From fbab1fb6d8a357fed250e3c1688eec4ad3d851aa Mon Sep 17 00:00:00 2001
From: jonnew <jpn@open-ephys.org>
Date: Wed, 14 Aug 2024 17:16:52 -0400
Subject: [PATCH 1/6] Started creating breakout board tutorial

- Need to finish documenting workflow
- Need to add data loading scripts and explaination
---
 images/breakout-tut-0.png               | Bin 0 -> 6475 bytes
 images/breakout-tut-1.png               | Bin 0 -> 83913 bytes
 images/breakout-tut-2.png               | Bin 0 -> 6942 bytes
 images/breakout-tut-3.png               | Bin 0 -> 3691 bytes
 images/breakout-tut-4.png               | Bin 0 -> 7291 bytes
 images/breakout-tut-5.png               | Bin 0 -> 6383 bytes
 images/breakout-tut-6.png               | Bin 0 -> 4030 bytes
 images/breakout-tut-7.png               | Bin 0 -> 4662 bytes
 images/breakout-tut-8.png               | Bin 0 -> 2677 bytes
 tutorials/breakoutboard-tut.md          |  73 +++++++
 workflows/examples/BreakoutBoard.bonsai | 272 ++++++++++++++++++++++++
 11 files changed, 345 insertions(+)
 create mode 100644 images/breakout-tut-0.png
 create mode 100644 images/breakout-tut-1.png
 create mode 100644 images/breakout-tut-2.png
 create mode 100644 images/breakout-tut-3.png
 create mode 100644 images/breakout-tut-4.png
 create mode 100644 images/breakout-tut-5.png
 create mode 100644 images/breakout-tut-6.png
 create mode 100644 images/breakout-tut-7.png
 create mode 100644 images/breakout-tut-8.png
 create mode 100644 tutorials/breakoutboard-tut.md
 create mode 100644 workflows/examples/BreakoutBoard.bonsai

diff --git a/images/breakout-tut-0.png b/images/breakout-tut-0.png
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diff --git a/tutorials/breakoutboard-tut.md b/tutorials/breakoutboard-tut.md
new file mode 100644
index 00000000..09e2fdab
--- /dev/null
+++ b/tutorials/breakoutboard-tut.md
@@ -0,0 +1,73 @@
+---
+uid: breakout-tut
+title: Breakout Board Tutorial
+---
+
+# Breakout Board Tutorial
+
+:::workflow 
+![BreakoutBoard](../workflows/examples/BreakoutBoard.bonsai)
+:::
+
+In this example, we will explore the breakout board's functionality by demoing its capabilities. The workflow above can by copied and pasted int your bonsai editor using the clipboard icon in the top right. This workflow capures data from the analog and digital inputs on the breakout board and streams and streams them to disk. The analog and digital outputs are both driven by an internally generated ramp signals. The hardware memory use is monitored and saved.
+
+> [!TIP]
+> If you want a less busy starting point for using the breakout board then have a look at the <xref:headstage-breakoutboard> in the user guide.
+
+## Configuring the breakout board
+We start by configuring the hardware using a configuration chain. This chain creates a hardware context using <xref:OpenEphys.Onix1.CreateContext>, adds a breakout board configuration using <xref:OpenEphys.Onix1.ConfigureBreakoutBoard>, and then starts acquisition using <xref:OpenEphys.Onix1.StartAcquisition>. 
+
+![Breakout board configuration chain](../images/breakout-tut-0.png)
+
+- The <xref:OpenEphys.Onix1.CreateContext> operator determines the device driver and host-computer index that the system communicates through. The `Driver` property is to ["riffa"](https://github.com/open-ephys/liboni/tree/main/drivers/riffa), which is the name of the the PCIe device used by ONIX. In our case, we have a single ONIX system, the the `Index` property is set to 0.
+- The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. The configuration settings for the breakout board can be examined and edited by clicking on the operator to highlight it, which opens its property pane to the right of the editor. Expanding of the members of the property pane allows you to configure the operation of each device within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions: 
+    - Analog channel 0 is set to be an Output by setting its `Direction0` property to `Output`. 
+    - The MemoryMonitor is enabled by setting its `Enable` property to `True`.
+  ![Breakout board configuration settings](../images/breakout-tut-1.png){width=650px}
+- The <xref:OpenEphys.Onix1.StartAcquisition> operator begins acquisition after the hardware has been configured. In this example, we are going to be capturing data from the breakout board only, so the rate of data being produced by the hardware will be relatively modest (~2.5 MB/s), and dominated by the analog inputs. We are using a `BlockReadSize` of 2048 bytes. This means that the data reading thread will block until 2048 bytes of data have been produced by the hardware. At 2.5 MB/s
+the hardware will produce 2048 every 800 microseconds or so. This is a hard bound on the latency of the system. If lower latencies were required, the hardware would need to produce data more quickly or the `BlockReadSize` would need to be reduced. The and `BlockWriteSize` is also set to 2048 bytes. This determines the amount of memory that is preallocated for temporarily holding data before it is sent to hardware. It is less critical to performance unless the rat that data be written to the hardware is comparable to the rate that the hardware produces data, which is not a common scenario.
+- Aside from the configuration operations, the output of the <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is timestamped and then saved to a CSV file. This file will contain the wall-clock time that data collection start along with metadata concerning important system configuration settings, such as the `BlockReadSize` and `BlockWriteSize`.
+
+## Streaming breakout board data
+Following the configuration chain, the the remaining processing graphs of the workflow are used to capture from or send data to the breakout board. We will step through each of these.
+
+### Analog inputs
+
+![Breakout board analog input processing graph](../images/breakout-tut-2.png)
+
+The first processing graph captures data from the breakout board's analog inputs using <xref:OpenEphys.Onix1.BreakoutAnalogInput> which is configured as follows:
+- The `DeviceName` is set to `BreakoutBoard/AnalogIO`. In our system, this is the only selection available in the drop down menue since only a single breakout board was configured in the configuration chain.
+- The `BufferSize` is set to 50. This means that 50 samples will be collected from each of the the 12 analog inputs and packed into a <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> that is propagated downstream (each frames will contain a 50-element `Clock` vector and a 12x50 `AnalogData` matrix). The analog inputs are sampled at 100 kHz per channel so this corresponds to 500 microseconds of data. That's lower than the minimal latency introduced by the `BlockReadSize` setting. Therefore, our choosen `BufferSize` will not impose a significant effect on processing latency: the buffer will be filled essentially every time hardware is accessed and propagated nearly instantly.
+- The `DataType` is set to `Volts`. This means that samples will be represented as single-precision floating point voltages.
+The <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> sequence is split into `Clock` and  `AnalogData` sequences, which contain the acquisition clock sample times and sample values, respectively (right-click the operator and select `Output` to examine and expand output types). Both of these streams are saved to disk using a `MatrixWriter`. The  `AnalogData` is passed through is passed through a 1 kHz low-pass Butterworth filter for demonstration purposes. Note that although analog channel 0 is set to an output, it is still recorded. This provides a automatic and hardware-synchronized measurement of the output voltage being sent to channel 0.
+
+### Analog outputs
+
+![Breakout board analog output processing graph](../images/breakout-tut-3.png)
+
+A ~100 Hz timer is used to update analog output 0. If the value in the `ScalarBuffer` node is changed while the workflow is running, channel 0's voltage will be updated.
+
+### Digital inputs
+
+![Breakout board digital input processing graph](../images/breakout-tut-5.png)
+
+Digital input data is passed through `HasFlag` filters that can be used to determine if a certain digital input pin is logic-high or to check if a certain button has been depressed.
+
+### Digital outputs
+
+![Breakout board digital output processing graph](../images/breakout-tut-6.png)
+
+A ~10 Hz timer drives the digital output port with counter. The LEDs on the breakout board will show a binary count for 0 to 255 before the pattern repeats
+
+### Memory monitor
+
+![Breakout board memory monitor processing graph](../images/breakout-tut-7.png)
+
+### Heartbeat
+
+![Breakout board heartbeat](../images/breakout-tut-8.png)
+
+## Loading data
+
+
+
diff --git a/workflows/examples/BreakoutBoard.bonsai b/workflows/examples/BreakoutBoard.bonsai
new file mode 100644
index 00000000..52ee53bf
--- /dev/null
+++ b/workflows/examples/BreakoutBoard.bonsai
@@ -0,0 +1,272 @@
+<?xml version="1.0" encoding="utf-8"?>
+<WorkflowBuilder Version="2.8.5"
+                 xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+                 xmlns:onix1="clr-namespace:OpenEphys.Onix1;assembly=OpenEphys.Onix1"
+                 xmlns:rx="clr-namespace:Bonsai.Reactive;assembly=Bonsai.Core"
+                 xmlns:io="clr-namespace:Bonsai.IO;assembly=Bonsai.System"
+                 xmlns:dsp="clr-namespace:Bonsai.Dsp;assembly=Bonsai.Dsp"
+                 xmlns="https://bonsai-rx.org/2018/workflow">
+  <Workflow>
+    <Nodes>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:CreateContext">
+          <onix1:Driver>riffa</onix1:Driver>
+          <onix1:Index>0</onix1:Index>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:ConfigureBreakoutBoard">
+          <onix1:Name>BreakoutBoard</onix1:Name>
+          <onix1:Heartbeat>
+            <onix1:DeviceName>BreakoutBoard/Heartbeat</onix1:DeviceName>
+            <onix1:DeviceAddress>0</onix1:DeviceAddress>
+            <onix1:Enable>true</onix1:Enable>
+            <onix1:BeatsPerSecond>10</onix1:BeatsPerSecond>
+          </onix1:Heartbeat>
+          <onix1:AnalogIO>
+            <onix1:DeviceName>BreakoutBoard/AnalogIO</onix1:DeviceName>
+            <onix1:DeviceAddress>6</onix1:DeviceAddress>
+            <onix1:Enable>true</onix1:Enable>
+            <onix1:InputRange0>TenVolts</onix1:InputRange0>
+            <onix1:InputRange1>TenVolts</onix1:InputRange1>
+            <onix1:InputRange2>TenVolts</onix1:InputRange2>
+            <onix1:InputRange3>TenVolts</onix1:InputRange3>
+            <onix1:InputRange4>TenVolts</onix1:InputRange4>
+            <onix1:InputRange5>TenVolts</onix1:InputRange5>
+            <onix1:InputRange6>TenVolts</onix1:InputRange6>
+            <onix1:InputRange7>TenVolts</onix1:InputRange7>
+            <onix1:InputRange8>TenVolts</onix1:InputRange8>
+            <onix1:InputRange9>TenVolts</onix1:InputRange9>
+            <onix1:InputRange10>TenVolts</onix1:InputRange10>
+            <onix1:InputRange11>TenVolts</onix1:InputRange11>
+            <onix1:Direction0>Output</onix1:Direction0>
+            <onix1:Direction1>Input</onix1:Direction1>
+            <onix1:Direction2>Input</onix1:Direction2>
+            <onix1:Direction3>Input</onix1:Direction3>
+            <onix1:Direction4>Input</onix1:Direction4>
+            <onix1:Direction5>Input</onix1:Direction5>
+            <onix1:Direction6>Input</onix1:Direction6>
+            <onix1:Direction7>Input</onix1:Direction7>
+            <onix1:Direction8>Input</onix1:Direction8>
+            <onix1:Direction9>Input</onix1:Direction9>
+            <onix1:Direction10>Input</onix1:Direction10>
+            <onix1:Direction11>Input</onix1:Direction11>
+          </onix1:AnalogIO>
+          <onix1:DigitalIO>
+            <onix1:DeviceName>BreakoutBoard/DigitalIO</onix1:DeviceName>
+            <onix1:DeviceAddress>7</onix1:DeviceAddress>
+            <onix1:Enable>true</onix1:Enable>
+          </onix1:DigitalIO>
+          <onix1:MemoryMonitor>
+            <onix1:DeviceName>BreakoutBoard/MemoryMonitor</onix1:DeviceName>
+            <onix1:DeviceAddress>10</onix1:DeviceAddress>
+            <onix1:Enable>true</onix1:Enable>
+            <onix1:SamplesPerSecond>10</onix1:SamplesPerSecond>
+          </onix1:MemoryMonitor>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:StartAcquisition">
+          <onix1:ReadSize>2048</onix1:ReadSize>
+          <onix1:WriteSize>2048</onix1:WriteSize>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="rx:Timestamp" />
+      </Expression>
+      <Expression xsi:type="io:CsvWriter">
+        <io:FileName>start-time_.csv</io:FileName>
+        <io:Append>false</io:Append>
+        <io:Overwrite>false</io:Overwrite>
+        <io:Suffix>Timestamp</io:Suffix>
+        <io:IncludeHeader>false</io:IncludeHeader>
+        <io:Selector>Timestamp,Value</io:Selector>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:BreakoutAnalogInput">
+          <onix1:DeviceName>BreakoutBoard/AnalogIO</onix1:DeviceName>
+          <onix1:BufferSize>50</onix1:BufferSize>
+          <onix1:DataType>Volts</onix1:DataType>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="MemberSelector">
+        <Selector>Clock</Selector>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="dsp:MatrixWriter">
+          <dsp:Path>analog-clock_.raw</dsp:Path>
+          <dsp:Suffix>Timestamp</dsp:Suffix>
+          <dsp:Overwrite>false</dsp:Overwrite>
+          <dsp:Layout>ColumnMajor</dsp:Layout>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="MemberSelector">
+        <Selector>AnalogData</Selector>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="dsp:MatrixWriter">
+          <dsp:Path>analog-data_.raw</dsp:Path>
+          <dsp:Suffix>Timestamp</dsp:Suffix>
+          <dsp:Overwrite>false</dsp:Overwrite>
+          <dsp:Layout>ColumnMajor</dsp:Layout>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="dsp:Butterworth">
+          <dsp:SampleRate>100000</dsp:SampleRate>
+          <dsp:Cutoff1>1000</dsp:Cutoff1>
+          <dsp:Cutoff2>0</dsp:Cutoff2>
+          <dsp:FilterOrder>3</dsp:FilterOrder>
+          <dsp:FilterType>LowPass</dsp:FilterType>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="GroupWorkflow">
+        <Name>Ramp Generator</Name>
+        <Workflow>
+          <Nodes>
+            <Expression xsi:type="Combinator">
+              <Combinator xsi:type="rx:Timer">
+                <rx:DueTime>PT0S</rx:DueTime>
+                <rx:Period>PT0.01S</rx:Period>
+              </Combinator>
+            </Expression>
+            <Expression xsi:type="Combinator">
+              <Combinator xsi:type="FloatProperty">
+                <Value>0.2</Value>
+              </Combinator>
+            </Expression>
+            <Expression xsi:type="rx:Accumulate" />
+            <Expression xsi:type="Mod">
+              <Operand xsi:type="FloatProperty">
+                <Value>20</Value>
+              </Operand>
+            </Expression>
+            <Expression xsi:type="Add">
+              <Operand xsi:type="FloatProperty">
+                <Value>-10</Value>
+              </Operand>
+            </Expression>
+            <Expression xsi:type="Combinator">
+              <Combinator xsi:type="rx:BufferCount">
+                <rx:Count>12</rx:Count>
+                <rx:Skip>1</rx:Skip>
+              </Combinator>
+            </Expression>
+            <Expression xsi:type="dsp:ConvertToArray">
+              <dsp:Depth xsi:nil="true" />
+            </Expression>
+            <Expression xsi:type="WorkflowOutput" />
+          </Nodes>
+          <Edges>
+            <Edge From="0" To="1" Label="Source1" />
+            <Edge From="1" To="2" Label="Source1" />
+            <Edge From="2" To="3" Label="Source1" />
+            <Edge From="3" To="4" Label="Source1" />
+            <Edge From="4" To="5" Label="Source1" />
+            <Edge From="5" To="6" Label="Source1" />
+            <Edge From="6" To="7" Label="Source1" />
+          </Edges>
+        </Workflow>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:BreakoutAnalogOutput">
+          <onix1:DeviceName>BreakoutBoard/AnalogIO</onix1:DeviceName>
+          <onix1:DataType>Volts</onix1:DataType>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:BreakoutDigitalInput">
+          <onix1:DeviceName>BreakoutBoard/DigitalIO</onix1:DeviceName>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="io:CsvWriter">
+        <io:FileName>digital-data_.csv</io:FileName>
+        <io:Append>false</io:Append>
+        <io:Overwrite>false</io:Overwrite>
+        <io:Suffix>Timestamp</io:Suffix>
+        <io:IncludeHeader>false</io:IncludeHeader>
+        <io:Selector>Clock,DigitalInputs,Buttons</io:Selector>
+      </Expression>
+      <Expression xsi:type="MemberSelector">
+        <Selector>DigitalInputs</Selector>
+      </Expression>
+      <Expression xsi:type="HasFlag">
+        <Operand xsi:type="WorkflowProperty" TypeArguments="onix1:BreakoutDigitalPortState">
+          <Value>Pin0</Value>
+        </Operand>
+      </Expression>
+      <Expression xsi:type="MemberSelector">
+        <Selector>Buttons</Selector>
+      </Expression>
+      <Expression xsi:type="HasFlag">
+        <Operand xsi:type="WorkflowProperty" TypeArguments="onix1:BreakoutButtonState">
+          <Value>Moon Square</Value>
+        </Operand>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="rx:Timer">
+          <rx:DueTime>PT0S</rx:DueTime>
+          <rx:Period>PT0.1S</rx:Period>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="IntProperty">
+          <Value>1</Value>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="rx:Accumulate" />
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:BreakoutDigitalOutput">
+          <onix1:DeviceName>BreakoutBoard/DigitalIO</onix1:DeviceName>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:MemoryMonitorData">
+          <onix1:DeviceName>BreakoutBoard/MemoryMonitor</onix1:DeviceName>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="io:CsvWriter">
+        <io:FileName>memory-use_.csv</io:FileName>
+        <io:Append>false</io:Append>
+        <io:Overwrite>false</io:Overwrite>
+        <io:Suffix>Timestamp</io:Suffix>
+        <io:IncludeHeader>false</io:IncludeHeader>
+        <io:Selector>Clock,BytesUsed,PercentUsed</io:Selector>
+      </Expression>
+      <Expression xsi:type="MemberSelector">
+        <Selector>PercentUsed</Selector>
+      </Expression>
+      <Expression xsi:type="Combinator">
+        <Combinator xsi:type="onix1:HeartbeatData">
+          <onix1:DeviceName>BreakoutBoard/Heartbeat</onix1:DeviceName>
+        </Combinator>
+      </Expression>
+      <Expression xsi:type="MemberSelector">
+        <Selector>Clock</Selector>
+      </Expression>
+    </Nodes>
+    <Edges>
+      <Edge From="0" To="1" Label="Source1" />
+      <Edge From="1" To="2" Label="Source1" />
+      <Edge From="1" To="3" Label="Source1" />
+      <Edge From="3" To="4" Label="Source1" />
+      <Edge From="5" To="6" Label="Source1" />
+      <Edge From="5" To="8" Label="Source1" />
+      <Edge From="6" To="7" Label="Source1" />
+      <Edge From="8" To="9" Label="Source1" />
+      <Edge From="9" To="10" Label="Source1" />
+      <Edge From="11" To="12" Label="Source1" />
+      <Edge From="13" To="14" Label="Source1" />
+      <Edge From="14" To="15" Label="Source1" />
+      <Edge From="14" To="17" Label="Source1" />
+      <Edge From="15" To="16" Label="Source1" />
+      <Edge From="17" To="18" Label="Source1" />
+      <Edge From="19" To="20" Label="Source1" />
+      <Edge From="20" To="21" Label="Source1" />
+      <Edge From="21" To="22" Label="Source1" />
+      <Edge From="23" To="24" Label="Source1" />
+      <Edge From="24" To="25" Label="Source1" />
+      <Edge From="26" To="27" Label="Source1" />
+    </Edges>
+  </Workflow>
+</WorkflowBuilder>
\ No newline at end of file

From 62803606f53928e8ff4baf60084a06a3ad82500c Mon Sep 17 00:00:00 2001
From: jonnew <jpn@open-ephys.org>
Date: Tue, 20 Aug 2024 18:39:26 -0400
Subject: [PATCH 2/6] First draft of breakout board tutorial text

- It still needs a data loading section
---
 tutorials/breakoutboard-tut.md          | 55 ++++++++++++++++---------
 tutorials/toc.yml                       |  2 +
 workflows/examples/BreakoutBoard.bonsai |  4 +-
 3 files changed, 40 insertions(+), 21 deletions(-)

diff --git a/tutorials/breakoutboard-tut.md b/tutorials/breakoutboard-tut.md
index 09e2fdab..05a5879e 100644
--- a/tutorials/breakoutboard-tut.md
+++ b/tutorials/breakoutboard-tut.md
@@ -4,70 +4,87 @@ title: Breakout Board Tutorial
 ---
 
 # Breakout Board Tutorial
+In this example, we will explore the breakout board's functionality by demoing its capabilities. The workflow below can by copy/pasted into the Bonsai editor using the clipboard icon in the top right. This workflow captures data from the analog and digital inputs on the breakout board and streams them to disk. Additionally, the analog and digital outputs are driven using signals generated in the workflow and the hardware memory use is monitored and saved. In the following sections, we break this workflow into components and provide an explanation for each.
 
 :::workflow 
 ![BreakoutBoard](../workflows/examples/BreakoutBoard.bonsai)
 :::
 
-In this example, we will explore the breakout board's functionality by demoing its capabilities. The workflow above can by copied and pasted int your bonsai editor using the clipboard icon in the top right. This workflow capures data from the analog and digital inputs on the breakout board and streams and streams them to disk. The analog and digital outputs are both driven by an internally generated ramp signals. The hardware memory use is monitored and saved.
-
 > [!TIP]
 > If you want a less busy starting point for using the breakout board then have a look at the <xref:headstage-breakoutboard> in the user guide.
 
 ## Configuring the breakout board
-We start by configuring the hardware using a configuration chain. This chain creates a hardware context using <xref:OpenEphys.Onix1.CreateContext>, adds a breakout board configuration using <xref:OpenEphys.Onix1.ConfigureBreakoutBoard>, and then starts acquisition using <xref:OpenEphys.Onix1.StartAcquisition>. 
+We start by configuring the hardware using a configuration chain. This chain creates a hardware context using <xref:OpenEphys.Onix1.CreateContext>, adds a breakout board configuration using <xref:OpenEphys.Onix1.ConfigureBreakoutBoard>, and then starts acquisition using <xref:OpenEphys.Onix1.StartAcquisition>. Here we break down each of these operators. 
 
 ![Breakout board configuration chain](../images/breakout-tut-0.png)
 
-- The <xref:OpenEphys.Onix1.CreateContext> operator determines the device driver and host-computer index that the system communicates through. The `Driver` property is to ["riffa"](https://github.com/open-ephys/liboni/tree/main/drivers/riffa), which is the name of the the PCIe device used by ONIX. In our case, we have a single ONIX system, the the `Index` property is set to 0.
-- The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. The configuration settings for the breakout board can be examined and edited by clicking on the operator to highlight it, which opens its property pane to the right of the editor. Expanding of the members of the property pane allows you to configure the operation of each device within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions: 
-    - Analog channel 0 is set to be an Output by setting its `Direction0` property to `Output`. 
-    - The MemoryMonitor is enabled by setting its `Enable` property to `True`.
-  ![Breakout board configuration settings](../images/breakout-tut-1.png){width=650px}
-- The <xref:OpenEphys.Onix1.StartAcquisition> operator begins acquisition after the hardware has been configured. In this example, we are going to be capturing data from the breakout board only, so the rate of data being produced by the hardware will be relatively modest (~2.5 MB/s), and dominated by the analog inputs. We are using a `BlockReadSize` of 2048 bytes. This means that the data reading thread will block until 2048 bytes of data have been produced by the hardware. At 2.5 MB/s
-the hardware will produce 2048 every 800 microseconds or so. This is a hard bound on the latency of the system. If lower latencies were required, the hardware would need to produce data more quickly or the `BlockReadSize` would need to be reduced. The and `BlockWriteSize` is also set to 2048 bytes. This determines the amount of memory that is preallocated for temporarily holding data before it is sent to hardware. It is less critical to performance unless the rat that data be written to the hardware is comparable to the rate that the hardware produces data, which is not a common scenario.
-- Aside from the configuration operations, the output of the <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is timestamped and then saved to a CSV file. This file will contain the wall-clock time that data collection start along with metadata concerning important system configuration settings, such as the `BlockReadSize` and `BlockWriteSize`.
+### CreateContext
+The <xref:OpenEphys.Onix1.CreateContext> operator determines the device driver and host-computer index that the system communicates through. The `Driver` property is set to "riffa", which is the name of the the PCIe device used by ONIX. In our case, because we are using a single ONIX system, the the `Index` property is set to 0. If second system was used on the same computer, a second <xref:OpenEphys.Onix1.CreateContext> operator would be required and its `Index` property set to 1.
+
+### ConfigureBreakoutBoard
+The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. Configuration settings for the breakout board can be examined and edited by clicking on the operator to highlight it and open its property pane to the right of the editor. Expanding of the members of the property pane allows you to configure each of the devices within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions:
+- `AnalogIO` channel 0 is configured as an output by setting its `Direction0` property to `Output`
+- The `MemoryMonitor` is enabled by setting its `Enable` property to `True`
+
+![Breakout board configuration settings](../images/breakout-tut-1.png){width=650px}
+
+Aside from the configuration operations, the output of the <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is timestamped and then saved to a CSV file. This file will contain the wall-clock time that data collection start along with metadata concerning important system configuration settings, such as the `BlockReadSize`, `BlockWriteSize`, `AcquisitionClockHz` (rate of clock that produces all `Clock` values in the workflow), etc.
+
+### StartAcquisition
+The <xref:OpenEphys.Onix1.StartAcquisition> operator begins acquisition after the hardware has been configured. In this example, we are going to be capturing data from the breakout board only, so the rate of data being produced by the hardware will be relatively modest (~2.5 MB/s), and dominated by the analog inputs. We are using a `BlockReadSize` of 2048 bytes. This means that the data reading thread will block until 2048 bytes of data have been produced by the hardware. At 2.5 MB/s the hardware will produce 2048 bytes every 800 microseconds or so. This is a hard bound on the latency of the system. If lower latencies were required, the hardware would need to produce data more quickly or the `BlockReadSize` would need to be reduced. The `BlockWriteSize` is also set to 2048 bytes. This determines the amount of memory that is preallocated for temporarily holding data before it is sent to hardware. It is less critical to performance unless the rate that data be written to the hardware is comparable to the rate that the hardware produces data, which is not a common scenario.
 
 ## Streaming breakout board data
-Following the configuration chain, the the remaining processing graphs of the workflow are used to capture from or send data to the breakout board. We will step through each of these.
+Following the configuration chain, the the remaining processing graphs of the workflow are used to capture data from, or send data to, the breakout board. We will step through each of these.
+
+> [!TIP]
+> When trying to understand a workflow's operation, its very useful to visualize the data that being generated by each operator. You can open an operator's visualizer by double clicking the operator while the workflow is running. The type of visualizer that opens well depend on the type of data handled by the operator and whether or not the appropriate Design library has been installed.
 
 ### Analog inputs
 
 ![Breakout board analog input processing graph](../images/breakout-tut-2.png)
 
-The first processing graph captures data from the breakout board's analog inputs using <xref:OpenEphys.Onix1.BreakoutAnalogInput> which is configured as follows:
-- The `DeviceName` is set to `BreakoutBoard/AnalogIO`. In our system, this is the only selection available in the drop down menue since only a single breakout board was configured in the configuration chain.
-- The `BufferSize` is set to 50. This means that 50 samples will be collected from each of the the 12 analog inputs and packed into a <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> that is propagated downstream (each frames will contain a 50-element `Clock` vector and a 12x50 `AnalogData` matrix). The analog inputs are sampled at 100 kHz per channel so this corresponds to 500 microseconds of data. That's lower than the minimal latency introduced by the `BlockReadSize` setting. Therefore, our choosen `BufferSize` will not impose a significant effect on processing latency: the buffer will be filled essentially every time hardware is accessed and propagated nearly instantly.
+The first processing graph captures data from the breakout board's analog inputs using a <xref:OpenEphys.Onix1.BreakoutAnalogInput> operator which is configured as follows:
+- The `DeviceName` is set to `BreakoutBoard/AnalogIO`. In our system, this is the only selection available in the drop down menu since only a single breakout board was configured in the configuration chain.
+- The `BufferSize` is set to 50. This means that 50 samples will be collected from each of the the 12 analog inputs and packed into a <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> that is propagated downstream (each frames will contain a 50-element `Clock` vector and a 12-channel x 50-sample `AnalogData` matrix). The analog inputs are sampled at 100 kHz per channel so this corresponds to 500 microseconds of data. That's lower than the minimal latency introduced by the `BlockReadSize` setting. Therefore, our chosen `BufferSize` will not impose a significant effect on processing latency: the buffer will be filled essentially every time hardware is accessed and propagated instantly.
 - The `DataType` is set to `Volts`. This means that samples will be represented as single-precision floating point voltages.
-The <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> sequence is split into `Clock` and  `AnalogData` sequences, which contain the acquisition clock sample times and sample values, respectively (right-click the operator and select `Output` to examine and expand output types). Both of these streams are saved to disk using a `MatrixWriter`. The  `AnalogData` is passed through is passed through a 1 kHz low-pass Butterworth filter for demonstration purposes. Note that although analog channel 0 is set to an output, it is still recorded. This provides a automatic and hardware-synchronized measurement of the output voltage being sent to channel 0.
+The <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> sequence is split into `Clock` and  `AnalogData` sequences (right-click the operator and hovering over `Output` in the context menu to examine and expand output types), which contain the acquisition clock sample times and sample values, respectively . Both of these streams are saved to disk using a `MatrixWriter`. The  `AnalogData` is passed through is passed through a 1 kHz low-pass Butterworth filter, after the raw data is saved, for demonstration purposes. Note that although analog channel 0 is set to an output, its voltage is looped back and recorded. This provides a automatic and hardware-synchronized measurement of the output voltage being sent to channel 0.
 
 ### Analog outputs
 
 ![Breakout board analog output processing graph](../images/breakout-tut-3.png)
 
-A ~100 Hz timer is used to update analog output 0. If the value in the `ScalarBuffer` node is changed while the workflow is running, channel 0's voltage will be updated.
+This portion of the workflow generates an ramping analog signal and sends it to each of the analog outputs using a <xref:OpenEphys.Onix1.BreakoutAnalogOutput> operator.  The `RampGenerator` is a [`GroupWorkflow`](https://bonsai-rx.org/docs/articles/editor.html#workflow) that contains an number of Bonsai operators. You can look at how it works hitting <kbd>Ctrl</kbd> + <kbd>Enter</kbd> when the operator is highlighted to expand the internal workflow in a new tab. The `RampGenerator` contains a ~100 Hz timer that is used to create an array of 12 ramping voltage values, one for each channel. Although a voltage ramp is sent to all the channels, only channel 0 was selected to be a output, so this is the only channel that will be affected. If other channels are configured as outputs (see [ConfigureBreakoutBoard](#configurebreakoutboard)), then they will also ramp their voltage.
 
 ### Digital inputs
 
 ![Breakout board digital input processing graph](../images/breakout-tut-5.png)
 
-Digital input data is passed through `HasFlag` filters that can be used to determine if a certain digital input pin is logic-high or to check if a certain button has been depressed.
+The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will pass right through it and can be expanded by right-click the operator and hovering over `Output` in the context menu. In this case we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
 
 ### Digital outputs
 
 ![Breakout board digital output processing graph](../images/breakout-tut-6.png)
 
-A ~10 Hz timer drives the digital output port with counter. The LEDs on the breakout board will show a binary count for 0 to 255 before the pattern repeats
+The 8-bit digital output port is updated using a <xref:OpenEphys.Onix1.BreakoutDigitalOutput> operator. A ~10 Hz timer is used to drive a counter. Although this produced a 32-bit integer that counts from 1 to 2147483647,  <xref:OpenEphys.Onix1.BreakoutDigitalOutput> operator will only use the lower 8-bits to update the digital output state. This can be seen reflected on the LEDs on the breakout board will show a binary count for 0 to 255 before the pattern repeats.
 
 ### Memory monitor
 
 ![Breakout board memory monitor processing graph](../images/breakout-tut-7.png)
 
+The hardware first-in-first-out (FIFO) memory use is monitored using 8-bit digital output port is updated using a <xref:OpenEphys.Onix1.MemoryMonitorData> operator. A snapshot of the hardware FIFO's use is taken at regular intervals at a rate determined in the configuration [breakout board configuration](#configurebreakoutboard). The <xref:OpenEphys.Onix1.MemoryMonitorDataFrame>s are saved and re-emitted by a produced by a `CsvWriter`. They can then be expanded by right-click the operator and hovering over `Output` in the context menu, in this case to access the `PercentUsed`, which shows the amount of the percent of hardware FIFO that occupied by data. This is a diagnostic data stream that is most useful in the context of closed-loop performance. It tells the user if data is being consumed rapidly enough by the host PC to keep up with data production by the hardware. The hardware FIFO is a buffer that is required to deal with the fact that computers with normal operating systems cannot perform operations with strict regularity. When there are hiccups in acquisition, the hardware FIFO picks up the slack, but should then be cleared immediately. To get the lowest latencies, the `BlockReadSize` should be as small as possible *while the memory use percentage remains around 0%*.
+
+> [!WARNING]
+> If the hardware FIFO's `PercentUsed` is non-zero for long time periods, or is increasing, the `BlockReadSize` is setting is too small (see [StartAcquisition](#startacquisition)). A small `BlockReadSize` will mean that the host computer does not have to wait long for enough data to become available to propagate it forward, but will reduce overall bandwidt by increasing the frquency at which the host computer checks if data is available and performs hardware reads.
+
 ### Heartbeat
 
 ![Breakout board heartbeat](../images/breakout-tut-8.png)
 
+Finally, heartbeat data is monitored using a <xref:OpenEphys.Onix1.HeartbeatData> operator, which produces xref:OpenEphys.Onix1.HeartbeatDataFrames> at a regular interval defined in [breakout board configuration](#configurebreakoutboard).
+
 ## Loading data
 
+> [!TODO]
+> Python script for loading the data produced by this workflow
 
 
diff --git a/tutorials/toc.yml b/tutorials/toc.yml
index 838b74b5..62cb74b7 100644
--- a/tutorials/toc.yml
+++ b/tutorials/toc.yml
@@ -1,4 +1,6 @@
 - href: landing-page.md
+- name: Breakout Board
+  href: breakoutboard-tut.md
 - name: Headstage64
   href: headstage64-tut.md
 - name: NeuropixelsV1e
diff --git a/workflows/examples/BreakoutBoard.bonsai b/workflows/examples/BreakoutBoard.bonsai
index 52ee53bf..717dfad3 100644
--- a/workflows/examples/BreakoutBoard.bonsai
+++ b/workflows/examples/BreakoutBoard.bonsai
@@ -67,7 +67,7 @@
       </Expression>
       <Expression xsi:type="Combinator">
         <Combinator xsi:type="onix1:StartAcquisition">
-          <onix1:ReadSize>2048</onix1:ReadSize>
+          <onix1:ReadSize>4096</onix1:ReadSize>
           <onix1:WriteSize>2048</onix1:WriteSize>
         </Combinator>
       </Expression>
@@ -192,7 +192,7 @@
       </Expression>
       <Expression xsi:type="HasFlag">
         <Operand xsi:type="WorkflowProperty" TypeArguments="onix1:BreakoutDigitalPortState">
-          <Value>Pin0</Value>
+          <Value>Pin0 Pin1 Pin7</Value>
         </Operand>
       </Expression>
       <Expression xsi:type="MemberSelector">

From 0ebc29525246667642e92be8a4610d4d2f66b4fd Mon Sep 17 00:00:00 2001
From: jonnew <jpn@open-ephys.org>
Date: Wed, 21 Aug 2024 15:59:31 -0400
Subject: [PATCH 3/6] Address breakotu board tutorial review comments

- Replace pngs of partial workflows with svgs
- Fixe many typos, etc
---
 images/breakout-tut-0.png                     | Bin 6475 -> 0 bytes
 images/breakout-tut-2.png                     | Bin 6942 -> 0 bytes
 images/breakout-tut-3.png                     | Bin 3691 -> 0 bytes
 images/breakout-tut-4.png                     | Bin 7291 -> 0 bytes
 images/breakout-tut-5.png                     | Bin 6383 -> 0 bytes
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 images/breakout-tut-7.png                     | Bin 4662 -> 0 bytes
 images/breakout-tut-8.png                     | Bin 2677 -> 0 bytes
 images/breakout-tut_analog-input-graph.svg    |   3 +
 images/breakout-tut_analog-output-graph.svg   |   3 +
 images/breakout-tut_config-chain.svg          |   3 +
 ...-1.png => breakout-tut_device-options.png} | Bin
 images/breakout-tut_digital-input-graph.svg   |   3 +
 images/breakout-tut_digital-output-graph.svg  |   3 +
 images/breakout-tut_heartbeat-graph.svg       |   3 +
 images/breakout-tut_mem-monitor-graph.svg     |   3 +
 images/breakout-tut_ramp-gen.svg              |   3 +
 tutorials/breakoutboard-tut.md                |  55 +++++++++++-------
 workflows/examples/BreakoutBoard.bonsai       |   2 +-
 19 files changed, 58 insertions(+), 23 deletions(-)
 delete mode 100644 images/breakout-tut-0.png
 delete mode 100644 images/breakout-tut-2.png
 delete mode 100644 images/breakout-tut-3.png
 delete mode 100644 images/breakout-tut-4.png
 delete mode 100644 images/breakout-tut-5.png
 delete mode 100644 images/breakout-tut-6.png
 delete mode 100644 images/breakout-tut-7.png
 delete mode 100644 images/breakout-tut-8.png
 create mode 100644 images/breakout-tut_analog-input-graph.svg
 create mode 100644 images/breakout-tut_analog-output-graph.svg
 create mode 100644 images/breakout-tut_config-chain.svg
 rename images/{breakout-tut-1.png => breakout-tut_device-options.png} (100%)
 create mode 100644 images/breakout-tut_digital-input-graph.svg
 create mode 100644 images/breakout-tut_digital-output-graph.svg
 create mode 100644 images/breakout-tut_heartbeat-graph.svg
 create mode 100644 images/breakout-tut_mem-monitor-graph.svg
 create mode 100644 images/breakout-tut_ramp-gen.svg

diff --git a/images/breakout-tut-0.png b/images/breakout-tut-0.png
deleted file mode 100644
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new file mode 100644
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new file mode 100644
index 00000000..6f379f65
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diff --git a/images/breakout-tut-1.png b/images/breakout-tut_device-options.png
similarity index 100%
rename from images/breakout-tut-1.png
rename to images/breakout-tut_device-options.png
diff --git a/images/breakout-tut_digital-input-graph.svg b/images/breakout-tut_digital-input-graph.svg
new file mode 100644
index 00000000..1e09c2f8
--- /dev/null
+++ b/images/breakout-tut_digital-input-graph.svg
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diff --git a/images/breakout-tut_digital-output-graph.svg b/images/breakout-tut_digital-output-graph.svg
new file mode 100644
index 00000000..0ed8a246
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diff --git a/tutorials/breakoutboard-tut.md b/tutorials/breakoutboard-tut.md
index 05a5879e..8141a58f 100644
--- a/tutorials/breakoutboard-tut.md
+++ b/tutorials/breakoutboard-tut.md
@@ -4,7 +4,14 @@ title: Breakout Board Tutorial
 ---
 
 # Breakout Board Tutorial
-In this example, we will explore the breakout board's functionality by demoing its capabilities. The workflow below can by copy/pasted into the Bonsai editor using the clipboard icon in the top right. This workflow captures data from the analog and digital inputs on the breakout board and streams them to disk. Additionally, the analog and digital outputs are driven using signals generated in the workflow and the hardware memory use is monitored and saved. In the following sections, we break this workflow into components and provide an explanation for each.
+In this example, we will explore the breakout board's functionality by demoing its capabilities. The workflow below can by copy/pasted into the Bonsai editor using the clipboard icon in the top right. This workflow:
+
+- Captures data from the analog and digital inputs on the breakout board and streams them to disk
+- Generates signals to drive the breakout boards analog and digital outputs
+- Monitors and saves hardware memory buffer use information.
+- Monitors the breakout board's heartbeat signal
+
+In the following sections, we break this workflow into components and provide an explanation for each.
 
 :::workflow 
 ![BreakoutBoard](../workflows/examples/BreakoutBoard.bonsai)
@@ -14,71 +21,75 @@ In this example, we will explore the breakout board's functionality by demoing i
 > If you want a less busy starting point for using the breakout board then have a look at the <xref:headstage-breakoutboard> in the user guide.
 
 ## Configuring the breakout board
-We start by configuring the hardware using a configuration chain. This chain creates a hardware context using <xref:OpenEphys.Onix1.CreateContext>, adds a breakout board configuration using <xref:OpenEphys.Onix1.ConfigureBreakoutBoard>, and then starts acquisition using <xref:OpenEphys.Onix1.StartAcquisition>. Here we break down each of these operators. 
+We start by configuring the hardware using a configuration chain. This chain creates a ONIX acquisition context using <xref:OpenEphys.Onix1.CreateContext>, configures a breakout board using <xref:OpenEphys.Onix1.ConfigureBreakoutBoard>, and then starts acquisition using <xref:OpenEphys.Onix1.StartAcquisition>. Here we break down each of these operators.
 
-![Breakout board configuration chain](../images/breakout-tut-0.png)
+![Breakout board configuration chain](../images/breakout-tut_config-chain.svg)
 
 ### CreateContext
-The <xref:OpenEphys.Onix1.CreateContext> operator determines the device driver and host-computer index that the system communicates through. The `Driver` property is set to "riffa", which is the name of the the PCIe device used by ONIX. In our case, because we are using a single ONIX system, the the `Index` property is set to 0. If second system was used on the same computer, a second <xref:OpenEphys.Onix1.CreateContext> operator would be required and its `Index` property set to 1.
+The <xref:OpenEphys.Onix1.CreateContext> operator determines creates a "context" that determines the device driver, physical interface type, and host-computer index that the system communicates through. The `Driver` property is set to "riffa", which is the name of the PCIe device used by ONIX. In our case, because we are using a single ONIX system, the `Index` property is set to 0. If second system was used on the same computer, a second <xref:OpenEphys.Onix1.CreateContext> operator would be required and its `Index` property set to 1.
 
 ### ConfigureBreakoutBoard
-The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. Configuration settings for the breakout board can be examined and edited by clicking on the operator to highlight it and open its property pane to the right of the editor. Expanding of the members of the property pane allows you to configure each of the devices within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions:
+The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. Configuration settings for the breakout board can be examined and edited by clicking on the node to highlight it and open its property pane to the right of the editor. Expanding the members of the property pane allows you to configure each of the devices within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions:
 - `AnalogIO` channel 0 is configured as an output by setting its `Direction0` property to `Output`
 - The `MemoryMonitor` is enabled by setting its `Enable` property to `True`
 
-![Breakout board configuration settings](../images/breakout-tut-1.png){width=650px}
+![Breakout board configuration settings](../images/breakout-tut_device-options.png){width=650px}
 
 Aside from the configuration operations, the output of the <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is timestamped and then saved to a CSV file. This file will contain the wall-clock time that data collection start along with metadata concerning important system configuration settings, such as the `BlockReadSize`, `BlockWriteSize`, `AcquisitionClockHz` (rate of clock that produces all `Clock` values in the workflow), etc.
 
 ### StartAcquisition
 The <xref:OpenEphys.Onix1.StartAcquisition> operator begins acquisition after the hardware has been configured. In this example, we are going to be capturing data from the breakout board only, so the rate of data being produced by the hardware will be relatively modest (~2.5 MB/s), and dominated by the analog inputs. We are using a `BlockReadSize` of 2048 bytes. This means that the data reading thread will block until 2048 bytes of data have been produced by the hardware. At 2.5 MB/s the hardware will produce 2048 bytes every 800 microseconds or so. This is a hard bound on the latency of the system. If lower latencies were required, the hardware would need to produce data more quickly or the `BlockReadSize` would need to be reduced. The `BlockWriteSize` is also set to 2048 bytes. This determines the amount of memory that is preallocated for temporarily holding data before it is sent to hardware. It is less critical to performance unless the rate that data be written to the hardware is comparable to the rate that the hardware produces data, which is not a common scenario.
 
-## Streaming breakout board data
-Following the configuration chain, the the remaining processing graphs of the workflow are used to capture data from, or send data to, the breakout board. We will step through each of these.
+## Streaming data
+Following the configuration chain, the remaining processing graphs of the workflow are used to capture data from, or send data to, the breakout board. We will step through each of these.
 
 > [!TIP]
-> When trying to understand a workflow's operation, its very useful to visualize the data that being generated by each operator. You can open an operator's visualizer by double clicking the operator while the workflow is running. The type of visualizer that opens well depend on the type of data handled by the operator and whether or not the appropriate Design library has been installed.
+> When trying to understand a workflow's operation, its very useful to visualize the data that being generated by each operator. You can open an operator's visualizer by double clicking the node while the workflow is running. The type of visualizer that opens will depend on the type of data handled by the operator and whether or not the appropriate Design library has been installed.
 
 ### Analog inputs
 
-![Breakout board analog input processing graph](../images/breakout-tut-2.png)
+![Breakout board analog input processing graph](../images/breakout-tut_analog-input-graph.svg)
 
 The first processing graph captures data from the breakout board's analog inputs using a <xref:OpenEphys.Onix1.BreakoutAnalogInput> operator which is configured as follows:
 - The `DeviceName` is set to `BreakoutBoard/AnalogIO`. In our system, this is the only selection available in the drop down menu since only a single breakout board was configured in the configuration chain.
-- The `BufferSize` is set to 50. This means that 50 samples will be collected from each of the the 12 analog inputs and packed into a <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> that is propagated downstream (each frames will contain a 50-element `Clock` vector and a 12-channel x 50-sample `AnalogData` matrix). The analog inputs are sampled at 100 kHz per channel so this corresponds to 500 microseconds of data. That's lower than the minimal latency introduced by the `BlockReadSize` setting. Therefore, our chosen `BufferSize` will not impose a significant effect on processing latency: the buffer will be filled essentially every time hardware is accessed and propagated instantly.
+- The `BufferSize` is set to 50. This means that 50 samples will be collected from each of the 12 analog inputs and packed into a <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> that is propagated downstream (each frame will contain a 50-element `Clock` vector and a 12-channel x 50-sample `AnalogData` matrix). The analog inputs are sampled at 100 kHz per channel so this corresponds to 500 microseconds of data. That's lower than the minimal latency introduced by the `BlockReadSize` setting. Therefore, our chosen `BufferSize` will not impose a significant effect on processing latency: the buffer will be filled essentially every time hardware is accessed and propagated instantly.
 - The `DataType` is set to `Volts`. This means that samples will be represented as single-precision floating point voltages.
-The <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> sequence is split into `Clock` and  `AnalogData` sequences (right-click the operator and hovering over `Output` in the context menu to examine and expand output types), which contain the acquisition clock sample times and sample values, respectively . Both of these streams are saved to disk using a `MatrixWriter`. The  `AnalogData` is passed through is passed through a 1 kHz low-pass Butterworth filter, after the raw data is saved, for demonstration purposes. Note that although analog channel 0 is set to an output, its voltage is looped back and recorded. This provides a automatic and hardware-synchronized measurement of the output voltage being sent to channel 0.
+The <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> sequence is split into `Clock` and  `AnalogData` sequences (right-click the node and hover over `Output` in the resulting context menu to examine and expand output types), which contain the <xref:OpenEphys.Onix1.ContextTask.AcquisitionClockHz>-based sample times and sample values, respectively. Both of these streams are saved to disk using a `MatrixWriter`. For demonstration purposes, the `AnalogData` is passed through is passed through a 1 kHz low-pass Butterworth filter after the raw data is saved. Note that although analog channel 0 is set to an output, its voltage is looped back and recorded. This provides an automatic and hardware-synchronized measurement of the output voltage being sent to channel 0.
 
 ### Analog outputs
 
-![Breakout board analog output processing graph](../images/breakout-tut-3.png)
+![Breakout board analog output processing graph](../images/breakout-tut_analog-output-graph.svg)
+
+This portion of the workflow generates a ramping analog signal and sends it to each of the analog outputs using a <xref:OpenEphys.Onix1.BreakoutAnalogOutput> operator.  The `RampGenerator` is a [`GroupWorkflow`](https://bonsai-rx.org/docs/articles/editor.html#workflow) that contains a number of Bonsai operators. You can look at how it works hitting <kbd>Ctrl</kbd> + <kbd>Enter</kbd> when the node is highlighted to expand the internal workflow in a new tab:
+
+![The RampGenerator GroupWorkflow](../images/breakout-tut_ramp-gen.svg)
 
-This portion of the workflow generates an ramping analog signal and sends it to each of the analog outputs using a <xref:OpenEphys.Onix1.BreakoutAnalogOutput> operator.  The `RampGenerator` is a [`GroupWorkflow`](https://bonsai-rx.org/docs/articles/editor.html#workflow) that contains an number of Bonsai operators. You can look at how it works hitting <kbd>Ctrl</kbd> + <kbd>Enter</kbd> when the operator is highlighted to expand the internal workflow in a new tab. The `RampGenerator` contains a ~100 Hz timer that is used to create an array of 12 ramping voltage values, one for each channel. Although a voltage ramp is sent to all the channels, only channel 0 was selected to be a output, so this is the only channel that will be affected. If other channels are configured as outputs (see [ConfigureBreakoutBoard](#configurebreakoutboard)), then they will also ramp their voltage.
+The `RampGenerator` contains a ~100 Hz timer that is used to create an array of 12 ramping voltage values, one for each channel. Although a voltage ramp is sent to all the channels, only channel 0 was selected to be a output, so this is the only channel that will be affected. If other channels are configured as outputs (see [ConfigureBreakoutBoard](#configurebreakoutboard)), then they will also ramp their voltage.
 
 ### Digital inputs
 
-![Breakout board digital input processing graph](../images/breakout-tut-5.png)
+![Breakout board digital input processing graph](../images/breakout-tut_digital-input-graph.svg)
 
-The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will pass right through it and can be expanded by right-click the operator and hovering over `Output` in the context menu. In this case we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
+The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will pass right through it and can be expanded by right-clicking the node and hovering over `Output` in the resulting context menu. In this case we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
 
 ### Digital outputs
 
-![Breakout board digital output processing graph](../images/breakout-tut-6.png)
+![Breakout board digital output processing graph](../images/breakout-tut_digital-output-graph.svg)
 
-The 8-bit digital output port is updated using a <xref:OpenEphys.Onix1.BreakoutDigitalOutput> operator. A ~10 Hz timer is used to drive a counter. Although this produced a 32-bit integer that counts from 1 to 2147483647,  <xref:OpenEphys.Onix1.BreakoutDigitalOutput> operator will only use the lower 8-bits to update the digital output state. This can be seen reflected on the LEDs on the breakout board will show a binary count for 0 to 255 before the pattern repeats.
+The 8-bit digital output port is updated using a <xref:OpenEphys.Onix1.BreakoutDigitalOutput> operator. A ~10 Hz timer is used to drive a counter. Although this produced a 32-bit integer that counts from 1 to 2147483647, <xref:OpenEphys.Onix1.BreakoutDigitalOutput> operator will only use the lower 8-bits to update the digital output state. This can be seen reflected on the LEDs on the breakout board will show a binary count from 0 to 255 before the pattern repeats.
 
 ### Memory monitor
 
-![Breakout board memory monitor processing graph](../images/breakout-tut-7.png)
+![Breakout board memory monitor processing graph](../images/breakout-tut_mem-monitor-graph.svg)
 
-The hardware first-in-first-out (FIFO) memory use is monitored using 8-bit digital output port is updated using a <xref:OpenEphys.Onix1.MemoryMonitorData> operator. A snapshot of the hardware FIFO's use is taken at regular intervals at a rate determined in the configuration [breakout board configuration](#configurebreakoutboard). The <xref:OpenEphys.Onix1.MemoryMonitorDataFrame>s are saved and re-emitted by a produced by a `CsvWriter`. They can then be expanded by right-click the operator and hovering over `Output` in the context menu, in this case to access the `PercentUsed`, which shows the amount of the percent of hardware FIFO that occupied by data. This is a diagnostic data stream that is most useful in the context of closed-loop performance. It tells the user if data is being consumed rapidly enough by the host PC to keep up with data production by the hardware. The hardware FIFO is a buffer that is required to deal with the fact that computers with normal operating systems cannot perform operations with strict regularity. When there are hiccups in acquisition, the hardware FIFO picks up the slack, but should then be cleared immediately. To get the lowest latencies, the `BlockReadSize` should be as small as possible *while the memory use percentage remains around 0%*.
+The hardware first-in-first-out (FIFO) memory use is monitored using 8-bit digital output port is updated using a <xref:OpenEphys.Onix1.MemoryMonitorData> operator. A snapshot of the hardware FIFO's use is taken at regular intervals at a rate determined in the configuration [breakout board configuration](#configurebreakoutboard). The <xref:OpenEphys.Onix1.MemoryMonitorDataFrame>s are saved and re-emitted by a `CsvWriter`. They can then be expanded by right-clicking the node and hovering over `Output` in the resulting context menu, in this case to access the `PercentUsed`, which shows the amount of the percent of hardware FIFO that occupied by data. This is a diagnostic data stream that is most useful in the context of closed-loop performance. It tells the user if data is being consumed rapidly enough by the host PC to keep up with data production by the hardware. The hardware FIFO is a buffer that is required to deal with the fact that computers with normal operating systems cannot perform operations with strict regularity. When there are hiccups in acquisition, the hardware FIFO picks up the slack, but should then be cleared immediately. To get the lowest latencies, the `BlockReadSize` should be as small as possible *while the memory use percentage remains around 0%*.
 
 > [!WARNING]
-> If the hardware FIFO's `PercentUsed` is non-zero for long time periods, or is increasing, the `BlockReadSize` is setting is too small (see [StartAcquisition](#startacquisition)). A small `BlockReadSize` will mean that the host computer does not have to wait long for enough data to become available to propagate it forward, but will reduce overall bandwidt by increasing the frquency at which the host computer checks if data is available and performs hardware reads.
+> If the hardware FIFO's `PercentUsed` is non-zero for long time periods, or is increasing, the `BlockReadSize` setting is too small (see [StartAcquisition](#startacquisition)). A small `BlockReadSize` will mean that the host computer does not have to wait long for enough data to become available to propagate it forward, but will reduce overall bandwidth by increasing the frequency at which the host computer checks if data is available and performs hardware reads.
 
 ### Heartbeat
 
-![Breakout board heartbeat](../images/breakout-tut-8.png)
+![Breakout board heartbeat](../images/breakout-tut_heartbeat-graph.svg)
 
 Finally, heartbeat data is monitored using a <xref:OpenEphys.Onix1.HeartbeatData> operator, which produces xref:OpenEphys.Onix1.HeartbeatDataFrames> at a regular interval defined in [breakout board configuration](#configurebreakoutboard).
 
diff --git a/workflows/examples/BreakoutBoard.bonsai b/workflows/examples/BreakoutBoard.bonsai
index 717dfad3..a3fbe681 100644
--- a/workflows/examples/BreakoutBoard.bonsai
+++ b/workflows/examples/BreakoutBoard.bonsai
@@ -67,7 +67,7 @@
       </Expression>
       <Expression xsi:type="Combinator">
         <Combinator xsi:type="onix1:StartAcquisition">
-          <onix1:ReadSize>4096</onix1:ReadSize>
+          <onix1:ReadSize>2048</onix1:ReadSize>
           <onix1:WriteSize>2048</onix1:WriteSize>
         </Combinator>
       </Expression>

From c8919133b712fa2f31a690e993b449520bbd58e3 Mon Sep 17 00:00:00 2001
From: jonnew <jpn@open-ephys.org>
Date: Wed, 21 Aug 2024 16:09:34 -0400
Subject: [PATCH 4/6] Fix typos and text in breakout tutorial

- This tutorial is still missing a data loadin script
---
 tutorials/breakoutboard-tut.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tutorials/breakoutboard-tut.md b/tutorials/breakoutboard-tut.md
index 8141a58f..5f84a215 100644
--- a/tutorials/breakoutboard-tut.md
+++ b/tutorials/breakoutboard-tut.md
@@ -41,7 +41,7 @@ Aside from the configuration operations, the output of the <xref:OpenEphys.Onix1
 The <xref:OpenEphys.Onix1.StartAcquisition> operator begins acquisition after the hardware has been configured. In this example, we are going to be capturing data from the breakout board only, so the rate of data being produced by the hardware will be relatively modest (~2.5 MB/s), and dominated by the analog inputs. We are using a `BlockReadSize` of 2048 bytes. This means that the data reading thread will block until 2048 bytes of data have been produced by the hardware. At 2.5 MB/s the hardware will produce 2048 bytes every 800 microseconds or so. This is a hard bound on the latency of the system. If lower latencies were required, the hardware would need to produce data more quickly or the `BlockReadSize` would need to be reduced. The `BlockWriteSize` is also set to 2048 bytes. This determines the amount of memory that is preallocated for temporarily holding data before it is sent to hardware. It is less critical to performance unless the rate that data be written to the hardware is comparable to the rate that the hardware produces data, which is not a common scenario.
 
 ## Streaming data
-Following the configuration chain, the remaining processing graphs of the workflow are used to capture data from, or send data to, the breakout board. We will step through each of these.
+The rest of the workflow concerns capturing data from and sending to the breakout board, using a set of discrete "processing graphs" that either produce data from hardware (inputs/sources) or accept data produced by software (outputs/sinks). We describe these graphs in the following sections.
 
 > [!TIP]
 > When trying to understand a workflow's operation, its very useful to visualize the data that being generated by each operator. You can open an operator's visualizer by double clicking the node while the workflow is running. The type of visualizer that opens will depend on the type of data handled by the operator and whether or not the appropriate Design library has been installed.
@@ -70,7 +70,7 @@ The `RampGenerator` contains a ~100 Hz timer that is used to create an array of
 
 ![Breakout board digital input processing graph](../images/breakout-tut_digital-input-graph.svg)
 
-The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will pass right through it and can be expanded by right-clicking the node and hovering over `Output` in the resulting context menu. In this case we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
+The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will passes through it. Therefore the frame and can be expanded by right-clicking the `CsvWriter` node and hovering over `Output` in the resulting context menu. In this case, we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
 
 ### Digital outputs
 

From 87bcdc6f1a478cba47b45d12647a45efddb6a6e7 Mon Sep 17 00:00:00 2001
From: jonnew <jpn@open-ephys.org>
Date: Thu, 22 Aug 2024 15:33:41 -0400
Subject: [PATCH 5/6] Add data loading script to breakout tutorial

---
 tutorials/breakoutboard-tut.md           |  9 ++++---
 workflows/examples/BreakoutBoard.bonsai  | 20 ++++++--------
 workflows/examples/load-breakoutboard.py | 34 ++++++++++++++++++++++++
 3 files changed, 48 insertions(+), 15 deletions(-)
 create mode 100644 workflows/examples/load-breakoutboard.py

diff --git a/tutorials/breakoutboard-tut.md b/tutorials/breakoutboard-tut.md
index 5f84a215..4ec6e061 100644
--- a/tutorials/breakoutboard-tut.md
+++ b/tutorials/breakoutboard-tut.md
@@ -94,8 +94,11 @@ The hardware first-in-first-out (FIFO) memory use is monitored using 8-bit digit
 Finally, heartbeat data is monitored using a <xref:OpenEphys.Onix1.HeartbeatData> operator, which produces xref:OpenEphys.Onix1.HeartbeatDataFrames> at a regular interval defined in [breakout board configuration](#configurebreakoutboard).
 
 ## Loading data
+The following python script can be used to load and plot the data produced by the workflow described in this tutorial.
 
-> [!TODO]
-> Python script for loading the data produced by this workflow
-
+[!code-python[](../workflows/examples/load-breakoutboard.py)]
 
+> [!NOTE]
+> This script will attempt to load entire files into arrays. For long recordings, data will need to be split into more manageable chunks by:
+> - Modifying this script to partially load files
+> - Modifying the workflow to cyclically creating new files after a certain duration
diff --git a/workflows/examples/BreakoutBoard.bonsai b/workflows/examples/BreakoutBoard.bonsai
index a3fbe681..e8c86a24 100644
--- a/workflows/examples/BreakoutBoard.bonsai
+++ b/workflows/examples/BreakoutBoard.bonsai
@@ -80,7 +80,7 @@
         <io:Overwrite>false</io:Overwrite>
         <io:Suffix>Timestamp</io:Suffix>
         <io:IncludeHeader>false</io:IncludeHeader>
-        <io:Selector>Timestamp,Value</io:Selector>
+        <io:Selector>Timestamp,Value.AcquisitionClockHz,Value.BlockReadSize,Value.BlockWriteSize</io:Selector>
       </Expression>
       <Expression xsi:type="Combinator">
         <Combinator xsi:type="onix1:BreakoutAnalogInput">
@@ -181,6 +181,8 @@
       </Expression>
       <Expression xsi:type="io:CsvWriter">
         <io:FileName>digital-data_.csv</io:FileName>
+        <io:Delimiter>;</io:Delimiter>
+        <io:ListSeparator />
         <io:Append>false</io:Append>
         <io:Overwrite>false</io:Overwrite>
         <io:Suffix>Timestamp</io:Suffix>
@@ -190,11 +192,6 @@
       <Expression xsi:type="MemberSelector">
         <Selector>DigitalInputs</Selector>
       </Expression>
-      <Expression xsi:type="HasFlag">
-        <Operand xsi:type="WorkflowProperty" TypeArguments="onix1:BreakoutDigitalPortState">
-          <Value>Pin0 Pin1 Pin7</Value>
-        </Operand>
-      </Expression>
       <Expression xsi:type="MemberSelector">
         <Selector>Buttons</Selector>
       </Expression>
@@ -258,15 +255,14 @@
       <Edge From="11" To="12" Label="Source1" />
       <Edge From="13" To="14" Label="Source1" />
       <Edge From="14" To="15" Label="Source1" />
-      <Edge From="14" To="17" Label="Source1" />
-      <Edge From="15" To="16" Label="Source1" />
-      <Edge From="17" To="18" Label="Source1" />
+      <Edge From="14" To="16" Label="Source1" />
+      <Edge From="16" To="17" Label="Source1" />
+      <Edge From="18" To="19" Label="Source1" />
       <Edge From="19" To="20" Label="Source1" />
       <Edge From="20" To="21" Label="Source1" />
-      <Edge From="21" To="22" Label="Source1" />
+      <Edge From="22" To="23" Label="Source1" />
       <Edge From="23" To="24" Label="Source1" />
-      <Edge From="24" To="25" Label="Source1" />
-      <Edge From="26" To="27" Label="Source1" />
+      <Edge From="25" To="26" Label="Source1" />
     </Edges>
   </Workflow>
 </WorkflowBuilder>
\ No newline at end of file
diff --git a/workflows/examples/load-breakoutboard.py b/workflows/examples/load-breakoutboard.py
new file mode 100644
index 00000000..df6de70a
--- /dev/null
+++ b/workflows/examples/load-breakoutboard.py
@@ -0,0 +1,34 @@
+import numpy as np
+import matplotlib.pyplot as plt
+
+# Load data from breakout board tutorial workflow
+suffix = '2024-08-22T14_16_06'; # Change to match file names' suffix
+plt.close('all')
+
+#%% Metadata
+dt = {'names': ('time', 'acq_clk_hz', 'block_read_sz', 'block_write_sz'),
+      'formats': ('datetime64[us]', 'u4', 'u4', 'u4')}
+meta = np.genfromtxt('start-time_' + suffix + '.csv', delimiter=',', dtype=dt)
+print(f"Recording was started at {meta['time']} GMT")
+
+#%% Analog Inputs
+analog_input = {}
+analog_input['time'] = np.fromfile('analog-clock_' + suffix + '.raw', dtype=np.uint64) / meta['acq_clk_hz']
+analog_input['data'] = np.reshape(np.fromfile('analog-data_' + suffix + '.raw', dtype=np.float32), (-1, 12))
+
+plt.figure()
+plt.plot(analog_input['time'], analog_input['data'])
+plt.xlabel("time (sec)")
+plt.ylabel("volts")
+plt.legend(['Ch. 0', 'Ch. 1', 'Ch. 2', 'Ch. 3', 'Ch. 4', 'Ch. 5', 
+            'Ch. 6', 'Ch. 7', 'Ch. 8', 'Ch. 9', 'Ch. 10', 'Ch. 11'])
+
+#%% Hardware FIFO buffer use
+dt = {'names': ('clock', 'bytes', 'percent'),
+      'formats': ('u8', 'u4', 'f8')}
+memory_use = np.genfromtxt('memory-use_' + suffix + '.csv', delimiter=',', dtype=dt)
+
+plt.figure()
+plt.plot(memory_use['clock'] / meta['acq_clk_hz'], memory_use['percent'])
+plt.xlabel("time (sec)")
+plt.ylabel("FIFO used (%)")

From 7a9ec0e7b0553e538b9fc0cba2c27bca84d0298f Mon Sep 17 00:00:00 2001
From: cjsha <cs@open-ephys.org>
Date: Fri, 23 Aug 2024 16:59:44 -0400
Subject: [PATCH 6/6] Fix some typos

---
 src/onix-bonsai-onix1          |  2 +-
 tutorials/breakoutboard-tut.md | 18 +++++++++---------
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/src/onix-bonsai-onix1 b/src/onix-bonsai-onix1
index 7cb45a2a..ee68e23c 160000
--- a/src/onix-bonsai-onix1
+++ b/src/onix-bonsai-onix1
@@ -1 +1 @@
-Subproject commit 7cb45a2af4fc387fcfbf0a2028c09b78ccb41c06
+Subproject commit ee68e23c19e2195052c5423cc257fca00d2f2210
diff --git a/tutorials/breakoutboard-tut.md b/tutorials/breakoutboard-tut.md
index 4ec6e061..ffdad3d6 100644
--- a/tutorials/breakoutboard-tut.md
+++ b/tutorials/breakoutboard-tut.md
@@ -6,10 +6,10 @@ title: Breakout Board Tutorial
 # Breakout Board Tutorial
 In this example, we will explore the breakout board's functionality by demoing its capabilities. The workflow below can by copy/pasted into the Bonsai editor using the clipboard icon in the top right. This workflow:
 
-- Captures data from the analog and digital inputs on the breakout board and streams them to disk
-- Generates signals to drive the breakout boards analog and digital outputs
+- Captures data from the analog and digital inputs on the breakout board and streams them to disk.
+- Generates signals to drive the breakout boards analog and digital outputs.
 - Monitors and saves hardware memory buffer use information.
-- Monitors the breakout board's heartbeat signal
+- Monitors the breakout board's heartbeat signal.
 
 In the following sections, we break this workflow into components and provide an explanation for each.
 
@@ -26,12 +26,12 @@ We start by configuring the hardware using a configuration chain. This chain cre
 ![Breakout board configuration chain](../images/breakout-tut_config-chain.svg)
 
 ### CreateContext
-The <xref:OpenEphys.Onix1.CreateContext> operator determines creates a "context" that determines the device driver, physical interface type, and host-computer index that the system communicates through. The `Driver` property is set to "riffa", which is the name of the PCIe device used by ONIX. In our case, because we are using a single ONIX system, the `Index` property is set to 0. If second system was used on the same computer, a second <xref:OpenEphys.Onix1.CreateContext> operator would be required and its `Index` property set to 1.
+The <xref:OpenEphys.Onix1.CreateContext> operator creates a "context" that determines the device driver, physical interface type, and host-computer index that the system communicates through. The `Driver` property is set to "riffa", which is the name of the PCIe device used by ONIX. In our case, because we are using a single ONIX system, the `Index` property is set to 0. If a second system is used on the same computer, a second <xref:OpenEphys.Onix1.CreateContext> operator would be required and its `Index` property set to 1.
 
 ### ConfigureBreakoutBoard
-The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. Configuration settings for the breakout board can be examined and edited by clicking on the node to highlight it and open its property pane to the right of the editor. Expanding the members of the property pane allows you to configure each of the devices within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions:
+The <xref:OpenEphys.Onix1.ConfigureBreakoutBoard> operator is used to configure the breakout board. Configuration settings for the breakout board can be examined and edited by clicking on the node to select it and open its property pane to the right of the editor. Expanding the members of the property pane allows you to configure each of the devices within the breakout board. In this demo, the breakout board properties are set to their default values with two exceptions:
 - `AnalogIO` channel 0 is configured as an output by setting its `Direction0` property to `Output`
-- The `MemoryMonitor` is enabled by setting its `Enable` property to `True`
+- `MemoryMonitor` is enabled by setting its `Enable` property to `True`
 
 ![Breakout board configuration settings](../images/breakout-tut_device-options.png){width=650px}
 
@@ -44,7 +44,7 @@ The <xref:OpenEphys.Onix1.StartAcquisition> operator begins acquisition after th
 The rest of the workflow concerns capturing data from and sending to the breakout board, using a set of discrete "processing graphs" that either produce data from hardware (inputs/sources) or accept data produced by software (outputs/sinks). We describe these graphs in the following sections.
 
 > [!TIP]
-> When trying to understand a workflow's operation, its very useful to visualize the data that being generated by each operator. You can open an operator's visualizer by double clicking the node while the workflow is running. The type of visualizer that opens will depend on the type of data handled by the operator and whether or not the appropriate Design library has been installed.
+> When trying to understand a workflow's operation, its very useful to visualize the data generated by each operator. You can open an operator's visualizer by double clicking the node while the workflow is running. The type of visualizer that opens will depend on the type of data handled by the operator and whether or not the appropriate Design library has been installed.
 
 ### Analog inputs
 
@@ -60,7 +60,7 @@ The <xref:OpenEphys.Onix1.BreakoutAnalogInputDataFrame> sequence is split into `
 
 ![Breakout board analog output processing graph](../images/breakout-tut_analog-output-graph.svg)
 
-This portion of the workflow generates a ramping analog signal and sends it to each of the analog outputs using a <xref:OpenEphys.Onix1.BreakoutAnalogOutput> operator.  The `RampGenerator` is a [`GroupWorkflow`](https://bonsai-rx.org/docs/articles/editor.html#workflow) that contains a number of Bonsai operators. You can look at how it works hitting <kbd>Ctrl</kbd> + <kbd>Enter</kbd> when the node is highlighted to expand the internal workflow in a new tab:
+This portion of the workflow generates a ramping analog signal and sends it to each of the analog outputs using a <xref:OpenEphys.Onix1.BreakoutAnalogOutput> operator.  The `RampGenerator` is a [`GroupWorkflow`](https://bonsai-rx.org/docs/articles/editor.html#workflow) that contains a number of Bonsai operators. You can look at how it works hitting <kbd>Ctrl</kbd> + <kbd>Enter</kbd> when the node is selected to expand the internal workflow in a new tab:
 
 ![The RampGenerator GroupWorkflow](../images/breakout-tut_ramp-gen.svg)
 
@@ -70,7 +70,7 @@ The `RampGenerator` contains a ~100 Hz timer that is used to create an array of
 
 ![Breakout board digital input processing graph](../images/breakout-tut_digital-input-graph.svg)
 
-The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will passes through it. Therefore the frame and can be expanded by right-clicking the `CsvWriter` node and hovering over `Output` in the resulting context menu. In this case, we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
+The 8-bit, 5-V tolerant digital input port along with the breakout board's button and switch states are captured using a <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator. The digital inputs are sampled at 5 MHz. However, they will only produce data when a change in state occurs (e.g. a digital input pin toggles from logic low to logic high or a button is pressed). Whenever a change in digital state occurs, data will be propagated and saved by the `CsvWriter`. Because the `CsvWriter` is a [Sink](https://bonsai-rx.org/docs/articles/operators.html#sink), the <xref:OpenEphys.Onix1.BreakoutDigitalInputDataFrame> produced by the <xref:OpenEphys.Onix1.BreakoutDigitalInput> operator will pass through it. Therefore, the frame can be expanded by right-clicking the `CsvWriter` node and hovering over `Output` in the resulting context menu. In this case, we have exposed `DigitalInputs` and `Buttons`, which represent the 8-bit digital input port state and the button/switch state, respectively. Each of these outputs is followed by a `HasFlag` filter that is used to determine if a certain digital input pin is logic-high (Pins 0, 1, and 7 in this example) or to check if a certain button (☾ or □ in this example) has been depressed.
 
 ### Digital outputs