From dd81705532e3b97c861cacedfface1de38b28a87 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Aur=C3=A9lie=20saulquin?= <aurelie.saulq@gmail.com>
Date: Mon, 3 Mar 2025 16:39:41 +0100
Subject: [PATCH] add bug fix
---
.../__pycache__/__init__.cpython-310.pyc | Bin 273 -> 275 bytes
.../project_generator.cpython-310.pyc | Bin 892 -> 894 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 429 -> 431 bytes
.../modnef_builder.cpython-310.pyc | Bin 14163 -> 14165 bytes
.../BLIF/__pycache__/__init__.cpython-310.pyc | Bin 516 -> 518 bytes
.../BLIF/__pycache__/blif.cpython-310.pyc | Bin 8141 -> 8143 bytes
.../__pycache__/blif_debugger.cpython-310.pyc | Bin 8788 -> 8790 bytes
.../BLIF/__pycache__/rblif.cpython-310.pyc | Bin 8732 -> 8734 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 513 -> 515 bytes
.../__pycache__/io_debugger.cpython-310.pyc | Bin 6057 -> 6059 bytes
.../__pycache__/probe.cpython-310.pyc | Bin 3997 -> 3999 bytes
.../SLIF/__pycache__/__init__.cpython-310.pyc | Bin 522 -> 524 bytes
.../SLIF/__pycache__/rslif.cpython-310.pyc | Bin 9085 -> 9087 bytes
.../SLIF/__pycache__/slif.cpython-310.pyc | Bin 8332 -> 8334 bytes
.../__pycache__/slif_debugger.cpython-310.pyc | Bin 9065 -> 9067 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 479 -> 481 bytes
.../__pycache__/rshiftlif.cpython-310.pyc | Bin 8893 -> 8895 bytes
.../__pycache__/shiftlif.cpython-310.pyc | Bin 8044 -> 8046 bytes
.../UART/__pycache__/__init__.cpython-310.pyc | Bin 716 -> 718 bytes
.../__pycache__/uart_1step.cpython-310.pyc | Bin 6547 -> 6549 bytes
.../uart_classifier.cpython-310.pyc | Bin 6646 -> 6648 bytes
.../uart_classifier_timer.cpython-310.pyc | Bin 6768 -> 6770 bytes
.../__pycache__/uart_xstep.cpython-310.pyc | Bin 6812 -> 6814 bytes
.../uart_xstep_timer.cpython-310.pyc | Bin 7142 -> 7144 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 771 -> 773 bytes
.../__pycache__/io_arch.cpython-310.pyc | Bin 4434 -> 4436 bytes
.../modules/__pycache__/link.cpython-310.pyc | Bin 2462 -> 2464 bytes
.../__pycache__/merger.cpython-310.pyc | Bin 4327 -> 4329 bytes
.../modnef_arch_mod.cpython-310.pyc | Bin 5565 -> 5567 bytes
.../__pycache__/splitter.cpython-310.pyc | Bin 3609 -> 3611 bytes
.../__pycache__/utilities.cpython-310.pyc | Bin 5565 -> 5567 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 483 -> 485 bytes
.../modnef_drivers.cpython-310.pyc | Bin 1306 -> 1308 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 907 -> 909 bytes
.../classifier_driver.cpython-310.pyc | Bin 4614 -> 4616 bytes
.../classifier_timer_driver.cpython-310.pyc | Bin 4962 -> 4964 bytes
.../debugger_driver.cpython-310.pyc | Bin 3776 -> 3778 bytes
.../default_driver.cpython-310.pyc | Bin 5151 -> 5153 bytes
.../single_step_driver.cpython-310.pyc | Bin 3959 -> 3961 bytes
.../__pycache__/xstep_driver.cpython-310.pyc | Bin 4936 -> 4938 bytes
.../xstep_timer_driver.cpython-310.pyc | Bin 5392 -> 5394 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 390 -> 392 bytes
.../__pycache__/executor.cpython-310.pyc | Bin 8195 -> 8197 bytes
.../__pycache__/model.cpython-310.pyc | Bin 5519 -> 5521 bytes
.../__pycache__/trainer.cpython-310.pyc | Bin 7841 -> 7843 bytes
modneflib/modnef/modnef_torch/model.py | 4 +-
.../__pycache__/__init__.cpython-310.pyc | Bin 565 -> 567 bytes
.../modnef_torch_neuron.cpython-310.pyc | Bin 3957 -> 4004 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 476 -> 478 bytes
.../__pycache__/blif.cpython-310.pyc | Bin 9297 -> 9299 bytes
.../__pycache__/rblif.cpython-310.pyc | Bin 9737 -> 9739 bytes
.../modnef_neurons/modnef_torch_neuron.py | 7 +-
.../__pycache__/__init__.cpython-310.pyc | Bin 487 -> 489 bytes
.../__pycache__/rslif.cpython-310.pyc | Bin 10176 -> 10178 bytes
.../__pycache__/slif.cpython-310.pyc | Bin 9886 -> 9938 bytes
.../modnef_neurons/slif_model/slif.py | 4 +-
.../__pycache__/__init__.cpython-310.pyc | Bin 506 -> 508 bytes
.../__pycache__/rshiftlif.cpython-310.pyc | Bin 10384 -> 10386 bytes
.../__pycache__/shiftlif.cpython-310.pyc | Bin 9896 -> 9898 bytes
.../quantizer/dynamic_scale_quantizer.py | 2 +-
modneflib/modnef/templates/evaluation.py | 20 ++++--
.../modnef/templates/model_template.json | 6 +-
modneflib/modnef/templates/run_lib.py | 8 +--
modneflib/modnef/templates/train.py | 3 +-
modneflib/modnef/templates/vhdl_generation.py | 62 ++++++++++++++++++
.../__pycache__/__init__.cpython-310.pyc | Bin 232 -> 234 bytes
.../__pycache__/debug_tools.cpython-310.pyc | Bin 6763 -> 6765 bytes
.../__pycache__/progress_bar.cpython-310.pyc | Bin 4394 -> 4396 bytes
.../tools/__pycache__/tools.cpython-310.pyc | Bin 550 -> 552 bytes
69 files changed, 94 insertions(+), 22 deletions(-)
create mode 100644 modneflib/modnef/templates/vhdl_generation.py
diff --git a/modneflib/modnef/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/__pycache__/__init__.cpython-310.pyc
index 97bc1b55c8e564601f549461575341a326c4fe38..1c1dde05882187dd903bc32db2023dc6ab73f07e 100644
GIT binary patch
delta 37
scmbQpG?|GjpO=@5fq{XcNo^w6N`5E(jQreG{nXslqQuga)QJZI0j7-#^Z)<=
delta 35
rcmbQtG?9rbpO=@5fq{YHjp;<LmAnr68Tq-X`iZ4Qsl|yC4+R1MoI?tv
diff --git a/modneflib/modnef/__pycache__/project_generator.cpython-310.pyc b/modneflib/modnef/__pycache__/project_generator.cpython-310.pyc
index 0ed6ae3574e1b885fd45e6ef8052fe41b3c6ef24..89068c06536f19a0bb0a5a3680e80f70c5747f73 100644
GIT binary patch
delta 41
wcmeyv_K%G_pO=@5fq{YHp344>+!2iY-ufB&xvBc8xv52or75YK3mAEr0R8a{RsaA1
delta 39
scmeyz_J@r-pO=@50R+_dY~+q$<n`3g$j?pHPb@7;El%8A#K^-00L_sKuK)l5
diff --git a/modneflib/modnef/arch_builder/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/__pycache__/__init__.cpython-310.pyc
index beca1367da962b7eb394e3a253cc92cd13c99bd2..4308dabcf9c4d14bebada5ac8859587f47dbdceb 100644
GIT binary patch
delta 40
vcmZ3>yq=jmpO=@5fq{XcNp1f|Zfiz<fBlU7+*JM4+|;7P(v;N6!HiJ=%xVix
delta 38
ucmZ3_yq1|epO=@5fq{YH`kg%+xvd#_ef2Z)b5r#bON&yA6DNl<MgaiMq6>`x
diff --git a/modneflib/modnef/arch_builder/__pycache__/modnef_builder.cpython-310.pyc b/modneflib/modnef/arch_builder/__pycache__/modnef_builder.cpython-310.pyc
index 504cbd1208501c326392c20cc12ffd618f8c7d22..c406f25127fd49fb2fa45d97472e1ed400690011 100644
GIT binary patch
delta 41
wcmcbdcQubYpO=@5fq{XcNp1f|ZfRcrQ2mVj+*JM4+|;7P(v;NA#=Htz00P?#UH||9
delta 39
ucmcbbcR7zcpO=@5fq{V`=iZ);+|s<f!TK5bxvBbzrA4X5iJMJ%6|?~OZwxd5
diff --git a/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/__init__.cpython-310.pyc
index 49a173f5bb67900460047fbac675a8cea2b50726..3b212ee3614a9af0e36712926d9a0af16b231426 100644
GIT binary patch
delta 40
vcmZo+X=CBe=jG*MU|?WqQro|gyP1(cMn5AzH&s71H?=6SG$nQNY{pCg$VLmQ
delta 38
tcmZo;X<^~c=jG*MU|?X7y0d2^cQYezlzv8jZmND_X;Er%;^euEnE<!{3oHNt
diff --git a/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/blif.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/blif.cpython-310.pyc
index 568be1e4a271e6bda21631118f9b76c9fb817cb1..040fe846bbcb6f8bbf4df9b5e28a5ad12a442a46 100644
GIT binary patch
delta 41
wcmX?Wf8L%upO=@5fq{YHR^7pk+-dy$5&9YVxvBc8xv52or75YK>-hZz01jXcSO5S3
delta 39
ucmX?af7YHmpO=@5fq{X6+48_f?lgYhF#U}D+*JL<(xTMj#LW%-{sI8jr3-QZ
diff --git a/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/blif_debugger.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/blif_debugger.cpython-310.pyc
index f26b4ad62659ef74bee083693bd48d6b90387cc8..4c7adf2fd3f71ce35ab11fe96a27b7d63136292e 100644
GIT binary patch
delta 41
xcmccOa?OQ1pO=@5fq{YHR^7pk+<yi56ZJFlb5r$Gb5n~FOH)!eiwfEc0stPg4VwS}
delta 39
vcmccSa>a!^pO=@5fq{YHm&JjN+<ygl<MlK0b5r#bON&yA6E}+s+6w{z{)7yx
diff --git a/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/rblif.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/BLIF/__pycache__/rblif.cpython-310.pyc
index 4e31889f75440e53700938c74798b2545c29eacf..fb965733990fb968c4295ce59133d280b66e824b 100644
GIT binary patch
delta 41
xcmbQ^GS7uOpO=@5fq{YHR^7pk+*btnBlR=#b5r$Gb5n~FOH)!ezY#DH1ON;m4Z#2a
delta 39
vcmbQ|GRK8GpO=@5fq{X6)AGPZ?kfVk;rbc*xvBbzrA4X5iJRXE7zhFY)X@v!
diff --git a/modneflib/modnef/arch_builder/modules/Debugger/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/Debugger/__pycache__/__init__.cpython-310.pyc
index 0313b89029f0785da81763dd763cc417c34d4f12..23dbf6a2431fa81ae5e82ddb6ab8f6736f62f106 100644
GIT binary patch
delta 40
vcmZo<X=dTh=jG*MU|?WqQro|gyM~cJK|douH&s71H?=6SG$nQN6vkWt#{CPP
delta 38
tcmZo>X=LHf=jG*MU|?V{zq4l}cMT(NoPI`rZmND_X;Er%;^b+Jxd6GH3q1e;
diff --git a/modneflib/modnef/arch_builder/modules/Debugger/__pycache__/io_debugger.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/Debugger/__pycache__/io_debugger.cpython-310.pyc
index 632637f4b04527ac1d3a24443b51a76fa6b16e06..d6934bb2ce045f16e4c53312eee37254567e81f9 100644
GIT binary patch
delta 41
xcmZ3fzgnL=pO=@5fq{YHp344>++Vr*ll3$5b5r$Gb5n~FOH)!e^YYB$1^@vg4FUiF
delta 39
vcmZ3jzfzw&pO=@5fq{Wx#qFINxxaGrChBM8=cei>mKLQJCvN8FnZpeL@;VH(
diff --git a/modneflib/modnef/arch_builder/modules/Debugger/__pycache__/probe.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/Debugger/__pycache__/probe.cpython-310.pyc
index 025d27c86cb4916634bc580991341d7529948ff5..b5aca3ec23fe746f1a58cc580f5362e1341163f0 100644
GIT binary patch
delta 41
xcmbO$KVP0ZpO=@5fq{XcNp1f|?oM|8SpAIr+*JM4+|;7P(v;NA3)%m$0|4g}4CMd-
delta 39
vcmbO)KUbbRpO=@5fq{Xc=K7wE+@0*a(fS$rxvBbzrA4X5iJKR*|6vCJ-rEes
diff --git a/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/__init__.cpython-310.pyc
index 4b8b352519bdebb320160c2186cdf940c56d2c37..11372a818f7faeb3c9066dcae0fe361f4801f7cd 100644
GIT binary patch
delta 40
vcmeBT>0#l{=jG*MU|?WqQro|gyOWVWMn5AzH&s71H?=6SG$nQNLdHx0%CHN<
delta 38
tcmeBS>0;r|=jG*MU|?WKzO!c|cPArnlzv8jZmND_X;Er%;^f7QnE=6N3ylB(
diff --git a/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/rslif.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/rslif.cpython-310.pyc
index 2fd88315cecd4c559ef0a74974fa1fbb69db7a79..5b24aaa0885c2131c19871a86faad975048e3a34 100644
GIT binary patch
delta 41
xcmezC_TP;=pO=@5fq{YHR^7pk+-C&&BlR=#b5r$Gb5n~FOH)!eKM|ZM2mmV|4&nd+
delta 39
vcmezG_ScO&pO=@5fq{WR!ScXH?lXeC;rbc*xvBbzrA4X5iJPAZ&J+Xy^r#IP
diff --git a/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/slif.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/slif.cpython-310.pyc
index 0ed76f720997c9f2cea75aa090f94651f8cf6f72..0d8c1b1a45c2393e1a95b5db6af34b5151be82c0 100644
GIT binary patch
delta 41
xcmeBi>~rMK=jG*MU|?XlRd;YB_g#Me2>p!w+*JM4+|;7P(v;NAU-_pC000Nc4iEqU
delta 39
ucmeBk>~ZAI=jG*MU|?X-wmh(r`z}9kn0`inZmND_X;Er%;^y!C(**$3EDTZr
diff --git a/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/slif_debugger.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/SLIF/__pycache__/slif_debugger.cpython-310.pyc
index 578980bf699a17a8260c15fbff0abd40db19fa0d..688996fdb1d7ba04678c1533fe2f12bc15bc8d67 100644
GIT binary patch
delta 41
wcmaFq_S%g*pO=@5fq{YHR^7pk+|GjhiTWA&xvBc8xv52or75YKqXqed02TKQCIA2c
delta 39
ucmaFu_R@_zpO=@5fq{WR&GNuTZf8N>c>Rq0+*JL<(xTMj#LcmSd_n->ZVO`o
diff --git a/modneflib/modnef/arch_builder/modules/ShiftLIF/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/ShiftLIF/__pycache__/__init__.cpython-310.pyc
index 5b336006bc2d68f872a4292e44a989684ee8312d..8cbca87881ffe66fa5a11be3486cefa94dbb4c98 100644
GIT binary patch
delta 40
vcmcc5{E(SDpO=@5fq{XcNp1f|?ifb?1pSQs+*JM4+|;7P(v;N6C5+hs;4=&s
delta 38
tcmaFJe4m*+pO=@5fq{V`;Le_n+%b&2arzngxvBbzrA4X5iIdA1vjNl)3(f!l
diff --git a/modneflib/modnef/arch_builder/modules/ShiftLIF/__pycache__/rshiftlif.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/ShiftLIF/__pycache__/rshiftlif.cpython-310.pyc
index ef94eeaa41b2c199155b197196909bdd76832f9b..ef88812d033c70331c774b00676de730d57e7ff8 100644
GIT binary patch
delta 41
wcmdn%y5E&MpO=@5fq{YHR^7pk+(v@@iTWA&xvBc8xv52or75YKy#$K|0S4y{4gdfE
delta 39
ucmdn*y4RIEpO=@5fq{WR#PYyKZX-e7c>Rq0+*JL<(xTMj#LYf}#ex9QU<)|_
diff --git a/modneflib/modnef/arch_builder/modules/ShiftLIF/__pycache__/shiftlif.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/ShiftLIF/__pycache__/shiftlif.cpython-310.pyc
index edf37d966fa90c6e91a105a1378a9859a3220549..dd41a74e4baaf20d00b6e5493b1c643fcb77d102 100644
GIT binary patch
delta 41
xcmaE3_s)(xpO=@5fq{YHR^7pk+}rs16ZA9kb5r$Gb5n~FOH)!epW~m$4*(%=4vGK(
delta 39
vcmaE7_r{JppO=@5fq{X6+xEal?rr?MarzngxvBbzrA4X5iJLF*&*KLG>A(!I
diff --git a/modneflib/modnef/arch_builder/modules/UART/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/UART/__pycache__/__init__.cpython-310.pyc
index 7aa1604b449f29837446d2f22b53a805f4b74b37..cf5c9c4e01956a3dd5c85e024469634d1ed2f5dd 100644
GIT binary patch
delta 40
vcmX@ZdXAMlpO=@5fq{XcNp1f|Zg(dB82ya=+*JM4+|;7P(v;N6@l3e@*ue|R
delta 38
tcmX@ddWMxdpO=@5fq{Xc<<6ds-0n=gQTiGAxvBbzrA4X5iIWqVaskpN3$_3N
diff --git a/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_1step.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_1step.cpython-310.pyc
index edc5d4ea2f5a0ebef07f8f16f02a0ad9c7a74ae9..69d087a20a122cec41b12ce0a485df447c63546a 100644
GIT binary patch
delta 41
xcmbPiJk^*xpO=@5fq{XcNp1f|?!CPHarzngxvBc8xv52or75YKuk!BW1_1B54Kx4%
delta 39
vcmbPgJlU8#pO=@5fq{X6|JI(3+<SR>WArofb5r#bON&yA6E|Py-Ny|8+#C$4
diff --git a/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_classifier.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_classifier.cpython-310.pyc
index 1031f5807b624699fe65cf0e3423a0c6d8b74442..0e0f80c34b414e363044e482446988cf3c8bd99d 100644
GIT binary patch
delta 41
wcmexn{KJ?#pO=@5fq{XcNp1f|?o2-ZWc`f%+*JM4+|;7P(v;NAjeMot00qYl5C8xG
delta 39
ucmexi{LPp<pO=@5fq{X+^VXh?+?jm5iTWA&xvBbzrA4X5iJP1GO1S~|4-CHm
diff --git a/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_classifier_timer.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_classifier_timer.cpython-310.pyc
index 897da078dec9b61ae3e492a84cf343cd4a94f887..5a5ad6d89b739e5c66e9c2ee2e4370ff6ce4ae9c 100644
GIT binary patch
delta 41
xcmexh^2vldpO=@5fq{XcNp1f|?k+z5O#O`f+*JM4+|;7P(v;NAi}=oQ0{{rx4W|GA
delta 39
vcmexl^1*~VpO=@5fq{WR_tu_`++BRU>G~P@xvBbzrA4X5iJO=3o#O@o_Ye&_
diff --git a/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_xstep.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_xstep.cpython-310.pyc
index e2b148f4a5ea72035d5422a1e2d2770232092533..143fe5c97041ee9b3da589451f8776a67bb5b5cc 100644
GIT binary patch
delta 41
xcmbPZI?t3lpO=@5fq{XcNp1f|?tOgxarzngxvBc8xv52or75YKukjt@1_1ME4ORdE
delta 39
vcmbPdI>(edpO=@5fq{Xc{MMe0-23==WArofb5r#bON&yA6F1-BJH`zF>MRX2
diff --git a/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_xstep_timer.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/UART/__pycache__/uart_xstep_timer.cpython-310.pyc
index 16115cffb25cfc60343cb1f99576c213c47ba0ed..4c97b527667dc00bf23e9f78bddaf62a14f15c7b 100644
GIT binary patch
delta 41
xcmaE6{=%F)pO=@5fq{XcNp1f|?#2B4Df$`txvBc8xv52or75YKck^rW000NK4JH5p
delta 39
vcmaE1{>+>^pO=@5fq{V`_ST+_+>7~nlk_w4b5r#bON&yA6F2YW*X98L`o9e6
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/__init__.cpython-310.pyc
index a51edfc92ae452cb40440d421be6bec3f0d7c74d..480f3a76c61303ed6d7e42c98351997089123c1d 100644
GIT binary patch
delta 40
vcmZo>Yh~lk=jG*MU|?WqQro|gyPSzXTt6c}H&s71H?=6SG$nO%KT`<+$0rM%
delta 38
tcmZo=Yi8rl=jG*MU|?X_b!X2;?s6vHQ2mVj+*JL<(xTMj#K{wxN&v>33%&pV
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/io_arch.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/io_arch.cpython-310.pyc
index 4d96392ddfe15b191e182cd3aa304e5a41212ef9..c11e8191b2021f4bbe1c2487ac946ccb9bebdfec 100644
GIT binary patch
delta 41
xcmcblbVZ3fpO=@5fq{XcNp1f|?mkxjF#U}D+*JM4+|;7P(v;NA%UIWN0|58B4F~`L
delta 39
vcmcbjbV-RjpO=@5fq{Wx-K{+vx%*goL-aH9b5r#bON&yA6F0A5UBe9k^a%|d
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/link.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/link.cpython-310.pyc
index 818b986d5cf5f95fa4e36c387429bb1af859a62e..dff228052806107800c758b77f241aec9f4cb670 100644
GIT binary patch
delta 41
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delta 39
vcmZ1=JWrTApO=@5fq{WRptyS@_dXWhK>dvT+*JL<(xTMj#LYKYPOty~#v}{S
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/merger.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/merger.cpython-310.pyc
index f21c44887ddbbadd156e313ba6709699a2eebe3d..85e7cd04fe794501ce7b8dd0bfeedb27c39bf3e0 100644
GIT binary patch
delta 41
xcmaE^_)?KOpO=@5fq{XcNp1f|?gyOwq52v5xvBc8xv52or75YKe{jBM0{{nt4jBLd
delta 39
vcmaE<_*{`YpO=@5fq{YH%&k2exgT)y2J2_!=cei>mKLQJCvN`5`JN2`1>+7&
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/modnef_arch_mod.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/modnef_arch_mod.cpython-310.pyc
index dbd537fe9a3c3c215a0a421d119a235811f28397..96808468206aa92abe194e4f66f87fc58f75ada0 100644
GIT binary patch
delta 41
xcmdn1y<eL<pO=@5fq{XcNp1f|?#*ocarzngxvBc8xv52or75YKPqTgE0|5CK4UGT*
delta 39
vcmdn5y;qw%pO=@5fq{X+;`W}6+?&~WWArofb5r#bON&yA6E~k_`@{zT=~oRb
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/splitter.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/splitter.cpython-310.pyc
index 3d1e766bf9ec8f673aa84f47da0bd003c979baa8..e2feb521748e5addea4cd30b98727ef1da954dc7 100644
GIT binary patch
delta 41
xcmbO!Gh2o`pO=@5fq{XcNp1f|?z`;#;rbc*xvBc8xv52or75YKzp|^a0RZcq44?o2
delta 39
vcmbO&GgF2;pO=@5fq{V`_V%8Q+;`b|L-jNAb5r#bON&yA6E}ZnS78GH;35oU
diff --git a/modneflib/modnef/arch_builder/modules/__pycache__/utilities.cpython-310.pyc b/modneflib/modnef/arch_builder/modules/__pycache__/utilities.cpython-310.pyc
index d5d3137b5a44eddfb4553d6c6b4cff1640631648..f3ee189828c2c136bf2b9f2067e9e8023a393833 100644
GIT binary patch
delta 41
wcmdn1y<eL<pO=@5fq{XcNp1f|Zb26Q2>p!w+*JM4+|;7P(v;NAnk-WU0p^|y<NyEw
delta 39
vcmdn5y;qw%pO=@5fq{Xc@%EmL+=48;Vfq>QxvBbzrA4X5iJP@qrU(K6-<%7~
diff --git a/modneflib/modnef/modnef_driver/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_driver/__pycache__/__init__.cpython-310.pyc
index cbc1e081252e5e639174f5ae3c33e76252839f87..7ed166a750428e76a5e48a84ce183718d7d99b66 100644
GIT binary patch
delta 40
vcmaFN{FIqHpO=@5fq{XcNp1f|?mR~R0R4>o+*JM4+|;7P(v;N6ZH%!1;qMG2
delta 38
ucmaFL{Fs?LpO=@5fq{YH_PsqDx$_u#{q!^Pb5r#bON&yA6DM~t#sUE2dkkp+
diff --git a/modneflib/modnef/modnef_driver/__pycache__/modnef_drivers.cpython-310.pyc b/modneflib/modnef/modnef_driver/__pycache__/modnef_drivers.cpython-310.pyc
index d643ce5865d1ad4547af351f25fb6b123e8797fa..4ea19e770fec6da940aa1ca36c48e816ed0ab69f 100644
GIT binary patch
delta 41
xcmbQmHHV8kpO=@5fq{XcNp1f|?lsK(Vfq>QxvBc8xv52or75YKk1&TZ0s!GG3_t(?
delta 39
vcmbQkHH(WopO=@5fq{YH?Y%u4xz{lBhUjPH=cei>mKLQJCvHB*9L5L$<xLEi
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/__init__.cpython-310.pyc
index 063a6d8e0a1751a5009e9a0755b0c7d49d8f2d98..9dbb2e23b522fb6fd1116dcb80128e79c2cbdffd 100644
GIT binary patch
delta 40
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delta 38
tcmeBW?`G%D=jG*MU|?WacW=)|ZZ>A#F#U}D+*JL<(xTMj#K{WGxd6T}3g7?$
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/classifier_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/classifier_driver.cpython-310.pyc
index 027077ce472bc383f5cc509c64f7d59a42c96409..ecded845d49b6daae1185cc2f89bf0c1cc0c8072 100644
GIT binary patch
delta 41
wcmZou=}_U$=jG*MU|?Xlr?P(|_f>ZOME#8X+*JM4+|;7P(v;NAZ`mce0P)le*8l(j
delta 39
ucmeBBX;b0O=jG*MU|?VnDDK|KeU+UzUOyv0H&s8ev?#SWar1k2NiG1!77JSd
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/classifier_timer_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/classifier_timer_driver.cpython-310.pyc
index bfebacf98ca8c275d2f8e2fa5488f0d5aa8b7f5e..92666ae9aca58b6dc694328f791196d46ec4e89d 100644
GIT binary patch
delta 41
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delta 39
ucmaE&_DGF8pO=@5fq{WRptyS@w><}Ms(wa(ZmND_X;Er%;^s&WZf*e6yb9(3
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/debugger_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/debugger_driver.cpython-310.pyc
index 5a2207dbda1e0a8c33f149be8b07835177996f91..e0195173998ec9c3f79622491e95cb0db1c06886 100644
GIT binary patch
delta 41
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delta 39
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diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/default_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/default_driver.cpython-310.pyc
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GIT binary patch
delta 41
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delta 39
vcmZ3eF<*l_pO=@5fq{X6UwZvU?&*xYG5Q(#xvBbzrA4X5iJLbv76<_V!$1o(
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/single_step_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/single_step_driver.cpython-310.pyc
index cda761c3d3188513187ff3927e93249fb75ac927..2f1bfbe239c326a6a00b6330b646969fb00ba825 100644
GIT binary patch
delta 41
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delta 39
vcmew<_g#)VpO=@5fq{WRptyS@_Zc?c1pSQs+*JL<(xTMj#LdsxCUXD)<?;-c
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/xstep_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/xstep_driver.cpython-310.pyc
index f2df55ed699b718ef35b6b84b649539327239d0d..7ac36b8fd1a27a44d38070835f9793951c86bf57 100644
GIT binary patch
delta 41
xcmX@1c1n#qpO=@5fq{YHp344>+@9?GG5Q(#xvBc8xv52or75YK6WO100|5Dj4G{nU
delta 39
vcmX@5c0!FipO=@5fq{Wxdd9kq+@9>bQTiGAxvBbzrA4X5iJOzzpK}8M-NXzu
diff --git a/modneflib/modnef/modnef_driver/drivers/__pycache__/xstep_timer_driver.cpython-310.pyc b/modneflib/modnef/modnef_driver/drivers/__pycache__/xstep_timer_driver.cpython-310.pyc
index 162197a96e629f1d95847dbc965401506d2eac6e..7e0954cd4a565ec0a7405db25eb4747d3a686395 100644
GIT binary patch
delta 41
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delta 39
ucmbQFH9?CzpO=@5fq{WRptyS@cPs~Qf__GRZmND_X;Er%;^uOW**pNiK?@Q9
diff --git a/modneflib/modnef/modnef_torch/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_torch/__pycache__/__init__.cpython-310.pyc
index fb5f930237a51ae64b29d117c9107ba84b67fbc0..688e6e42278306ca30b5072399745da945a9723c 100644
GIT binary patch
delta 40
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delta 38
tcmeBRZe!-o=jG*MU|?W)Saf6~w*VuruYN{;ZmND_X;Er%;$$txH~_ar3Y7o=
diff --git a/modneflib/modnef/modnef_torch/__pycache__/executor.cpython-310.pyc b/modneflib/modnef/modnef_torch/__pycache__/executor.cpython-310.pyc
index a88847587dcf292e4dbb58e5a3712a9c5738a936..c129b94075bfc856c0e4e603adb7f7ac77f53225 100644
GIT binary patch
delta 41
wcmZp6Xm#Mu=jG*MU|?XlRd;YB_eO4hfBlU7+*JM4+|;7P(v;NAC%LUe0RAcsIsgCw
delta 39
ucmZp5Xm;Sv=jG*MU|?W4?s;G%_eO4BU;T{y+*JL<(xTMj#LcI<twaFao(w1e
diff --git a/modneflib/modnef/modnef_torch/__pycache__/model.cpython-310.pyc b/modneflib/modnef/modnef_torch/__pycache__/model.cpython-310.pyc
index 980e74db9a47de5f660f7f5c0d7efaab3cda51b7..a836e86c21a81e76ff5d2d204e321e780265c201 100644
GIT binary patch
delta 191
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delta 189
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diff --git a/modneflib/modnef/modnef_torch/__pycache__/trainer.cpython-310.pyc b/modneflib/modnef/modnef_torch/__pycache__/trainer.cpython-310.pyc
index 18e25f81bcf3e35df0c64461da7b3606c3a31ae7..12b280a2c752f9041d1674f3a54e26f20c2bdb51 100644
GIT binary patch
delta 41
xcmZ2zyV#aHpO=@5fq{X+qVDKM?h_pRe)<{txvBc8xv52or75YKA8;HL1pxSM4S@gv
delta 39
vcmZ2%yU><9pO=@5fq{WxZt;<g+$T7Aee^T(b5r#bON&yA6E{ENI4BAL=hY1n
diff --git a/modneflib/modnef/modnef_torch/model.py b/modneflib/modnef/modnef_torch/model.py
index 8eaf453..5d32870 100644
--- a/modneflib/modnef/modnef_torch/model.py
+++ b/modneflib/modnef/modnef_torch/model.py
@@ -83,7 +83,7 @@ class ModNEFModel(nn.Module):
def __train(self, mode, quant, hardware, fpga):
self.hardware_estimation_flag = hardware
- self.fpga = fpga
+ self.fpga_eval_flag = fpga
for m in self.modules():
if isinstance(m, ModNEFNeuron):
@@ -92,7 +92,7 @@ class ModNEFModel(nn.Module):
return super().train(mode=mode)
- def train(self, mode : bool = True, quant : bool = True):
+ def train(self, mode : bool = True, quant : bool = False):
"""
Set neuron model for trainning
"""
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/__pycache__/__init__.cpython-310.pyc
index bdf280b17bc37b26bd5d68650f91c7c7912058d0..c73777892c62178df480b384ce51bad9a4eb9605 100644
GIT binary patch
delta 40
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delta 38
ucmdnavXzB9pO=@5fq{WR^z6Qk+#48qWArofb5r#bON&yA6DOZy%mo0*qYK;s
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/__pycache__/modnef_torch_neuron.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/__pycache__/modnef_torch_neuron.cpython-310.pyc
index 895a5aacc1efbab760c5e04db68a67bb7652872b..efe2984b5c8c023df426bfa8a8b30c250932f54b 100644
GIT binary patch
delta 736
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delta 659
zcmZ1?|5c7RpO=@5fq{XczU@f5#ztOERz}Uq=B%@YL>L$tex>VY<maa9Czcka7AJ0g
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diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/blif_model/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/blif_model/__pycache__/__init__.cpython-310.pyc
index 829c917976b2b648660d27dd7f7d5092f33094db..1d5db0afb7228579ffe4d11dc30014181f63dfa7 100644
GIT binary patch
delta 40
vcmcb^e2<wspO=@5fq{XcNp1f|?f^#qO#O`f+*JM4+|;7P(v;N68H^<W-q8#S
delta 38
tcmcb|e21AkpO=@5fq{YHkj}o1+yRWd>G~P@xvBbzrA4X5iIcM!O90J~3x)sy
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/blif_model/__pycache__/blif.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/blif_model/__pycache__/blif.cpython-310.pyc
index 0da4515400f65ec51a49a88e508075b209f54f51..2fb28b69101f2f2cb2298ccfcfa4163a85ab0209 100644
GIT binary patch
delta 41
xcmccUaoK}ApO=@5fq{X+qVDKM?q**8RQ-(n+*JM4+|;7P(v;NAvw63P0RRQV4TJyy
delta 39
vcmccYanXZ2pO=@5fq{WxMd*=@+|9ha$@&@jxvBbzrA4X5iJRy0ZW99l^0Ey9
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/blif_model/__pycache__/rblif.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/blif_model/__pycache__/rblif.cpython-310.pyc
index ce3b0d27934dac2dfcd67a029307b2f42181b0e5..04fa112e1be499b017a32f3013eb5286f9240a6e 100644
GIT binary patch
delta 41
wcmeD5>Gt8y=jG*MU|?Xds5`omyOfVVO+O<)H&s71H?=6SG$nO&FJFx~0Pd^|ssI20
delta 39
ucmeD7>Ga{w=jG*MU|?Wa6nbPMcPSrlihf3ZZmND_X;Er%;^uz78gT&JHVh#E
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/modnef_torch_neuron.py b/modneflib/modnef/modnef_torch/modnef_neurons/modnef_torch_neuron.py
index dbfb48a..88b04f2 100644
--- a/modneflib/modnef/modnef_torch/modnef_neurons/modnef_torch_neuron.py
+++ b/modneflib/modnef/modnef_torch/modnef_neurons/modnef_torch_neuron.py
@@ -94,8 +94,8 @@ class ModNEFNeuron():
def set_quant(self, mode=False):
self.quantization_flag = mode
- # if mode:
- # self.quantize(False)
+ if mode:
+ self.quantize(False)
def hardware_estimation(self, mode = False):
"""
@@ -103,9 +103,10 @@ class ModNEFNeuron():
"""
self.hardware_estimation_flag = mode
+ self.quantization_flag = mode
if mode:
- self.set_quant(mode)
+ self.quantize(True)
def get_builder_module(self, module_name : str, output_path : str = "."):
"""
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/__pycache__/__init__.cpython-310.pyc
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diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/__pycache__/rslif.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/__pycache__/rslif.cpython-310.pyc
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diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/slif.py b/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/slif.py
index a7b89eb..994bb39 100644
--- a/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/slif.py
+++ b/modneflib/modnef/modnef_torch/modnef_neurons/slif_model/slif.py
@@ -299,7 +299,9 @@ class SLIF(LIF, ModNEFNeuron):
if self.hardware_description["variable_size"]==-1:
if self.hardware_estimation_flag:
val_max = max(abs(self.val_max), abs(self.val_min))
- val_max = self.quantizer(val_max)
+ print(val_max)
+ val_max = self.quantizer(val_max, dtype=torch.int32)
+ print(val_max)
self.hardware_description["variable_size"] = ceil(log(val_max)/log(256))*8
else:
self.hardware_description["variable_size"]=16
diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/srlif_model/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/srlif_model/__pycache__/__init__.cpython-310.pyc
index b0d94c36d8094814dcfa4056130323bffdb3350d..41deef92f558133490ec72f27c3405cadf873a70 100644
GIT binary patch
delta 40
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diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/srlif_model/__pycache__/rshiftlif.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/srlif_model/__pycache__/rshiftlif.cpython-310.pyc
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delta 41
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diff --git a/modneflib/modnef/modnef_torch/modnef_neurons/srlif_model/__pycache__/shiftlif.cpython-310.pyc b/modneflib/modnef/modnef_torch/modnef_neurons/srlif_model/__pycache__/shiftlif.cpython-310.pyc
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GIT binary patch
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diff --git a/modneflib/modnef/quantizer/dynamic_scale_quantizer.py b/modneflib/modnef/quantizer/dynamic_scale_quantizer.py
index 4255dea..6b98e21 100644
--- a/modneflib/modnef/quantizer/dynamic_scale_quantizer.py
+++ b/modneflib/modnef/quantizer/dynamic_scale_quantizer.py
@@ -146,7 +146,7 @@ class DynamicScaleFactorQuantizer(Quantizer):
born_max = 2**(self.bitwidth-int(self.signed))-1
#scaled = torch.clamp(data/self.scale_factor, min=born_min, max=born_max).to(dtype)
- scaled = (data/self.scale_factor).to(dtype)
+ scaled = torch.round(data/self.scale_factor).to(dtype)
if unscale:
return scaled*self.scale_factor
diff --git a/modneflib/modnef/templates/evaluation.py b/modneflib/modnef/templates/evaluation.py
index 40d7147..aa74e22 100644
--- a/modneflib/modnef/templates/evaluation.py
+++ b/modneflib/modnef/templates/evaluation.py
@@ -3,6 +3,7 @@ from torch.utils.data import DataLoader
from modnef.modnef_torch import ModNEFModelBuilder
import os
from snntorch.surrogate import fast_sigmoid
+import torch
from run_lib import *
import sys
@@ -23,7 +24,6 @@ if __name__ == "__main__":
"""Kind of run
eval : full precision evaluation
qeval : quantized evaluation
- heval : hardware estimation evaluation
feval : FPGA eval
"""
@@ -37,6 +37,11 @@ if __name__ == "__main__":
save_conf_matrix = False
output_path = "."
+ """FPGA file definition"""
+ driver_config_path = "driver_config"
+ board_path = ""
+
+
"""Output variable definition"""
acc = 0.0
y_true = None
@@ -65,22 +70,23 @@ if __name__ == "__main__":
testLoader=testLoader,
name=exp_name,
device=device,
- verbose=verbose
+ verbose=verbose,
+ quant=False
)
elif kind == "qeval":
- # TODO
- raise NotImplementedError()
- elif kind == "heval":
- acc, y_pred, y_true = hardware_estimation(
+ acc, y_pred, y_true = evaluation(
model=model,
testLoader=testLoader,
name=exp_name,
device=device,
- verbose=verbose
+ verbose=verbose,
+ quant=True
)
elif kind == "feval":
acc, y_pred, y_true = fpga_evaluation(
model=model,
+ driver_config=driver_config_path,
+ board_path=board_path,
testLoader=testLoader,
name=exp_name,
verbose=verbose
diff --git a/modneflib/modnef/templates/model_template.json b/modneflib/modnef/templates/model_template.json
index 31fd483..cbf8673 100644
--- a/modneflib/modnef/templates/model_template.json
+++ b/modneflib/modnef/templates/model_template.json
@@ -1,5 +1,5 @@
{
- "name" : "blif_model",
+ "name" : "template_model",
"input" : 2312,
"num_class" : 10,
@@ -71,8 +71,8 @@
"hardware" : {
"clock_name" : "clock",
- "clock_freq" : 125000000,
- "baud_rate" : 921600,
+ "clock_freq" : 100000000,
+ "baud_rate" : 460800,
"txd" : "uart_txd",
"rxd" : "uart_rxd",
"queue_read_depth" : 4096,
diff --git a/modneflib/modnef/templates/run_lib.py b/modneflib/modnef/templates/run_lib.py
index 38bec42..5a98742 100644
--- a/modneflib/modnef/templates/run_lib.py
+++ b/modneflib/modnef/templates/run_lib.py
@@ -160,14 +160,14 @@ def __run_accuracy(model, testLoader, name, verbose, device):
return (correct/total), y_pred, y_true
-def evaluation(model, testLoader, name="Evaluation", device=torch.device("cpu"), verbose=False):
+def evaluation(model, testLoader, name="Evaluation", device=torch.device("cpu"), verbose=False, quant=False):
accuracy = 0
y_pred = []
y_true = []
model = model.to(device)
- model.eval()
+ model.eval(quant)
accuracy, y_pred, y_true = __run_accuracy(model=model, testLoader=testLoader, name=name, verbose=verbose, device=device)
@@ -187,7 +187,7 @@ def hardware_estimation(model, testLoader, name="Hardware Estimation", device=to
return accuracy, y_pred, y_true
-def fpga_evaluation(model, testLoader, name="FPGA Evaluation", verbose=False):
+def fpga_evaluation(model, testLoader, board_path, driver_config, name="FPGA Evaluation", verbose=False):
accuracy = 0
y_pred = []
y_true = []
@@ -196,7 +196,7 @@ def fpga_evaluation(model, testLoader, name="FPGA Evaluation", verbose=False):
model = model.to(device)
- model.hardware_estimation()
+ model.fpga_eval(board_path, driver_config)
accuracy, y_pred, y_true = __run_accuracy(model=model, testLoader=testLoader, name=name, verbose=verbose, device=device)
diff --git a/modneflib/modnef/templates/train.py b/modneflib/modnef/templates/train.py
index 3a5bc0c..03603ec 100644
--- a/modneflib/modnef/templates/train.py
+++ b/modneflib/modnef/templates/train.py
@@ -4,6 +4,7 @@ from modnef.modnef_torch import ModNEFModelBuilder
import os
from snntorch.surrogate import fast_sigmoid
from run_lib import *
+import torch
if __name__ == "__main__":
@@ -21,7 +22,7 @@ if __name__ == "__main__":
device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
"""Train variable definition"""
- n_epoch = 10
+ n_epoch = 1
best_model_name = "best_model"
verbose = True
save_plot = False
diff --git a/modneflib/modnef/templates/vhdl_generation.py b/modneflib/modnef/templates/vhdl_generation.py
new file mode 100644
index 0000000..82dbb71
--- /dev/null
+++ b/modneflib/modnef/templates/vhdl_generation.py
@@ -0,0 +1,62 @@
+import tonic
+from torch.utils.data import DataLoader
+from modnef.modnef_torch import ModNEFModelBuilder
+import os
+from snntorch.surrogate import fast_sigmoid
+from run_lib import *
+import torch
+
+if __name__ == "__main__":
+
+ """Experience name"""
+ exp_name = "Evaluation"
+
+ """Model definition"""
+ model_path = "model_template.json"
+ best_model_name = "best_model"
+
+ model = ModNEFModelBuilder(model_path, spike_grad=fast_sigmoid(slope=25))
+
+ model.load_state_dict(torch.load(best_model_name))
+
+
+ """Device definition"""
+ device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
+
+ """Hardware Estimation variable definition"""
+ verbose = True
+
+
+ """VHDL file definition"""
+ output_path = "."
+ file_name = "template_vhdl_model.vhd"
+ driver_config_path = "driver_config"
+
+ """DataSet Definition"""
+ dataset_path = f"{os.environ['HOME']}/datasets"
+
+ # data set definition, change to your dataset
+ sensor_size = tonic.datasets.NMNIST.sensor_size
+ frame_transform = tonic.transforms.ToFrame(sensor_size=sensor_size, n_time_bins=10)
+
+ test_set = tonic.datasets.NMNIST(save_to=dataset_path, train=False, transform=frame_transform)
+
+ # batch loader
+ batch_size = 64
+
+ testLoader = DataLoader(test_set, batch_size=batch_size, shuffle=True, drop_last = True, collate_fn = tonic.collation.PadTensors(batch_first=True))
+
+ acc, y_pred, y_true = hardware_estimation(
+ model=model,
+ testLoader=testLoader,
+ name=exp_name,
+ device=device,
+ verbose=verbose
+ )
+
+ model.to_vhdl(
+ file_name=file_name,
+ output_path=output_path,
+ driver_config_path=driver_config_path
+ )
+
\ No newline at end of file
diff --git a/modneflib/modnef/tools/__pycache__/__init__.cpython-310.pyc b/modneflib/modnef/tools/__pycache__/__init__.cpython-310.pyc
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--
GitLab