが4の倍数でない場合に対応)
●rsim-20200516 … IMAXと接続準備中(imax_conv_forward完成)
rsim/rsim.emax6nc -t -Ii -C4 -F1 (centos) iter=98 err=0.2720
rsim/rsim -t -Ii -C4 -F1 (centos) iter=93 err=0.2737
●rsim-20200420 … IMAXと接続準備中
rsim/rsim.emax6nc -t -Ii -C4 -F1 (centos) iter=67 err=0.2661
rsim/rsim -t -Ii -C4 -F1 (centos) iter=82 err=0.2680
rsim/rsim.emax6nc -t -Ii -C4 -F1 (zcu102) iter=42 err=0.2725
rsim/rsim -t -Ii -C4 -F1 (zcu102) iter=52 err=0.2675
●rsim-20200418 … IMAXと接続準備中
rsim/rsim.emax6nc -t -Ii -C4 -F1 (centos) iter=95 err=0.2767
●rsim-20200414 … IMAXと接続準備中 Dllをlong doubleからUll[2]に変更
●rsim-20200409 … IMAXと接続準備中 imax_conv_forward()のreferenceをIMAX向け改良
●rsim-20200408 … IMAXと接続準備中 imax_conv_forward()が疑似コードで動作
rsim/rsim -t -Ii -C4 -F1 (centos) iter=93 err=0.2737
zcu102の場合，gcc -O2がfmaddを生成し収束しない. gcc -O1は収束
●rsim-20200407 … IMAXと接続準備中 imax_conv_forward()が疑似コードで動作
rsim/rsim -t -I0 -x 正常に学習/認識
●rsim-20200211 … UPDATE_WD1/2/3にて徐々に微調整
rsim/rsim -t -I1 -C4 -F1 (centos) iter=82 err=0.2680
rsim/rsim -t -I1 -V2 -C4 -F1 (centos) iter=81 err=0.3047
●rsim-20200210 … CIFARでは,入力画像をflipしたものも学習に使用
rsim/rsim -t -I1 -C4 -F1 (centos) iter=85 err=0.2880
rsim/rsim -t -I1 -V2 -C4 -F1 (centos) iter=95 err=0.3160
●rsim-20200118 … etaを動的調整(errが増加した場合に0.8を乗じる.eta<0.01で元に戻す)
●rsim-20200117 … FC層をマルチ化完了 rsim/rsim -x -t -I0 -V3 -C1 -F2 (round 20/80: test-err=0.040400)
rsim/rsim -x -t -I0 -V3 -C1 -F2 は精度が悪い
●rsim-20200116 … FC層をマルチ化途中
●rsim-20200115 … CIFAR10を"32x32&color"のまま入力可能,MNISTとCIFAR10のモデルを分離
●rsim-20200114 … extract_slit()に加え，Ipl2F4h()においてchannel[8]に元画像を追加して精度向上
●rsim-20200113 … -S<num> SLIT_TYPE指定機能追加 (MNISTは-S3 CIFARは-S2が高認識率)
●rsim-20200112 … copy_H_to_RGB()追加.最終隠れ層も表示
●rsim-20200111 … enable_pad追加 printf("(height - psize)/pstride + 1 == oheight || height == oheight\n");
●rsim-20200110 … iter=100に増加
【有望な組み合わせに絞った探索】 CIFAR10 cnn eye iter=40の値
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,32,1} *0.4351 *0.4905 ★★32-2-32-1
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,32,2} *0.4321 *0.5005 ★★32-2-32-2
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,32,2},{ 2,32,2, 1, 64,1} *0.4383 *0.5095 ★★32-2-32-2-64-1
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,1} *0.4590 *0.5120 ★★32-2-64-1
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,2} *0.4088 *0.5009 ★★32-2-64-2
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,2},{ 2,64,2, 1,128,1} 0.8999 *0.5357 ★ 32-2-64-2-128
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,64,1} 0.8999 *0.5096 ★ 64-2-64-1
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,64,2} *0.4148 *0.5099 ★★64-2-64-2
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,64,2},{ 2,64,2, 1,128,1} *0.8999 *0.8999
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,128,1} 0.9003 0.9003
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,128,2} 0.9003 0.5120 ★ 64-2-128-2
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,256,1} 0.9003 0.9003
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,256,2} 0.9003 0.9003
●rsim-20200102 … -D CNN_DEPTH を追加
【以下はtrain=50000を使用したtrainingの場合】 CIFAR10 cnn eye iter=40の値
{28,1,5,24,8,1},{24,8,3,22,24,1} 0.9001 0.6192
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9001 *0.6015
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9001 *0.5803
{28,1,5,24,8,1},{24,8,3,22,32,1},{22,32,3,20,64,1} 0.9001 0.8995
{28,1,5,24,8,1},{24,8,3,22,32,1},{22,32,3,20,64,1},{20,64,3,18,128,1} 0.9001 0.9001
{28,1,5,24,8,1},{24,8,3,22,32,1},{22,32,3,20,64,2} 0.8996 0.8996
{28,1,5,24,8,1},{24,8,3,22,32,1},{22,32,3,20,64,2} 0.8996 0.8996
{28,1,5,24,8,1},{24,8,3,22,16,1},{22,16,3,20,32,2},{10,32,3, 8, 64,1},{8,64,3,6,128,1},{6,128,3,4,128,2},{2,128,1,2,128,1},{2,128,1,2,128,1},{2,128,1,2,128,2}
0 9000 0 9000
{28,1,5,24,8,1},{24,8,3,22,64,1},{22,64,3,20,64,2},{10,64,3, 8,256,1},{8,256,3,6,256,2}
0 8999 0 8999
{28,1,5,24,8,1},{24,8,3,22,32,2} *0.4745 *0.5576 ★32
{28,1,5,24,8,1},{24,8,3,22,64,2} *0.4578 *0.5820 ★64
{28,1,5,24,8,1},{24,8,3,22,32,2},{11,32,3, 9,64,1},{ 9,64,3, 7,128,2} 0.9000 0.9000
{28,1,5,24,8,2},{12,8,3,10,32,1} *0.4713 *0.5437 ★32
{28,1,5,24,8,2},{12,8,3,10,64,1} *0.5307 *0.5686 ★64
{28,1,5,24,8,2},{12,8,3,10,32,1},{10,32,2, 9,64,1},{ 9,64,2, 8,128,2} 0.8991 0.9002
{28,1,5,24,8,2},{12,8,3,10,32,1},{10,32,3, 8,64,2},{ 4,64,3, 2,128,1} 0.8991 0.8991
{28,1,5,24,8,2},{12,8,3,10,64,1},{10,32,2, 9,64,1},{ 9,64,2, 8,128,2} 0.8999 0.8999
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,1} *0.4590 *0.5120 ★★32-2-64-1
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,64,1} 0.8998 *0.5096 ★ 64-2-64-1
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,128,1} 0.8999 0.8999
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,3, 3,64,1} *0.4703 0.9000
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,3, 3,64,1},{ 3,64,3, 1,128,1} 0.9000 0.9000
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,2} *0.4088 *0.5009 ★★32-2-64-2
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,3, 3,64,2} 0.9002 *0.5869 32-3-64-2
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,64,2} *0.4148 *0.5099 ★★64-2-64-2
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,64,2},{ 2,64,2, 1,256,1} 0.9000 0.9000
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,2},{ 2,64,2, 1,128,1} 0.8999 *0.5357 32-2-64-2-128
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,128,2} 0.9002 *0.5120 ★ 64-2-128-2
{28,1,5,24,8,2},{12,8,3,10,64,2},{ 5,64,2, 4,256,2} 0.8999 0.8999
{28,1,5,24,8,2},{12,8,3,10,128,2},{5,128,2,4,128,2} 0.8999 0.8999
{28,1,5,24,8,2},{12,8,5, 8,64,2},{ 4,64,2, 2,128,2} 0.5407 0.5120 ★★64-2-128-2
【以下はtrain+test=60000を使用したtrainingの場合】 MNIST cnn eye CIFAR10 cnn eye ★★がdefault-model
{28,1,5,24,8,1} *0.0169 0.0357 0.9000 0.5625 1bit-4SAD(TH=3)
{28,1,5,24,8,1} *0.0170 *0.0358 0.9002 *0.4224 laplacian(TH=13)iter20
{28,1,5,24,8,1},{24,8,3,22,16,1} *0.0150 *0.0231 0.8999 *0.2809 laplacian(TH=13)iter20 0.2490(iter30) 0.2346(iter40) 0.2259(iter100)★
{28,1,5,24,8,1},{24,8,3,22,20,1} 0.9013 *0.0231 0.9002 *0.2459 laplacian(TH=13)iter20 0.2079(iter30) 0.1893(iter40) 0.1454(iter100)★
{28,1,5,24,8,1},{24,8,3,22,24,1} 0.9013 *0.0230 0.9001 *0.1945 laplacian(TH=13)iter20 0.1546(iter30) 0.1268(iter40) 0.0012(iter100)★★
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 0.0272 0.9001 0.3170 1bit-4SAD(TH=3)
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 0.0248 0.9001 0.1681 laplacian(TH=10)
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 *0.0246 0.9001 0.1617 laplacian(TH=12)
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 *0.0250 0.9001 *0.1531 laplacian(TH=13)iter20 0.0982(iter30) 0.0269(iter40)★
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 0.0264 0.9001 *0.1456 laplacian(TH=14)
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 0.0251 0.9001 0.1575 laplacian(TH=16)
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 0.0255 0.9001 0.1718 laplacian(TH=20)
{28,1,5,24,8,1},{24,8,3,22,32,1} 0.9013 0.0254 0.9001 0.2289 laplacian(TH=32)
{28,1,5,24,8,1},{24,8,3,22,32,1},{22,32,3,20,32,1} 0.9013 0.9013 0.9003 0.9001 laplacian(TH=13)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0284 0.8999 0.2408 1bit-4SAD(TH=3)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0248 0.8999 0.0843 laplacian(TH=10)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0245 0.8999 0.0837 laplacian(TH=12)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 *0.0243 0.8999 *0.0808 laplacian(TH=13)iter20 0.0110(iter30)★
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0249 0.8999 0.1419 laplacian(TH=14)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0250 0.8999 0.0899 laplacian(TH=16)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0258 0.8999 0.0912 laplacian(TH=20)
{28,1,5,24,8,1},{24,8,3,22,64,1} 0.9013 0.0277 0.8999 0.1321 laplacian(TH=32)
{28,1,5,24,8,1},{24,8,3,22,64,1},{22,64,3,20,64,1} 0.9013 0.9013 0.8995 0.9004 laplacian(TH=13)
{28,1,5,24,8,1},{24,8,3,22,128,1} 0.9013 0.0229 0.9003 0.0702 laplacian(TH=13)iter20 0.0001(iter30)★
{28,1,5,24,8,1},{24,8,3,22,32,2} 0.0152 0.0203 0.3785 0.3644 laplacian(TH=13)iter20 0.3443(iter40)★
{28,1,5,24,8,2} 0.0176 0.0330 0.5010 0.6491 1bit-4SAD(TH=3)
{28,1,5,24,8,2} 0.0176 0.0402 0.4951 0.5295 laplacian(TH=13)
{28,1,5,24,8,2},{12,8,3,10,32,1} 0.0130 0.0181 0.3892 0.3798 laplacian(TH=13)
{28,1,5,24,8,2},{12,8,3,10,64,1} 0.9013 0.0174 0.3695 0.2915 laplacian(TH=13)
{28,1,5,24,8,2},{12,8,3,10,32,2} 0.0128 0.0186 0.3505 0.4247 laplacian(TH=13)iter40
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,2} 0.0092 0.0188 0.3478 0.4083 laplacian(TH=13)iter40
{28,1,5,24,8,2},{12,8,3,10,32,2},{ 5,32,2, 4,64,2},{2,64,2,1,128,1} 0.9000 0.0165 0.9000 0.3246 laplacian(TH=13)iter40
●rsim-20200101 … Option-x, hist_flat() 追加．8b-edge有効はCNN_DEPTH=2まで
●rsim-20191231 … cnnet.c:p[CNN_DEPTH]={{},{}}に統合
●rsim-20191230 … 5x5 - bias - relu - pool - 8x3x3 - bias - relu - pool - fc
●rsim-20191221 … 5x5 - bias - relu - pool - fc (poolingを11x11から12x12に変更)
●rsim-20191220 … nchannel=20;cifar10対応と精度向上方法探索中(nchannel=20)
●rsim-20191219 … mnist最終版
●rsim-20191218 … motion_xy/zの比較をslit完全一致から部分一致に変更
---
【mplayer … movie->RGB24変換】
FreeBSD7.2(32bit) arch00
FreeBSD12.0(32bit) arch09,10,11,12,13,14,15
CentOS7.7(64bit) arch07 cad107 wonder47
----
【capture使い方】
●rsim/mplayerの標準入力向けにmcamera画像を生成する
make -f Makefile-bktr all clean .. capture-bktr: FreeBSD+/dev/bktr01用(arch09)
make -f Makefile-v4l2 all clean .. capture-v4l2: FreeBSD/CentOS+/dev/video0用(arch07/arch09)
----
【コマンド例】
### FreeBSD/CentOS
### arch00,07,09,10-15/cad107,wonder47
mplayer/mplayer image-data/svideo1.mp4 >/dev/null
mplayer/mplayer image-data/svideo2.mp4 >/dev/null
mplayer/mplayer image-data/drive.mp4 >/dev/null
mplayer/mplayer image-data/small.avi >/dev/null
mplayer/mplayer image-data/svideo1.mp4 | rsim/rsim -2 -w640 -h480 -x -r -I0 -V3 -C1 -F1
mplayer/mplayer -<image-data/svideo2.mp4 | rsim/rsim -2 -w640 -h480 -x -r -I0 -V3 -C1 -F1
mplayer/mplayer -<image-data/drive.mp4 | rsim/rsim -2 -w640 -h720 -x -r -I0 -V3 -C1 -F1
### FreeBSD+/dev/bktr01 (stereo camera)
### arch09,12,13
ssh arch09 proj-arm64/sample/capture/capture-bktr | mplayer/mplayer - -demuxer rawvideo -rawvideo w=640:h=240:format=rgb24 | rsim/rsim -2 -w320 -h240 -x -r -I0 -V3 -C1 -F1
### FreeBSD/CentOS+/dev/video0 (single camera)
### arch09,10,11,14,15/cad107,wonder47
ssh arch09 proj-arm64/sample/capture/capture-v4l2 | mplayer/mplayer - -demuxer rawvideo -rawvideo w=320:h=240:format=rgb24 | rsim/rsim -w320 -h240 -x -r -I0 -V3 -C1 -F1
### FreeBSD/CentOS training MNIST
rsim/rsim -t -I0
### FreeBSD/CentOS VBGMM Image segmentation
mplayer/mplayer image-data/small.avi | ImageSegment/IS_VBGMM -w320 -h240 -x -c10
mplayer/mplayer image-data/small.avi | ImageSegment/IS_VBGMM -w320 -h240 -x -c3
mplayer/mplayer image-data/small.avi | ImageSegment/IS_VBGMM -w320 -h240 -x -c16
mplayer/mplayer image-data/svideo1.mp4 | ImageSegment/IS_VBGMM -w1280 -h480 -x -c10 -r
### cad101
mplayer/mplayer image-data/Milan_crosswalk_small.mp4 | ImageSegment_VB_GPU/vbgmm -w640 -h360 -x -c5 -a3 -u -t0.5
mplayer/mplayer image-data/Milan_crosswalk.mp4 | ImageSegment_VB_GPU/vbgmm -w1280 -h720 -x -c5 -a3 -u -t0.5
---
【旧psim … NNシミュレータとASICEDB6】 2019/10/01
●psim.c.20191001 … nsim.c.20150814をASICEDB6用に改造
----
【旧nsim … NNシミュレータとASICEDB4】 2015/7/22
●nsim.c.20150814 … シナプスモデルを木村・亀田版からマージ
●nsim.c.20150811 … FILMインタフェースを160bitに拡張
●nsim.c.20150730 … 入力パターン太字（入力0,1,2,3,4に対し，0,1,4,4,4と認識）
●nsim.c.20150729 … アルゴリズム修正（入力0,1,2,3,4に対し，0,2,3,3,4と認識）
●nsim.c.20150728 … 入力パターンも縮小
●nsim.c.20150727 … 出力位置を2x5に変形
●nsim.c.20150726 … NWIDTHを半分に縮小
●nsim.c.20150725 … 数字を変える度にneuronを初期化
●nsim.c.20150724 … 認識時に常に「３」と認識
----
【MISC】
BayesianGMM_CUDA 西本VBGMM/GPU(修論)
BayesianGMM_HLS 西本VBGMM/CPU(修論)
ImageSegment 西本VBGMM画像セグメンテーション
----
【NCHIP評価対象プログラム】
・filter+rmm.c
・mm_cnn_lf/{mm,cnn,gather,gdepth}+rmm.c
----
【csim対応プログラム一覧】 ○完走，●作業中
┌────┬────┬────┰───┬───┬───────┰───────┬───────┬───────┬───────┬───────┰───┬─┬─┐
-DPTHREAD │ │○ │ ┃ │ │ ┃ │○ │ │ │ ┃ │ │ │
-DARMSIML │ │ │ ┃ │ │ ┃○ │○ │○ │○ │○ ┃ │ │ │※SIML+mmap(emax_start()->svc)
-DARMZYNQ │ │ │ ┃ │ │ ┃ │ │ │ │ ┃○ │○│○│※ZYNQ+mmap
-DEMAX6 │ │ │○ ┃ │ │ ┃ │ │○ │○ │○ ┃○ │○│○│conv://EMAX5A(emax6_start())
└────┴────┴────┸───┴───┴───────┸───────┴───────┴───────┴───────┴───────┸───┴─┴─┘
│Intel │.pth │.emax6nc│GPU │MIC │armv7 │armv8 │.pth(8) │.emax6nc │.emax6 │emax6+dma zynq.emax6nc│zynq.emax6(asic)
┌────┬────┬────┬───┬───┬───────┬───────┬───────┬───────┬───────┬───────┐ zynq.emax6+dma(asic)
stan-Bubble │○ │－ │－ │－ │－ │ d8514(1356be)│1164e2(12093d)│－ │－ │－ │－ │
stan-FFT │○ │－ │－ │－ │－ │ 52a10( 58d99)│ af4e( 17244)│－ │－ │－ │－ │
stan-Intmm │○ │－ │－ │－ │－ │ 6f6fb( 74583)│ 23bde( 3b114)│－ │－ │－ │－ │
stan-Mm │○ │－ │－ │－ │－ │ 922aa( b9964)│ 2884a( 426bb)│－ │－ │－ │－ │
stan-Perm │○ │－ │－ │－ │－ │ e1c56(1773da)│136569(18faeb)│－ │－ │－ │－ │
stan-Puzzle │○ │－ │－ │－ │－ │58f746(5a4229)│4fc440(54c470)│－ │－ │－ │－ │
stan-Queens │○ │－ │－ │－ │－ │ 4514( 68e0)│ 40a7( ba18)│－ │－ │－ │－ │
stan-Quick │○ │－ │－ │－ │－ │ b8543( c5e55)│ c0f0d( e6cf2)│－ │－ │－ │－ │
stan-Towers │○ │－ │－ │－ │－ │11c414(1c9ea4)│10d037(1458c6)│－ │－ │－ │－ │
stan-Trees │○ │－ │－ │－ │－ │11e471(198425)│112884(315a04)│－ │－ │－ │－ │L2miss(DDR3)を50nsと仮定
4dimage/gdisp │○ │－ │－ │－ │－ │－ │－ │－ │－ │－ │－ │EMAX :1.0GHzを仮定
4dimage/gather│gather │.pth │.emax6nc│ │ │ │-arm │-4core/8thread│-arm.emax6nc │-arm.emax6 │-arm.emax6.dma│ARMv8:1.0GHz MM遅延=L2DELAY=50
L2delay=50 │○ │○ │○ │－ │－ │－ │cycl=0d4ded56 │cycl=035dff0e │cycl=2c35a87f │cycl=0eca79b1 │cycl=00a7a426 │bsimのcycle数のちょうど1/2.5
4dimage/gdepth│gdepth │.pth │.emax6nc│ │ │ │-arm │-4core/8thread│-arm.emax6nc │-arm.emax6 │-arm.emax6.dma│ ARM=1.0GHz,IMAX=1.0GHzと解釈すればbsimと同等
L2delay=50 │○ │○ │○ │－ │－ │－ │cycl=6e9d9ac5 │cycl=1c1ca380 │cycl=9e25ff3d │cycl=1d52c0e8 │cycl=0155db7c │bsimのcycle数のちょうど1/2.16
conv16 │○ │－ │○ │－ │－ │－ │cycl=0243c580 │－ │cycl=0576a9c0 │cycl=00a242b1 │cycl=00780839 │
filter │○ │－ │○ │－ │－ │－ │○ │－ │○ │○ │○ │X<<24|Y<<16に対し,-O3が非アライン16byte-ld命令
stencil-pipe │○ │－ │未 │－ │－ │－ │○ │－ │未 │未 │未 │ -O2ではOK
├────┼────┼────┼───┼───┼───────┼───────┼───────┼───────┼───────┼───────┤
│ │ │ │ │ │ │ │ │ │LDDMQ_MUX=8 │LDDMQ_MUX=8 │
tricount8 │○ │○ │○ │○ │○ │－ │cy=003dbdb1 │BK=8/16はhang │cy=004458b7 │cy=■■■未実 │cy=■■■未実 │MAXL2BK=8, 8段run.small
│○ │○ │○ │○ │○ │－ │cy=893a328e6 │cy=33ab17506 │cy=8f2f654d7 │cy=■■■未実 │cy=■■■未実 │MAXL2BK=8, 8段run
dijkstra3 │○ │○ │－ │○ │○ │－ │○ │○ │－ │－ │－ │
Kdijkstra │○ │○ │－ │○ │○ │－ │○ │○ │－ │－ │－ │
---- └────┴────┴────┴───┴───┴───────┴───────┴───────┴───────┴───────┴───────┘
【bsim対応プログラム一覧】 ○完走，●作業中
┌────┬────┬────┰───┬───┬───────┰───────┬───────┬───────┬───────┬───────┰───┬─┬─┐
-DPTHREAD │ │○ │ ┃ │ │ ┃ │○ │ │ │ ┃ │ │ │
-DARMSIML │ │ │ ┃ │ │ ┃○ │○ │○ │○ │ ┃ │ │ │※SIML+mmap(emax_start()->svc)
-DARMZYNQ │ │ │ ┃ │ │ ┃ │ │ │ │ ┃○ │○│ │※ZYNQ+mmap
-DEMAX5 │ │ │○ ┃ │ │ ┃ │ │○ │○ │ ┃○ │○│ │conv://EMAX5A(emax5_start())
└────┴────┴────┸───┴───┴───────┸───────┴───────┴───────┴───────┴───────┸───┴─┴─┘
│Intel │.pth │.emax5nc│GPU │MIC │armv7 │armv8 │.pth(8) │.emax5nc │.emax5 │ zynq.emax6nc│zynq.emax6(asic)
┌────┬────┬────┬───┬───┬───────┬───────┬───────┬───────┬───────┬───────┐
stan-Bubble │○ │－ │－ │－ │－ │ d8514(1356be)│1164e2(11a6c1)│－ │－ │－ │ │
stan-FFT │○ │－ │－ │－ │－ │ 52a10( 58d99)│ af4e( ec71)│－ │－ │－ │ │
stan-Intmm │○ │－ │－ │－ │－ │ 6f6fb( 74583)│ 23bde( 2cf7c)│－ │－ │－ │ │
stan-Mm │○ │－ │－ │－ │－ │ 922aa( b9964)│ 2884a( 34639)│－ │－ │－ │ │
stan-Perm │○ │－ │－ │－ │－ │ e1c56(1773da)│136569(1891f3)│－ │－ │－ │ │
stan-Puzzle │○ │－ │－ │－ │－ │58f746(5a4229)│4fc440(50fe91)│－ │－ │－ │ │
stan-Queens │○ │－ │－ │－ │－ │ 4514( 68e0)│ 40a7( 6328)│－ │－ │－ │ │
stan-Quick │○ │－ │－ │－ │－ │ b8543( c5e55)│ c0f0d( d0a9a)│－ │－ │－ │ │
stan-Towers │○ │－ │－ │－ │－ │11c414(1c9ea4)│10d037(13efb4)│－ │－ │－ │ │
stan-Trees │○ │－ │－ │－ │－ │11e471(198425)│112884(1b9548)│－ │－ │－ │ │L2miss(DDR3)を80nsと仮定
4dimage/gdisp │○ │－ │－ │－ │－ │－ │－ │－ │－ │－ │ │EMAX :240MHz MM遅延=L2DELAY/10=20
4dimage/gather│gather │.pth │.emax5nc│ │ │ │-arm │-2core/8thread│-arm.emax5nc │-arm.emax5 │ │ARMv8:2.4GHz MM遅延=L2DELAY =200
L2delay=200│○ │○ │○ │－ │－ │－ │cycl=21fbd6f5 │cycl=10c9dcb7 │cycl=3b23cec6 │cycl=01ad8060 │ │armv8の20.3倍速
4dimage/gdepth│gdepth │.pth │.emax5nc│ │ │ │-arm │-2core/8thread│-arm.emax5nc │-arm.emax5 │ │
L2delay=200│○ │○ │○ │－ │－ │－ │cycl=7c58448f │cycl=49a74af3 │cycl=ac79be75 │cycl=02e0ff72 │ │armv8の43.2倍速
conv16 │○ │－ │○ │－ │－ │－ │cycl=02408f32 │－ │cycl=057e8e90 │cycl=0036d3a3 │ │armv8の10.0倍速
filter │○ │－ │○ │－ │－ │－ │○ │－ │○ │○ │ │X<<24|Y<<16に対し,-O3が非アライン16byte-ld命令
stencil-pipe │○ │－ │未 │－ │－ │－ │○ │－ │未 │未 │ │ -O2ではOK
├────┼────┼────┼───┼───┼───────┼───────┼───────┼───────┼───────┼───────┤
│ │ │ │ │ │ │ │ │ │LDDMQ_MUX=8 │ │
tricount8 │○ │○ │○ │○ │○ │－ │cy=002ed584 │○ │cy=0034e7f5 │cy=006c34d6 │ │MAXL2BK=64, 8段run.small
│○ │○ │○ │○ │○ │－ │cy=8_93a319cb │cy=3_37d0f00c │cy=8_f73f2765 │cy=3_93c54b01 │ │MAXL2BK=8, 8段run
dijkstra3 │○ │○ │－ │○ │○ │－ │○ │○ │－ │－ │ │
Kdijkstra │○ │○ │－ │○ │○ │－ │○ │○ │－ │－ │ │
---- └────┴────┴────┴───┴───┴───────┴───────┴───────┴───────┴───────┴───────┘
●bsim-20160521
4dimage/gdepth-arm.emax5
000:SVC 00000000_4c14cfb9 EMAX5 start conf=00000000_00015c40 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_6e748320) EMAX_TERM(00000001_6e752e2e) c0 s0 i39 d203 l3221 r87 s1 e827 z1 t0 total=4379
000:SVC 00000000_4c14d177 EMAX5 start conf=00000000_00015c40 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_6e753ed2) EMAX_TERM(00000001_6e75e9e0) c0 s0 i39 d203 l3221 r87 s1 e827 z1 t0 total=4379
000:SVC 00000000_4c14d335 EMAX5 start conf=00000000_00015c40 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_6e75fa84) EMAX_TERM(00000001_6e7638d2) c0 s0 i39 d203 l437 r87 s1 e827 z1 t0 total=1595
000:SVC 00000000_4c14d4f3 EMAX5 start conf=00000000_00015c40 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_6e764976) EMAX_TERM(00000001_6e76f484) c0 s0 i39 d203 l3221 r87 s1 e827 z1 t0 total=4379
000:SVC 00000000_4c14d501 EMAX5 drain_dirty_lmm EMAX_START(00000001_6e76f81c) EMAX_TERM(00000001_6e770014) c0 s0 i0 d203 l0 r0 s0 e0 z1 t0 total=204
000:PA 00000000_4c14d511 siml_emax5: tinit=00000000_00000000 conf=00000000_00000000 scon=00000000_00000000 lmmi=00000000_0000abd8 drain=00000000_00037e7f load=00000000_002e6f08
regv=00000000_00017f58 start=00000000_00000468 exec=00000000_000e3bf8 term=00000000_00000469 trans=00000000_00000000
EMAX240MHz=00000000_00425d80(icidlrett) ARM2400MHz=00000000_02e0ff72
000:step=00000000_0007ad65 cycle=00000000_02e0ff72 i1(100.0%)wait=00000000_00000000 d1( 67.1% hit=00000000_000287d1 mis=00000000_00013d49)wait=00000000_00154348 l2( 90.3% hit=00000000_00011e6d mis=00000000_00001edc) g2( 0.0% hit=00000000_00000000 mis=00000000_00001edc) flush(L1->00000000_001a76cccycle, L2->00000000_00000020cycle)
4dimage/gdepth-arm.emax5nc
000:step=00000000_91915ef8 cycle=00000000_ac79be75 i1(100.0%)wait=00000000_00000000 d1( 98.0% hit=00000000_0aa60a6b mis=00000000_003663f2)wait=00000000_04072778 l2( 67.5% hit=00000000_0024bb0d mis=00000000_0011a8e8) g2( 0.0% hit=00000000_00000000 mis=00000000_00120b1e) flush(L1->00000000_00000000cycle, L2->00000000_00000000cycle)
4dimage/gdepth-arm
000:step=00000000_62c99be9 cycle=00000000_7c58448f i1(100.0%)wait=00000000_00000000 d1( 98.9% hit=00000000_1259d090 mis=00000000_00365ef8)wait=00000000_0203315b l2( 67.6% hit=00000000_0024c4c1 mis=00000000_00119a37) g2( 0.0% hit=00000000_00000000 mis=00000000_0011f88d) flush(L1->00000000_00000000cycle, L2->00000000_00000000cycle)
4dimage/gather-arm.emax5
000:SVC 00000000_4bb16146 EMAX5 start conf=00000000_00015980 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_44f539ae) EMAX_TERM(00000001_44f56e60) c0 s0 i39 d390 l4 r87 s1 e827 z1 t0 total=1349
000:SVC 00000000_4bb16256 EMAX5 start conf=00000000_00015980 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_44f57b62) EMAX_TERM(00000001_44f5d454) c0 s0 i39 d390 l932 r87 s1 e827 z1 t0 total=2277
000:SVC 00000000_4bb16366 EMAX5 start conf=00000000_00015980 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_44f5e156) EMAX_TERM(00000001_44f63a48) c0 s0 i39 d390 l932 r87 s1 e827 z1 t0 total=2277
000:SVC 00000000_4bb16476 EMAX5 start conf=00000000_00015980 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_44f6474a) EMAX_TERM(00000001_44f6a03c) c0 s0 i39 d390 l932 r87 s1 e827 z1 t0 total=2277
000:SVC 00000000_4bb16586 EMAX5 start conf=00000000_00015980 lmmi=00000000_4ffff600 regv=00000000_4fffd600 EMAX_START(00000001_44f6ad3e) EMAX_TERM(00000001_44f70630) c0 s0 i39 d390 l932 r87 s1 e827 z1 t0 total=2277
000:SVC 00000000_4bb16594 EMAX5 drain_dirty_lmm EMAX_START(00000001_44f709c8) EMAX_TERM(00000001_44f7190e) c0 s0 i0 d390 l0 r0 s0 e0 z1 t0 total=391
000:PA 00000000_4bb1659f siml_emax5: tinit=00000000_00000000 conf=00000000_00000037 scon=00000000_00000000 lmmi=00000000_0000abd8 drain=00000000_0006b674 load=00000000_000e0b80
regv=00000000_00017f58 start=00000000_00000468 exec=00000000_000e3bf8 term=00000000_00000469 trans=00000000_00000000
EMAX240MHz=00000000_00253224(icidlrett) ARM2400MHz=00000000_01ad8060
000:step=00000000_0004aeb5 cycle=00000000_01ad8060 i1(100.0%)wait=00000000_00000161 d1( 65.4% hit=00000000_000203a2 mis=00000000_00011133)wait=00000000_0011186a l2( 88.6% hit=00000000_0000f22a mis=00000000_00001f1d) g2( 0.0% hit=00000000_00000000 mis=00000000_00001f1d) flush(L1->00000000_0017b5c9cycle, L2->00000000_00000028cycle)
4dimage/gather-arm.emax5nc
000:step=00000000_295b38a2 cycle=00000000_3b23cec6 i1(100.0%)wait=00000000_00000000 d1( 95.4% hit=00000000_0192436f mis=00000000_00136dc8)wait=00000000_0267bd1a l2( 12.1% hit=00000000_00025c2e mis=00000000_001111d5) g2( 0.0% hit=00000000_00000000 mis=00000000_0012bc44) flush(L1->00000000_00000000cycle, L2->00000000_00000000cycle)
4dimage/gather-arm
000:step=00000000_09a8fdca cycle=00000000_21fbd6f5 i1(100.0%)wait=00000000_00000000 d1( 94.7% hit=00000000_015d1ab7 mis=00000000_001359fd)wait=00000000_0136cb21 l2( 11.9% hit=00000000_00024d87 mis=00000000_00110c85) g2( 0.0% hit=00000000_00000000 mis=00000000_0012b140) flush(L1->00000000_00000000cycle, L2->00000000_00000000cycle)
●bsim-20160520 … DRAIN/LOADの候補までを粗くskipする機構を追加,EMAX5起動オーバヘッド見直し(ACP接続ではstack領域のL2-flush不要)
../../src/bsim/bsim -x test007-arm.emax5|jl（mapdist=1,lmp,lmd）
000:SVC 00000000_000aaa88 EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 s0 i39 d8 l194 r87 s1 e221 z1 t0 total=606
000:SVC 00000000_000aab5a EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 ★d8 ★l8 r87 s1 e221 z1 t0 total=367
000:SVC 00000000_000aac2c EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 ★d8 ★l8 r87 s1 e221 z1 t0 total=367
../../src/bsim/bsim -x test006-arm.emax5|jl（mapdist=1）
000:SVC 00000000_000aaa81 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 s0 i39 d6 l193 r87 s1 e221 z1 t0 total=603
000:SVC 00000000_000aab4c EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 d50 ★l69 r87 s1 e221 z1 t0 total=470
000:SVC 00000000_000aac17 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 d50 ★l69 r87 s1 e221 z1 t0 total=470
../../src/bsim/bsim -x test005-arm.emax5|jl（mapdist=0）
000:SVC 00000000_000aaa81 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 s0 i39 d6 l193 r87 s1 e221 z1 t0 total=603
000:SVC 00000000_000aab4c EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 ★c0 s0 i39 d50 l193 r87 s1 e221 z1 t0 total=592
000:SVC 00000000_000aac17 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 ★c0 s0 i39 d50 l193 r87 s1 e221 z1 t0 total=592
●bsim-20160506 … CONFシフト機能（STATUS_SCON）を追加．bsimは，#define FEATURE_SHIFT_CONF で有効化
../../src/bsim/bsim -x test005-arm.emax5|jl（mapdist=0）
000:SVC 00000000_000aaa81 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 s0 i39 d33 l219 r87 s1 e221 z1 t0 total=656
000:SVC 00000000_000aab4c EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 ★c0 s0 i39 d76 l219 r87 s1 e221 z1 t0 total=644
000:SVC 00000000_000aac17 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 ★c0 s0 i39 d76 l219 r87 s1 e221 z1 t0 total=644
../../src/bsim/bsim -x test006-arm.emax5|jl（mapdist=1）
000:SVC 00000000_000aaa81 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 s0 i39 d33 l219 r87 s1 e221 z1 t0 total=656
000:SVC 00000000_000aab4c EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 d76 ★l95 r87 s1 e221 z1 t0 total=522
000:SVC 00000000_000aac17 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 d76 ★l95 r87 s1 e221 z1 t0 total=522
../../src/bsim/bsim -x test007-arm.emax5|jl（mapdist=1,lmp,lmd）
000:SVC 00000000_000aaa88 EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 s0 i39 d33 l219 r87 s1 e221 z1 t0 total=656
000:SVC 00000000_000aab5a EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 ★d33 ★l33 r87 s1 e221 z1 t0 total=417
000:SVC 00000000_000aac2c EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c0 s2 i39 ★d33 ★l33 r87 s1 e221 z1 t0 total=417
●bsim-20160501 … test007動作（EXECとlmd/lmp同時動作）
../../src/bsim/bsim -x test005-arm.emax5|jl（mapdist=0）
000:SVC 00000000_000aaa81 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 d33 l219 r87 e221 z1 t0
000:SVC 00000000_000aab4c EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 ★c0 i39 d76 l219 r87 e221 z1 t0
000:SVC 00000000_000aac17 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 ★c0 i39 d76 l219 r87 e221 z1 t0
../../src/bsim/bsim -x test006-arm.emax5|jl（mapdist=1）
000:SVC 00000000_000aaa81 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 d33 l219 r87 e221 z1 t0
000:SVC 00000000_000aab4c EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 d76 ★l95 r87 e221 z1 t0
000:SVC 00000000_000aac17 EMAX5 start conf=00000000_00015420 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 d76 ★l95 r87 e221 z1 t0
../../src/bsim/bsim -x test007-arm.emax5|jl（mapdist=1,lmp,lmd）
000:SVC 00000000_000aaa88 EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 d33 l219 r87 e221 z1 t0
000:SVC 00000000_000aab5a EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 ★d33 ★l33 r87 e221 z1 t0
000:SVC 00000000_000aac2c EMAX5 start conf=00000000_00015440 lmmi=00000000_4ffff600 regv=00000000_4fffd600 c55 i39 ★d33 ★l33 r87 e221 z1 t0
----