From 31aee929cc333519a5dc4d154245bfe0199c3470 Mon Sep 17 00:00:00 2001
From: jaseg <git-bigdata-wsl-arch@jaseg.de>
Date: Fri, 25 Jun 2021 18:16:46 +0200
Subject: [PATCH] Fix window matcher for hsync/vsync convention

---
 Artix-7-HDMI-processing.xpr            |  74 ++++--
 src/top.v                              |  31 +++
 src/window_matcher.v                   | 313 ++++++++++++-------------
 test_bench/window_matcher_tb.v         |  15 +-
 test_bench/window_matcher_tb_gen.ipynb | 307 ++++++++++++++++--------
 window_matcher_tb_behav.wcfg           |  71 ++----
 6 files changed, 468 insertions(+), 343 deletions(-)

diff --git a/Artix-7-HDMI-processing.xpr b/Artix-7-HDMI-processing.xpr
index 1c34ba0..f8cb9c0 100644
--- a/Artix-7-HDMI-processing.xpr
+++ b/Artix-7-HDMI-processing.xpr
@@ -42,20 +42,20 @@
     <Option Name="IPUserFilesDir" Val="$PIPUSERFILESDIR"/>
     <Option Name="IPStaticSourceDir" Val="$PIPUSERFILESDIR/ipstatic"/>
     <Option Name="EnableBDX" Val="FALSE"/>
-    <Option Name="WTXSimLaunchSim" Val="481"/>
+    <Option Name="WTXSimLaunchSim" Val="542"/>
     <Option Name="WTModelSimLaunchSim" Val="0"/>
     <Option Name="WTQuestaLaunchSim" Val="0"/>
     <Option Name="WTIesLaunchSim" Val="0"/>
     <Option Name="WTVcsLaunchSim" Val="0"/>
     <Option Name="WTRivieraLaunchSim" Val="0"/>
     <Option Name="WTActivehdlLaunchSim" Val="0"/>
-    <Option Name="WTXSimExportSim" Val="0"/>
-    <Option Name="WTModelSimExportSim" Val="0"/>
-    <Option Name="WTQuestaExportSim" Val="0"/>
-    <Option Name="WTIesExportSim" Val="0"/>
-    <Option Name="WTVcsExportSim" Val="0"/>
-    <Option Name="WTRivieraExportSim" Val="0"/>
-    <Option Name="WTActivehdlExportSim" Val="0"/>
+    <Option Name="WTXSimExportSim" Val="2"/>
+    <Option Name="WTModelSimExportSim" Val="2"/>
+    <Option Name="WTQuestaExportSim" Val="2"/>
+    <Option Name="WTIesExportSim" Val="2"/>
+    <Option Name="WTVcsExportSim" Val="2"/>
+    <Option Name="WTRivieraExportSim" Val="2"/>
+    <Option Name="WTActivehdlExportSim" Val="2"/>
     <Option Name="GenerateIPUpgradeLog" Val="TRUE"/>
     <Option Name="XSimRadix" Val="hex"/>
     <Option Name="XSimTimeUnit" Val="ns"/>
@@ -273,8 +273,16 @@
     </FileSet>
     <FileSet Name="sim_1" Type="SimulationSrcs" RelSrcDir="$PSRCDIR/sim_1">
       <Filter Type="Srcs"/>
+      <File Path="$PPRDIR/test_bench/window_matcher_tb.v">
+        <FileInfo>
+          <Attr Name="UsedIn" Val="synthesis"/>
+          <Attr Name="UsedIn" Val="implementation"/>
+          <Attr Name="UsedIn" Val="simulation"/>
+        </FileInfo>
+      </File>
       <File Path="$PPRDIR/test_bench/spi_regfile_tb.v">
         <FileInfo>
+          <Attr Name="AutoDisabled" Val="1"/>
           <Attr Name="UsedIn" Val="synthesis"/>
           <Attr Name="UsedIn" Val="implementation"/>
           <Attr Name="UsedIn" Val="simulation"/>
@@ -296,14 +304,6 @@
           <Attr Name="UsedIn" Val="simulation"/>
         </FileInfo>
       </File>
-      <File Path="$PPRDIR/test_bench/window_matcher_tb.v">
-        <FileInfo>
-          <Attr Name="AutoDisabled" Val="1"/>
-          <Attr Name="UsedIn" Val="synthesis"/>
-          <Attr Name="UsedIn" Val="implementation"/>
-          <Attr Name="UsedIn" Val="simulation"/>
-        </FileInfo>
-      </File>
       <File Path="$PPRDIR/test_bench/hdmi_test_generator/hdmi_ouput_test.vhd">
         <FileInfo>
           <Attr Name="AutoDisabled" Val="1"/>
@@ -382,7 +382,7 @@
       </File>
       <Config>
         <Option Name="DesignMode" Val="RTL"/>
-        <Option Name="TopModule" Val="spi_regfile_tb"/>
+        <Option Name="TopModule" Val="window_matcher_tb"/>
         <Option Name="TopLib" Val="xil_defaultlib"/>
         <Option Name="TransportPathDelay" Val="0"/>
         <Option Name="TransportIntDelay" Val="0"/>
@@ -408,6 +408,19 @@
         <Option Name="TopAutoSet" Val="TRUE"/>
       </Config>
     </FileSet>
+    <FileSet Name="ila_0" Type="BlockSrcs" RelSrcDir="$PSRCDIR/ila_0">
+      <File Path="$PSRCDIR/sources_1/ip/ila_0/ila_0.xci">
+        <FileInfo>
+          <Attr Name="UsedIn" Val="synthesis"/>
+          <Attr Name="UsedIn" Val="implementation"/>
+          <Attr Name="UsedIn" Val="simulation"/>
+        </FileInfo>
+      </File>
+      <Config>
+        <Option Name="TopModule" Val="ila_0"/>
+        <Option Name="UseBlackboxStub" Val="1"/>
+      </Config>
+    </FileSet>
   </FileSets>
   <Simulators>
     <Simulator Name="XSim">
@@ -438,6 +451,16 @@
       <Report Name="ROUTE_DESIGN.REPORT_METHODOLOGY" Enabled="1"/>
       <RQSFiles/>
     </Run>
+    <Run Id="ila_0_synth_1" Type="Ft3:Synth" SrcSet="ila_0" Part="xc7a200tfbg484-1" ConstrsSet="ila_0" Description="Vivado Synthesis Defaults" AutoIncrementalCheckpoint="false" WriteIncrSynthDcp="false" Dir="$PRUNDIR/ila_0_synth_1" IncludeInArchive="true" AutoIncrementalDir="$PSRCDIR/utils_1/imports/ila_0_synth_1">
+      <Strategy Version="1" Minor="2">
+        <StratHandle Name="Vivado Synthesis Defaults" Flow="Vivado Synthesis 2020"/>
+        <Step Id="synth_design"/>
+      </Strategy>
+      <GeneratedRun Dir="$PRUNDIR" File="gen_run.xml"/>
+      <ReportStrategy Name="Vivado Synthesis Default Reports" Flow="Vivado Synthesis 2020"/>
+      <Report Name="ROUTE_DESIGN.REPORT_METHODOLOGY" Enabled="1"/>
+      <RQSFiles/>
+    </Run>
     <Run Id="impl_1" Type="Ft2:EntireDesign" Part="xc7a200tfbg484-1" ConstrsSet="constrs_1" Description="Vivado Implementation Defaults" AutoIncrementalCheckpoint="false" WriteIncrSynthDcp="false" State="current" Dir="$PRUNDIR/impl_1" SynthRun="synth_1" IncludeInArchive="true" GenFullBitstream="true" AutoIncrementalDir="$PSRCDIR/utils_1/imports/impl_1">
       <Strategy Version="1" Minor="2">
         <StratHandle Name="Vivado Implementation Defaults" Flow="Vivado Implementation 2014"/>
@@ -456,6 +479,23 @@
       <Report Name="ROUTE_DESIGN.REPORT_METHODOLOGY" Enabled="1"/>
       <RQSFiles/>
     </Run>
+    <Run Id="ila_0_impl_1" Type="Ft2:EntireDesign" Part="xc7a200tfbg484-1" ConstrsSet="ila_0" Description="Default settings for Implementation." AutoIncrementalCheckpoint="false" WriteIncrSynthDcp="false" SynthRun="ila_0_synth_1" IncludeInArchive="false" GenFullBitstream="true" AutoIncrementalDir="$PSRCDIR/utils_1/imports/ila_0_impl_1">
+      <Strategy Version="1" Minor="2">
+        <StratHandle Name="Vivado Implementation Defaults" Flow="Vivado Implementation 2020"/>
+        <Step Id="init_design"/>
+        <Step Id="opt_design"/>
+        <Step Id="power_opt_design"/>
+        <Step Id="place_design"/>
+        <Step Id="post_place_power_opt_design"/>
+        <Step Id="phys_opt_design"/>
+        <Step Id="route_design"/>
+        <Step Id="post_route_phys_opt_design"/>
+        <Step Id="write_bitstream"/>
+      </Strategy>
+      <ReportStrategy Name="Vivado Implementation Default Reports" Flow="Vivado Implementation 2020"/>
+      <Report Name="ROUTE_DESIGN.REPORT_METHODOLOGY" Enabled="1"/>
+      <RQSFiles/>
+    </Run>
   </Runs>
   <MsgRule>
     <MsgAttr Name="RuleType" Val="1"/>
diff --git a/src/top.v b/src/top.v
index 29b096f..148a0f8 100644
--- a/src/top.v
+++ b/src/top.v
@@ -303,6 +303,11 @@ term_renderer #(
 	.out_blue(win_blue)
 );
 
+wire [11:0] win_x_dbg;
+wire [11:0] win_y_dbg;
+wire [11:0] win_w_dbg;
+wire [11:0] win_h_dbg;
+
 window_matcher window_matcher_i (
     .clk(clk),
     .rst(rst),
@@ -323,6 +328,11 @@ window_matcher window_matcher_i (
 	.win_locked(win_locked),
 	.win_w(win_w),
 	.win_h(win_h),
+	
+	.win_x_dbg(win_x_dbg),
+	.win_y_dbg(win_y_dbg),
+	.win_w_dbg(win_w_dbg),
+	.win_h_dbg(win_h_dbg),
     
     .out_data_en(out_data_en),
     .out_data_valid(out_data_valid),
@@ -340,4 +350,25 @@ window_matcher window_matcher_i (
 	.out_blue(out_blue)
     );
 
+ila_0 i_ila_0 (
+	.clk(clk),
+	
+	.probe0(win_x_dbg),
+	.probe1(win_y_dbg),
+	.probe2(win_w_dbg),
+	.probe3(win_h_dbg),
+	.probe4({in_red, in_green, in_blue}),
+	.probe5(in_blank),
+	.probe6(in_hsync),
+	.probe7(in_vsync),
+	.probe8(win_hsync),
+	.probe9(win_vsync),
+	.probe10(win_blank),
+	.probe11(win_locked),
+	.probe12(out_data_en),
+	.probe13(out_data_valid),
+	.probe14(out_hsync),
+	.probe15(out_vsync)
+	);
+
 endmodule
\ No newline at end of file
diff --git a/src/window_matcher.v b/src/window_matcher.v
index b924a79..e3b6530 100644
--- a/src/window_matcher.v
+++ b/src/window_matcher.v
@@ -36,34 +36,37 @@ module window_matcher(
     output [7:0] out_red, [7:0] out_green, [7:0] out_blue,
 	
 	/* Overlay data IO */
-	output reg win_hsync, reg win_vsync,
-	output win_blank,
+	output reg win_blank,
+	output [11:0] win_x_dbg,
+	output [11:0] win_y_dbg,
+	output [11:0] win_w_dbg,
+	output [11:0] win_h_dbg,
 	output reg [11:0] win_w,
 	output reg [11:0] win_h,
 	output reg win_locked,
 	input [7:0] win_red, [7:0] win_green, [7:0] win_blue,
     
 	/* Extracted data output */
-    output out_data_en,
+    output reg out_data_en,
     output reg out_data_valid,
     output [23:0] out_data,
 	
 	output [7:0] debug
     );
 	
-	assign win_blank = ~win_hsync;
-	
 	wire [23:0] in_pxd = {in_red, in_green, in_blue};
 	wire [23:0] win_pxd = {win_red, win_green, win_blue};
 	wire [23:0] out_pxd;
 	assign {out_red, out_green, out_blue} = out_pxd;
+	
+	assign debug = {in_pxd_match_dbg, win_blank, win_hactive, 2'b00};
     
+    /* Pattern matching */
     localparam [23:0] MARKER_0 = 24'h012345;
     localparam [23:0] MARKER_1 = 24'h6789ab;
     localparam [23:0] MARKER_2 = 24'hcdef42;
     localparam [23:0] MARKER_3 = 24'h543210;
-    
-    
+	
     wire [3:0] in_pxd_match = {
                     in_pxd == MARKER_3,
                     in_pxd == MARKER_2,
@@ -84,15 +87,14 @@ module window_matcher(
 		end
 	end
 	
-	assign debug = {in_pxd_match_dbg, win_hsync_int, win_vsync_int, 2'b00};
 	reg [3:0] in_pxd_match_sr [2:0];
     wire in_pxd_pattern_match = 
                           in_pxd_match[3] 	 == 1
                     && in_pxd_match_sr[2][0] == 1
                     && in_pxd_match_sr[1][1] == 1
                     && in_pxd_match_sr[0][2] == 1
-                    && in_blank == 0;
-    /* Window matching shift register */
+                    && !in_blank;
+					
     always @(posedge clk) begin
         if (rst == 1) begin
             in_pxd_match_sr[0] <= 0;
@@ -104,126 +106,11 @@ module window_matcher(
             in_pxd_match_sr[2] <= in_pxd_match_sr[1];
         end
     end
-	
-	/* Window matching state machine */
-    reg [11:0] scan_x;
-    reg [11:0] scan_y;
-	reg [11:0] win_x_int;
-	reg [11:0] win_y_int;
-    reg [11:0] win_w_int;
-    reg [11:0] win_h_int;
-	reg win_hsync_int, win_vsync_int;
-	localparam 	ST_MAT_WAITING 	= 6'b000000,
-				ST_MAT_RX0 		= 6'b000001,
-				ST_MAT_RX1 		= 6'b000010,
-				ST_MAT_RX2 		= 6'b000100,
-				ST_MAT_RX3 		= 6'b001000,
-				ST_MAT_MATCHED  = 6'b010000,
-				ST_MAT_DATA 	= 6'b100000;
-	reg [5:0] matcher_state;
-	wire matched = matcher_state[5];
-	
-	/* Window sync generator */
-	reg [11:0] win_hsync_ctr_int;
-	reg [11:0] win_vsync_ctr_int;
-	
-	always @(posedge clk) begin
-		if (rst == 1) begin
-			win_hsync_int <= 0;
-			win_vsync_int <= 0;
-			win_hsync_ctr_int <= 0;
-			win_vsync_ctr_int <= 0;
-			out_data_valid <= 0;
-			
-		end
-		
-		if (rst || in_vsync) begin
-			matcher_state <= ST_MAT_WAITING;
-			win_w_int <= 0;
-			win_h_int <= 0;
-			
-		end
-		
-		if (!rst) begin
-			if (in_blank) begin
-				/* Reset state if the header is only partially contained in this frame */
-				if (matcher_state != ST_MAT_DATA) begin
-					matcher_state <= ST_MAT_WAITING;
-				end
-			
-			end else begin
-				case (matcher_state)
-				ST_MAT_WAITING: begin
-					if (in_pxd_pattern_match) begin
-						matcher_state <= ST_MAT_RX0;
-						win_x_int <= scan_x_reg[2];
-						win_y_int <= scan_y;
-					end
-				end
-				ST_MAT_RX0: begin
-					matcher_state <= ST_MAT_RX1;
-				end
-				ST_MAT_RX1: begin
-					matcher_state <= ST_MAT_RX2;
-				end
-				ST_MAT_RX2: begin
-					matcher_state <= ST_MAT_RX3;
-					win_w_int <= in_pxd;
-				end
-				ST_MAT_RX3: begin
-					matcher_state <= ST_MAT_MATCHED;
-					win_h_int <= in_pxd;
-				end
-				ST_MAT_MATCHED: begin
-					matcher_state <= ST_MAT_DATA;
-					win_hsync_int <= 1;
-					out_data_valid <= 1;
-					win_vsync_int <= 1;
-					win_hsync_ctr_int <= 9;
-					win_vsync_ctr_int <= 0;
-				end
-				endcase
-			end
-			
-			if (matcher_state == ST_MAT_DATA) begin
-				/* hsync */
-				if (scan_x == win_x_int && win_vsync_int == 1) begin
-					win_hsync_int <= 1;
-					win_hsync_ctr_int <= 1;
-					out_data_valid <= 1;
-				end
-				
-				if (win_hsync_int == 1) begin
-					win_hsync_ctr_int <= win_hsync_ctr_int + 1;
-				end
-				
-				if (win_hsync_ctr_int == win_w_int || in_blank_reg == 0) begin
-					win_hsync_int <= 0;
-					out_data_valid <= 0;
-					win_hsync_ctr_int <= 0;
-				end
-				
-				if (in_hsync_reg == 1 && in_hsync == 0) begin
-					if (scan_y == win_y_int) begin
-						win_vsync_int <= 1;
-						win_vsync_ctr_int <= 0;
-					end
-					
-					win_vsync_ctr_int <= win_vsync_ctr_int + 1;
-				end
-					
-				if (win_vsync_ctr_int == win_h_int) begin
-					win_vsync_int <= 0;
-				end
-					
-				if (in_vsync_reg == 1 && in_vsync == 0) begin
-					win_vsync_ctr_int <= 0;
-				end
-			end
-		end
-	end
     
 	/* Pixel scan state machine */
+    reg [11:0] scan_x;
+    reg [11:0] scan_y;
+	
 	reg [11:0] scan_x_reg [3:0];
 	reg in_hsync_reg;
 	reg in_vsync_reg;
@@ -257,15 +144,12 @@ module window_matcher(
 			scan_x_reg[2] <= scan_x_reg[1];
 			scan_x_reg[3] <= scan_x_reg[2];
 			
-			if (in_hsync == 1) begin
+			if (!in_blank) begin
 				scan_x <= scan_x + 1;
 			end
 			
-			if (in_hsync_reg == 1 && in_hsync == 0) begin
+			if (!in_blank_reg && in_blank) begin
 				scan_y <= scan_y + 1;
-			end
-			
-			if (in_hsync_reg == 0 && in_hsync == 1) begin
 				scan_x_reg[0] <= 0;
 				scan_x_reg[1] <= 0;
 				scan_x_reg[2] <= 0;
@@ -273,19 +157,121 @@ module window_matcher(
 				scan_x <= 0;
 			end
 			
-			if (in_vsync_reg == 1 && in_vsync == 0) begin
+			if (in_vsync_reg && !in_vsync) begin
 				scan_y <= 0;
 			end
 		end
 	end
 	
+	/* Window matching state machine */
+	reg [11:0] win_x_int;
+	reg [11:0] win_y_int;
+    reg [11:0] win_w_int;
+    reg [11:0] win_h_int;
+	
+	assign win_x_dbg = win_x_int;
+	assign win_y_dbg = win_y_int;
+	assign win_w_dbg = win_w_int;
+	assign win_h_dbg = win_h_int;
+	
+	localparam 	ST_MAT_WAITING 	= 6'b000000,
+				ST_MAT_RX0 		= 6'b000001,
+				ST_MAT_RX1 		= 6'b000010,
+				ST_MAT_RX2 		= 6'b000100,
+				ST_MAT_RX3 		= 6'b001000,
+				ST_MAT_MATCHED  = 6'b010000,
+				ST_MAT_DATA 	= 6'b100000;
+	reg [5:0] matcher_state;
+	wire matched = matcher_state[5];
+	
+	reg [11:0] dval_x_reg;
+	reg [11:0] dval_y_reg;
+	
+	always @(posedge clk) begin
+		if (rst == 1) begin
+			out_data_valid <= 0;
+			out_data_en <= 0;
+		end
+		
+		if (rst || in_vsync) begin
+			matcher_state <= ST_MAT_WAITING;
+			win_x_int <= 0;
+			win_y_int <= 0;
+			win_w_int <= 0;
+			win_h_int <= 0;
+		end
+		
+		if (!rst) begin
+			if (in_blank) begin
+				/* Reset state if the header is only partially contained in this frame */
+				if (matcher_state != ST_MAT_DATA) begin
+					matcher_state <= ST_MAT_WAITING;
+				end
+			
+			end else begin
+				case (matcher_state)
+				ST_MAT_WAITING: begin
+					if (in_pxd_pattern_match) begin
+						matcher_state <= ST_MAT_RX0;
+						win_x_int <= scan_x_reg[3];
+						win_y_int <= scan_y;
+					end
+				end
+				ST_MAT_RX0: begin
+					matcher_state <= ST_MAT_RX1;
+				end
+				ST_MAT_RX1: begin
+					matcher_state <= ST_MAT_RX2;
+				end
+				ST_MAT_RX2: begin
+					matcher_state <= ST_MAT_RX3;
+					win_w_int <= in_pxd;
+				end
+				ST_MAT_RX3: begin
+					matcher_state <= ST_MAT_MATCHED;
+					win_h_int <= in_pxd;
+				end
+				ST_MAT_MATCHED: begin
+					matcher_state <= ST_MAT_DATA;
+					out_data_valid <= 1;
+					out_data_en <= 1;
+					dval_x_reg <= 9;
+					dval_y_reg <= 0;
+				end
+				endcase
+			end
+			
+			if (matcher_state == ST_MAT_DATA) begin
+				/* blank */
+				if (scan_x == win_x_int && out_data_en) begin
+					out_data_valid <= 1;
+					dval_x_reg <= 1;
+				end
+				
+				if (out_data_en) begin
+					dval_x_reg <= dval_x_reg + 1;
+				end
+				
+				if (dval_x_reg == win_w_int || in_blank) begin
+					out_data_valid <= 0;
+				end
+				
+				if (!in_blank_reg && in_blank) begin
+					dval_y_reg <= dval_y_reg + 1;
+				end
+				
+				if (dval_y_reg == win_h_int) begin
+					out_data_en <= 0;
+				end
+			end
+		end
+	end
+	
 	/* Match locking process */
 	reg [11:0] win_x;
 	reg [11:0] win_y;
-	reg match_locked; /* Goes high after a frame with a marker has been fully received */
 	always @(posedge clk) begin
 		if (rst) begin
-			match_locked <= 0;
 			win_locked <= 0;
 			win_w <= 0;
 			win_h <= 0;
@@ -293,8 +279,7 @@ module window_matcher(
 			win_y <= 0;
 			
 		end else begin
-			if (in_vsync_reg == 1 && in_vsync == 0) begin
-				match_locked <= matched;
+			if (in_vsync_reg == 0 && in_vsync == 1) begin
 				win_locked <= matched;
 				
 				if (matched) begin
@@ -314,48 +299,49 @@ module window_matcher(
 	
 	
 	/* Window H/VSYNC outputs */
+	reg [11:0] win_blank_ctr;
 	reg [11:0] win_hsync_ctr;
-	reg [11:0] win_vsync_ctr;
+	reg win_hactive;
 	
 	always @(posedge clk) begin
-		if (rst == 1) begin
-			win_hsync <= 0;
-			win_vsync <= 0;
+		if (rst) begin
+			win_blank <= 1;
+			win_hactive <= 0;
+			win_blank_ctr <= 0;
 			win_hsync_ctr <= 0;
-			win_vsync_ctr <= 0;
 			
 		end else begin
-			if (match_locked) begin
+			if (win_locked) begin
 				/* hsync */
-				if (scan_x == win_x && win_vsync == 1) begin
-					win_hsync <= 1;
-					win_hsync_ctr <= 1;
+				if (scan_x == win_x && win_hactive) begin
+					win_blank <= 0;
+					win_blank_ctr <= 1;
 				end
 				
-				if (win_hsync == 1) begin
+				if (win_blank == 0) begin
+					win_blank_ctr <= win_blank_ctr + 1;
+				end
+				
+				if (win_blank_ctr == win_w || in_blank) begin
+					win_blank <= 1;
+					win_blank_ctr <= 0;
+				end
+				
+				if (win_hactive && in_blank_reg && !in_blank) begin
 					win_hsync_ctr <= win_hsync_ctr + 1;
 				end
 				
-				if (win_hsync_ctr == win_w || in_hsync_reg == 0) begin
-					win_hsync <= 0;
-					win_hsync_ctr <= 0;
-				end
-				
-				if (in_hsync_reg == 1 && in_hsync == 0 && win_vsync) begin
-					win_vsync_ctr <= win_vsync_ctr + 1;
-				end
-				
 				if (scan_y == win_y) begin
-					win_vsync <= 1;
+					win_hactive <= 1;
 				end
 					
-				if (win_vsync_ctr == win_h) begin
-					win_vsync <= 0;
+				if (win_hsync_ctr == win_h && !in_blank_reg && in_blank) begin
+					win_hactive <= 0;
 				end
 					
 				if (in_vsync_reg == 1 && in_vsync == 0) begin
-					win_vsync_ctr <= 0;
-					win_vsync <= 0;
+					win_hsync_ctr <= 0;
+					win_hactive <= 0;
 				end
 			end
 		end
@@ -365,9 +351,8 @@ module window_matcher(
 	reg [23:0] in_pxd_last;
 	always @(posedge clk) in_pxd_last <= rst ? 0 : in_pxd;
 	
-	assign out_data_en = (matcher_state == ST_MAT_DATA);
 	assign out_data = out_data_en ? in_pxd_last : 0;
 	
 	/* Compositor */
-	assign out_pxd = (win_hsync_int && !bypass) ? win_pxd : in_pxd_reg;
+	assign out_pxd = (!win_blank && !bypass) ? win_pxd : in_pxd_reg;
 endmodule
diff --git a/test_bench/window_matcher_tb.v b/test_bench/window_matcher_tb.v
index 383b89b..b79cd98 100644
--- a/test_bench/window_matcher_tb.v
+++ b/test_bench/window_matcher_tb.v
@@ -25,16 +25,15 @@ module window_matcher_tb();
     reg clk;
     reg rst;
     
-    wire in_blank;
+    reg in_blank;
     reg in_hsync;
     reg in_vsync;
     reg [7:0] in_red;
     reg [7:0] in_green;
     reg [7:0] in_blue;
     
-    wire win_hsync;
-    wire win_vsync;
     wire win_blank;
+    wire win_hsync;
 	
 	wire win_locked;
 	wire [11:0] win_w;
@@ -45,12 +44,11 @@ module window_matcher_tb();
     wire [23:0] out_data;
 	
 	localparam period = 4;
-	
-	assign in_blank = !(in_vsync && in_hsync);
     
     initial begin
         clk = 0;
         rst = 1;
+		in_blank = 1;
         in_hsync = 0;
         in_vsync = 0;
         in_red = 0;
@@ -68,8 +66,9 @@ module window_matcher_tb();
 	reg [23:0] expected_data;
 	reg [23:0] expected_data_last;
 	integer testcase_id;
-	reg win_hsync_exp, win_vsync_exp, win_header;
-	reg win_hsync_exp_last, win_vsync_exp_last, win_header_last;
+	reg win_blank_exp, win_header;
+	reg win_blank_exp_last, win_header_last;
+	reg in_vsync_last;
 	initial begin
 		`include "test_data/00WM_TEST_POS_RUNNERS.v"
 		$finish;
@@ -88,8 +87,6 @@ module window_matcher_tb();
     .in_green(in_green),
     .in_blue(in_blue),
     
-    .win_hsync(win_hsync),
-    .win_vsync(win_vsync),
     .win_blank(win_blank),
 	.win_locked(win_locked),
 	.win_w(win_w),
diff --git a/test_bench/window_matcher_tb_gen.ipynb b/test_bench/window_matcher_tb_gen.ipynb
index a97d2ab..e658e88 100644
--- a/test_bench/window_matcher_tb_gen.ipynb
+++ b/test_bench/window_matcher_tb_gen.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "canadian-jesus",
+   "id": "italian-singapore",
    "metadata": {},
    "source": [
     "# Window Matcher Testcase Generator"
@@ -10,8 +10,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "id": "ruled-graph",
+   "execution_count": 1,
+   "id": "compact-saskatchewan",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,17 +32,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "direct-saskatchewan",
+   "execution_count": 33,
+   "id": "adequate-invalid",
    "metadata": {},
    "outputs": [],
    "source": [
     "class AlphaFlags(Enum):\n",
-    "    HSYNC = 1\n",
-    "    VSYNC = 2\n",
-    "    WIN_HSYNC = 4\n",
-    "    WIN_VSYNC = 8\n",
-    "    WIN_HEADER = 16;\n",
+    "    BLANK = 1\n",
+    "    HSYNC = 2\n",
+    "    VSYNC = 4\n",
+    "    WIN_BLANK = 8\n",
+    "    #WIN_HSYNC = 16\n",
+    "    WIN_HEADER = 32;\n",
     "\n",
     "class Channels:\n",
     "    RED = 0\n",
@@ -74,10 +75,11 @@
     "    \n",
     "def add_blanking(fb, hsync_fp=30, hsync_bp=50, vsync_fp=7, vsync_bp=3):\n",
     "    # fb should be in rgba format, a should be 0\n",
-    "    fb[:,:,Channels.ALPHA] |= AlphaFlags.HSYNC.value\n",
+    "    fb[:,:,Channels.ALPHA] |= AlphaFlags.BLANK.value\n",
     "    fb = np.pad(fb, [(vsync_fp, vsync_bp), (hsync_fp, hsync_bp), (0,0)])\n",
-    "    fb[vsync_fp:-vsync_bp,:,Channels.ALPHA] |= AlphaFlags.VSYNC.value\n",
-    "    fb[:,:,Channels.ALPHA] |= np.tile(AlphaFlags.WIN_VSYNC.value * (fb[:,:,Channels.ALPHA] & AlphaFlags.WIN_VSYNC.value).any(axis=1)[:,np.newaxis], (1, fb.shape[1]))\n",
+    "    fb[1:3, :, Channels.ALPHA] |= AlphaFlags.VSYNC.value\n",
+    "    fb[:, 8:16, Channels.ALPHA] |= AlphaFlags.HSYNC.value\n",
+    "    #fb[:, 8:16, Channels.ALPHA] |= np.tile(AlphaFlags.WIN_HSYNC.value * (fb[:,:,Channels.ALPHA] & AlphaFlags.WIN_BLANK.value).any(axis=1)[:,np.newaxis], (1, 8))\n",
     "    return fb\n",
     "    \n",
     "def add_window(fb, win_x, win_y, win_w=500, win_h=500, win_data=None, header=None):\n",
@@ -112,17 +114,16 @@
     "    win_h = min(win_h, h-win_y)\n",
     "    \n",
     "    win_data = win_data[:win_h, :win_w, :]\n",
-    "    win_data[:,:,Channels.ALPHA] |= AlphaFlags.WIN_HSYNC.value\n",
-    "    \n",
+    "    win_data[:,:,Channels.ALPHA] |= AlphaFlags.WIN_BLANK.value\n",
     "    fb[win_y:win_y+win_h, win_x:win_x+win_w, :] = win_data\n",
-    "    fb[win_y:win_y+win_h, :, Channels.ALPHA] |= AlphaFlags.WIN_VSYNC.value\n",
+    "    \n",
     "    return fb"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "id": "rolled-meaning",
+   "execution_count": 34,
+   "id": "atomic-stanley",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -131,29 +132,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "irish-cricket",
+   "execution_count": 36,
+   "id": "integrated-wright",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 0,  0, 10, 10,  0])"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "(add_window(zero_pixbuf(15, 5), 2, 2, 10, 2)[:,:,3] & AlphaFlags.WIN_HSYNC.value).astype(bool).sum(axis=1)"
+    "#(add_window(zero_pixbuf(15, 5), 2, 2, 10, 2)[:,:,3] & AlphaFlags.WIN_HSYNC.value).astype(bool).sum(axis=1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "academic-seattle",
+   "execution_count": 37,
+   "id": "welsh-purse",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -176,13 +166,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "still-granny",
+   "execution_count": 38,
+   "id": "optical-villa",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n"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\n",
       "text/plain": [
        "<Figure size 864x648 with 16 Axes>"
       ]
@@ -246,8 +236,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "generous-madonna",
+   "execution_count": 39,
+   "id": "preceding-tyler",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -268,8 +258,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "sensitive-incident",
+   "execution_count": 42,
+   "id": "russian-lawrence",
    "metadata": {},
    "outputs": [
     {
@@ -316,28 +306,35 @@
     "$display(\"Running {{name}}\");\n",
     "for (read_pos=0; read_pos<{{fb_len}}; read_pos=read_pos+1) begin\n",
     "    \n",
-    "    if (!(win_hsync == 0)) $finish;\n",
-    "    if (!(!in_vsync || win_vsync == 0)) $finish;\n",
-    "    if (!(in_blank == 1 || win_w == 0)) $finish;\n",
-    "    if (!(in_blank == 1 || win_h == 0)) $finish;\n",
+    "    if (!in_vsync_last && in_vsync) begin\n",
+    "        if (!(win_locked == 0)) $finish;\n",
+    "        if (!(win_w == 0)) $finish;\n",
+    "        if (!(win_h == 0)) $finish;\n",
+    "    end\n",
+    "    \n",
+    "    // if (!(win_hsync == 0)) $finish;\n",
+    "    if (in_blank && !win_blank) $finish;\n",
+    "    if (!(in_blank || win_w == 0)) $finish;\n",
+    "    if (!(in_blank || win_h == 0)) $finish;\n",
     "    if (!(!out_data_valid || out_data_en)) $finish;\n",
     "    if (read_pos > 1) begin\n",
-    "        if (!(out_data_valid == ( win_hsync_exp_last && ~win_header_last))) $finish;\n",
+    "        //if (!(out_data_valid == ( win_hsync_exp_last && ~win_header_last))) $finish;\n",
     "        if (!(!out_data_valid || out_data == expected_data_last)) begin\n",
     "            $display(\"Expected: %h actual: %h\", expected_data_last, out_data);\n",
     "            $finish;\n",
     "        end\n",
     "    end\n",
     "    \n",
+    "    in_blank = ~{{mem}}[read_pos][{{ FLAG_BLANK }}];\n",
     "    in_hsync = {{mem}}[read_pos][{{ FLAG_HSYNC }}];\n",
     "    in_vsync = {{mem}}[read_pos][{{ FLAG_VSYNC }}];\n",
     "    expected_data_last = expected_data;\n",
-    "    win_hsync_exp_last = win_hsync_exp;\n",
-    "    win_vsync_exp_last = win_vsync_exp;\n",
+    "    win_blank_exp_last = win_blank_exp;\n",
+    "    // win_hsync_exp_last = win_hsync_exp;\n",
     "    win_header_last = win_header;\n",
     "    expected_data = {{mem}}[read_pos][31:8];\n",
-    "    win_hsync_exp = {{mem}}[read_pos][{{ FLAG_WIN_HSYNC }}];\n",
-    "    win_vsync_exp = {{mem}}[read_pos][{{ FLAG_WIN_VSYNC }}];\n",
+    "    win_blank_exp = ~{{mem}}[read_pos][{{ FLAG_WIN_BLANK }}];\n",
+    "    // win_hsync_exp = {{mem}}[read_pos][{{ FLAG_WIN_HSYNC }}];\n",
     "    win_header = {{mem}}[read_pos][{{ FLAG_WIN_HEADER }}];\n",
     "    in_red   = {{mem}}[read_pos][31:24];\n",
     "    in_green = {{mem}}[read_pos][23:16];\n",
@@ -345,24 +342,26 @@
     "    @(posedge clk);\n",
     "end\n",
     "\n",
-    "if (!(win_locked == {{(win_w > 0)|int}})) $finish;\n",
-    "\n",
-    "if (!(win_w == {{win_w}})) $finish;\n",
-    "if (!(win_h == {{win_h}})) $finish;\n",
-    "\n",
     "for (read_pos=0; read_pos<{{fb_len}}; read_pos=read_pos+1) begin\n",
     "    if (read_pos > 0) begin\n",
-    "        if (!(win_hsync == win_hsync_exp_last)) $finish;\n",
-    "        /* Only check win_vsync aligns with expected value during win_hsync */\n",
-    "        if (!(!win_hsync_exp_last || win_vsync == win_vsync_exp_last)) $finish;\n",
+    "        if (!(win_blank == win_blank_exp)) $finish;\n",
+    "        // if (!(win_hsync == win_hsync_exp)) $finish;\n",
     "    end\n",
     "    \n",
+    "    if (!in_vsync_last && in_vsync) begin\n",
+    "        if (!(win_locked == {{(win_w > 0)|int}})) $finish;\n",
+    "        if (!(win_w == {{win_w}})) $finish;\n",
+    "        if (!(win_h == {{win_h}})) $finish;\n",
+    "    end\n",
+    "    \n",
+    "    in_blank = ~{{mem}}[read_pos][{{ FLAG_BLANK }}];\n",
     "    in_hsync = {{mem}}[read_pos][{{ FLAG_HSYNC }}];\n",
+    "    in_vsync_last = in_vsync;\n",
     "    in_vsync = {{mem}}[read_pos][{{ FLAG_VSYNC }}];\n",
-    "    win_hsync_exp_last = win_hsync_exp;\n",
-    "    win_vsync_exp_last = win_vsync_exp;\n",
-    "    win_hsync_exp = {{mem}}[read_pos][{{ FLAG_WIN_HSYNC }}];\n",
-    "    win_vsync_exp = {{mem}}[read_pos][{{ FLAG_WIN_VSYNC }}];\n",
+    "    win_blank_exp_last = win_blank_exp;\n",
+    "    // win_hsync_exp_last = win_hsync_exp;\n",
+    "    win_blank_exp = ~{{mem}}[read_pos][{{ FLAG_WIN_BLANK }}];\n",
+    "    // win_hsync_exp = {{mem}}[read_pos][{{ FLAG_WIN_HSYNC }}];\n",
     "    win_header = {{mem}}[read_pos][{{ FLAG_WIN_HEADER }}];\n",
     "    in_red   = 0;\n",
     "    in_green = 0;\n",
@@ -371,10 +370,6 @@
     "    @(posedge clk);\n",
     "end\n",
     "\n",
-    "if (!(win_locked == 0)) $finish;\n",
-    "if (!(win_w == 0)) $finish;\n",
-    "if (!(win_h == 0)) $finish;\n",
-    "\n",
     "/* End of generated test case {{name}} */\n",
     "'''\n",
     "\n",
@@ -382,10 +377,11 @@
     "    tpl = jinja2.Environment().from_string(RUNNER_TPL, globals=globals())\n",
     "    for i, (name, (fb_len, win_w, win_h)) in enumerate(testcases.items()):\n",
     "        print(tpl.render(name=name, fb_len=fb_len, mem=f'test_fb_{name}', win_w=win_w, win_h=win_h, testcase_id=i,\n",
+    "             FLAG_BLANK = int(math.log2(AlphaFlags.BLANK.value)),\n",
     "             FLAG_HSYNC = int(math.log2(AlphaFlags.HSYNC.value)),\n",
     "             FLAG_VSYNC = int(math.log2(AlphaFlags.VSYNC.value)),\n",
-    "             FLAG_WIN_HSYNC = int(math.log2(AlphaFlags.WIN_HSYNC.value)),\n",
-    "             FLAG_WIN_VSYNC = int(math.log2(AlphaFlags.WIN_VSYNC.value)),\n",
+    "             FLAG_WIN_BLANK = int(math.log2(AlphaFlags.WIN_BLANK.value)),\n",
+    "             # FLAG_WIN_HSYNC = int(math.log2(AlphaFlags.WIN_HSYNC.value)),\n",
     "             FLAG_WIN_HEADER = int(math.log2(AlphaFlags.WIN_HEADER.value)),\n",
     "             ))\n",
     "        print(f'Testcase {i:>3}: {name}', file=sys.stderr)\n",
@@ -397,7 +393,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "indie-content",
+   "id": "conditional-louisiana",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -408,13 +404,80 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "tough-coordination",
+   "execution_count": 27,
+   "id": "serial-baghdad",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAFaCAYAAAAXeDVCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVOUlEQVR4nO3db4xld33f8c+33mWNTRF2Yd2NbdVOtCEhKNh0ShysRg2LWydBXj9xZVpHq9TSqhUhEKVN1olU1GdOG6XJgzbSCjusFMfUdUxtoRTYLqFRlcSw/kOwMc66BszaG68hIdAgGZt8+2AOYbKeydyZubMz1u/1klbnnnPv5fz0Zef6PXfOzq3uDgAAjODvbPUCAADgbBG/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMY0PxW1XXVtXjVfVEVR2a16IAAGAz1Hp/z29VnZPkT5Jck+Rkkk8leWd3f3Z+ywMAgPnZsYHnviXJE939ZJJU1QeT7E+yYvy+onb1uTl/A6cEAIDVfT1//uXuft2ZxzcSvxcn+dKS/ZNJfuhve8K5OT8/VPs2cEoAAFjd/+q7v7jc8Y3Eby1z7CXXUFTVwSQHk+TcnLeB0wEAwMZs5B+8nUxy6ZL9S5I8c+aDuvtwdy9098LO7NrA6QAAYGM28s7vp5LsrarLkzyd5MYk/2Iuq5qzp3/hrVty3ot/+Q+25LxsrY8+8/CWnHffTTdvyXkZ046PP7DVSwBYl3XHb3e/WFU/neSjSc5Jcnt3Pzq3lQEAwJxt5J3fdPfvJvndOa0FAAA21YbiF3gplx8AwPbl440BABiG+AUAYBjiFwCAYYhfAACGIX4BABiG+AUAYBjiFwCAYYhfAACGIX4BABiG+AUAYBjiFwCAYYhfAACGIX4BABiG+AUAYBjiFwCAYYhfAACGIX4BABiG+AUAYBjiFwCAYYhfAACGIX4BABiG+AUAYBjiFwCAYYhfAACGIX4BABiG+AUAYBjiFwCAYawav1V1e1WdrqpHlhy7sKqOVtWJaXvB5i4TAAA2bpZ3fj+Q5Nozjh1Kcqy79yY5Nu0DAMC2tmr8dvfvJ/mzMw7vT3Jkun0kyfXzXRYAAMzfeq/5vai7TyXJtN09vyUBAMDm2LHZJ6iqg0kOJsm5OW+zTwcAACta7zu/z1bVniSZtqdXemB3H+7uhe5e2Jld6zwdAABs3Hrj974kB6bbB5LcO5/lAADA5pnlV53dmeQPk7y+qk5W1c1Jbk1yTVWdSHLNtA8AANvaqtf8dvc7V7hr35zXAgAAm8onvAEAMAzxCwDAMMQvAADDEL8AAAxD/AIAMAzxCwDAMMQvAADDEL8AAAxD/AIAMAzxCwDAMMQvAADDEL8AAAxD/AIAMAzxCwDAMMQvAADDEL8AAAxD/AIAMAzxCwDAMMQvAADDEL8AAAxD/AIAMAzxCwDAMMQvAADDEL8AAAxD/AIAMAzxCwDAMMQvAADDEL8AAAxD/AIAMIxV47eqLq2q36uqx6rq0ap6z3T8wqo6WlUnpu0Fm79cAABYv1ne+X0xyc919/cnuSrJu6rqDUkOJTnW3XuTHJv2AQBg21o1frv7VHc/ON3+epLHklycZH+SI9PDjiS5fpPWCAAAc7Gma36r6rIkVya5P8lF3X0qWQzkJLvnvjoAAJijmeO3ql6V5HeSvLe7v7aG5x2squNVdfyFPL+eNQIAwFzMFL9VtTOL4XtHd98zHX62qvZM9+9Jcnq553b34e5e6O6Fndk1jzUDAMC6zPLbHirJbUke6+5fXXLXfUkOTLcPJLl3/ssDAID52THDY65O8pNJPlNVD0/HfjHJrUnuqqqbkzyV5IZNWSEAAMzJqvHb3f8nSa1w9775LgcAADaPT3gDAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYxqrxW1XnVtUnq+rTVfVoVf2H6fiFVXW0qk5M2ws2f7kAALB+s7zz+3ySt3X3m5JckeTaqroqyaEkx7p7b5Jj0z4AAGxbq8ZvL/p/0+7O6U8n2Z/kyHT8SJLrN2OBAAAwLzNd81tV51TVw0lOJzna3fcnuai7TyXJtN29aasEAIA5mCl+u/tb3X1FkkuSvKWq3jjrCarqYFUdr6rjL+T5dS4TAAA2bk2/7aG7v5rkE0muTfJsVe1Jkml7eoXnHO7uhe5e2JldG1stAABswCy/7eF1VfWa6fYrk7w9yeeS3JfkwPSwA0nu3aQ1AgDAXOyY4TF7khypqnOyGMt3dfeHq+oPk9xVVTcneSrJDZu4TgAA2LBV47e7/zjJlcsc/0qSfZuxKAAA2Aw+4Q0AgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAYM8dvVZ1TVQ9V1Yen/Qur6mhVnZi2F2zeMgEAYOPW8s7ve5I8tmT/UJJj3b03ybFpHwAAtq2Z4reqLknyE0nev+Tw/iRHpttHklw/15UBAMCczfrO768l+fkkf7Xk2EXdfSpJpu3u+S4NAADma9X4rap3JDnd3Q+s5wRVdbCqjlfV8Rfy/Hr+JwAAYC52zPCYq5NcV1U/nuTcJK+uqt9K8mxV7enuU1W1J8np5Z7c3YeTHE6SV9eFPad1AwDAmq36zm9339Ldl3T3ZUluTPLx7r4pyX1JDkwPO5Dk3k1bJQAAzMFGfs/vrUmuqaoTSa6Z9gEAYNua5bKHv9bdn0jyien2V5Lsm/+SAABgc/iENwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGGIXwAAhiF+AQAYhvgFAGAY4hcAgGHsmOVBVfWFJF9P8q0kL3b3QlVdmOS/JbksyReS/PPu/vPNWSYAAGzcWt75/dHuvqK7F6b9Q0mOdffeJMemfQAA2LY2ctnD/iRHpttHkly/4dUAAMAmmjV+O8nHquqBqjo4Hbuou08lybTdvRkLBACAeZnpmt8kV3f3M1W1O8nRqvrcrCeYYvlgkpyb89axRAAAmI+Z3vnt7mem7ekkH0ryliTPVtWeJJm2p1d47uHuXujuhZ3ZNZ9VAwDAOqwav1V1flX93W/fTvJPkzyS5L4kB6aHHUhy72YtEgAA5mGWyx4uSvKhqvr243+7uz9SVZ9KcldV3ZzkqSQ3bN4yAQBg41aN3+5+Msmbljn+lST7NmNRAACwGXzCGwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDBmit+qek1V3V1Vn6uqx6rqh6vqwqo6WlUnpu0Fm71YAADYiFnf+f31JB/p7u9L8qYkjyU5lORYd+9NcmzaBwCAbWvV+K2qVyf5kSS3JUl3f7O7v5pkf5Ij08OOJLl+c5YIAADzMcs7v9+d5Lkkv1lVD1XV+6vq/CQXdfepJJm2uzdxnQAAsGGzxO+OJG9O8hvdfWWSv8waLnGoqoNVdbyqjr+Q59e5TAAA2LhZ4vdkkpPdff+0f3cWY/jZqtqTJNP29HJP7u7D3b3Q3Qs7s2seawYAgHXZsdoDuvtPq+pLVfX67n48yb4kn53+HEhy67S9d1NXugEX//IfbPUSGMiOjz+w1UsAAFawavxO3p3kjqp6RZInk/xUFt81vquqbk7yVJIbNmeJAAAwHzPFb3c/nGRhmbv2zXU1AACwiXzCGwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAw1g1fqvq9VX18JI/X6uq91bVhVV1tKpOTNsLzsaCAQBgvVaN3+5+vLuv6O4rkvzDJN9I8qEkh5Ic6+69SY5N+wAAsG2t9bKHfUn+b3d/Mcn+JEem40eSXD/HdQEAwNytNX5vTHLndPui7j6VJNN29zwXBgAA8zZz/FbVK5Jcl+S/r+UEVXWwqo5X1fEX8vxa1wcAAHOzlnd+fyzJg9397LT/bFXtSZJpe3q5J3X34e5e6O6Fndm1sdUCAMAGrCV+35nvXPKQJPclOTDdPpDk3nktCgAANsNM8VtV5yW5Jsk9Sw7fmuSaqjox3Xfr/JcHAADzs2OWB3X3N5L8vTOOfSWLv/0BAABeFnzCGwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDBmit+q+tmqerSqHqmqO6vq3Kq6sKqOVtWJaXvBZi8WAAA2YtX4raqLk/xMkoXufmOSc5LcmORQkmPdvTfJsWkfAAC2rVkve9iR5JVVtSPJeUmeSbI/yZHp/iNJrp/76gAAYI5Wjd/ufjrJryR5KsmpJH/R3R9LclF3n5oecyrJ7s1cKAAAbNQslz1ckMV3eS9P8l1Jzq+qm2Y9QVUdrKrjVXX8hTy//pUCAMAGzXLZw9uTfL67n+vuF5Lck+StSZ6tqj1JMm1PL/fk7j7c3QvdvbAzu+a1bgAAWLNZ4vepJFdV1XlVVUn2JXksyX1JDkyPOZDk3s1ZIgAAzMeO1R7Q3fdX1d1JHkzyYpKHkhxO8qokd1XVzVkM5Bs2c6EAALBRq8ZvknT3+5K874zDz2fxXWAAAHhZ8AlvAAAMQ/wCADAM8QsAwDDELwAAwxC/AAAMQ/wCADAM8QsAwDDELwAAw6juPnsnq3ouyReTvDbJl8/aiV++zGl2ZjUbc5qNOc3OrGZjTrMzq9mY0+r+QXe/7syDZzV+//qkVce7e+Gsn/hlxpxmZ1azMafZmNPszGo25jQ7s5qNOa2fyx4AABiG+AUAYBhbFb+Ht+i8LzfmNDuzmo05zcacZmdWszGn2ZnVbMxpnbbkml8AANgKLnsAAGAYZzV+q+raqnq8qp6oqkNn89zbXVVdWlW/V1WPVdWjVfWe6fiFVXW0qk5M2wu2eq3bQVWdU1UPVdWHp31zOkNVvaaq7q6qz01/r37YnJZXVT87fd09UlV3VtW5ZpVU1e1VdbqqHllybMW5VNUt0+v741X1z7Zm1VtjhVn9p+nr74+r6kNV9Zol9w05q+XmtOS+f1tVXVWvXXJsyDklK8+qqt49zePRqvqPS44PO6u1OmvxW1XnJPkvSX4syRuSvLOq3nC2zv8y8GKSn+vu709yVZJ3TfM5lORYd+9NcmzaJ3lPkseW7JvTS/16ko909/cleVMW52VOZ6iqi5P8TJKF7n5jknOS3BizSpIPJLn2jGPLzmV6vboxyQ9Mz/mv0+v+KD6Ql87qaJI3dvcPJvmTJLckw8/qA3npnFJVlya5JslTS46NPKdkmVlV1Y8m2Z/kB7v7B5L8ynR89Fmtydl85/ctSZ7o7ie7+5tJPpjF/wNJ0t2nuvvB6fbXsxgqF2dxRkemhx1Jcv2WLHAbqapLkvxEkvcvOWxOS1TVq5P8SJLbkqS7v9ndX405rWRHkldW1Y4k5yV5JmaV7v79JH92xuGV5rI/yQe7+/nu/nySJ7L4uj+E5WbV3R/r7hen3T9Kcsl0e9hZrfB3Kkn+c5KfT7L0HyINO6dkxVn9myS3dvfz02NOT8eHntVanc34vTjJl5bsn5yOcYaquizJlUnuT3JRd59KFgM5ye4tXNp28WtZfJH8qyXHzOlv+u4kzyX5zenykPdX1fkxp5fo7qez+O7JU0lOJfmL7v5YzGolK83Fa/zf7l8l+Z/TbbNaoqquS/J0d3/6jLvM6aW+N8k/rqr7q+p/V9U/mo6b1RqczfitZY75VRNnqKpXJfmdJO/t7q9t9Xq2m6p6R5LT3f3AVq9lm9uR5M1JfqO7r0zylxnzx/armq5Z3Z/k8iTfleT8qrppa1f1suQ1fgVV9UtZvLTtjm8fWuZhQ86qqs5L8ktJ/v1ydy9zbMg5LbEjyQVZvDzy3yW5q6oqZrUmZzN+Tya5dMn+JVn80SKTqtqZxfC9o7vvmQ4/W1V7pvv3JDm90vMHcXWS66rqC1m8dOZtVfVbMacznUxysrvvn/bvzmIMm9NLvT3J57v7ue5+Ick9Sd4as1rJSnPxGr+MqjqQ5B1J/mV/53eLmtV3fE8Wv/H89PS6fkmSB6vq78eclnMyyT296JNZ/Anoa2NWa3I24/dTSfZW1eVV9YosXph931k8/7Y2fed2W5LHuvtXl9x1X5ID0+0DSe4922vbTrr7lu6+pLsvy+LfoY93900xp7+hu/80yZeq6vXToX1JPhtzWs5TSa6qqvOmr8N9Wbzm3qyWt9Jc7ktyY1XtqqrLk+xN8sktWN+2UVXXJvmFJNd19zeW3GVWk+7+THfv7u7Lptf1k0nePL2GmdNL/Y8kb0uSqvreJK9I8uWY1ZrsOFsn6u4Xq+qnk3w0i/+a+vbufvRsnf9l4OokP5nkM1X18HTsF5PcmsUfa9ycxf9I37A1y9v2zOml3p3kjumbzSeT/FQWv+E1pyW6+/6qujvJg1n80fRDWfzkpFdl8FlV1Z1J/kmS11bVySTvywpfa939aFXdlcVvsl5M8q7u/taWLHwLrDCrW5LsSnJ08fuq/FF3/+uRZ7XcnLr7tuUeO/KckhX/Tt2e5Pbp1599M8mB6ScKQ89qrXzCGwAAw/AJbwAADEP8AgAwDPELAMAwxC8AAMMQvwAADEP8AgAwDPELAMAwxC8AAMP4/48DSy7Is7HzAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(add_blanking(add_window(coord_pixbuf(w, h), 20, 0, 50, 60))[6:,:,3] & 0x38)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "graduate-chuck",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(add_blanking(add_window(coord_pixbuf(w, h), 20, 0, 50, 60))[6:,:,3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "chronic-geography",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([6, 6, 6, ..., 0, 0, 0])"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "add_blanking(add_window(coord_pixbuf(w, h), 20, 0, 50, 60))[:,:,3].flatten()[370:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "returning-validation",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x648 with 1 Axes>"
       ]
@@ -431,13 +494,57 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "general-personal",
+   "execution_count": 36,
+   "id": "superior-shareware",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(add_blanking(add_window(coord_pixbuf(100, 80), 20, 30, 50, 20))[:,:,3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "racial-restoration",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "20"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(add_blanking(add_window(coord_pixbuf(100, 80), 20, 30, 50, 20))[:,9,3] & AlphaFlags.WIN_HSYNC.value).astype(bool).sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "efficient-gasoline",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x648 with 1 Axes>"
       ]
@@ -454,23 +561,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "piano-initial",
+   "execution_count": 12,
+   "id": "preceding-coating",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7eff02ff5f40>"
+       "<matplotlib.image.AxesImage at 0x7f7eeb83fdc0>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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32CbgcNuJSpJWxp4tSSuzZrkdklwOvFhV30jyXcBPAr8P7AduBe5srh9oDtkP3JvkLuDVwBbgkTHM/Ywq6vhxOH588DLHKuWca52tgBeb7eHfVJ1vLi+RkyeokyeAJZbAVsnXxoWdem28uNyOp801l4UxzejiMRM9Gzjxta+N+yk0g2569XWTnoIucssGY2ADsLf5lPIcsK+qPpLk08C+JLcBXwXeBFBVB5LsA54EjgO3V9WJ8UxfknQOe7YkrVKqRrmOtspJJF8Dvg18fdJzGaHL6FY90L2arGf6zUpN31dVl096Ei+lJC8AT096HiM0K6+1lehaTV2rB7pX06zUs2TPnopgDJDk0araOul5jErX6oHu1WQ906+LNXVF1/42XasHuldT1+qB7tXUhXr8SWhJkiQJg7EkSZIETFcw3jPpCYxY1+qB7tVkPdOvizV1Rdf+Nl2rB7pXU9fqge7VNPP1TM05xpIkSdIkTdOKsSRJkjQxBmNJkiSJKQjGSW5O8nSSg0l2TXo+w0pyd5KjSZ7oG1uf5MEkX26uX9V33x1NjU8nuWkys15aks1J/i7JU0kOJPn1Znwma0pySZJHkny+qed3m/GZrOeUJPNJ/j7JR5rbs17PoSRfTPJ4kkebsZmuqevs2dPBnj3d9fTrUt++KHp2VU3sQu+3gf8R+H5gLfB54JpJzmkFc/8x4PXAE31jfwDsarZ3Ab/fbF/T1LYOuLqpeX7SNZxTzwbg9c32K4B/aOY9kzXR+7XmlzfbC8DDwBtmtZ6+un4DuBf4yKy/5pp5HgIuO2dspmvq8sWePfk6+uZuz57ies6prTN9+2Lo2ZNeMd4GHKyqr1TVd4D7gO0TntNQquqTwL+eM7wd2Nts7wXe2Dd+X1Udq6pngIP0ap8aVXWkqj7XbL8APAVsZEZrqp5vNTcXmksxo/UAJNkE/Azw533DM1vPBXSxpq6wZ08Je/Z013PKRdK3O1XPpIPxRuDZvtuLzdisurKqjkCvaQFXNOMzVWeSq4DX0fsX+8zW1Lx99ThwFHiwqma6HuBPgN8ETvaNzXI90Psf398keSzJzmZs1mvqsq79DTrxWrNnA1NYT+NP6Fbf7nzPXjPh58+AsS5+f9zM1Jnk5cCHgLdX1TeTQVPv7TpgbKpqqqoTwHVJvhu4P8lrL7D7VNeT5GeBo1X1WJIbhjlkwNjU1NPn+qo6nOQK4MEkX7rAvrNSU5ddLH+DmanTnn32Q4xlYqvU0b7d+Z496RXjRWBz3+1NwOEJzWUUnkuyAaC5PtqMz0SdSRboNdj3V9WHm+GZrgmgqr4BfAK4mdmt53rg55Icovf29U8k+Utmtx4Aqupwc30UuJ/e22wzXVPHde1vMNOvNXv21NfTub59MfTsSQfjzwJbklydZC2wA9g/4Tm1sR+4tdm+FXigb3xHknVJrga2AI9MYH5LSm+Z4X3AU1V1V99dM1lTksubVQeSfBfwk8CXmNF6quqOqtpUVVfR++/kb6vqF5jRegCSvCzJK05tAz8FPMEM13QRsGdPCXv2dNcD3evbF03PnvSn/4Bb6H2a9h+B35r0fFYw7w8AR4AX6f2r6Dbge4CHgC831+v79v+tpsangZ+e9PwH1POj9N7i+ALweHO5ZVZrAn4Q+PumnieA327GZ7Kec2q7gTOfbp7Zeuh9s8Hnm8uBU//9z3JNF8PFnj0dF3v2dNczoL6Z79sXS8/2J6ElSZIkJn8qhSRJkjQVDMaSJEkSBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJgMFYkiRJAgzGkiRJEmAwliRJkgCDsSRJkgQYjCVJkiTAYCxJkiQBBmNJkiQJMBhLkiRJwBiDcZKbkzyd5GCSXeN6HklSe/ZsSYJU1egfNJkH/gH4z8Ai8FngLVX15MifTJLUij1bknrGtWK8DThYVV+pqu8A9wHbx/RckqR27NmSBKwZ0+NuBJ7tu70I/Ej/Dkl2AjsB5pn/4Ut55ZimIknj9QLPf72qLp/0PFpYtmfDhfv28ctedta+a77+7XHMU5Ja+ze+zXfqWAbdN65gPOjJzjpno6r2AHsAXpn19SO5cUxTkaTx+nj91T9Neg4tLduz4ey+/bLXbKj/+D9++fR9n7nur87a9w2P/8JIJyhJo3Lgbfcsed+4gvEisLnv9ibg8JieS5LUzop79vyXj/Hvbjl4+vYP7/yvZ91/2Z5Pj3B6kjQ683VsyfvGdY7xZ4EtSa5OshbYAewf03NJktqxZ0sSY1oxrqrjSd4KfAyYB+6uqgPjeC4AMvA0EUkXuzF8604XveQ9G+ANPzjWh5c0oz7zhYk+/bhOpaCqPgp8dFyP3y/z8y/F00iaMXX8+KSnMDNeyp4tSdNqbMH4JWUwljSIwViStAKdCMauGEsaxBMpJEkr0Ylg7IqxJEmS2upEMM78uL5cQ5IkSReLTgRjYjCWJElSO90Ixq4YS5IkqaWOBGPPMZYkSVI7nQjGmXPFWJIkSe10Ihi7YixJkqS2OhKMXTGWJElSO90Ixp5KIUmSpJY6EYzLFWNJkiS11Ilg7IqxJEmS2upGMHbFWJIkSS11Ixgnk56BJEmSZlwngnF5KoUkSZJa6kQwZt4VY0mSJLXTKhgnOQS8AJwAjlfV1iTrgQ8CVwGHgDdX1fPtpnlhrhhL0nCmpW9L0jQaxYrxj1fV1/tu7wIeqqo7k+xqbr9zBM+zNFeMJWklJt+3JWkKjeNUiu3ADc32XuATjLnB1pzBWJJaeMn7tiRNo7bBuIC/SVLA/6mqPcCVVXUEoKqOJLmi7SSXnYRf1yZpAP/JPNBU9G1JmkZtg/H1VXW4aaIPJvnSsAcm2QnsBLiES9vNwhVjSRrWdPRtSZpCrYJxVR1uro8muR/YBjyXZEOz6rABOLrEsXuAPQCvzPpqNQ+DsaQB7Aznm5a+LUnTaNXBOMnLgLmqeqHZ/ingvwP7gVuBO5vrB0Yx0QspP3wnScuapr4tSdOozYrxlcD96f3q3Brg3qr66ySfBfYluQ34KvCm9tO8MFeMJWkoU9O3JWkarToYV9VXgB8aMP4vwI1tJrVi5mJJWtZU9W1JmkKd+OU7T6WQJElSW90Ixp5KIUmSpJY6EownPQNJkiTNuo4EY1eMJUmS1E43gvH8pGcgSZKkWdeNYOyKsSRJklrqSDCe9AwkSZI06wzGkiRJEp0Jxp5KIUmSpHY6EYz95TtJkiS11Ylg7KkUkiRJastgLEmSJNGZYOy5FJIkSWqnI8F40jOQJEnSrDMYS5IkSRiMJUmSJMBgLEmSJAEGY0mSJAkYIhgnuRv4WeBoVb22GVsPfBC4CjgEvLmqnm/uuwO4DTgBvK2qPjaWmffxWykk6YxZ6NuSNI2GWWu9B7j5nLFdwENVtQV4qLlNkmuAHcC1zTHvSTI/stkuJV68ePEy4HLxuodp79uSNIWWXTGuqk8mueqc4e3ADc32XuATwDub8fuq6hjwTJKDwDbg0yOa7+A5eiqFJJ02C31bkqbRas8xvrKqjgBU1ZEkVzTjG4HP9O232IydJ8lOYCfAJVy6ymn0GIwlaVlT1bclaRqN+sN3g968rEE7VtUeYA/AK7N+4D5DMxhL0mpNpm9L0hRabTB+LsmGZtVhA3C0GV8ENvfttwk43GaCw3DFWJKWNVV9W5Km0WqD8X7gVuDO5vqBvvF7k9wFvBrYAjzSdpLLMRhL0rKmqm9L0jQa5uvaPkDvAxuXJVkE3k2vse5LchvwVeBNAFV1IMk+4EngOHB7VZ0Y09xPMxhL0hmz0LclaRoN860Ub1nirhuX2H83sLvNpFbKYCxJZ8xC35akadSJX767yL+vVJIkSSPQiWDsirEkSZLa6kQwdsVYkiRJbXUiGLtiLEmSpLYMxpIkSRKdCcb+AJMkSZLa6UQw9iehJUmS1FYngrGnUkiSJKmtbgRjv5VCkiRJLXUiGHsqhSRJktrqRDD2w3eSJElqqyPBeNIzkCRJ0qzrRDD2l+8kSZLUVieCsSvGkiRJaqsTwRjPMZYkSVJLHQnGk56AJEmSZl0ngrHfSiFJkqS2ll1rTXJ3kqNJnugb+50k/5zk8eZyS999dyQ5mOTpJDeNa+JnT9KLFy9eBlwuUjPRtyVpCg2zYnwP8L+Avzhn/I+r6g/7B5JcA+wArgVeDXw8yWuq6sQI5ro0V4wlqd89THvflqQptGwwrqpPJrlqyMfbDtxXVceAZ5IcBLYBn179FIdgMJak02aib0vSFGpzjvFbk/wS8Cjwjqp6HtgIfKZvn8Vm7DxJdgI7AS7h0hbTwA/fSdJwpqdvS9IUWm0w/jPg94Bqrv8I+BUGn9U3cDm3qvYAewBemfWtlnzjirEkLWeq+rYkTaNVBeOqeu7UdpL3Ah9pbi4Cm/t23QQcXvXshmUwlqQLmrq+LUlTaFXBOMmGqjrS3Px54NQnn/cD9ya5i96HOLYAj7Se5bLzMRhL0oVMW9+WpGm0bDBO8gHgBuCyJIvAu4EbklxH7+22Q8CvAVTVgST7gCeB48DtL8Unm+M5xpJ02iz0bUmaRsN8K8VbBgy/7wL77wZ2t5nUSrliLElnzELflqRp1IlfvsvcyUlPQZIkSTOuE8F4zg/fSZIkqSWDsSRJkoTBWJIkSQI6E4w9x1iSJEntdCIYz/utFJIkSWqpE8HYFWNJkiS11Y1gnEnPQJIkSbOuE8F43hVjSZIktWQwliRJkuhKMPbDd5IkSWqpG8HYFWNJkiS11IlgvMZgLEmSpJY6EYznYzCWdD5PspIkrUQngrErxpIGeXHSE5AkzZRuBGNXjCUNYDCWJK1EN4Lx3IlJT0GSJEkzbtlgnGQz8BfA9wIngT1V9adJ1gMfBK4CDgFvrqrnm2PuAG4DTgBvq6qPjWX2jTm/rk2SgNno2ZI0rYZZMT4OvKOqPpfkFcBjSR4Efhl4qKruTLIL2AW8M8k1wA7gWuDVwMeTvKaqxras66kUknTa1PdsSZpWywbjqjoCHGm2X0jyFLAR2A7c0Oy2F/gE8M5m/L6qOgY8k+QgsA349Kgnf4qnUkhSzyz0bEmaVis6xzjJVcDrgIeBK5sGTFUdSXJFs9tG4DN9hy02Y+c+1k5gJ8AlXLriifdbcMVYks4zyp7dPN7I+rYkTaOhg3GSlwMfAt5eVd9MsuSuA8bOOwm4qvYAewBemfWtThJ2xViSzjbqng2j7duSNI2GCsZJFug12PdX1Yeb4eeSbGhWHjYAR5vxRWBz3+GbgMOjmvAgrhhL0hnT3rMlaVoN860UAd4HPFVVd/XdtR+4FbizuX6gb/zeJHfR+yDHFuCRUU76XK4YS1LPLPRsSZpWw6wYXw/8IvDFJI83Y++i11z3JbkN+CrwJoCqOpBkH/AkvU9H3z7uTzcvxGAsSY2p79mSNK2G+VaKTzH4HDSAG5c4Zjewu8W8VsRgLGmwuUlP4CU3Cz1bkqZVJ375bsFTKSQNdPEFY0nS6nUiGM8N/gC1JEmSNLROBGNPpZAkSVJb3QjGc8cnPQVJkiTNuG4EY1eMJUmS1JLBWJIkScJgLEmSJAEdCcZr4znGkiRJaqcTwdgVY0mSJLXVkWDsirEkSZLa6UQwXuuKsSRJklrqRDCe4+SkpyBJkqQZ14lg7IqxJEmS2upEMPYcY0mSJLXVkWDsirEkSZLa6UQwXovBWJIkSe10Ihi7YixJkqS2lg3GSTYDfwF8L3AS2FNVf5rkd4BfBb7W7Pquqvpoc8wdwG3ACeBtVfWxMcz9tIX4rRSSBLPRsyVpWg2zYnwceEdVfS7JK4DHkjzY3PfHVfWH/TsnuQbYAVwLvBr4eJLXVNXYlnUX/Lo2STpl6nu2JE2rZYNxVR0BjjTbLyR5Cth4gUO2A/dV1THgmSQHgW3Ap0cw34HWumIsScBs9GxJmlYrOsc4yVXA64CHgeuBtyb5JeBReisUz9NrwJ/pO2yRCzfl1hYyzkeXpNk0rT1bkqbV0ME4ycuBDwFvr6pvJvkz4PeAaq7/CPgVYFBMrQGPtxPYCXAJl6585n3mWh0tSd0z6p7dPObI+rYkTaOhgnGSBXoN9v1V9WGAqnqu7/73Ah9pbi4Cm/sO3wQcPvcxq2oPsAfglVk/sAkPa21cMpakU8bRs5vHGFnflqRpNMy3UgR4H/BUVd3VN76hOZcN4OeBJ5rt/cC9Se6i90GOLcAjI531ORYGLnhI0sVnFnq2JE2rYVaMrwd+EfhiksebsXcBb0lyHb233A4BvwZQVQeS7AOepPfp6NvH/enmhXgyhSQ1pr5nS9K0GuZbKT7F4HPQPnqBY3YDu1vMa0UWMv9SPZUkTbVZ6NmSNK068ct3azAYS5IkqZ1OBONbNr5+0lOQJEnSjOtEMGbOFWNJA5z0VFlJ0vA6EYwzbzCWdL4yGEuSVqAjwdhvpZB0vnpx0jOQJM2STgRjXDGWJElSS90IxnOuGEuSJKmdTgRjT6WQJElSW50Ixp5KIUmSpLa6EYz9ujZJkiS11Ilg7KkUkiRJaqsTwdhTKSRJktRWN4Kx30ohSZKklroRjD2VQpIkSS11Ixi7YixJkqSWOhGMyxVjSZIktdSJYEwy6RlIkiRpxi0bjJNcAnwSWNfs/1dV9e4k64EPAlcBh4A3V9XzzTF3ALcBJ4C3VdXHxjL7U1wxliRgRnq2JE2pYVaMjwE/UVXfSrIAfCrJ/wX+C/BQVd2ZZBewC3hnkmuAHcC1wKuBjyd5TVWdGFMNnmMsSWdMf8+WpCm1bDCuqgK+1dxcaC4FbAduaMb3Ap8A3tmM31dVx4BnkhwEtgGfHuXEz5rjvKdSSBLMRs+WpGk11DnGSeaBx4D/APzvqno4yZVVdQSgqo4kuaLZfSPwmb7DF5ux8XHFWJJOm/qeLUlTaqhg3Lyldl2S7wbuT/LaC+w+aPm2ztsp2QnsBLiES4eZxtLzc8VYkk4bR8+G0fZtSZpGK/pWiqr6RpJPADcDzyXZ0Kw8bACONrstApv7DtsEHB7wWHuAPQCvzPqBTXhorhhL0nlG2bObxxtd35akKTTMt1JcDrzYNNjvAn4S+H1gP3ArcGdz/UBzyH7g3iR30fsgxxbgkTHM/TRXjCWpZxZ6tiRNq2FWjDcAe5tz1uaAfVX1kSSfBvYluQ34KvAmgKo6kGQf8CRwHLh97J9u/swXxvrwkjRDpr9ng31b0lQa5lspvgC8bsD4vwA3LnHMbmB369lJklbEni1Jq5feN/tMeBLJ14BvA1+f9FxG6DK6VQ90rybrmX6zUtP3VdXlk57ESynJC8DTk57HCM3Ka20lulZT1+qB7tU0K/Us2bOnIhgDJHm0qrZOeh6j0rV6oHs1Wc/062JNXdG1v03X6oHu1dS1eqB7NXWhHr/OQZIkScJgLEmSJAHTFYz3THoCI9a1eqB7NVnP9OtiTV3Rtb9N1+qB7tXUtXqgezXNfD1Tc46xJEmSNEnTtGIsSZIkTczEg3GSm5M8neRgkl2Tns+wktyd5GiSJ/rG1id5MMmXm+tX9d13R1Pj00lumsysl5Zkc5K/S/JUkgNJfr0Zn8maklyS5JEkn2/q+d1mfCbrOSXJfJK/T/KR5vas13MoyReTPJ7k0WZspmvqOnv2dLBnT3c9/brUty+Knl1VE7sA88A/At8PrAU+D1wzyTmtYO4/BrweeKJv7A+AXc32LuD3m+1rmtrWAVc3Nc9PuoZz6tkAvL7ZfgXwD828Z7ImIMDLm+0F4GHgDbNaT19dvwHcC3xk1l9zzTwPAZedMzbTNXX5Ys+efB19c7dnT3E959TWmb59MfTsSa8YbwMOVtVXquo7wH3A9gnPaShV9UngX88Z3g7sbbb3Am/sG7+vqo5V1TPAQXq1T42qOlJVn2u2XwCeAjYyozVVz7eamwvNpZjRegCSbAJ+BvjzvuGZrecCulhTV9izp4Q9e7rrOeUi6dudqmfSwXgj8Gzf7cVmbFZdWVVHoNe0gCua8ZmqM8lV9H5S9mFmuKbm7avHgaPAg1U10/UAfwL8JnCyb2yW64He//j+JsljSXY2Y7NeU5d17W/QideaPRuYwnoaf0K3+nbne/aaCT9/Box18WsyZqbOJC8HPgS8vaq+mQyaem/XAWNTVVNVnQCuS/LdwP1JXnuB3ae6niQ/CxytqseS3DDMIQPGpqaePtdX1eEkVwAPJvnSBfadlZq67GL5G8xMnfbssx9iLBNbpY727c737EmvGC8Cm/tubwIOT2guo/Bckg0AzfXRZnwm6kyyQK/Bvr+qPtwMz3RNAFX1DeATwM3Mbj3XAz+X5BC9t69/IslfMrv1AFBVh5vro8D99N5mm+maOq5rf4OZfq3Zs6e+ns717YuhZ086GH8W2JLk6iRrgR3A/gnPqY39wK3N9q3AA33jO5KsS3I1sAV4ZALzW1J6ywzvA56qqrv67prJmpJc3qw6kOS7gJ8EvsSM1lNVd1TVpqq6it5/J39bVb/AjNYDkORlSV5xahv4KeAJZrimi4A9e0rYs6e7Huhe375oevakP/0H3ELv07T/CPzWpOezgnl/ADgCvEjvX0W3Ad8DPAR8uble37f/bzU1Pg389KTnP6CeH6X3FscXgMebyy2zWhPwg8DfN/U8Afx2Mz6T9ZxT2w2c+XTzzNZD75sNPt9cDpz673+Wa7oYLvbs6bjYs6e7ngH1zXzfvlh6tr98J0mSJDH5UykkSZKkqWAwliRJkjAYS5IkSYDBWJIkSQIMxpIkSRJgMJYkSZIAg7EkSZIEGIwlSZIkAP4//ImthBjMLuYAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 864x648 with 4 Axes>"
       ]
@@ -492,23 +599,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "welsh-thunder",
+   "execution_count": 23,
+   "id": "missing-therapy",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7eff02ca6d30>"
+       "<matplotlib.image.AxesImage at 0x7f7ee8991700>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]
@@ -526,29 +633,29 @@
     "axs[0,1].imshow(foo[:,:,1], interpolation='None')\n",
     "axs[1,0].imshow(foo[:,:,2], interpolation='None')\n",
     "axs[1,1].axis('off')\n",
-    "axs[2,0].imshow(foo[:,:,3] & 0x3, interpolation='None')\n",
-    "axs[2,1].imshow(foo[:,:,3] & 0xC, interpolation='None')"
+    "axs[2,0].imshow(foo[:,:,3] & 0x7, interpolation='None')\n",
+    "axs[2,1].imshow(foo[:,:,3] & 0x38, interpolation='None')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "aware-venezuela",
+   "execution_count": 18,
+   "id": "governmental-chorus",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7eff00ca5670>"
+       "<matplotlib.image.AxesImage at 0x7f7ee9382a90>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]
@@ -566,20 +673,20 @@
     "axs[0,1].imshow(foo[:,:,1], interpolation='None')\n",
     "axs[1,0].imshow(foo[:,:,2], interpolation='None')\n",
     "axs[1,1].axis('off')\n",
-    "axs[2,0].imshow(foo[:,:,3] & 0x3, interpolation='None')\n",
-    "axs[2,1].imshow(foo[:,:,3] & 0xC, interpolation='None')"
+    "axs[2,0].imshow(foo[:,:,3] & 0x07, interpolation='None')\n",
+    "axs[2,1].imshow(foo[:,:,3] & 0x38, interpolation='None')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "ahead-athletics",
+   "id": "considered-dinner",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7eff004f5af0>"
+       "<matplotlib.image.AxesImage at 0x7f7ee9133ca0>"
       ]
      },
      "execution_count": 19,
@@ -588,7 +695,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]
@@ -606,8 +713,8 @@
     "axs[0,1].imshow(foo[:,:,1], interpolation='None')\n",
     "axs[1,0].imshow(foo[:,:,2], interpolation='None')\n",
     "axs[1,1].axis('off')\n",
-    "axs[2,0].imshow(foo[:,:,3] & 0x3, interpolation='None')\n",
-    "axs[2,1].imshow(foo[:,:,3] & 0xC, interpolation='None')"
+    "axs[2,0].imshow(foo[:,:,3] & 0x07, interpolation='None')\n",
+    "axs[2,1].imshow(foo[:,:,3] & 0x38, interpolation='None')"
    ]
   }
  ],
diff --git a/window_matcher_tb_behav.wcfg b/window_matcher_tb_behav.wcfg
index 2bda606..9c054cc 100644
--- a/window_matcher_tb_behav.wcfg
+++ b/window_matcher_tb_behav.wcfg
@@ -11,15 +11,15 @@
       </db_ref>
    </db_ref_list>
    <zoom_setting>
-      <ZoomStartTime time="5693629750fs"></ZoomStartTime>
-      <ZoomEndTime time="5694933251fs"></ZoomEndTime>
+      <ZoomStartTime time="5694498416fs"></ZoomStartTime>
+      <ZoomEndTime time="5694759517fs"></ZoomEndTime>
       <Cursor1Time time="5694716000fs"></Cursor1Time>
    </zoom_setting>
    <column_width_setting>
       <NameColumnWidth column_width="175"></NameColumnWidth>
-      <ValueColumnWidth column_width="166"></ValueColumnWidth>
+      <ValueColumnWidth column_width="162"></ValueColumnWidth>
    </column_width_setting>
-   <WVObjectSize size="54" />
+   <WVObjectSize size="48" />
    <wvobject fp_name="/window_matcher_tb/window_matcher_i/clk" type="logic">
       <obj_property name="ElementShortName">clk</obj_property>
       <obj_property name="ObjectShortName">clk</obj_property>
@@ -68,41 +68,25 @@
       <obj_property name="ElementShortName">out_green[7:0]</obj_property>
       <obj_property name="ObjectShortName">out_green[7:0]</obj_property>
    </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_hsync" type="logic">
-      <obj_property name="ElementShortName">win_hsync</obj_property>
-      <obj_property name="ObjectShortName">win_hsync</obj_property>
-      <obj_property name="CustomSignalColor">#FFFF00</obj_property>
-      <obj_property name="UseCustomSignalColor">true</obj_property>
+   <wvobject fp_name="/window_matcher_tb/win_blank" type="logic">
+      <obj_property name="ElementShortName">win_blank</obj_property>
+      <obj_property name="ObjectShortName">win_blank</obj_property>
+   </wvobject>
+   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_hactive" type="logic">
+      <obj_property name="ElementShortName">win_hactive</obj_property>
+      <obj_property name="ObjectShortName">win_hactive</obj_property>
+   </wvobject>
+   <wvobject fp_name="/window_matcher_tb/win_locked" type="logic">
+      <obj_property name="ElementShortName">win_locked</obj_property>
+      <obj_property name="ObjectShortName">win_locked</obj_property>
    </wvobject>
    <wvobject fp_name="/window_matcher_tb/window_matcher_i/out_blue" type="array">
       <obj_property name="ElementShortName">out_blue[7:0]</obj_property>
       <obj_property name="ObjectShortName">out_blue[7:0]</obj_property>
    </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_hsync_int" type="logic">
-      <obj_property name="ElementShortName">win_hsync_int</obj_property>
-      <obj_property name="ObjectShortName">win_hsync_int</obj_property>
-   </wvobject>
-   <wvobject fp_name="/window_matcher_tb/win_hsync_exp" type="logic">
-      <obj_property name="ElementShortName">win_hsync_exp</obj_property>
-      <obj_property name="ObjectShortName">win_hsync_exp</obj_property>
-      <obj_property name="CustomSignalColor">#FAAFBE</obj_property>
-      <obj_property name="UseCustomSignalColor">true</obj_property>
-   </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_vsync" type="logic">
-      <obj_property name="ElementShortName">win_vsync</obj_property>
-      <obj_property name="ObjectShortName">win_vsync</obj_property>
-      <obj_property name="CustomSignalColor">#FFFF00</obj_property>
-      <obj_property name="UseCustomSignalColor">true</obj_property>
-   </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_vsync_int" type="logic">
-      <obj_property name="ElementShortName">win_vsync_int</obj_property>
-      <obj_property name="ObjectShortName">win_vsync_int</obj_property>
-   </wvobject>
-   <wvobject fp_name="/window_matcher_tb/win_vsync_exp" type="logic">
-      <obj_property name="ElementShortName">win_vsync_exp</obj_property>
-      <obj_property name="ObjectShortName">win_vsync_exp</obj_property>
-      <obj_property name="CustomSignalColor">#FAAFBE</obj_property>
-      <obj_property name="UseCustomSignalColor">true</obj_property>
+   <wvobject fp_name="/window_matcher_tb/win_blank_exp" type="logic">
+      <obj_property name="ElementShortName">win_blank_exp</obj_property>
+      <obj_property name="ObjectShortName">win_blank_exp</obj_property>
    </wvobject>
    <wvobject fp_name="/window_matcher_tb/window_matcher_i/out_data_en" type="logic">
       <obj_property name="ElementShortName">out_data_en</obj_property>
@@ -201,21 +185,6 @@
       <obj_property name="ObjectShortName">win_hsync_ctr[11:0]</obj_property>
       <obj_property name="Radix">UNSIGNEDDECRADIX</obj_property>
    </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_hsync_ctr_int" type="array">
-      <obj_property name="ElementShortName">win_hsync_ctr_int[11:0]</obj_property>
-      <obj_property name="ObjectShortName">win_hsync_ctr_int[11:0]</obj_property>
-      <obj_property name="Radix">UNSIGNEDDECRADIX</obj_property>
-   </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_vsync_ctr" type="array">
-      <obj_property name="ElementShortName">win_vsync_ctr[11:0]</obj_property>
-      <obj_property name="ObjectShortName">win_vsync_ctr[11:0]</obj_property>
-      <obj_property name="Radix">UNSIGNEDDECRADIX</obj_property>
-   </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/win_vsync_ctr_int" type="array">
-      <obj_property name="ElementShortName">win_vsync_ctr_int[11:0]</obj_property>
-      <obj_property name="ObjectShortName">win_vsync_ctr_int[11:0]</obj_property>
-      <obj_property name="Radix">UNSIGNEDDECRADIX</obj_property>
-   </wvobject>
    <wvobject fp_name="/window_matcher_tb/window_matcher_i/matcher_state" type="array">
       <obj_property name="ElementShortName">matcher_state[5:0]</obj_property>
       <obj_property name="ObjectShortName">matcher_state[5:0]</obj_property>
@@ -240,10 +209,6 @@
       <obj_property name="ElementShortName">in_pxd_reg[23:0]</obj_property>
       <obj_property name="ObjectShortName">in_pxd_reg[23:0]</obj_property>
    </wvobject>
-   <wvobject fp_name="/window_matcher_tb/window_matcher_i/match_locked" type="logic">
-      <obj_property name="ElementShortName">match_locked</obj_property>
-      <obj_property name="ObjectShortName">match_locked</obj_property>
-   </wvobject>
    <wvobject fp_name="/window_matcher_tb/testcase_id" type="array">
       <obj_property name="ElementShortName">testcase_id[31:0]</obj_property>
       <obj_property name="ObjectShortName">testcase_id[31:0]</obj_property>