From 0cfca100a87f8845a322b17393732f259a8594f7 Mon Sep 17 00:00:00 2001
From: Jason Andrews <jason.r.andrews@comcast.net>
Date: Mon, 9 Jun 2025 10:27:56 -0500
Subject: [PATCH]  Optimizing Arm binaries and libraries with LLVM BOLT

---
 .../bolt-merge/_index.md                      |  55 +++++++
 .../bolt-merge/_next-steps.md                 |   8 +
 .../bolt-merge/example-picture.png            | Bin 0 -> 63167 bytes
 .../bolt-merge/how-to-1.md                    |  27 +++
 .../bolt-merge/how-to-2.md                    |  89 ++++++++++
 .../bolt-merge/how-to-3.md                    | 100 ++++++++++++
 .../bolt-merge/how-to-4.md                    | 154 ++++++++++++++++++
 .../bolt-merge/how-to-5.md                    |  68 ++++++++
 8 files changed, 501 insertions(+)
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/_index.md
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/_next-steps.md
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/example-picture.png
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-1.md
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-2.md
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-3.md
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-4.md
 create mode 100644 content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-5.md

diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/_index.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/_index.md
new file mode 100644
index 0000000000..616f37d088
--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/_index.md
@@ -0,0 +1,55 @@
+---
+title: Optimizing Arm binaries and libraries with LLVM-BOLT and profile merging
+
+draft: true
+cascade:
+    draft: true
+
+minutes_to_complete: 30
+
+who_is_this_for: Performance engineers, software developers working on Arm platforms who want to optimize both application binaries and shared libraries using LLVM-BOLT.
+
+learning_objectives: 
+    - Instrument and optimize binaries for individual workload features using LLVM-BOLT.
+    - Collect separate BOLT profiles and merge them for comprehensive code coverage.
+    - Optimize shared libraries independently.
+    - Integrate optimized shared libraries into applications.
+    - Evaluate and compare application and library performance across baseline, isolated, and merged optimization scenarios.
+
+prerequisites:
+    - An Arm based system running Linux with BOLT and Linux Perf installed. The Linux kernel should be version 5.15 or later.
+    - (Optional) A second, more powerful Linux system to build the software executable and run BOLT.
+
+author: Gayathri Narayana Yegna Narayanan
+
+### Tags
+skilllevels: Introductory
+subjects: Performance and Architecture
+armips:
+    - Neoverse
+    - Cortex-A
+tools_software_languages:
+    - BOLT
+    - perf
+    - Runbook
+operatingsystems:
+    - Linux
+
+further_reading:
+    - resource:
+        title: BOLT README
+        link: https://github.com/llvm/llvm-project/tree/main/bolt
+        type: documentation
+    - resource:
+        title: BOLT - A Practical Binary Optimizer for Data Centers and Beyond
+        link: https://research.facebook.com/publications/bolt-a-practical-binary-optimizer-for-data-centers-and-beyond/
+        type: website
+
+
+### FIXED, DO NOT MODIFY
+# ================================================================================
+weight: 1                       # _index.md always has weight of 1 to order correctly
+layout: "learningpathall"       # All files under learning paths have this same wrapper
+learning_path_main_page: "yes"  # This should be surfaced when looking for related content. Only set for _index.md of learning path content.
+---
+
diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/_next-steps.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/_next-steps.md
new file mode 100644
index 0000000000..c3db0de5a2
--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/_next-steps.md
@@ -0,0 +1,8 @@
+---
+# ================================================================================
+#       FIXED, DO NOT MODIFY THIS FILE
+# ================================================================================
+weight: 21                  # Set to always be larger than the content in this path to be at the end of the navigation.
+title: "Next Steps"         # Always the same, html page title.
+layout: "learningpathall"   # All files under learning paths have this same wrapper for Hugo processing.
+---
diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/example-picture.png b/content/learning-paths/servers-and-cloud-computing/bolt-merge/example-picture.png
new file mode 100644
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diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-1.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-1.md
new file mode 100644
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--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-1.md
@@ -0,0 +1,27 @@
+---
+title: Overview of BOLT Merge 
+weight: 2
+
+### FIXED, DO NOT MODIFY
+layout: learningpathall
+---
+
+[BOLT](https://github.com/llvm/llvm-project/blob/main/bolt/README.md) is a post-link binary optimizer that uses Linux Perf data to re-order the executable code layout to reduce memory overhead and improve performance.
+
+In this Learning Path, you'll learn how to:
+- Collect and merge BOLT profiles from multiple workload features (e.g., read-only and write-only)
+- Independently optimize application binaries and external user-space libraries (e.g., `libssl.so`, `libcrypto.so`)
+- Link the final optimized binary with the separately bolted libraries to deploy a fully optimized runtime stack
+
+While MySQL and sysbench are used as examples, this method applies to **any feature-rich application** that:
+- Exhibits multiple runtime paths
+- Uses dynamic libraries
+- Requires full-stack binary optimization for performance-critical deployment
+
+The workflow includes:
+1. Profiling each workload feature separately
+2. Profiling external libraries independently
+3. Merging profiles for broader code coverage
+4. Applying BOLT to each binary and library
+5. Linking bolted libraries with the merged-profile binary
+
diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-2.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-2.md
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index 0000000000..c67ed17850
--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-2.md
@@ -0,0 +1,89 @@
+---
+title: BOLT Optimization - First feature
+weight: 3
+
+### FIXED, DO NOT MODIFY
+layout: learningpathall
+---
+
+In this step, you will instrument an application binary (such as `mysqld`) with BOLT to collect runtime profile data for a specific feature — for example, a **read-only workload**.
+
+The collected profile will later be merged with others and used to optimize the application's code layout.
+
+### Step 1: Build or obtain the uninstrumented binary
+
+Make sure your application binary is:
+
+- Built from source (e.g., `mysqld`)
+- Unstripped, with symbol information available
+- Compiled with frame pointers enabled (`-fno-omit-frame-pointer`)
+
+You can verify this with:
+
+```bash
+readelf -s /path/to/mysqld | grep main
+```
+
+If the symbols are missing, rebuild the binary with debug info and no stripping.
+
+---
+
+### Step 2: Instrument the binary with BOLT
+
+Use `llvm-bolt` to create an instrumented version of the binary:
+
+```bash
+llvm-bolt /path/to/mysqld \\
+  -instrument \\
+  -o /path/to/mysqld.instrumented \\
+  --instrumentation-file=/path/to/profile-readonly.fdata \\
+  --instrumentation-sleep-time=5 \\
+  --instrumentation-no-counters-clear \\
+  --instrumentation-wait-forks
+```
+
+### Explanation of key options
+
+- `-instrument`: Enables profile generation instrumentation
+- `--instrumentation-file`: Path where the profile output will be saved
+- `--instrumentation-wait-forks`: Ensures the instrumentation continues through forks (important for daemon processes)
+
+---
+
+### Step 3: Run the instrumented binary under a feature-specific workload
+
+Use a workload generator to stress the binary in a feature-specific way. For example, to simulate **read-only traffic** with sysbench:
+
+```bash
+taskset -c 9 ./src/sysbench \\
+  --db-driver=mysql \\
+  --mysql-host=127.0.0.1 \\
+  --mysql-db=bench \\
+  --mysql-user=bench \\
+  --mysql-password=bench \\
+  --mysql-port=3306 \\
+  --tables=8 \\
+  --table-size=10000 \\
+  --threads=1 \\
+  src/lua/oltp_read_only.lua run
+```
+
+> Adjust this command as needed for your workload and CPU/core binding.
+
+The `.fdata` file defined in `--instrumentation-file` will be populated with runtime execution data.
+
+---
+
+### Step 4: Verify the profile was created
+
+After running the workload:
+
+```bash
+ls -lh /path/to/profile-readonly.fdata
+```
+
+You should see a non-empty file. This file will later be merged with other profiles (e.g., for write-only traffic) to generate a complete merged profile.
+
+---
+
+
diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-3.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-3.md
new file mode 100644
index 0000000000..f1ea41f09c
--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-3.md
@@ -0,0 +1,100 @@
+---
+title: BOLT Optimization - Second Feature & BOLT Merge to combine 
+weight: 4
+
+### FIXED, DO NOT MODIFY
+layout: learningpathall
+---
+
+In this step, you'll collect profile data for a **write-heavy** workload and also **instrument external libraries** such as `libcrypto.so` and `libssl.so` used by the application (e.g., MySQL).
+
+
+### Step 1: Run Write-Only Workload for Application Binary
+
+Use the same BOLT-instrumented MySQL binary and drive it with a write-only workload to capture `profile-writeonly.fdata`:
+
+```bash
+taskset -c 9 ./src/sysbench \\
+  --db-driver=mysql \\
+  --mysql-host=127.0.0.1 \\
+  --mysql-db=bench \\
+  --mysql-user=bench \\
+  --mysql-password=bench \\
+  --mysql-port=3306 \\
+  --tables=8 \\
+  --table-size=10000 \\
+  --threads=1 \\
+  src/lua/oltp_write_only.lua run
+```
+
+Make sure that the `--instrumentation-file` is set appropriately to save `profile-writeonly.fdata`.
+---
+### Step 2: Verify the Second Profile Was Generated
+
+```bash
+ls -lh /path/to/profile-writeonly.fdata
+```
+
+Both `.fdata` files should now exist and contain valid data:
+
+- `profile-readonly.fdata`
+- `profile-writeonly.fdata`
+
+---
+
+### Step 3: Merge the Feature Profiles
+
+Use `merge-fdata` to combine the feature-specific profiles into one comprehensive `.fdata` file:
+
+```bash
+merge-fdata /path/to/profile-readonly.fdata /path/to/profile-writeonly.fdata \\
+  -o /path/to/profile-merged.fdata
+```
+
+**Example command from an actual setup:**
+
+```bash
+/home/ubuntu/llvm-latest/build/bin/merge-fdata prof-instrumentation-readonly.fdata prof-instrumentation-writeonly.fdata \\
+  -o prof-instrumentation-readwritemerged.fdata
+```
+
+Output:
+
+```
+Using legacy profile format.
+Profile from 2 files merged.
+```
+
+This creates a single merged profile (`profile-merged.fdata`) covering both read-only and write-only workload behaviors.
+
+---
+
+### Step 4: Verify the Merged Profile
+
+Check the merged `.fdata` file:
+
+```bash
+ls -lh /path/to/profile-merged.fdata
+```
+
+---
+### Step 5: Generate the Final Binary with the Merged Profile
+
+Use LLVM-BOLT to generate the final optimized binary using the merged `.fdata` file:
+
+```bash
+llvm-bolt build/bin/mysqld \\
+  -o build/bin/mysqldreadwrite_merged.bolt_instrumentation \\
+  -data=/home/ubuntu/mysql-server-8.0.33/sysbench/prof-instrumentation-readwritemerged.fdata \\
+  -reorder-blocks=ext-tsp \\
+  -reorder-functions=hfsort \\
+  -split-functions \\
+  -split-all-cold \\
+  -split-eh \\
+  -dyno-stats \\
+  --print-profile-stats 2>&1 | tee bolt_orig.log
+```
+
+This command optimizes the binary layout based on the merged workload profile, creating a single binary (`mysqldreadwrite_merged.bolt_instrumentation`) that is optimized across both features.
+
+
diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-4.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-4.md
new file mode 100644
index 0000000000..376c249164
--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-4.md
@@ -0,0 +1,154 @@
+---
+title: BOLT the Libraries separately
+weight: 5
+
+### FIXED, DO NOT MODIFY
+layout: learningpathall
+---
+### Step 1: Instrument Shared Libraries (e.g., libcrypto, libssl)
+
+If system libraries like `/usr/lib/libssl.so` are stripped, rebuild OpenSSL from source with relocations:
+
+```bash
+git clone https://github.com/openssl/openssl.git
+cd openssl
+./config -O2 -Wl,--emit-relocs --prefix=$HOME/bolt-libs/openssl
+make -j$(nproc)
+make install
+```
+
+---
+
+### Step 2: BOLT-Instrument libssl.so.3
+
+Use `llvm-bolt` to instrument `libssl.so.3`:
+
+```bash
+llvm-bolt $HOME/bolt-libs/openssl/lib/libssl.so.3 \\
+  -instrument \\
+  -o $HOME/bolt-libs/openssl/lib/libssl.so.3.instrumented \\
+  --instrumentation-file=libssl-readwrite.fdata \\
+  --instrumentation-sleep-time=5 \\
+  --instrumentation-no-counters-clear \\
+  --instrumentation-wait-forks
+```
+
+Then launch MySQL using the **instrumented shared library** and run a **read+write** sysbench test to populate the profile:
+
+---
+
+### Step 3: Optimize 'libssl.so' Using Its Profile
+
+After running the read+write test, ensure `libssl-readwrite.fdata` is populated.
+
+
+Run BOLT on the uninstrumented `libssl.so` with the collected read-write profile:
+
+```bash
+llvm-bolt /path/to/libssl.so.3 \\
+  -o /path/to/libssl.so.optimized \\
+  -data=/path/to/prof-instrumentation-libssl-readwrite.fdata \\
+  -reorder-blocks=ext-tsp \\
+  -reorder-functions=hfsort \\
+  -split-functions \\
+  -split-all-cold \\
+  -split-eh \\
+  -dyno-stats \\
+  --print-profile-stats
+```
+
+---
+
+### Step 3: Replace the Library at Runtime
+
+Copy the optimized version over the original and export the path:
+
+```bash
+cp /path/to/libssl.so.optimized /path/to/libssl.so.3
+export LD_LIBRARY_PATH=/path/to/
+```
+
+This ensures MySQL will dynamically load the optimized `libssl.so`.
+
+---
+
+### Step 4: Run Final Workload and Validate Performance
+
+Start the BOLT-optimized MySQL binary and link it against the optimized `libssl.so`. Run the combined workload:
+
+```bash
+taskset -c 9 ./src/sysbench \\
+  --db-driver=mysql \\
+  --mysql-host=127.0.0.1 \\
+  --mysql-db=bench \\
+  --mysql-user=bench \\
+  --mysql-password=bench \\
+  --mysql-port=3306 \\
+  --tables=8 \\
+  --table-size=10000 \\
+  --threads=1 \\
+  src/lua/oltp_read_write.lua run
+```
+
+---
+
+In the next step, you'll optimize an additional critical external library (`libcrypto.so`) using BOLT, following a similar process as `libssl.so`. Afterward, you'll interpret performance results to validate and compare optimizations across baseline and merged
+ scenarios.
+
+### Step 1: BOLT optimization for 'libcrypto.so'
+
+Follow these steps to instrument and optimize `libcrypto.so`:
+
+#### Instrument `libcrypto.so`:
+
+```bash
+llvm-bolt /path/to/libcrypto.so.3 \\
+  -instrument \\
+  -o /path/to/libcrypto.so.3.instrumented \\
+  --instrumentation-file=libcrypto-readwrite.fdata \\
+  --instrumentation-sleep-time=5 \\
+  --instrumentation-no-counters-clear \\
+  --instrumentation-wait-forks
+```
+
+Run MySQL under the read-write workload to populate `libcrypto-readwrite.fdata`:
+
+```bash
+export LD_LIBRARY_PATH=/path/to/libcrypto-instrumented
+taskset -c 9 ./src/sysbench \\
+  --db-driver=mysql \\
+  --mysql-host=127.0.0.1 \\
+  --mysql-db=bench \\
+  --mysql-user=bench \\
+  --mysql-password=bench \\
+  --mysql-port=3306 \\
+  --tables=8 \\
+  --table-size=10000 \\
+  --threads=1 \\
+  src/lua/oltp_read_write.lua run
+```
+
+#### Optimize the `libcrypto.so` library:
+
+```bash
+llvm-bolt /path/to/original/libcrypto.so.3 \\
+  -o /path/to/libcrypto.so.optimized \\
+  -data=libcrypto-readwrite.fdata \\
+  -reorder-blocks=ext-tsp \\
+  -reorder-functions=hfsort \\
+  -split-functions \\
+  -split-all-cold \\
+  -split-eh \\
+  -dyno-stats \\
+  --print-profile-stats
+```
+
+Replace the original at runtime:
+
+```bash
+cp /path/to/libcrypto.so.optimized /path/to/libcrypto.so.3
+export LD_LIBRARY_PATH=/path/to/
+```
+
+Run a final validation workload to ensure functionality and measure performance improvements.
+
diff --git a/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-5.md b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-5.md
new file mode 100644
index 0000000000..07cd298c5f
--- /dev/null
+++ b/content/learning-paths/servers-and-cloud-computing/bolt-merge/how-to-5.md
@@ -0,0 +1,68 @@
+---
+title: Performance Results - Baseline, BOLT Merge, and Full Optimization
+weight: 6
+
+### FIXED, DO NOT MODIFY
+layout: learningpathall
+---
+
+This step presents the performance comparisons across various BOLT optimization scenarios. You'll see how baseline performance compares with BOLT-optimized binaries using merged profiles and bolted external libraries.
+
+### 1. Baseline Performance (No BOLT)
+
+| Metric                     | Read-Only (Baseline) | Write-Only (Baseline) | Read+Write (Baseline) |
+|---------------------------|----------------------|------------------------|------------------------|
+| Transactions/sec (TPS)    | 1006.33              | 2113.03                | 649.15                 |
+| Queries/sec (QPS)         | 16,101.24            | 12,678.18              | 12,983.09              |
+| Latency avg (ms)          | 0.99                 | 0.47                   | 1.54                   |
+| Latency 95th % (ms)       | 1.04                 | 0.83                   | 1.79                   |
+| Total time (s)            | 9.93                 | 4.73                   | 15.40                  |
+
+---
+
+### 2. Performance Comparison: Merged vs Non-Merged Instrumentation
+
+| Metric                     | Regular BOLT R+W (No Merge, system libssl) | Merged BOLT (BOLTed Read+Write + BOLTed libssl) |
+|---------------------------|---------------------------------------------|-------------------------------------------------|
+| Transactions/sec (TPS)    | 850.32                                      | 879.18                                          |
+| Queries/sec (QPS)         | 17,006.35                                   | 17,583.60                                       |
+| Latency avg (ms)          | 1.18                                        | 1.14                                            |
+| Latency 95th % (ms)       | 1.52                                        | 1.39                                            |
+| Total time (s)            | 11.76                                       | 11.37                                           |
+
+Second run:
+
+| Metric                     | Regular BOLT R+W (No Merge, system libssl) | Merged BOLT (BOLTed Read+Write + BOLTed libssl) |
+|---------------------------|---------------------------------------------|-------------------------------------------------|
+| Transactions/sec (TPS)    | 853.16                                      | 887.14                                          |
+| Queries/sec (QPS)         | 17,063.22                                   | 17,742.89                                       |
+| Latency avg (ms)          | 1.17                                        | 1.13                                            |
+| Latency 95th % (ms)       | 1.39                                        | 1.37                                            |
+| Total time (s)            | 239.9                                       | 239.9                                           |
+
+---
+
+### 3. BOLTed READ, BOLTed WRITE, MERGED BOLT (Read+Write+BOLTed Libraries)
+
+| Metric                     | Bolted Read-Only  | Bolted Write-Only | Merged BOLT (Read+Write+libssl) | Merged BOLT (Read+Write+libcrypto) | Merged BOLT (Read+Write+libssl+libcrypto) |
+|---------------------------|---------------------|-------------------|----------------------------------|------------------------------------|-------------------------------------------|
+| Transactions/sec (TPS)    | 1348.47             | 3170.92           | 887.14                           | 896.58                             | 902.98                                    |
+| Queries/sec (QPS)         | 21575.45            | 19025.52          | 17742.89                         | 17931.57                           | 18059.52                                  |
+| Latency avg (ms)          | 0.74                | 0.32              | 1.13                             | 1.11                               | 1.11                                      |
+| Latency 95th % (ms)       | 0.77                | 0.55              | 1.37                             | 1.34                               | 1.34                                      |
+| Total time (s)            | 239.8               | 239.72            | 239.9                            | 239.9                              | 239.9                                     |
+
+---
+
+### Key Metrics to Analyze
+
+- **TPS (Transactions Per Second)**: Higher is better.
+- **QPS (Queries Per Second)**: Higher is better.
+- **Latency (Average and 95th Percentile)**: Lower is better.
+
+---
+
+### Conclusion
+- BOLT substantially improves performance over non-optimized binaries due to better instruction cache utilization and reduced execution path latency.
+- Merging feature-specific profiles does not negatively affect performance; instead, it captures a broader set of runtime behaviors, making the binary better tuned for varied real-world workloads.
+- Separately optimizing external user-space libraries, even though providing smaller incremental gains, further complements the overall application optimization, delivering a fully optimized execution environment.