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authorYimmon Zhuang <[email protected]>2015-08-14 17:40:18 +0800
committerYimmon Zhuang <[email protected]>2015-08-14 17:40:18 +0800
commitdfdd17afc2e984ec6c32ea01290f5c76309a456a (patch)
treebfea20e97c200cf734021e3756d749c892e658a4 /kaldi_io
parent70d52a3dc6c120fe76e1109e844303e2f5e61872 (diff)
parent10cce5f6a5c9e2f8e00d5a2a4d87c9cb7c26bf4c (diff)
solve dependencies
Diffstat (limited to 'kaldi_io')
-rw-r--r--kaldi_io/example/swb_baseline_basic.lua157
-rw-r--r--kaldi_io/kaldi.mk70
2 files changed, 227 insertions, 0 deletions
diff --git a/kaldi_io/example/swb_baseline_basic.lua b/kaldi_io/example/swb_baseline_basic.lua
new file mode 100644
index 0000000..e6c8145
--- /dev/null
+++ b/kaldi_io/example/swb_baseline_basic.lua
@@ -0,0 +1,157 @@
+require 'kaldi_io'
+gconf = {lrate = 0.8, wcost = 1e-6, momentum = 0.9,
+ cumat_type = nerv.CuMatrixFloat,
+ mmat_type = nerv.MMatrixFloat,
+ frm_ext = 5,
+ tr_rspecifier = "ark:/slfs6/users/ymz09/kaldi/src/featbin/copy-feats scp:/slfs6/users/ymz09/swb_ivec/train_bp.scp ark:- |",
+ cv_rspecifier = "ark:/slfs6/users/ymz09/kaldi/src/featbin/copy-feats scp:/slfs6/users/ymz09/swb_ivec/train_cv.scp ark:- |",
+ initialized_param = {"/slfs6/users/ymz09/swb_ivec/swb_init.nerv",
+ "/slfs6/users/ymz09/swb_ivec/swb_global_transf.nerv"},
+ debug = false}
+
+function make_sublayer_repo(param_repo)
+ return nerv.LayerRepo(
+ {
+ -- global transf
+ ["nerv.BiasLayer"] =
+ {
+ blayer1 = {{bias = "bias1"}, {dim_in = {429}, dim_out = {429}}},
+ blayer2 = {{bias = "bias2"}, {dim_in = {429}, dim_out = {429}}}
+ },
+ ["nerv.WindowLayer"] =
+ {
+ wlayer1 = {{window = "window1"}, {dim_in = {429}, dim_out = {429}}},
+ wlayer2 = {{window = "window2"}, {dim_in = {429}, dim_out = {429}}}
+ },
+ -- biased linearity
+ ["nerv.AffineLayer"] =
+ {
+ affine0 = {{ltp = "affine0_ltp", bp = "affine0_bp"},
+ {dim_in = {429}, dim_out = {2048}}},
+ affine1 = {{ltp = "affine1_ltp", bp = "affine1_bp"},
+ {dim_in = {2048}, dim_out = {2048}}},
+ affine2 = {{ltp = "affine2_ltp", bp = "affine2_bp"},
+ {dim_in = {2048}, dim_out = {2048}}},
+ affine3 = {{ltp = "affine3_ltp", bp = "affine3_bp"},
+ {dim_in = {2048}, dim_out = {2048}}},
+ affine4 = {{ltp = "affine4_ltp", bp = "affine4_bp"},
+ {dim_in = {2048}, dim_out = {2048}}},
+ affine5 = {{ltp = "affine5_ltp", bp = "affine5_bp"},
+ {dim_in = {2048}, dim_out = {2048}}},
+ affine6 = {{ltp = "affine6_ltp", bp = "affine6_bp"},
+ {dim_in = {2048}, dim_out = {2048}}},
+ affine7 = {{ltp = "affine7_ltp", bp = "affine7_bp"},
+ {dim_in = {2048}, dim_out = {3001}}}
+ },
+ ["nerv.SigmoidLayer"] =
+ {
+ sigmoid0 = {{}, {dim_in = {2048}, dim_out = {2048}}},
+ sigmoid1 = {{}, {dim_in = {2048}, dim_out = {2048}}},
+ sigmoid2 = {{}, {dim_in = {2048}, dim_out = {2048}}},
+ sigmoid3 = {{}, {dim_in = {2048}, dim_out = {2048}}},
+ sigmoid4 = {{}, {dim_in = {2048}, dim_out = {2048}}},
+ sigmoid5 = {{}, {dim_in = {2048}, dim_out = {2048}}},
+ sigmoid6 = {{}, {dim_in = {2048}, dim_out = {2048}}}
+ },
+ ["nerv.SoftmaxCELayer"] =
+ {
+ ce_crit = {{}, {dim_in = {3001, 1}, dim_out = {1}, compressed = true}}
+ }
+ }, param_repo, gconf)
+end
+
+function make_layer_repo(sublayer_repo, param_repo)
+ return nerv.LayerRepo(
+ {
+ ["nerv.DAGLayer"] =
+ {
+ global_transf = {{}, {
+ dim_in = {429}, dim_out = {429},
+ sub_layers = sublayer_repo,
+ connections = {
+ ["<input>[1]"] = "blayer1[1]",
+ ["blayer1[1]"] = "wlayer1[1]",
+ ["wlayer1[1]"] = "blayer2[1]",
+ ["blayer2[1]"] = "wlayer2[1]",
+ ["wlayer2[1]"] = "<output>[1]"
+ }
+ }},
+ main = {{}, {
+ dim_in = {429, 1}, dim_out = {1},
+ sub_layers = sublayer_repo,
+ connections = {
+ ["<input>[1]"] = "affine0[1]",
+ ["affine0[1]"] = "sigmoid0[1]",
+ ["sigmoid0[1]"] = "affine1[1]",
+ ["affine1[1]"] = "sigmoid1[1]",
+ ["sigmoid1[1]"] = "affine2[1]",
+ ["affine2[1]"] = "sigmoid2[1]",
+ ["sigmoid2[1]"] = "affine3[1]",
+ ["affine3[1]"] = "sigmoid3[1]",
+ ["sigmoid3[1]"] = "affine4[1]",
+ ["affine4[1]"] = "sigmoid4[1]",
+ ["sigmoid4[1]"] = "affine5[1]",
+ ["affine5[1]"] = "sigmoid5[1]",
+ ["sigmoid5[1]"] = "affine6[1]",
+ ["affine6[1]"] = "sigmoid6[1]",
+ ["sigmoid6[1]"] = "affine7[1]",
+ ["affine7[1]"] = "ce_crit[1]",
+ ["<input>[2]"] = "ce_crit[2]",
+ ["ce_crit[1]"] = "<output>[1]"
+ }
+ }}
+ }
+ }, param_repo, gconf)
+end
+
+function get_network(layer_repo)
+ return layer_repo:get_layer("main")
+end
+
+function make_readers(feature_rspecifier, layer_repo)
+ return {
+ {reader = nerv.KaldiReader(gconf,
+ {
+ id = "main_scp",
+ feature_rspecifier = feature_rspecifier,
+ frm_ext = gconf.frm_ext,
+ mlfs = {
+ phone_state = {
+ targets_rspecifier = "ark:/slfs6/users/ymz09/kaldi/src/bin/ali-to-pdf /slfs6/users/ymz09/swb_ivec/final.mdl \"ark:gunzip -c /slfs6/users/ymz09/swb_ivec/ali.*.gz |\" ark:- | /slfs6/users/ymz09/kaldi/src/bin/ali-to-post ark:- ark:- |",
+ format = "map"
+ }
+ },
+ global_transf = layer_repo:get_layer("global_transf")
+ }),
+ data = {main_scp = 429, phone_state = 1}}
+ }
+end
+
+function make_buffer(readers)
+ return nerv.SGDBuffer(gconf,
+ {
+ buffer_size = gconf.buffer_size,
+ randomize = gconf.randomize,
+ readers = readers
+ })
+end
+
+function get_input_order()
+ return {"main_scp", "phone_state"}
+end
+
+function get_accuracy(sublayer_repo)
+ local ce_crit = sublayer_repo:get_layer("ce_crit")
+ return ce_crit.total_correct / ce_crit.total_frames * 100
+end
+
+function print_stat(sublayer_repo)
+ local ce_crit = sublayer_repo:get_layer("ce_crit")
+ nerv.info("*** training stat begin ***")
+ nerv.printf("cross entropy:\t\t%.8f\n", ce_crit.total_ce)
+ nerv.printf("correct:\t\t%d\n", ce_crit.total_correct)
+ nerv.printf("frames:\t\t\t%d\n", ce_crit.total_frames)
+ nerv.printf("err/frm:\t\t%.8f\n", ce_crit.total_ce / ce_crit.total_frames)
+ nerv.printf("accuracy:\t\t%.3f%%\n", get_accuracy(sublayer_repo))
+ nerv.info("*** training stat end ***")
+end
diff --git a/kaldi_io/kaldi.mk b/kaldi_io/kaldi.mk
new file mode 100644
index 0000000..4a397f0
--- /dev/null
+++ b/kaldi_io/kaldi.mk
@@ -0,0 +1,70 @@
+# This file was generated using the following command:
+# ./configure
+
+# Rules that enable valgrind debugging ("make valgrind")
+
+valgrind: .valgrind
+
+.valgrind:
+ echo -n > valgrind.out
+ for x in $(TESTFILES); do echo $$x>>valgrind.out; valgrind ./$$x >/dev/null 2>> valgrind.out; done
+ ! ( grep 'ERROR SUMMARY' valgrind.out | grep -v '0 errors' )
+ ! ( grep 'definitely lost' valgrind.out | grep -v -w 0 )
+ rm valgrind.out
+ touch .valgrind
+
+
+CONFIGURE_VERSION := 2
+OPENFSTLIBS = -L/slwork/users/wd007/src/kaldi/tools/openfst/lib -lfst
+OPENFSTLDFLAGS = -Wl,-rpath=/slwork/users/wd007/src/kaldi/tools/openfst/lib
+FSTROOT = /slwork/users/wd007/src/kaldi/tools/openfst
+ATLASINC = /slwork/users/wd007/src/kaldi/tools/ATLAS/include
+ATLASLIBS = -L/usr/lib -llapack -lcblas -latlas -lf77blas
+# You have to make sure ATLASLIBS is set...
+
+ifndef FSTROOT
+$(error FSTROOT not defined.)
+endif
+
+ifndef ATLASINC
+$(error ATLASINC not defined.)
+endif
+
+ifndef ATLASLIBS
+$(error ATLASLIBS not defined.)
+endif
+
+
+CXXFLAGS = -msse -msse2 -Wall -I.. \
+ -fPIC \
+ -DKALDI_DOUBLEPRECISION=0 -DHAVE_POSIX_MEMALIGN \
+ -Wno-sign-compare -Wno-unused-local-typedefs -Winit-self \
+ -DHAVE_EXECINFO_H=1 -rdynamic -DHAVE_CXXABI_H \
+ -DHAVE_ATLAS -I$(ATLASINC) \
+ -I$(FSTROOT)/include \
+ $(EXTRA_CXXFLAGS) \
+ -g # -O0 -DKALDI_PARANOID
+
+ifeq ($(KALDI_FLAVOR), dynamic)
+CXXFLAGS += -fPIC
+endif
+
+LDFLAGS = -rdynamic $(OPENFSTLDFLAGS)
+LDLIBS = $(EXTRA_LDLIBS) $(OPENFSTLIBS) $(ATLASLIBS) -lm -lpthread -ldl
+CC = g++
+CXX = g++
+AR = ar
+AS = as
+RANLIB = ranlib
+
+#Next section enables CUDA for compilation
+CUDA = true
+CUDATKDIR = /usr/local/cuda
+
+CUDA_INCLUDE= -I$(CUDATKDIR)/include
+CUDA_FLAGS = -g -Xcompiler -fPIC --verbose --machine 64 -DHAVE_CUDA
+
+CXXFLAGS += -DHAVE_CUDA -I$(CUDATKDIR)/include
+CUDA_LDFLAGS += -L$(CUDATKDIR)/lib64 -Wl,-rpath,$(CUDATKDIR)/lib64
+CUDA_LDLIBS += -lcublas -lcudart #LDLIBS : The libs are loaded later than static libs in implicit rule
+