From 175ee3bf9f22e3ae0b5b3f2c743b44eb8a1f6eab Mon Sep 17 00:00:00 2001 From: Karthik Ranganathan Date: Tue, 12 Mar 2019 22:07:12 -0700 Subject: [PATCH] Added content into the benchmarks section. --- docs/content/latest/benchmark/_index.md | 31 +++- .../latest/benchmark/test-large-datasets.md | 132 +++++++++++++ .../latest/benchmark/test-performance.md | 136 ++++++++++++++ docs/content/latest/benchmark/ycsb.md | 173 ++++++++++++++++++ .../bench-large-dataset-inserts-1.png | Bin 0 -> 58389 bytes .../bench-large-dataset-inserts-2.png | Bin 0 -> 28496 bytes .../bench-large-dataset-inserts-3.png | Bin 0 -> 66756 bytes 7 files changed, 462 insertions(+), 10 deletions(-) create mode 100644 docs/content/latest/benchmark/test-large-datasets.md create mode 100644 docs/content/latest/benchmark/test-performance.md create mode 100644 docs/content/latest/benchmark/ycsb.md create mode 100644 docs/static/images/benchmark/bench-large-dataset-inserts-1.png create mode 100644 docs/static/images/benchmark/bench-large-dataset-inserts-2.png create mode 100644 docs/static/images/benchmark/bench-large-dataset-inserts-3.png diff --git a/docs/content/latest/benchmark/_index.md b/docs/content/latest/benchmark/_index.md index 570cd29fcec3..8121873bc097 100644 --- a/docs/content/latest/benchmark/_index.md +++ b/docs/content/latest/benchmark/_index.md @@ -7,31 +7,42 @@ headcontent: menu: latest: identifier: benchmark - weight: 700 + weight: 685 ---
+ + diff --git a/docs/content/latest/benchmark/test-large-datasets.md b/docs/content/latest/benchmark/test-large-datasets.md new file mode 100644 index 000000000000..4e8e3328d036 --- /dev/null +++ b/docs/content/latest/benchmark/test-large-datasets.md @@ -0,0 +1,132 @@ +--- +title: Test Large Datasets +linkTitle: Test Large Datasets +description: Test Large Datasets +image: /images/section_icons/architecture/concepts.png +headcontent: Testing YugaByte DB with large data sets. +menu: + latest: + identifier: benchmark-test-large-datasets + parent: benchmark + weight: 740 +aliases: + - /benchmark/test-large-datasets/ +showAsideToc: True +isTocNested: True +--- + +## Goal + +The goal of this benchmark is to understand the performance, failure and scaling characterics of YugaByte DB with a massive dataset (multiple TB per node). In order to accomplish that, we will do the following: + +* Load 30 billion key-value records +* Each write operation inserts a single record +* Perform a read-heavy workload that does *random reads* in the presence of some writes +* Perform a read-heavy workload that does *reads of a subset of data* in the presence of some writes + +Each record is a key-value record of size almost 300 bytes. + +* Key size: 50 Bytes +* Value size: 256 Bytes (chosen to be not very compressible) + +## Recommended Configuration + +Note that the load tester was run from a separate machine in the same AZ. + +### Machine Types + +A machine in the AWS cloud with the following spec was chosen: **32-vcpus, 240 GB RAM, 4 x 1.9TB nvme SSD**. + +* Cloud: **AWS** +* Node Type: **i3.8xlarge** + +### Cluster Creation + +Create a standard 4 node cluster, with replication factor of 3. Pass the following option to the YugaByte DB processes. + +``` +--yb_num_shards_per_tserver=20 +``` + +The `yb_num_shards_per_tserver` was set to **20** (from the default value of 8). This is done because the i3.8xlarge nodes have 4 disks. In future, YugaByte DB will automatically pick better defaults for nodes with multiple disks. + +Export the following environment variable: +``` +$ export YCQL_ADDRS=":9042,:9042,:9042,:9042" +``` + +## Initial Load Phase + +The data was loaded at a steady rate over about 4 days using the CassandraKeyValue sample application. The command to load the data is shown below: + + +```sh +$ java -jar yb-sample-apps.jar \ + --workload CassandraKeyValue \ + --nouuid --nodes $YCQL_ADDRS \ + --value_size 256 \ + --num_unique_keys 30000000000 \ + --num_writes 30000000000 \ + --num_threads_write 256 \ + --num_threads_read 1 +``` + +### Write IOPS + +You should see a steady 85K inserts/sec with the write latencies in the 2.5ms ballpark. This is shown graphically below. + +![Load Phase Results](/images/benchmark/bench-large-dataset-inserts-1.png) + +### Data set size growth rate + +The graph below shows the steady growth in SSTables size at a node from Sep 4 to Sep 7th beyond which it stabilizes at 6.5TB. + +![Load Phase Results](/images/benchmark/bench-large-dataset-inserts-2.png) + + +## Final data set size + +The figure below is from the yb-master Admin UI shows the tablet servers, number of tablets on each, number of tablet leaders and size of the on-disk SSTable files. + +{{< note title="Note" >}} +The uncompressed dataset size per node is 8TB, while the compressed size is 6.5TB. This is because the load generator generates random bytes, which are not very compressible. + +Real world workloads generally have much more compressible data. +{{< /note >}} + + +![Load Phase Results](/images/benchmark/bench-large-dataset-inserts-3.png) + + + +## Expected Results + +The results you see should be in the same ballpark as shown below. + +### Load Phase Results + +Name | Observation +--------|------ +Records inserted | 30 Billion +Size of each record | ~ 300 bytes +Time taken to insert data | 4.4 days +Sustained insert Rate | 85K inserts/second +Final dataset in cluster | 26TB across 4 nodes +Final dataset size per node | 6.5TB / node + +### Read-Heavy Workload Results + +Name | Observation +--------|------ +Random-data read heavy workload | 185K reads/sec and 1K writes/sec +Recent-data read heavy Workload | 385K reads/sec and 6.5K writes/sec + + +### Cluster Expansion and Induced Failures + +* Expanded from 4 to 5 nodes in about 8 hours + * Deliberately rate limited at 200MB/sec +* New node takes traffic as soon the first tablet arrives + * Pressure relieved from old nodes very quickly +* Induced one node failure in 5 node cluster + * Cluster rebalanced in 2 hrs 10 minutes diff --git a/docs/content/latest/benchmark/test-performance.md b/docs/content/latest/benchmark/test-performance.md new file mode 100644 index 000000000000..2547c6258434 --- /dev/null +++ b/docs/content/latest/benchmark/test-performance.md @@ -0,0 +1,136 @@ +--- +title: Test Performance +linkTitle: Test Performance +description: Test Performance +image: /images/section_icons/architecture/concepts.png +headcontent: Test the performance of YugaByte DB for various workloads. +menu: + latest: + identifier: benchmark-test-performance + parent: benchmark + weight: 720 +aliases: + - /benchmark/test-performance/ +showAsideToc: True +isTocNested: True +--- + +## Goal + +The goal of this benchmark is to get an idea of the performance of YugaByte DB using a key-value workload. + +## Recommended Configuration + +### Cluster Configuration + +For this benchmark, we will setup a 3-node cluster with a replication factor of 3. + +### Machine Configuration + +* Amazon Web Services + + * Instance type: i3.4xlarge + * Disks: 2 x 1.9 TB NVMe SSDs (comes pre-configured with the instance) + +* Google Cloud Platform + + * Instance type: n1-standard-16 + * Disks: 2 x 375 GB SSDs + + +* On-Premises Datacenter + + * Instance: 16 CPU cores + * Disk size: 1 x 200 GB SSD (minimum) + * RAM size: 30 GB (minimum) + + +### Benchmark Tool + +We will use the `yb-sample-apps.jar` tool to perform this benchmark. You can get it from [this GitHub repository](https://github.com/YugaByte/yb-sample-apps). + +You would need to install java in order to run this tool. Also export the environment variable $ENDPOINTS containing the IP addresses (plus port) for the nodes of the cluster. + +``` +ENDPOINTS="X.X.X.X:9042,X.X.X.X:9042,X.X.X.X:9042" +``` + + +## Write-heavy KV workload + +Run the key-value workload with higher number of write threads (representing write-heavy workload). + +Load 1B keys of 256 bytes each across 256 writer threads + +```sh +$ java -jar java/yb-sample-apps.jar \ + --workload CassandraKeyValue \ + --nodes $ENDPOINTS \ + --nouuid \ + --value_size 256 \ + --num_threads_read 0 \ + --num_threads_write 256 \ + --num_unique_keys 1000000000 +``` + +### Expected Results + +Name | Observation +--------|------ +Write Ops/sec | ~90k +Read Latency | ~2.5/3.0 ms/op +CPU (User + Sys) | 60% + + +## Read-heavy KV workload + +Run the key-value workload with higher number of read threads (representing read-heavy workload). + +Load 1M keys of 256 bytes and access them with 256 reader threads + +```sh +$ java -jar java/yb-sample-apps.jar \ + --workload CassandraKeyValue \ + --nodes $ENDPOINTS \ + --nouuid \ + --value_size 256 \ + --num_threads_read 256 \ + --num_threads_write 0 \ + --num_unique_keys 1000000 +``` + +### Expected Results + + +Name | Observation +--------|------ +(Read) Ops/sec | ~150k +(Read) Latency | ~1.66 ms/op +CPU (User + Sys) | 60% + + +## Batch Write-heavy KV workload + +Run the key-value workload in batch mode and higher number of write threads (representing batched, write-heavy workload). + +Load 1B keys of 256 bytes each across 64 writer threads in batches of 25 each + +```sh +$ java -jar java/yb-sample-apps.jar \ + --workload CassandraBatchKeyValue \ + --nodes $ENDPOINTS \ + --nouuid \ + --batch_size 25 \ + --value_size 256 \ + --num_threads_read 0 \ + --num_threads_write 64 \ + --num_unique_keys 1000000000 +``` + +### Expected Results + +Name | Observation +--------|------ +(Batch Write) Ops/sec | ~140k +(Batch Write) Latency | ~9.0 ms/op +CPU (User + Sys) | 80% diff --git a/docs/content/latest/benchmark/ycsb.md b/docs/content/latest/benchmark/ycsb.md new file mode 100644 index 000000000000..0d92407fa68b --- /dev/null +++ b/docs/content/latest/benchmark/ycsb.md @@ -0,0 +1,173 @@ +--- +title: YCSB +linkTitle: YCSB +description: YCSB +image: /images/section_icons/architecture/concepts.png +headcontent: Benchmark YugaByte DB using YCSB. +menu: + latest: + identifier: benchmark-ycsb + parent: benchmark + weight: 750 +aliases: + - /benchmark/ycsb/ +showAsideToc: True +isTocNested: True +--- + +{{< note title="Note" >}} +For more information about YCSB see: + +* YCSB Wiki: https://github.com/brianfrankcooper/YCSB/wiki +* Workload info: https://github.com/brianfrankcooper/YCSB/wiki/Core-Workloads +{{< /note >}} + + +We will first setup YCSB and configure it to use YugaByte-Cassandra Driver. + +## Step 1.Clone the YCSB repository + +You can do this by running the following commands. + +```sh +cd $HOME +git clone https://github.com/brianfrankcooper/YCSB.git +cd YCSB +``` + +## Step 2. Use YCQL Driver + +1. In pom.xml change the line +``` +3.0.0 +``` +to the latest version of the YugaByte-Cassandra driver +``` +3.2.0-yb-17 +``` + +{{< note title="Note" >}} +You can (and probably should) always check Maven to find the latest version. +{{< /note >}} + + +2. In cassandra/pom.xml change the line +``` +com.datastax.cassandra +``` +to +``` +com.yugabyte +``` + +## Step 3. Build YCSB + +You can build YCSB by running the following command: + +```sh +mvn -pl com.yahoo.ycsb:cassandra-binding -am clean package -DskipTests +``` + +## Step 4. Setup cqlsh + +You can setup YugaByte-cqlsh by doing the following: + +```sh +cd $HOME +git clone https://github.com/YugaByte/cqlsh +``` + +## Step 5. Prepare the driver script + +1. Create an executable file in the YCSB folder: + +```sh +cd $HOME/YCSB +touch run-yb-ycsb.sh +chmod a+x run-yb-ycsb.sh +``` + +2. Copy the following contents in `run-yb-ycsb.sh`: + +{{< note title="Note" >}} +You may want to customize the values below (such as ) with the correct/intended ones for your setup. +{{< /note >}} + +```sh +#!/bin/bash + + +# YB-CQL host (any of the yb-tserver hosts) +# (The other nodes should get automatically discovered by the driver). +hosts=127.0.0.1 +ycsb=$HOME/YCSB/bin/ycsb +cqlsh=$HOME/cqlsh/bin/cqlsh +ycsb_setup_script=$HOME/YCSB/cassandra/src/test/resources/ycsb.cql +keyspace=ycsb +table=usertable +# See https://github.com/brianfrankcooper/YCSB/wiki/Core-Properties for param descriptions +params="-p recordcount=1000000 -p operationcount=10000000" + +setup() { + $cqlsh <}} +See also [this page](https://github.com/brianfrankcooper/YCSB/wiki/Running-a-Workload-in-Parallel) about running workloads in parallel. +{{< /tip >}} + +Results for each workload will be in `workload[abcdef]-transaction.dat` (e.g. `workloada-transaction.dat`). diff --git 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