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Diffstat (limited to 'script/train_700c_quant.sh')
| -rwxr-xr-x | script/train_700c_quant.sh | 107 |
1 files changed, 107 insertions, 0 deletions
diff --git a/script/train_700c_quant.sh b/script/train_700c_quant.sh new file mode 100755 index 0000000..4fd0c72 --- /dev/null +++ b/script/train_700c_quant.sh @@ -0,0 +1,107 @@ +#!/bin/bash -x +# train_700C_quant.sh +# David Rowe May 2019 +# +# Training a Vector Quantiser (VQ) for Codec 2 700C +# This is a two stage VQ with 512 entries (9 bits) per stage +# Also used to support other VQ experiments, such as the effect of the +# post filter and an experimental equaliser, see octave/vq_700c_eq.m + +SRC=~/Downloads/all_speech_8k.sw +CODEC2_BUILD=/home/david/codec2/build_linux +K=20 +SAMPLES=~/tmp/c2vec_pass2 + +# train a new VQ +function train() { + # c2enc can dump "feature vectors" that contain the current VQ input + $CODEC2_BUILD/src/c2enc 700C $SRC /dev/null --mlfeat feat.f32 + # extract VQ input as training data, then train two stage VQ + $CODEC2_BUILD/misc/extract -s 1 -e $K -t 41 feat.f32 stage0_in.f32 + $CODEC2_BUILD/misc/vqtrain stage0_in.f32 $K 512 vq_stage1.f32 -s 1e-3 -r stage1_in.f32 + $CODEC2_BUILD/misc/vqtrain stage1_in.f32 $K 512 vq_stage2.f32 -s 1e-3 +} + +# encode/decode a file with the stock codec2 700C VQ +function test_a() { + b=$(basename "$1" .raw) + $CODEC2_BUILD/src/c2enc 700C $1'.raw' - --var | $CODEC2_BUILD/src/c2dec 700C - - | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$b'_a.wav' +} + +# stock 700C VQ like test_a, but no postfilter +function test_a_nopf() { + b=$(basename "$1" .raw) + $CODEC2_BUILD/src/c2enc 700C $1'.raw' - --var | $CODEC2_BUILD/src/c2dec 700C - - --nopf | \ + sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$b'_a_nopf.wav' +} + +# encode/decode a file with the new VQ we just trained above +function test_b() { + b=$(basename "$1" .raw) + $CODEC2_BUILD/src/c2enc 700C $1'.raw' - --loadcb 1 vq_stage1.f32 --loadcb 2 vq_stage2.f32 --var | \ + $CODEC2_BUILD/src/c2dec 700C - - --loadcb 1 vq_stage1.f32 --loadcb 2 vq_stage2.f32 | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$b'_b.wav' +} + +# just like b but no postfilter +function test_b_nopf() { + b=$(basename "$1" .raw) + $CODEC2_BUILD/src/c2enc 700C $1'.raw' - --loadcb 1 vq_stage1.f32 --loadcb 2 vq_stage2.f32 --var | \ + $CODEC2_BUILD/src/c2dec 700C - - --loadcb 1 vq_stage1.f32 --loadcb 2 vq_stage2.f32 $2 --nopf | \ + sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$b'_b_nopf.wav' +} + +# pass an unquantised rate K vector through to the decoder as a control +function test_uq() { + b=$(basename "$1" .raw) + $CODEC2_BUILD/src/c2enc 700C $1'.raw' $b'.bin' --mlfeat $b'_feat.f32' + $CODEC2_BUILD/misc/extract -s 1 -e 20 -t 41 $b'_feat.f32' $b'_ratek.f32' + $CODEC2_BUILD/src/c2dec 700C $b'.bin' - --loadratek $b'_ratek.f32' | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$b'_uq.wav' +} + +# extract features for use in octave octave/vq_700c_eq.m +function feat() { + RAW_FILES="../raw/hts1a ../raw/hts2a ../raw/vk5qi ../raw/cq_ref ../raw/ve9qrp_10s $HOME/Downloads/ma01_01 $HOME/Downloads/c01_01_8k $HOME/Downloads/cq_freedv_8k $HOME/Downloads/cq_freedv_8k_lfboost $HOME/Downloads/cq_freedv_8k_hfcut " + for f in $RAW_FILES + do + b=$(basename "$f" .raw) + $CODEC2_BUILD/src/c2enc 700C $f'.raw' $b'.bin' --mlfeat $b'_feat.f32' + done +} + +# generate a bunch of test samples for a listening test +function listen() { + RAW_FILES="../raw/hts1a ../raw/hts2a ../raw/vk5qi ../raw/cq_ref ../raw/ve9qrp_10s $HOME/Downloads/ma01_01 $HOME/Downloads/c01_01_8k $HOME/Downloads/cq_freedv_8k" + for f in $RAW_FILES + do + test_a $f + test_a_nopf $f + test_b $f + test_b_nopf $f + test_uq $f + done +} + +# Generate a bunch of test samples for VQ equalisation listening tests. Assumes +# Octave has generated rate K quantised .f32 files +function listen_vq_eq() { + FILES="hts1a hts2a vk5qi cq_ref ve9qrp_10s ma01_01 c01_01_8k cq_freedv_8k cq_freedv_8k_lfboost cq_freedv_8k_hfcut" + for f in $FILES + do + # try equaliser wth train_120 VQ + $CODEC2_BUILD/src/c2dec 700C $f'.bin' - --loadratek $f'_vq2.f32' | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$f'_vq2.wav' + $CODEC2_BUILD/src/c2dec 700C $f'.bin' - --loadratek $f'_vq2_eq1.f32' | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$f'_vq2_eq1.wav' + $CODEC2_BUILD/src/c2dec 700C $f'.bin' - --loadratek $f'_vq2_eq2.f32' | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$f'_vq2_eq2.wav' + # try equaliser wth train_all_speech VQ + #$CODEC2_BUILD/src/c2dec 700C $f'.bin' - --loadratek $f'_vq2_as.f32' | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$f'_vq2_as.wav' + #$CODEC2_BUILD/src/c2dec 700C $f'.bin' - --loadratek $f'_vq2_as_eq.f32' | sox -q -t .s16 -c 1 -r 8000 -b 16 - $SAMPLES/$f'_vq2_as_eq.wav' + done +} + +mkdir -p $SAMPLES + +# choose which function to run here +#train +#listen +#feat +listen_vq_eq + |
