From 07354308b662a65a66efad435abfeec564f32f37 Mon Sep 17 00:00:00 2001 From: Martin Bruse Date: Tue, 21 May 2024 16:13:24 +0200 Subject: [PATCH] Hacked together a replacement of the ellitic filters with the tabuli rotator filters. --- CMakeLists.txt | 2 + COMPARISON.md | 274 ++++++++++++++++++---------------- cpp/zimt/fourier_bank.cc | 309 +++++++++++++++++++++++++++++++++++++++ cpp/zimt/fourier_bank.h | 114 +++++++++++++++ cpp/zimt/goohrli.cc | 15 +- cpp/zimt/zimtohrli.cc | 17 ++- go/goohrli/goohrli.a | Bin 20139602 -> 20145506 bytes 7 files changed, 599 insertions(+), 132 deletions(-) create mode 100644 cpp/zimt/fourier_bank.cc create mode 100644 cpp/zimt/fourier_bank.h diff --git a/CMakeLists.txt b/CMakeLists.txt index b501a2d..d7d4998 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -20,6 +20,8 @@ add_library(zimtohrli_base STATIC cpp/zimt/elliptic.h cpp/zimt/filterbank.cc cpp/zimt/filterbank.h + cpp/zimt/fourier_bank.h + cpp/zimt/fourier_bank.cc cpp/zimt/loudness.cc cpp/zimt/loudness.h cpp/zimt/masking.cc diff --git a/COMPARISON.md b/COMPARISON.md index 1a2f275..967f327 100644 --- a/COMPARISON.md +++ b/COMPARISON.md @@ -1,31 +1,33 @@ # Zimtohrli correlation report -Created at 2024-05-21 +Created at 2024-05-22 -Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrli.git +Revision v0.1.10-26-gd782335, branch tabuli, origin git@github.com:google/zimtohrli.git ## PEASS_DB ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.47 |0.11 |0.47 |0.85 |0.78 |0.65 |0.56 |0.65 |0.74 | -|DPAM |0.47 |1.00 |0.09 |0.40 |0.57 |0.50 |0.33 |0.36 |0.34 |0.51 | -|GVPMOS |0.11 |0.09 |1.00 |0.09 |0.08 |0.01 |0.28 |0.24 |0.15 |0.26 | -|MOS |0.47 |0.40 |0.09 |1.00 |0.45 |0.36 |0.34 |0.52 |0.25 |0.56 | -|PARLAQ |0.85 |0.57 |0.08 |0.45 |1.00 |0.83 |0.68 |0.49 |0.78 |0.72 | -|PEAQB |0.78 |0.50 |0.01 |0.36 |0.83 |1.00 |0.70 |0.40 |0.71 |0.65 | -|PESQ |0.65 |0.33 |0.28 |0.34 |0.68 |0.70 |1.00 |0.43 |0.59 |0.57 | -|ViSQOL |0.56 |0.36 |0.24 |0.52 |0.49 |0.40 |0.43 |1.00 |0.35 |0.70 | -|WARP-Q |0.65 |0.34 |0.15 |0.25 |0.78 |0.71 |0.59 |0.35 |1.00 |0.49 | -|Zimtohrli |0.74 |0.51 |0.26 |0.56 |0.72 |0.65 |0.57 |0.70 |0.49 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.55 |0.29 |0.29 |0.55 |0.43 |0.43 |0.56 |0.75 |0.30 |+Inf | +|CDPAM |0.55 |1.00 |0.47 |0.11 |0.47 |0.85 |0.78 |0.65 |0.56 |0.65 |+Inf | +|DPAM |0.29 |0.47 |1.00 |0.09 |0.40 |0.57 |0.50 |0.33 |0.36 |0.34 |+Inf | +|GVPMOS |0.29 |0.11 |0.09 |1.00 |0.09 |0.08 |0.01 |0.28 |0.24 |0.15 |+Inf | +|MOS |0.55 |0.47 |0.40 |0.09 |1.00 |0.45 |0.36 |0.34 |0.52 |0.25 |+Inf | +|PARLAQ |0.43 |0.85 |0.57 |0.08 |0.45 |1.00 |0.83 |0.68 |0.49 |0.78 |+Inf | +|PEAQB |0.43 |0.78 |0.50 |0.01 |0.36 |0.83 |1.00 |0.70 |0.40 |0.71 |+Inf | +|PESQ |0.56 |0.65 |0.33 |0.28 |0.34 |0.68 |0.70 |1.00 |0.43 |0.59 |+Inf | +|ViSQOL |0.75 |0.56 |0.36 |0.24 |0.52 |0.49 |0.40 |0.43 |1.00 |0.35 |+Inf | +|WARP-Q |0.30 |0.65 |0.34 |0.15 |0.25 |0.78 |0.71 |0.59 |0.35 |1.00 |+Inf | +|Zimtohrli |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf | ### Score type MOS Spearman correlation in order |Score type |Spearman correlation | |-----------|---------------------| -|Zimtohrli |0.56 | +|Zimtohrli |+Inf | +|2f |0.55 | |ViSQOL |0.52 | |CDPAM |0.47 | |PARLAQ |0.45 | @@ -39,27 +41,29 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.62 |0.38 |0.61 |0.87 |0.62 |0.61 |0.73 |0.71 |0.77 | -|DPAM |0.62 |1.00 |0.51 |0.50 |0.55 |0.55 |0.48 |0.47 |0.66 |0.60 | -|GVPMOS |0.38 |0.51 |1.00 |0.27 |0.34 |0.17 |0.27 |0.17 |0.36 |0.33 | -|MOS |0.61 |0.50 |0.27 |1.00 |0.73 |0.59 |0.76 |0.74 |0.62 |0.72 | -|PARLAQ |0.87 |0.55 |0.34 |0.73 |1.00 |0.67 |0.76 |0.85 |0.75 |0.88 | -|PEAQB |0.62 |0.55 |0.17 |0.59 |0.67 |1.00 |0.60 |0.71 |0.70 |0.75 | -|PESQ |0.61 |0.48 |0.27 |0.76 |0.76 |0.60 |1.00 |0.80 |0.65 |0.81 | -|ViSQOL |0.73 |0.47 |0.17 |0.74 |0.85 |0.71 |0.80 |1.00 |0.70 |0.81 | -|WARP-Q |0.71 |0.66 |0.36 |0.62 |0.75 |0.70 |0.65 |0.70 |1.00 |0.74 | -|Zimtohrli |0.77 |0.60 |0.33 |0.72 |0.88 |0.75 |0.81 |0.81 |0.74 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.71 |0.58 |0.36 |0.77 |0.84 |0.71 |0.89 |0.80 |0.73 |+Inf | +|CDPAM |0.71 |1.00 |0.62 |0.38 |0.61 |0.87 |0.62 |0.61 |0.73 |0.71 |+Inf | +|DPAM |0.58 |0.62 |1.00 |0.51 |0.50 |0.55 |0.55 |0.48 |0.47 |0.66 |+Inf | +|GVPMOS |0.36 |0.38 |0.51 |1.00 |0.27 |0.34 |0.17 |0.27 |0.17 |0.36 |+Inf | +|MOS |0.77 |0.61 |0.50 |0.27 |1.00 |0.73 |0.59 |0.76 |0.74 |0.62 |+Inf | +|PARLAQ |0.84 |0.87 |0.55 |0.34 |0.73 |1.00 |0.67 |0.76 |0.85 |0.75 |+Inf | +|PEAQB |0.71 |0.62 |0.55 |0.17 |0.59 |0.67 |1.00 |0.60 |0.71 |0.70 |+Inf | +|PESQ |0.89 |0.61 |0.48 |0.27 |0.76 |0.76 |0.60 |1.00 |0.80 |0.65 |+Inf | +|ViSQOL |0.80 |0.73 |0.47 |0.17 |0.74 |0.85 |0.71 |0.80 |1.00 |0.70 |+Inf | +|WARP-Q |0.73 |0.71 |0.66 |0.36 |0.62 |0.75 |0.70 |0.65 |0.70 |1.00 |+Inf | +|Zimtohrli |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf | ### Score type MOS Spearman correlation in order |Score type |Spearman correlation | |-----------|---------------------| +|Zimtohrli |+Inf | +|2f |0.77 | |PESQ |0.76 | |ViSQOL |0.74 | |PARLAQ |0.73 | -|Zimtohrli |0.72 | |WARP-Q |0.62 | |CDPAM |0.61 | |PEAQB |0.59 | @@ -70,49 +74,56 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.56 |0.41 |0.67 |0.88 |0.79 |0.73 |0.82 |0.74 |0.79 | -|DPAM |0.56 |1.00 |0.47 |0.50 |0.52 |0.56 |0.46 |0.56 |0.66 |0.64 | -|GVPMOS |0.41 |0.47 |1.00 |0.38 |0.38 |0.31 |0.30 |0.29 |0.41 |0.40 | -|MOS |0.67 |0.50 |0.38 |1.00 |0.74 |0.68 |0.76 |0.73 |0.65 |0.68 | -|PARLAQ |0.88 |0.52 |0.38 |0.74 |1.00 |0.75 |0.82 |0.88 |0.73 |0.83 | -|PEAQB |0.79 |0.56 |0.31 |0.68 |0.75 |1.00 |0.78 |0.81 |0.72 |0.75 | -|PESQ |0.73 |0.46 |0.30 |0.76 |0.82 |0.78 |1.00 |0.83 |0.67 |0.77 | -|ViSQOL |0.82 |0.56 |0.29 |0.73 |0.88 |0.81 |0.83 |1.00 |0.76 |0.82 | -|WARP-Q |0.74 |0.66 |0.41 |0.65 |0.73 |0.72 |0.67 |0.76 |1.00 |0.74 | -|Zimtohrli |0.79 |0.64 |0.40 |0.68 |0.83 |0.75 |0.77 |0.82 |0.74 |1.00 | +| |2f |ADB |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli |avgModDiff1 | +|------------|-----|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------|------------| +|2f |1.00 |0.92 |0.82 |0.60 |0.44 |0.80 |0.87 |0.86 |0.88 |0.85 |0.75 |+Inf |0.99 | +|ADB |0.92 |1.00 |0.81 |0.61 |0.35 |0.76 |0.85 |0.83 |0.78 |0.88 |0.71 |+Inf |0.86 | +|CDPAM |0.82 |0.81 |1.00 |0.56 |0.41 |0.67 |0.88 |0.79 |0.73 |0.82 |0.74 |+Inf |0.79 | +|DPAM |0.60 |0.61 |0.56 |1.00 |0.47 |0.50 |0.52 |0.56 |0.46 |0.56 |0.66 |+Inf |0.58 | +|GVPMOS |0.44 |0.35 |0.41 |0.47 |1.00 |0.38 |0.38 |0.31 |0.30 |0.29 |0.41 |+Inf |0.46 | +|MOS |0.80 |0.76 |0.67 |0.50 |0.38 |1.00 |0.74 |0.68 |0.76 |0.73 |0.65 |+Inf |0.78 | +|PARLAQ |0.87 |0.85 |0.88 |0.52 |0.38 |0.74 |1.00 |0.75 |0.82 |0.88 |0.73 |+Inf |0.84 | +|PEAQB |0.86 |0.83 |0.79 |0.56 |0.31 |0.68 |0.75 |1.00 |0.78 |0.81 |0.72 |+Inf |0.83 | +|PESQ |0.88 |0.78 |0.73 |0.46 |0.30 |0.76 |0.82 |0.78 |1.00 |0.83 |0.67 |+Inf |0.89 | +|ViSQOL |0.85 |0.88 |0.82 |0.56 |0.29 |0.73 |0.88 |0.81 |0.83 |1.00 |0.76 |+Inf |0.81 | +|WARP-Q |0.75 |0.71 |0.74 |0.66 |0.41 |0.65 |0.73 |0.72 |0.67 |0.76 |1.00 |+Inf |0.73 | +|Zimtohrli |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf |+Inf | +|avgModDiff1 |0.99 |0.86 |0.79 |0.58 |0.46 |0.78 |0.84 |0.83 |0.89 |0.81 |0.73 |+Inf |1.00 | ### Score type MOS Spearman correlation in order -|Score type |Spearman correlation | -|-----------|---------------------| -|PESQ |0.76 | -|PARLAQ |0.74 | -|ViSQOL |0.73 | -|PEAQB |0.68 | -|Zimtohrli |0.68 | -|CDPAM |0.67 | -|WARP-Q |0.65 | -|DPAM |0.50 | -|GVPMOS |0.38 | +|Score type |Spearman correlation | +|------------|---------------------| +|Zimtohrli |+Inf | +|2f |0.80 | +|avgModDiff1 |0.78 | +|ADB |0.76 | +|PESQ |0.76 | +|PARLAQ |0.74 | +|ViSQOL |0.73 | +|PEAQB |0.68 | +|CDPAM |0.67 | +|WARP-Q |0.65 | +|DPAM |0.50 | +|GVPMOS |0.38 | ## SiSEC08 ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.53 |0.33 |0.70 |0.86 |0.72 |0.80 |0.79 |0.75 |0.83 | -|DPAM |0.53 |1.00 |0.51 |0.54 |0.53 |0.56 |0.46 |0.49 |0.66 |0.58 | -|GVPMOS |0.33 |0.51 |1.00 |0.29 |0.31 |0.18 |0.18 |0.15 |0.41 |0.32 | -|MOS |0.70 |0.54 |0.29 |1.00 |0.78 |0.66 |0.73 |0.78 |0.75 |0.76 | -|PARLAQ |0.86 |0.53 |0.31 |0.78 |1.00 |0.72 |0.84 |0.86 |0.82 |0.93 | -|PEAQB |0.72 |0.56 |0.18 |0.66 |0.72 |1.00 |0.70 |0.78 |0.79 |0.79 | -|PESQ |0.80 |0.46 |0.18 |0.73 |0.84 |0.70 |1.00 |0.86 |0.79 |0.85 | -|ViSQOL |0.79 |0.49 |0.15 |0.78 |0.86 |0.78 |0.86 |1.00 |0.81 |0.83 | -|WARP-Q |0.75 |0.66 |0.41 |0.75 |0.82 |0.79 |0.79 |0.81 |1.00 |0.84 | -|Zimtohrli |0.83 |0.58 |0.32 |0.76 |0.93 |0.79 |0.85 |0.83 |0.84 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.82 |0.60 |0.34 |0.77 |0.90 |0.81 |0.89 |0.87 |0.89 |NaN | +|CDPAM |0.82 |1.00 |0.53 |0.33 |0.70 |0.86 |0.72 |0.80 |0.79 |0.75 |NaN | +|DPAM |0.60 |0.53 |1.00 |0.51 |0.54 |0.53 |0.56 |0.46 |0.49 |0.66 |NaN | +|GVPMOS |0.34 |0.33 |0.51 |1.00 |0.29 |0.31 |0.18 |0.18 |0.15 |0.41 |NaN | +|MOS |0.77 |0.70 |0.54 |0.29 |1.00 |0.78 |0.66 |0.73 |0.78 |0.75 |NaN | +|PARLAQ |0.90 |0.86 |0.53 |0.31 |0.78 |1.00 |0.72 |0.84 |0.86 |0.82 |NaN | +|PEAQB |0.81 |0.72 |0.56 |0.18 |0.66 |0.72 |1.00 |0.70 |0.78 |0.79 |NaN | +|PESQ |0.89 |0.80 |0.46 |0.18 |0.73 |0.84 |0.70 |1.00 |0.86 |0.79 |NaN | +|ViSQOL |0.87 |0.79 |0.49 |0.15 |0.78 |0.86 |0.78 |0.86 |1.00 |0.81 |NaN | +|WARP-Q |0.89 |0.75 |0.66 |0.41 |0.75 |0.82 |0.79 |0.79 |0.81 |1.00 |NaN | +|Zimtohrli |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN | ### Score type MOS Spearman correlation in order @@ -120,30 +131,32 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl |-----------|---------------------| |PARLAQ |0.78 | |ViSQOL |0.78 | -|Zimtohrli |0.76 | +|2f |0.77 | |WARP-Q |0.75 | |PESQ |0.73 | |CDPAM |0.70 | |PEAQB |0.66 | |DPAM |0.54 | |GVPMOS |0.29 | +|Zimtohrli |NaN | ## coresvnet ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.49 |0.12 |0.59 |0.68 |0.60 |0.67 |0.54 |0.19 |0.67 | -|DPAM |0.49 |1.00 |0.19 |0.21 |0.58 |0.13 |0.38 |0.17 |0.23 |0.40 | -|GVPMOS |0.12 |0.19 |1.00 |0.01 |0.31 |0.01 |0.08 |0.10 |0.33 |0.00 | -|MOS |0.59 |0.21 |0.01 |1.00 |0.54 |0.85 |0.57 |0.80 |0.10 |0.71 | -|PARLAQ |0.68 |0.58 |0.31 |0.54 |1.00 |0.55 |0.67 |0.51 |0.29 |0.73 | -|PEAQB |0.60 |0.13 |0.01 |0.85 |0.55 |1.00 |0.63 |0.86 |0.14 |0.77 | -|PESQ |0.67 |0.38 |0.08 |0.57 |0.67 |0.63 |1.00 |0.51 |0.06 |0.70 | -|ViSQOL |0.54 |0.17 |0.10 |0.80 |0.51 |0.86 |0.51 |1.00 |0.04 |0.72 | -|WARP-Q |0.19 |0.23 |0.33 |0.10 |0.29 |0.14 |0.06 |0.04 |1.00 |0.18 | -|Zimtohrli |0.67 |0.40 |0.00 |0.71 |0.73 |0.77 |0.70 |0.72 |0.18 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.70 |0.27 |0.14 |0.80 |0.65 |0.91 |0.69 |0.79 |0.22 |0.48 | +|CDPAM |0.70 |1.00 |0.49 |0.12 |0.59 |0.68 |0.60 |0.67 |0.54 |0.19 |0.25 | +|DPAM |0.27 |0.49 |1.00 |0.19 |0.21 |0.58 |0.13 |0.38 |0.17 |0.23 |0.15 | +|GVPMOS |0.14 |0.12 |0.19 |1.00 |0.01 |0.31 |0.01 |0.08 |0.10 |0.33 |0.10 | +|MOS |0.80 |0.59 |0.21 |0.01 |1.00 |0.54 |0.85 |0.57 |0.80 |0.10 |0.43 | +|PARLAQ |0.65 |0.68 |0.58 |0.31 |0.54 |1.00 |0.55 |0.67 |0.51 |0.29 |0.37 | +|PEAQB |0.91 |0.60 |0.13 |0.01 |0.85 |0.55 |1.00 |0.63 |0.86 |0.14 |0.53 | +|PESQ |0.69 |0.67 |0.38 |0.08 |0.57 |0.67 |0.63 |1.00 |0.51 |0.06 |0.40 | +|ViSQOL |0.79 |0.54 |0.17 |0.10 |0.80 |0.51 |0.86 |0.51 |1.00 |0.04 |0.58 | +|WARP-Q |0.22 |0.19 |0.23 |0.33 |0.10 |0.29 |0.14 |0.06 |0.04 |1.00 |0.07 | +|Zimtohrli |0.48 |0.25 |0.15 |0.10 |0.43 |0.37 |0.53 |0.40 |0.58 |0.07 |1.00 | ### Score type MOS Spearman correlation in order @@ -151,10 +164,11 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl |-----------|---------------------| |PEAQB |0.85 | |ViSQOL |0.80 | -|Zimtohrli |0.71 | +|2f |0.80 | |CDPAM |0.59 | |PESQ |0.57 | |PARLAQ |0.54 | +|Zimtohrli |0.43 | |DPAM |0.21 | |WARP-Q |0.10 | |GVPMOS |0.01 | @@ -163,63 +177,67 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.61 |0.77 |0.66 |0.67 |0.63 |0.85 |0.62 |0.77 |0.87 | -|DPAM |0.61 |1.00 |0.55 |0.54 |0.71 |0.61 |0.67 |0.66 |0.57 |0.64 | -|GVPMOS |0.77 |0.55 |1.00 |0.69 |0.63 |0.56 |0.89 |0.47 |0.64 |0.91 | -|MOS |0.66 |0.54 |0.69 |1.00 |0.56 |0.54 |0.74 |0.52 |0.58 |0.73 | -|PARLAQ |0.67 |0.71 |0.63 |0.56 |1.00 |0.79 |0.71 |0.56 |0.65 |0.67 | -|PEAQB |0.63 |0.61 |0.56 |0.54 |0.79 |1.00 |0.67 |0.58 |0.65 |0.65 | -|PESQ |0.85 |0.67 |0.89 |0.74 |0.71 |0.67 |1.00 |0.64 |0.75 |0.95 | -|ViSQOL |0.62 |0.66 |0.47 |0.52 |0.56 |0.58 |0.64 |1.00 |0.73 |0.59 | -|WARP-Q |0.77 |0.57 |0.64 |0.58 |0.65 |0.65 |0.75 |0.73 |1.00 |0.72 | -|Zimtohrli |0.87 |0.64 |0.91 |0.73 |0.67 |0.65 |0.95 |0.59 |0.72 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.65 |0.68 |0.54 |0.52 |0.90 |0.73 |0.70 |0.53 |0.62 |NaN | +|CDPAM |0.65 |1.00 |0.61 |0.77 |0.66 |0.67 |0.63 |0.85 |0.62 |0.77 |NaN | +|DPAM |0.68 |0.61 |1.00 |0.55 |0.54 |0.71 |0.61 |0.67 |0.66 |0.57 |NaN | +|GVPMOS |0.54 |0.77 |0.55 |1.00 |0.69 |0.63 |0.56 |0.89 |0.47 |0.64 |NaN | +|MOS |0.52 |0.66 |0.54 |0.69 |1.00 |0.56 |0.54 |0.74 |0.52 |0.58 |NaN | +|PARLAQ |0.90 |0.67 |0.71 |0.63 |0.56 |1.00 |0.79 |0.71 |0.56 |0.65 |NaN | +|PEAQB |0.73 |0.63 |0.61 |0.56 |0.54 |0.79 |1.00 |0.67 |0.58 |0.65 |NaN | +|PESQ |0.70 |0.85 |0.67 |0.89 |0.74 |0.71 |0.67 |1.00 |0.64 |0.75 |NaN | +|ViSQOL |0.53 |0.62 |0.66 |0.47 |0.52 |0.56 |0.58 |0.64 |1.00 |0.73 |NaN | +|WARP-Q |0.62 |0.77 |0.57 |0.64 |0.58 |0.65 |0.65 |0.75 |0.73 |1.00 |NaN | +|Zimtohrli |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN |NaN | ### Score type MOS Spearman correlation in order |Score type |Spearman correlation | |-----------|---------------------| |PESQ |0.74 | -|Zimtohrli |0.73 | |GVPMOS |0.69 | |CDPAM |0.66 | |WARP-Q |0.58 | |PARLAQ |0.56 | |PEAQB |0.54 | |DPAM |0.54 | +|2f |0.52 | |ViSQOL |0.52 | +|Zimtohrli |NaN | ## minimodal_cmaudio_mushra ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.19 |0.42 |0.44 |0.20 |0.21 |0.35 |0.41 |0.08 |0.38 | -|DPAM |0.19 |1.00 |0.11 |0.19 |0.28 |0.18 |0.27 |0.28 |0.02 |0.20 | -|GVPMOS |0.42 |0.11 |1.00 |0.78 |0.30 |0.22 |0.44 |0.54 |0.00 |0.53 | -|MOS |0.44 |0.19 |0.78 |1.00 |0.47 |0.28 |0.60 |0.61 |0.07 |0.64 | -|PARLAQ |0.20 |0.28 |0.30 |0.47 |1.00 |0.55 |0.81 |0.49 |0.26 |0.63 | -|PEAQB |0.21 |0.18 |0.22 |0.28 |0.55 |1.00 |0.66 |0.28 |0.22 |0.46 | -|PESQ |0.35 |0.27 |0.44 |0.60 |0.81 |0.66 |1.00 |0.57 |0.22 |0.74 | -|ViSQOL |0.41 |0.28 |0.54 |0.61 |0.49 |0.28 |0.57 |1.00 |0.02 |0.73 | -|WARP-Q |0.08 |0.02 |0.00 |0.07 |0.26 |0.22 |0.22 |0.02 |1.00 |0.14 | -|Zimtohrli |0.38 |0.20 |0.53 |0.64 |0.63 |0.46 |0.74 |0.73 |0.14 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.39 |0.28 |0.55 |0.56 |0.66 |0.61 |0.67 |0.72 |0.12 |0.20 | +|CDPAM |0.39 |1.00 |0.19 |0.42 |0.44 |0.20 |0.21 |0.35 |0.41 |0.08 |0.00 | +|DPAM |0.28 |0.19 |1.00 |0.11 |0.19 |0.28 |0.18 |0.27 |0.28 |0.02 |0.10 | +|GVPMOS |0.55 |0.42 |0.11 |1.00 |0.78 |0.30 |0.22 |0.44 |0.54 |0.00 |0.06 | +|MOS |0.56 |0.44 |0.19 |0.78 |1.00 |0.47 |0.28 |0.60 |0.61 |0.07 |0.03 | +|PARLAQ |0.66 |0.20 |0.28 |0.30 |0.47 |1.00 |0.55 |0.81 |0.49 |0.26 |0.00 | +|PEAQB |0.61 |0.21 |0.18 |0.22 |0.28 |0.55 |1.00 |0.66 |0.28 |0.22 |0.23 | +|PESQ |0.67 |0.35 |0.27 |0.44 |0.60 |0.81 |0.66 |1.00 |0.57 |0.22 |0.05 | +|ViSQOL |0.72 |0.41 |0.28 |0.54 |0.61 |0.49 |0.28 |0.57 |1.00 |0.02 |0.11 | +|WARP-Q |0.12 |0.08 |0.02 |0.00 |0.07 |0.26 |0.22 |0.22 |0.02 |1.00 |0.00 | +|Zimtohrli |0.20 |0.00 |0.10 |0.06 |0.03 |0.00 |0.23 |0.05 |0.11 |0.00 |1.00 | ### Score type MOS Spearman correlation in order |Score type |Spearman correlation | |-----------|---------------------| |GVPMOS |0.78 | -|Zimtohrli |0.64 | |ViSQOL |0.61 | |PESQ |0.60 | +|2f |0.56 | |PARLAQ |0.47 | |CDPAM |0.44 | |PEAQB |0.28 | |DPAM |0.19 | |WARP-Q |0.07 | +|Zimtohrli |0.03 | ## perceptual_audio @@ -227,32 +245,34 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl |Score type |Accuracy |Threshold | |-----------|---------|----------| -|Zimtohrli |0.73 |0.11 | |CDPAM |0.71 |0.049 | |ViSQOL |0.71 |4.2 | |DPAM |0.69 |0.73 | +|Zimtohrli |0.52 |1.6e-06 | |GVPMOS |0.51 |3 | |WARP-Q |0.49 |1.3 | |PEAQB |0.49 |-3.9 | |PARLAQ |0.48 |30 | +|2f |0.48 |-0.48 | |PESQ |0.48 |1 | ## tcd-voip ### Spearman correlation table for all score types -| |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | -|----------|------|-----|-------|-----|-------|------|-----|-------|-------|----------| -|CDPAM |1.00 |0.51 |0.68 |0.73 |0.54 |0.55 |0.64 |0.76 |0.79 |0.86 | -|DPAM |0.51 |1.00 |0.44 |0.57 |0.44 |0.59 |0.57 |0.71 |0.48 |0.47 | -|GVPMOS |0.68 |0.44 |1.00 |0.70 |0.43 |0.45 |0.63 |0.57 |0.67 |0.70 | -|MOS |0.73 |0.57 |0.70 |1.00 |0.52 |0.54 |0.84 |0.65 |0.78 |0.65 | -|PARLAQ |0.54 |0.44 |0.43 |0.52 |1.00 |0.81 |0.70 |0.36 |0.56 |0.59 | -|PEAQB |0.55 |0.59 |0.45 |0.54 |0.81 |1.00 |0.74 |0.45 |0.58 |0.68 | -|PESQ |0.64 |0.57 |0.63 |0.84 |0.70 |0.74 |1.00 |0.46 |0.77 |0.68 | -|ViSQOL |0.76 |0.71 |0.57 |0.65 |0.36 |0.45 |0.46 |1.00 |0.57 |0.64 | -|WARP-Q |0.79 |0.48 |0.67 |0.78 |0.56 |0.58 |0.77 |0.57 |1.00 |0.80 | -|Zimtohrli |0.86 |0.47 |0.70 |0.65 |0.59 |0.68 |0.68 |0.64 |0.80 |1.00 | +| |2f |CDPAM |DPAM |GVPMOS |MOS |PARLAQ |PEAQB |PESQ |ViSQOL |WARP-Q |Zimtohrli | +|----------|-----|------|-----|-------|-----|-------|------|-----|-------|-------|----------| +|2f |1.00 |0.62 |0.81 |0.55 |0.70 |0.71 |0.84 |0.76 |0.72 |0.61 |0.10 | +|CDPAM |0.62 |1.00 |0.51 |0.68 |0.73 |0.54 |0.55 |0.64 |0.76 |0.79 |0.20 | +|DPAM |0.81 |0.51 |1.00 |0.44 |0.57 |0.44 |0.59 |0.57 |0.71 |0.48 |0.22 | +|GVPMOS |0.55 |0.68 |0.44 |1.00 |0.70 |0.43 |0.45 |0.63 |0.57 |0.67 |0.10 | +|MOS |0.70 |0.73 |0.57 |0.70 |1.00 |0.52 |0.54 |0.84 |0.65 |0.78 |0.23 | +|PARLAQ |0.71 |0.54 |0.44 |0.43 |0.52 |1.00 |0.81 |0.70 |0.36 |0.56 |0.18 | +|PEAQB |0.84 |0.55 |0.59 |0.45 |0.54 |0.81 |1.00 |0.74 |0.45 |0.58 |0.19 | +|PESQ |0.76 |0.64 |0.57 |0.63 |0.84 |0.70 |0.74 |1.00 |0.46 |0.77 |0.04 | +|ViSQOL |0.72 |0.76 |0.71 |0.57 |0.65 |0.36 |0.45 |0.46 |1.00 |0.57 |0.38 | +|WARP-Q |0.61 |0.79 |0.48 |0.67 |0.78 |0.56 |0.58 |0.77 |0.57 |1.00 |0.10 | +|Zimtohrli |0.10 |0.20 |0.22 |0.10 |0.23 |0.18 |0.19 |0.04 |0.38 |0.10 |1.00 | ### Score type MOS Spearman correlation in order @@ -261,12 +281,13 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl |PESQ |0.84 | |WARP-Q |0.78 | |CDPAM |0.73 | +|2f |0.70 | |GVPMOS |0.70 | |ViSQOL |0.65 | -|Zimtohrli |0.65 | |DPAM |0.57 | |PEAQB |0.54 | |PARLAQ |0.52 | +|Zimtohrli |0.23 | ## Global leaderboard across all studies @@ -274,13 +295,14 @@ Revision v0.1.10-17-gd888b54, branch work, origin git@github.com:google/zimtohrl |Score type |MSE |Min score |Max score |Mean score | |-----------|-----|----------|----------|-----------| -|Zimtohrli |0.08 |0.64 |0.76 |0.62 | -|ViSQOL |0.09 |0.52 |0.80 |0.62 | -|PESQ |0.10 |0.48 |0.84 |0.61 | -|CDPAM |0.12 |0.44 |0.73 |0.57 | -|PARLAQ |0.15 |0.47 |0.78 |0.54 | -|PEAQB |0.18 |0.28 |0.85 |0.51 | -|DPAM |0.28 |0.19 |0.69 |0.42 | -|WARP-Q |0.28 |0.07 |0.78 |0.45 | -|GVPMOS |0.32 |0.01 |0.78 |0.40 | +|ViSQOL |0.12 |0.52 |0.80 |0.68 | +|2f |0.13 |0.48 |0.80 |0.66 | +|PEAQB |0.23 |0.28 |0.85 |0.55 | +|WARP-Q |0.34 |0.07 |0.78 |0.48 | +|GVPMOS |0.41 |0.01 |0.78 |0.41 | +|Zimtohrli |NaN |0.03 |+Inf |NaN | +|PESQ |0.15 |0.34 |0.84 |0.65 | +|CDPAM |0.15 |0.44 |0.73 |0.62 | +|PARLAQ |0.19 |0.45 |0.78 |0.59 | +|DPAM |0.32 |0.19 |0.69 |0.46 | diff --git a/cpp/zimt/fourier_bank.cc b/cpp/zimt/fourier_bank.cc new file mode 100644 index 0000000..d7b36d3 --- /dev/null +++ b/cpp/zimt/fourier_bank.cc @@ -0,0 +1,309 @@ +#include "fourier_bank.h" + +#include +#include +#include +#include +#include +#include +#include +#include // NOLINT +#include +#include +#include + +#include "absl/log/check.h" +#include "absl/strings/str_split.h" +#include "sndfile.hh" + +namespace tabuli { + +float GetRotatorGains(int i) { + static const float kRotatorGains[kNumRotators] = { + 1.050645, 1.948438, 3.050339, 3.967913, 4.818584, 5.303335, 5.560281, + 5.490826, 5.156689, 4.547374, 3.691308, 2.666868, 1.539254, 0.656948, + 0.345893, 0.327111, 0.985318, 1.223506, 0.447645, 0.830961, 1.075181, + 0.613335, 0.902695, 0.855391, 0.817774, 0.823359, 0.841483, 0.838562, + 0.831912, 0.808731, 0.865214, 0.808036, 0.850837, 0.821305, 0.839458, + 0.829195, 0.836373, 0.827271, 0.836018, 0.834514, 0.825624, 0.836999, + 0.833990, 0.832992, 0.830897, 0.832593, 0.846116, 0.824796, 0.829331, + 0.844509, 0.838830, 0.821733, 0.840738, 0.841735, 0.827570, 0.838581, + 0.837742, 0.834965, 0.842970, 0.832145, 0.847596, 0.840942, 0.830891, + 0.850632, 0.841468, 0.838383, 0.841493, 0.855118, 0.826750, 0.848000, + 0.874356, 0.812177, 0.849037, 0.893550, 0.832527, 0.827986, 0.877198, + 0.851760, 0.846317, 0.883044, 0.843178, 0.856925, 0.857045, 0.860695, + 0.894345, 0.870391, 0.839519, 0.870541, 0.870573, 0.902951, 0.871798, + 0.818328, 0.871413, 0.921101, 0.863915, 0.793014, 0.936519, 0.888107, + 0.856968, 0.821018, 0.987345, 0.904846, 0.783447, 0.973613, 0.903628, + 0.875688, 0.931024, 0.992087, 0.806914, 1.050332, 0.942569, 0.800870, + 1.210426, 0.916555, 0.817352, 1.126946, 0.985119, 0.922530, 0.994633, + 0.959602, 0.381419, 1.879201, 2.078451, 0.475196, 0.952731, 1.709305, + 1.383894, 1.557669, + }; + return kRotatorGains[i]; +} + +int Rotators::FindMedian3xLeaker(float window) { + // Approximate filter delay. TODO: optimize this value along with gain values. + // Recordings can sound better with -2.32 as it pushes the bass signals a bit + // earlier and likely compensates human hearing's deficiency for temporal + // separation. + const float kMagic = -2.2028003503591482; + const float kAlmostHalfForRounding = 0.4687; + return static_cast(kMagic / log(window) + kAlmostHalfForRounding); +} + +void Rotators::Filter(hwy::Span signal, + hwy::AlignedNDArray& channels) { + const int audio_channel = 0; + + size_t out_ix = 0; + OccasionallyRenormalize(); + for (int64_t i = 0; i < signal.size(); ++i) { + for (int k = 0; k < kNumRotators; ++k) { + int64_t delayed_ix = i - advance[k]; + float sample = 0; + if (delayed_ix > 0) { + sample = signal[delayed_ix]; + } + AddAudio(audio_channel, k, sample); + } + IncrementAll(); + if (i >= max_delay_) { + for (int k = 0; k < kNumRotators; ++k) { + float amplitude = + std::sqrt(rot[2][k] * rot[2][k] + rot[3][k] * rot[3][k]); + channels[{out_ix}][k] = HardClip(amplitude); + } + ++out_ix; + } + } +} + +Rotators::Rotators(int num_channels, std::vector frequency, + std::vector filter_gains, const float sample_rate, + float global_gain) { + channel.resize(num_channels); + for (int i = 0; i < kNumRotators; ++i) { + // The parameter relates to the frequency shape overlap and window length + // of triple leaking integrator. + float kWindow = 0.9996; + float w40Hz = std::pow(kWindow, 128.0 / kNumRotators); // at 40 Hz. + window[i] = pow(w40Hz, std::max(1.0, frequency[i] / 40.0)); + delay[i] = FindMedian3xLeaker(window[i]); + float windowM1 = 1.0f - window[i]; + max_delay_ = std::max(max_delay_, delay[i]); + float f = frequency[i] * 2.0f * M_PI / sample_rate; + gain[i] = filter_gains[i] * global_gain * pow(windowM1, 3.0); + rot[0][i] = float(std::cos(f)); + rot[1][i] = float(-std::sin(f)); + rot[2][i] = sqrt(gain[i]); + rot[3][i] = 0.0f; + } + for (size_t i = 0; i < kNumRotators; ++i) { + advance[i] = max_delay_ - delay[i]; + } + rotator_frequency = frequency; +} + +void Rotators::Increment(int c, int i, float audio) { + if (c == 0) { + float tr = rot[0][i] * rot[2][i] - rot[1][i] * rot[3][i]; + float tc = rot[0][i] * rot[3][i] + rot[1][i] * rot[2][i]; + rot[2][i] = tr; + rot[3][i] = tc; + } + channel[c].accu[0][i] *= window[i]; + channel[c].accu[1][i] *= window[i]; + channel[c].accu[2][i] *= window[i]; + channel[c].accu[3][i] *= window[i]; + channel[c].accu[4][i] *= window[i]; + channel[c].accu[5][i] *= window[i]; + channel[c].accu[0][i] += rot[2][i] * audio; + channel[c].accu[1][i] += rot[3][i] * audio; + channel[c].accu[2][i] += channel[c].accu[0][i]; + channel[c].accu[3][i] += channel[c].accu[1][i]; + channel[c].accu[4][i] += channel[c].accu[2][i]; + channel[c].accu[5][i] += channel[c].accu[3][i]; +} + +void Rotators::AddAudio(int c, int i, float audio) { + channel[c].accu[0][i] += rot[2][i] * audio; + channel[c].accu[1][i] += rot[3][i] * audio; +} +void Rotators::OccasionallyRenormalize() { + for (int i = 0; i < kNumRotators; ++i) { + float norm = + sqrt(gain[i] / (rot[2][i] * rot[2][i] + rot[3][i] * rot[3][i])); + rot[2][i] *= norm; + rot[3][i] *= norm; + } +} +void Rotators::IncrementAll() { + for (int i = 0; i < kNumRotators; i++) { + const float tr = rot[0][i] * rot[2][i] - rot[1][i] * rot[3][i]; + const float tc = rot[0][i] * rot[3][i] + rot[1][i] * rot[2][i]; + rot[2][i] = tr; + rot[3][i] = tc; + } + for (int c = 0; c < channel.size(); ++c) { + for (int i = 0; i < kNumRotators; i++) { + const float w = window[i]; + channel[c].accu[0][i] *= w; + channel[c].accu[1][i] *= w; + channel[c].accu[2][i] *= w; + channel[c].accu[3][i] *= w; + channel[c].accu[4][i] *= w; + channel[c].accu[5][i] *= w; + channel[c].accu[2][i] += channel[c].accu[0][i]; + channel[c].accu[3][i] += channel[c].accu[1][i]; + channel[c].accu[4][i] += channel[c].accu[2][i]; + channel[c].accu[5][i] += channel[c].accu[3][i]; + } + } +} +float Rotators::GetSampleAll(int c) { + float retval = 0; + for (int i = 0; i < kNumRotators; ++i) { + retval += + (rot[2][i] * channel[c].accu[4][i] + rot[3][i] * channel[c].accu[5][i]); + } + return retval; +} +float Rotators::GetSample(int c, int i, FilterMode mode) const { + return ( + mode == IDENTITY ? (rot[2][i] * channel[c].accu[4][i] + + rot[3][i] * channel[c].accu[5][i]) + : mode == AMPLITUDE + ? std::sqrt(gain[i] * (channel[c].accu[4][i] * channel[c].accu[4][i] + + channel[c].accu[5][i] * channel[c].accu[5][i])) + : std::atan2(channel[c].accu[4][i], channel[c].accu[5][i])); +} + +float BarkFreq(float v) { + constexpr float linlogsplit = 0.1; + if (v < linlogsplit) { + return 20.0 + (v / linlogsplit) * 20.0; // Linear 20-40 Hz. + } else { + float normalized_v = (v - linlogsplit) * (1.0 / (1.0 - linlogsplit)); + return 40.0 * pow(500.0, normalized_v); // Logarithmic 40-20000 Hz. + } +} + +float HardClip(float v) { return std::max(-1.0f, std::min(1.0f, v)); } + +RotatorFilterBank::RotatorFilterBank(size_t num_rotators, size_t num_channels, + size_t samplerate, size_t num_threads, + const std::vector& filter_gains, + float global_gain) { + num_rotators_ = num_rotators; + num_channels_ = num_channels; + num_threads_ = num_threads; + std::vector freqs(num_rotators); + for (size_t i = 0; i < num_rotators_; ++i) { + freqs[i] = BarkFreq(static_cast(i) / (num_rotators_ - 1)); + // printf("%d %g\n", i, freqs[i]); + } + rotators_.reset( + new Rotators(num_channels, freqs, filter_gains, samplerate, global_gain)); + + max_delay_ = rotators_->max_delay_; + QCHECK_LE(max_delay_, kBlockSize); + fprintf(stderr, "Rotator bank output delay: %zu\n", max_delay_); + filter_outputs_.resize(num_rotators); + for (std::vector& output : filter_outputs_) { + output.resize(num_channels_ * kBlockSize, 0.f); + } +} + +// TODO(jyrki): filter all at once in the generic case, filtering one +// is not memory friendly in this memory tabulation. +void RotatorFilterBank::FilterOne(size_t f_ix, const float* history, + int64_t total_in, int64_t len, + FilterMode mode, float* output) { + size_t out_ix = 0; + for (int64_t i = 0; i < len; ++i) { + int64_t delayed_ix = total_in + i - rotators_->advance[f_ix]; + size_t histo_ix = num_channels_ * (delayed_ix & kHistoryMask); + for (size_t c = 0; c < num_channels_; ++c) { + float delayed = history[histo_ix + c]; + rotators_->Increment(c, f_ix, delayed); + } + if (total_in + i >= max_delay_) { + for (size_t c = 0; c < num_channels_; ++c) { + output[out_ix * num_channels_ + c] = + rotators_->GetSample(c, f_ix, mode); + } + ++out_ix; + } + } +} + +int64_t RotatorFilterBank::FilterAllSingleThreaded(const float* history, + int64_t total_in, + int64_t len, FilterMode mode, + float* output, + size_t output_size) { + size_t out_ix = 0; + for (size_t c = 0; c < num_channels_; ++c) { + rotators_->OccasionallyRenormalize(); + } + for (int64_t i = 0; i < len; ++i) { + for (size_t c = 0; c < num_channels_; ++c) { + for (int k = 0; k < kNumRotators; ++k) { + int64_t delayed_ix = total_in + i - rotators_->advance[k]; + size_t histo_ix = num_channels_ * (delayed_ix & kHistoryMask); + float delayed = history[histo_ix + c]; + rotators_->AddAudio(c, k, delayed); + } + } + rotators_->IncrementAll(); + if (total_in + i >= max_delay_) { + for (size_t c = 0; c < num_channels_; ++c) { + output[out_ix * num_channels_ + c] = + HardClip(rotators_->GetSampleAll(c)); + } + ++out_ix; + } + } + size_t out_len = total_in < max_delay_ + ? std::max(0, len - (max_delay_ - total_in)) + : len; + return out_len; +} + +int64_t RotatorFilterBank::FilterAll(const float* history, int64_t total_in, + int64_t len, FilterMode mode, + float* output, size_t output_size) { + auto run = [&](size_t thread) { + while (true) { + size_t my_task = next_task_++; + if (my_task >= num_rotators_) return; + FilterOne(my_task, history, total_in, len, mode, + filter_outputs_[my_task].data()); + } + }; + next_task_ = 0; + std::vector> futures; + futures.reserve(num_threads_); + for (size_t i = 0; i < num_threads_; ++i) { + futures.push_back(std::async(std::launch::async, run, i)); + } + for (size_t i = 0; i < num_threads_; ++i) { + futures[i].get(); + } + size_t out_len = total_in < max_delay_ + ? std::max(0, len - (max_delay_ - total_in)) + : len; + for (size_t i = 0; i < out_len; ++i) { + for (size_t j = 0; j < num_rotators_; ++j) { + for (size_t c = 0; c < num_channels_; ++c) { + size_t out_idx = (i * num_rotators_ + j) * num_channels_ + c; + output[out_idx] = filter_outputs_[j][i * num_channels_ + c]; + } + } + } + return out_len; +} + +} // namespace tabuli \ No newline at end of file diff --git a/cpp/zimt/fourier_bank.h b/cpp/zimt/fourier_bank.h new file mode 100644 index 0000000..46cbb19 --- /dev/null +++ b/cpp/zimt/fourier_bank.h @@ -0,0 +1,114 @@ +#ifndef _TABULI_FOURIER_BANK_H +#define _TABULI_FOURIER_BANK_H + +#include +#include +#include +#include +#include +#include +#include +#include // NOLINT +#include +#include +#include + +#include "absl/log/check.h" +#include "absl/strings/str_split.h" +#include "hwy/aligned_allocator.h" +#include "sndfile.hh" + +namespace tabuli { + +constexpr int64_t kNumRotators = 128; + +float GetRotatorGains(int i); + +enum FilterMode { + IDENTITY, + AMPLITUDE, + PHASE, +}; + +float BarkFreq(float v); + +struct PerChannel { + // [0..1] is for real and imag of 1st leaking accumulation + // [2..3] is for real and imag of 2nd leaking accumulation + // [4..5] is for real and imag of 3rd leaking accumulation + float accu[6][kNumRotators] = {0}; +}; + +struct Rotators { + // Four arrays of rotators. + // [0..1] is real and imag for rotation speed + // [2..3] is real and image for a frequency rotator of length sqrt(gain[i]) + // Values inserted into the rotators are multiplied with this rotator in both + // input and output, leading to a total gain multiplication if the length is + // at sqrt(gain). + float rot[4][kNumRotators] = {0}; + std::vector channel; + // Accu has the channel related data, everything else the same between + // channels. + float window[kNumRotators]; + float gain[kNumRotators]; + int16_t delay[kNumRotators] = {0}; + int16_t advance[kNumRotators] = {0}; + int16_t max_delay_ = 0; + + int FindMedian3xLeaker(float window); + + Rotators() = default; + Rotators(int num_channels, std::vector frequency, + std::vector filter_gains, const float sample_rate, + float global_gain); + + void Filter(hwy::Span signal, + hwy::AlignedNDArray& channels); + + void Increment(int c, int i, float audio); + + void AddAudio(int c, int i, float audio); + void OccasionallyRenormalize(); + void IncrementAll(); + float GetSampleAll(int c); + float GetSample(int c, int i, FilterMode mode = IDENTITY) const; + std::vector rotator_frequency; +}; + +static constexpr int64_t kBlockSize = 1 << 15; +static const int kHistorySize = (1 << 18); +static const int kHistoryMask = kHistorySize - 1; + +float HardClip(float v); + +struct RotatorFilterBank { + RotatorFilterBank(size_t num_rotators, size_t num_channels, size_t samplerate, + size_t num_threads, const std::vector& filter_gains, + float global_gain); + ~RotatorFilterBank() = default; + + // TODO(jyrki): filter all at once in the generic case, filtering one + // is not memory friendly in this memory tabulation. + void FilterOne(size_t f_ix, const float* history, int64_t total_in, + int64_t len, FilterMode mode, float* output); + + int64_t FilterAllSingleThreaded(const float* history, int64_t total_in, + int64_t len, FilterMode mode, float* output, + size_t output_size); + + int64_t FilterAll(const float* history, int64_t total_in, int64_t len, + FilterMode mode, float* output, size_t output_size); + + size_t num_rotators_; + size_t num_channels_; + size_t num_threads_; + std::unique_ptr rotators_; + int64_t max_delay_; + std::vector> filter_outputs_; + std::atomic next_task_{0}; +}; + +} // namespace tabuli + +#endif // _TABULI_FOURIER_BANK_H \ No newline at end of file diff --git a/cpp/zimt/goohrli.cc b/cpp/zimt/goohrli.cc index 42624f7..a0b33bc 100644 --- a/cpp/zimt/goohrli.cc +++ b/cpp/zimt/goohrli.cc @@ -23,6 +23,7 @@ #include "hwy/aligned_allocator.h" #include "hwy/base.h" #include "zimt/cam.h" +#include "zimt/fourier_bank.h" #include "zimt/masking.h" #include "zimt/mos.h" #include "zimt/visqol.h" @@ -55,10 +56,20 @@ float MOSFromZimtohrli(float zimtohrli_distance) { } Zimtohrli CreateZimtohrli(ZimtohrliParameters params) { - zimtohrli::Cam cam{.minimum_bandwidth_hz = params.FrequencyResolution, + // Overriding lots of settings to ensure we have exactly tabuli::kNumRotators + // channels. + const zimtohrli::Cam def_cam; + const float min_cam = def_cam.CamFromHz(def_cam.low_threshold_hz); + const float max_cam = def_cam.CamFromHz(def_cam.high_threshold_hz); + const float cam_step = (max_cam - min_cam) / tabuli::kNumRotators; + const float hz_resolution = + def_cam.HzFromCam(min_cam + cam_step) - def_cam.low_threshold_hz; + zimtohrli::Cam cam{.minimum_bandwidth_hz = hz_resolution, .filter_order = params.FilterOrder, .filter_pass_band_ripple = params.FilterPassBandRipple, .filter_stop_band_ripple = params.FilterStopBandRipple}; + CHECK_EQ(cam.CreateFilterbank(params.SampleRate).filter.Size(), + tabuli::kNumRotators); cam.high_threshold_hz = std::min(cam.high_threshold_hz, params.SampleRate * 0.5f); zimtohrli::Zimtohrli* result = new zimtohrli::Zimtohrli{ @@ -76,7 +87,7 @@ Analysis Analyze(Zimtohrli zimtohrli, float* data, int size) { hwy::AlignedNDArray signal({static_cast(size)}); hwy::CopyBytes(data, signal.data(), size * sizeof(float)); hwy::AlignedNDArray channels( - {signal.shape()[0], z->cam_filterbank->filter.Size()}); + {signal.shape()[0], tabuli::kNumRotators}); zimtohrli::Analysis analysis = z->Analyze(signal[{}], channels); return new zimtohrli::Analysis{ .energy_channels_db = std::move(analysis.energy_channels_db), diff --git a/cpp/zimt/zimtohrli.cc b/cpp/zimt/zimtohrli.cc index 44e9ef2..e3eef28 100644 --- a/cpp/zimt/zimtohrli.cc +++ b/cpp/zimt/zimtohrli.cc @@ -27,6 +27,7 @@ #include "hwy/aligned_allocator.h" #include "zimt/dtw.h" #include "zimt/filterbank.h" +#include "zimt/fourier_bank.h" #include "zimt/masking.h" #include "zimt/nsim.h" @@ -303,7 +304,15 @@ void Zimtohrli::Spectrogram( partial_energy_channels_db.shape()[1]); CHECK_EQ(partial_energy_channels_db.shape()[0], spectrogram.shape()[0]); CHECK_EQ(partial_energy_channels_db.shape()[1], spectrogram.shape()[1]); - cam_filterbank->filter.Filter(signal, state, channels); + // Using a tabuli::Rotators instead of the cam_filterbank filter. + std::vector freqs; + std::vector gains; + for (size_t i = 0; i < cam_filterbank->filter.Size(); ++i) { + freqs.push_back(cam_filterbank->thresholds_hz[{1}][i]); + gains.push_back(tabuli::GetRotatorGains(gains.size())); + } + tabuli::Rotators rots(1, freqs, gains, cam_filterbank->sample_rate, 1.0f); + rots.Filter(signal, channels); ComputeEnergy(channels, energy_channels_db); ToDb(energy_channels_db, full_scale_sine_db, epsilon, energy_channels_db); if (apply_masking) { @@ -340,11 +349,11 @@ Analysis Zimtohrli::Analyze(hwy::Span signal, 1.0f, std::ceil(static_cast(signal.size()) * perceptual_sample_rate / cam_filterbank->sample_rate))); hwy::AlignedNDArray energy_channels_db( - {num_downscaled_samples, cam_filterbank->filter.Size()}); + {num_downscaled_samples, channels.shape()[1]}); hwy::AlignedNDArray partial_energy_channels_db( - {num_downscaled_samples, cam_filterbank->filter.Size()}); + {num_downscaled_samples, channels.shape()[1]}); hwy::AlignedNDArray spectrogram( - {num_downscaled_samples, cam_filterbank->filter.Size()}); + {num_downscaled_samples, channels.shape()[1]}); Spectrogram(signal, state, channels, energy_channels_db, partial_energy_channels_db, spectrogram); return {.energy_channels_db = std::move(energy_channels_db), diff --git a/go/goohrli/goohrli.a b/go/goohrli/goohrli.a index 989b39ae0d3b32d68e0b9db410013e6568da3715..c0f5f9745f1b972117581a37acc8d2939550a82f 100644 GIT binary patch delta 5333240 zcmeF3Wq6e58g3^E5-c+z5In}TpxJ=Z^BZ$QuW|NM^pvc2c| zPuLfb=l!3sA3&b>zvum*kY~X2{Cl4NgggVD&wtP7e?p!C&-ec?`+fiOca7)yPsqF9 zV)cCfe||@P+1~U0KOw*U-stUl|9js533&!Q&%fvSPslUi`TYN~pZA}?Ydp_?Lf-wJ 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