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bGJK>`8N45UPyfIF7d-4D5JXO2F#7)ir Date: Mon, 29 Jul 2024 13:56:19 -0700 Subject: [PATCH 08/14] Update .gitignore to ignore datafusion --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index c89fb49697a..98685eaee04 100644 --- a/.gitignore +++ b/.gitignore @@ -79,6 +79,7 @@ Debug build/ cpp/build/ cpp/examples/*/install/ +cpp/examples/tpch/datagen/datafusion cpp/include/cudf/ipc_generated/*.h cpp/thirdparty/googletest/ From 544e4e4b42b74ff33de88a7d88291c32a445f9b7 Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Wed, 31 Jul 2024 14:00:05 -0700 Subject: [PATCH 09/14] Checkout specific commit --- cpp/examples/tpch/datagen/datagen.sh | 1 + 1 file changed, 1 insertion(+) diff --git a/cpp/examples/tpch/datagen/datagen.sh b/cpp/examples/tpch/datagen/datagen.sh index a46270cb862..96e76531d74 100755 --- a/cpp/examples/tpch/datagen/datagen.sh +++ b/cpp/examples/tpch/datagen/datagen.sh @@ -13,6 +13,7 @@ if [ ! -d "datafusion" ]; then git clone https://github.com/JayjeetAtGithub/datafusion.git datafusion fi cd datafusion/benchmarks/ +git checkout 154d093 # Generate the data # Currently, we support only scale factor 1 and 10 From cf50df274f5878f1b1896fc9278cd6ca4163cc3b Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Wed, 7 Aug 2024 11:44:10 -0700 Subject: [PATCH 10/14] Link libcudf --- cpp/examples/tpch/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cpp/examples/tpch/README.md b/cpp/examples/tpch/README.md index fc0b2fba6f9..8c046c3f1e8 100644 --- a/cpp/examples/tpch/README.md +++ b/cpp/examples/tpch/README.md @@ -5,7 +5,7 @@ Implements TPC-H queries using `libcudf`. We leverage the data generator (wrappe ## Requirements - Rust -- Libcudf +- [libcudf](https://github.com/rapidsai/cudf/blob/branch-24.08/CONTRIBUTING.md#setting-up-your-build-environment) ## Running Queries From 613def2462ff12c8230d9311c29824c6338dc9ce Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Wed, 7 Aug 2024 12:05:57 -0700 Subject: [PATCH 11/14] Add a patch file and patch datafusion --- cpp/examples/tpch/datagen/datagen.sh | 5 +++-- cpp/examples/tpch/datagen/tpch.patch | 33 ++++++++++++++++++++++++++++ 2 files changed, 36 insertions(+), 2 deletions(-) create mode 100644 cpp/examples/tpch/datagen/tpch.patch diff --git a/cpp/examples/tpch/datagen/datagen.sh b/cpp/examples/tpch/datagen/datagen.sh index 96e76531d74..73dcb3a02de 100755 --- a/cpp/examples/tpch/datagen/datagen.sh +++ b/cpp/examples/tpch/datagen/datagen.sh @@ -10,10 +10,11 @@ pwd=$(pwd) # This clone of the datafusion repo is uses a single thread # so that a single parquet file is generated for every table\ if [ ! -d "datafusion" ]; then - git clone https://github.com/JayjeetAtGithub/datafusion.git datafusion + git clone https://github.com/apache/datafusion.git datafusion fi cd datafusion/benchmarks/ -git checkout 154d093 +git checkout 679a85f +git apply ${pwd}/tpch.patch # Generate the data # Currently, we support only scale factor 1 and 10 diff --git a/cpp/examples/tpch/datagen/tpch.patch b/cpp/examples/tpch/datagen/tpch.patch new file mode 100644 index 00000000000..e7b707395fe --- /dev/null +++ b/cpp/examples/tpch/datagen/tpch.patch @@ -0,0 +1,33 @@ +diff --git a/benchmarks/bench.sh b/benchmarks/bench.sh +index 3b854f6dc..f000f09c0 100755 +--- a/benchmarks/bench.sh ++++ b/benchmarks/bench.sh +@@ -311,6 +311,15 @@ data_tpch() { + $CARGO_COMMAND --bin tpch -- convert --input "${TPCH_DIR}" --output "${TPCH_DIR}" --format parquet + popd > /dev/null + fi ++ ++ cp ${TPCH_DIR}/lineitem/part-0.parquet ${TPCH_DIR}/lineitem.parquet ++ cp ${TPCH_DIR}/orders/part-0.parquet ${TPCH_DIR}/orders.parquet ++ cp ${TPCH_DIR}/part/part-0.parquet ${TPCH_DIR}/part.parquet ++ cp ${TPCH_DIR}/partsupp/part-0.parquet ${TPCH_DIR}/partsupp.parquet ++ cp ${TPCH_DIR}/customer/part-0.parquet ${TPCH_DIR}/customer.parquet ++ cp ${TPCH_DIR}/supplier/part-0.parquet ${TPCH_DIR}/supplier.parquet ++ cp ${TPCH_DIR}/nation/part-0.parquet ${TPCH_DIR}/nation.parquet ++ cp ${TPCH_DIR}/region/part-0.parquet ${TPCH_DIR}/region.parquet + } + + # Runs the tpch benchmark +diff --git a/datafusion/common/src/config.rs b/datafusion/common/src/config.rs +index b5204b343..84fd2e78d 100644 +--- a/datafusion/common/src/config.rs ++++ b/datafusion/common/src/config.rs +@@ -250,7 +250,7 @@ config_namespace! { + /// concurrency. + /// + /// Defaults to the number of CPU cores on the system +- pub target_partitions: usize, default = num_cpus::get() ++ pub target_partitions: usize, default = 1 + + /// The default time zone + /// From 3490130b470cb606e53dc916170efc63c49ec524 Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Wed, 7 Aug 2024 12:21:19 -0700 Subject: [PATCH 12/14] Add a patch file and patch datafusion --- cpp/examples/tpch/datagen/datagen.sh | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/cpp/examples/tpch/datagen/datagen.sh b/cpp/examples/tpch/datagen/datagen.sh index 73dcb3a02de..4716950a2b2 100755 --- a/cpp/examples/tpch/datagen/datagen.sh +++ b/cpp/examples/tpch/datagen/datagen.sh @@ -6,12 +6,10 @@ set -e scale_factor=$1 pwd=$(pwd) -# Clone the datafusion repo -# This clone of the datafusion repo is uses a single thread -# so that a single parquet file is generated for every table\ -if [ ! -d "datafusion" ]; then - git clone https://github.com/apache/datafusion.git datafusion -fi +# Clone the datafusion repository and apply a patch +# for single threaded data generation so that a +# single parquet file is generated for each table +git clone https://github.com/apache/datafusion.git datafusion cd datafusion/benchmarks/ git checkout 679a85f git apply ${pwd}/tpch.patch From 7dd916a34160613ba888485f7c0d3ffc94604e0b Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Wed, 7 Aug 2024 12:34:56 -0700 Subject: [PATCH 13/14] Fix the script to apply patch correctly --- cpp/examples/tpch/datagen/datagen.sh | 4 +++- cpp/examples/tpch/datagen/tpch.patch | 4 ++-- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/cpp/examples/tpch/datagen/datagen.sh b/cpp/examples/tpch/datagen/datagen.sh index 4716950a2b2..4203e997990 100755 --- a/cpp/examples/tpch/datagen/datagen.sh +++ b/cpp/examples/tpch/datagen/datagen.sh @@ -9,10 +9,12 @@ pwd=$(pwd) # Clone the datafusion repository and apply a patch # for single threaded data generation so that a # single parquet file is generated for each table +rm -rf datafusion git clone https://github.com/apache/datafusion.git datafusion -cd datafusion/benchmarks/ +cd datafusion/ git checkout 679a85f git apply ${pwd}/tpch.patch +cd benchmarks/ # Generate the data # Currently, we support only scale factor 1 and 10 diff --git a/cpp/examples/tpch/datagen/tpch.patch b/cpp/examples/tpch/datagen/tpch.patch index e7b707395fe..42727aa9904 100644 --- a/cpp/examples/tpch/datagen/tpch.patch +++ b/cpp/examples/tpch/datagen/tpch.patch @@ -16,7 +16,7 @@ index 3b854f6dc..f000f09c0 100755 + cp ${TPCH_DIR}/nation/part-0.parquet ${TPCH_DIR}/nation.parquet + cp ${TPCH_DIR}/region/part-0.parquet ${TPCH_DIR}/region.parquet } - + # Runs the tpch benchmark diff --git a/datafusion/common/src/config.rs b/datafusion/common/src/config.rs index b5204b343..84fd2e78d 100644 @@ -28,6 +28,6 @@ index b5204b343..84fd2e78d 100644 /// Defaults to the number of CPU cores on the system - pub target_partitions: usize, default = num_cpus::get() + pub target_partitions: usize, default = 1 - + /// The default time zone /// From 6e8474bfd66d13d3de4044c78e29c71fef6da5fc Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Fri, 9 Aug 2024 01:53:11 -0700 Subject: [PATCH 14/14] Update datagen.sh and .gitignore --- .gitignore | 1 + cpp/examples/tpch/datagen/datagen.sh | 6 +++--- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 98685eaee04..153c7f59744 100644 --- a/.gitignore +++ b/.gitignore @@ -79,6 +79,7 @@ Debug build/ cpp/build/ cpp/examples/*/install/ +cpp/examples/*/build/ cpp/examples/tpch/datagen/datafusion cpp/include/cudf/ipc_generated/*.h cpp/thirdparty/googletest/ diff --git a/cpp/examples/tpch/datagen/datagen.sh b/cpp/examples/tpch/datagen/datagen.sh index 4203e997990..0b03753daea 100755 --- a/cpp/examples/tpch/datagen/datagen.sh +++ b/cpp/examples/tpch/datagen/datagen.sh @@ -4,7 +4,7 @@ set -e scale_factor=$1 -pwd=$(pwd) +script_dir=$(pwd) # Clone the datafusion repository and apply a patch # for single threaded data generation so that a @@ -13,7 +13,7 @@ rm -rf datafusion git clone https://github.com/apache/datafusion.git datafusion cd datafusion/ git checkout 679a85f -git apply ${pwd}/tpch.patch +git apply ${script_dir}/tpch.patch cd benchmarks/ # Generate the data @@ -28,4 +28,4 @@ else fi # Correct the datatypes of the parquet files -python3 ${pwd}/correct_datatypes.py data/tpch_sf${scale_factor} +python3 ${script_dir}/correct_datatypes.py data/tpch_sf${scale_factor}

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bGJK>`8N45UPyfIF7d-4D5JXO2F#7)ir Date: Mon, 29 Jul 2024 09:24:31 -0700 Subject: [PATCH 02/14] Update docs --- cpp/examples/tpch/README.md | 33 ++++++++++++++++++++++++--------- 1 file changed, 24 insertions(+), 9 deletions(-) diff --git a/cpp/examples/tpch/README.md b/cpp/examples/tpch/README.md index 17c97e8ad6c..d5be808b2c2 100644 --- a/cpp/examples/tpch/README.md +++ b/cpp/examples/tpch/README.md @@ -10,29 +10,44 @@ Implements TPC-H queries using `libcudf`. We leverage the data generator (wrappe 1. Clone the datafusion repository. ```bash -git clone git@github.com:apache/datafusion.git +git clone git@github.com:JayjeetAtGithub/datafusion.git $HOME/datafusion ``` -2. Run the data generator. The data will be placed in a `data/` subdirectory. +2. Run the data generator with a specific scale factor. The data will be placed in a `data/` subdirectory. ```bash -cd datafusion/benchmarks/ +cd $HOME/datafusion/benchmarks/ ./bench.sh data tpch # for scale factor 10, ./bench.sh data tpch10 ``` +3. Parquet files named as `[tablename].parquet` will be generated inside the `data/tpch_sf1` directory. + ## Running Queries -1. Build the examples. +1. Build the libcudf examples. ```bash -cd cpp/examples +cd $HOME/cudf/cpp/examples ./build.sh ``` -The TPC-H query binaries would be built inside `examples/tpch/build`. +The TPC-H query binaries would be built inside `tpch/build`. + +2. Set these environment variables for optimized runtimes. +```bash +export KVIKIO_COMPAT_MODE="on" +export LIBCUDF_CUFILE_POLICY="KVIKIO" +export CUDA_MODULE_LOADING="EAGER" +``` -2. Execute the queries. +3. Execute the queries. ```bash -./tpch/build/tpch_q1 +./tpch/build/tpch_q[X] [path to dataset] [memory resource type (cuda/pool/managed/managed_pool)] ``` -A parquet file named `q1.parquet` would be generated holding the results of the query. + +For example, for query 1, +```bash +./tpch/build/tpch_q1 $HOME/datafusion/benchmarks/data/tpch_sf1 pool +``` + +A parquet file named `q1.parquet` would be generated containing the results of the query. From cb16408cbc97e8c6d971b3f6010422a2b3834d4c Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Mon, 29 Jul 2024 09:28:40 -0700 Subject: [PATCH 03/14] Minor updates --- cpp/examples/tpch/README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/cpp/examples/tpch/README.md b/cpp/examples/tpch/README.md index d5be808b2c2..5247d8cf0c6 100644 --- a/cpp/examples/tpch/README.md +++ b/cpp/examples/tpch/README.md @@ -5,6 +5,7 @@ Implements TPC-H queries using `libcudf`. We leverage the data generator (wrappe ## Requirements - Rust +- Libcudf ## Generating the Dataset @@ -16,6 +17,7 @@ git clone git@github.com:JayjeetAtGithub/datafusion.git $HOME/datafusion 2. Run the data generator with a specific scale factor. The data will be placed in a `data/` subdirectory. ```bash cd $HOME/datafusion/benchmarks/ +# for scale factor 1, ./bench.sh data tpch # for scale factor 10, @@ -26,7 +28,7 @@ cd $HOME/datafusion/benchmarks/ ## Running Queries -1. Build the libcudf examples. +1. Build the `libcudf` examples. ```bash cd $HOME/cudf/cpp/examples ./build.sh From c59ee3d1b3075ce8218c72f4ed24b902a5ebf8c4 Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Mon, 29 Jul 2024 13:41:49 -0700 Subject: [PATCH 04/14] Add scripts for datagen and update README --- cpp/examples/tpch/README.md | 36 ++++------- .../tpch/datagen/correct_datatypes.py | 60 +++++++++++++++++++ cpp/examples/tpch/datagen/datagen.sh | 29 +++++++++ 3 files changed, 99 insertions(+), 26 deletions(-) create mode 100644 cpp/examples/tpch/datagen/correct_datatypes.py create mode 100755 cpp/examples/tpch/datagen/datagen.sh diff --git a/cpp/examples/tpch/README.md b/cpp/examples/tpch/README.md index 5247d8cf0c6..f53a7c0a119 100644 --- a/cpp/examples/tpch/README.md +++ b/cpp/examples/tpch/README.md @@ -7,34 +7,23 @@ Implements TPC-H queries using `libcudf`. We leverage the data generator (wrappe - Rust - Libcudf -## Generating the Dataset - -1. Clone the datafusion repository. -```bash -git clone git@github.com:JayjeetAtGithub/datafusion.git $HOME/datafusion -``` - -2. Run the data generator with a specific scale factor. The data will be placed in a `data/` subdirectory. -```bash -cd $HOME/datafusion/benchmarks/ -# for scale factor 1, -./bench.sh data tpch - -# for scale factor 10, -./bench.sh data tpch10 -``` - -3. Parquet files named as `[tablename].parquet` will be generated inside the `data/tpch_sf1` directory. - ## Running Queries 1. Build the `libcudf` examples. ```bash -cd $HOME/cudf/cpp/examples +cd cudf/cpp/examples ./build.sh ``` The TPC-H query binaries would be built inside `tpch/build`. +2. Generate the dataset. +```bash +cd tpch/datagen +./datagen.sh [scale factor (1/10)] +``` + +The parquet files will be generated in `tpch/datagen/datafusion/benchmarks/data/tpch_sfX`. + 2. Set these environment variables for optimized runtimes. ```bash export KVIKIO_COMPAT_MODE="on" @@ -47,9 +36,4 @@ export CUDA_MODULE_LOADING="EAGER" ./tpch/build/tpch_q[X] [path to dataset] [memory resource type (cuda/pool/managed/managed_pool)] ``` -For example, for query 1, -```bash -./tpch/build/tpch_q1 $HOME/datafusion/benchmarks/data/tpch_sf1 pool -``` - -A parquet file named `q1.parquet` would be generated containing the results of the query. +A parquet file named `qX.parquet` would be generated containing the results of the query. diff --git a/cpp/examples/tpch/datagen/correct_datatypes.py b/cpp/examples/tpch/datagen/correct_datatypes.py new file mode 100644 index 00000000000..8564774647b --- /dev/null +++ b/cpp/examples/tpch/datagen/correct_datatypes.py @@ -0,0 +1,60 @@ +# Copyright (c) 2024, NVIDIA CORPORATION. + +import os +import sys + +import pyarrow as pa +import pyarrow.parquet as pq +import pandas as pd + +if __name__ == "__main__": + dataset_path = str(sys.argv[1]) + tables = ["lineitem", "part", "partsupp", "orders", "supplier", "customer", "nation", "region"] + for table in tables: + filepath = os.path.join(dataset_path, f"{table}.parquet") + print("Reading file ", filepath) + + if filepath.endswith("lineitem.parquet"): + df = pd.read_parquet(filepath) + df["l_linenumber"] = df["l_linenumber"].astype("int64") + df["l_quantity"] = df["l_quantity"].astype("int64") + df["l_extendedprice"] = df["l_extendedprice"].astype("float64") + df["l_discount"] = df["l_discount"].astype("float64") + df["l_tax"] = df["l_tax"].astype("float64") + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("part.parquet"): + df = pd.read_parquet(filepath) + df["p_size"] = df["p_size"].astype("int64") + df["p_retailprice"] = df["p_retailprice"].astype("float64") + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("partsupp.parquet"): + df = pd.read_parquet(filepath) + df["ps_availqty"] = df["ps_availqty"].astype("int64") + df["ps_supplycost"] = df["ps_supplycost"].astype("float64") + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("orders.parquet"): + df = pd.read_parquet(filepath) + df["o_totalprice"] = df["o_totalprice"].astype("float64") + df["o_shippriority"] = df["o_shippriority"].astype("int64") + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("supplier.parquet"): + df = pd.read_parquet(filepath) + df["s_acctbal"] = df["s_acctbal"].astype("float64") + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("customer.parquet"): + df = pd.read_parquet(filepath) + df["c_acctbal"] = df["c_acctbal"].astype("float64") + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("nation.parquet"): + df = pd.read_parquet(filepath) + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") + + elif filepath.endswith("region.parquet"): + df = pd.read_parquet(filepath) + pq.write_table(pa.Table.from_pandas(df), filepath, compression="snappy") diff --git a/cpp/examples/tpch/datagen/datagen.sh b/cpp/examples/tpch/datagen/datagen.sh new file mode 100755 index 00000000000..a46270cb862 --- /dev/null +++ b/cpp/examples/tpch/datagen/datagen.sh @@ -0,0 +1,29 @@ +#!/bin/bash +# Copyright (c) 2024, NVIDIA CORPORATION. + +set -e + +scale_factor=$1 +pwd=$(pwd) + +# Clone the datafusion repo +# This clone of the datafusion repo is uses a single thread +# so that a single parquet file is generated for every table\ +if [ ! -d "datafusion" ]; then + git clone https://github.com/JayjeetAtGithub/datafusion.git datafusion +fi +cd datafusion/benchmarks/ + +# Generate the data +# Currently, we support only scale factor 1 and 10 +if [ ${scale_factor} -eq 1 ]; then + ./bench.sh data tpch +elif [ ${scale_factor} -eq 10 ]; then + ./bench.sh data tpch10 +else + echo "Unsupported scale factor" + exit 1 +fi + +# Correct the datatypes of the parquet files +python3 ${pwd}/correct_datatypes.py data/tpch_sf${scale_factor} From 6ab5ee411cc72bbdfa9eb42175a7b275f7dc0ec1 Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Mon, 29 Jul 2024 13:45:19 -0700 Subject: [PATCH 05/14] Fix numbering --- cpp/examples/tpch/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/cpp/examples/tpch/README.md b/cpp/examples/tpch/README.md index f53a7c0a119..a941078777a 100644 --- a/cpp/examples/tpch/README.md +++ b/cpp/examples/tpch/README.md @@ -24,14 +24,14 @@ cd tpch/datagen The parquet files will be generated in `tpch/datagen/datafusion/benchmarks/data/tpch_sfX`. -2. Set these environment variables for optimized runtimes. +3. Set these environment variables for optimized runtimes. ```bash export KVIKIO_COMPAT_MODE="on" export LIBCUDF_CUFILE_POLICY="KVIKIO" export CUDA_MODULE_LOADING="EAGER" ``` -3. Execute the queries. +4. Execute the queries. ```bash ./tpch/build/tpch_q[X] [path to dataset] [memory resource type (cuda/pool/managed/managed_pool)] ``` From 526e80d14c56ad1baa61eca02adf6d980dce3e27 Mon Sep 17 00:00:00 2001 From: JayjeetAtGithub Date: Mon, 29 Jul 2024 13:46:49 -0700 Subject: [PATCH 06/14] Fixes in README --- cpp/examples/tpch/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/cpp/examples/tpch/README.md b/cpp/examples/tpch/README.md index a941078777a..fc0b2fba6f9 100644 --- a/cpp/examples/tpch/README.md +++ b/cpp/examples/tpch/README.md @@ -22,7 +22,7 @@ cd tpch/datagen ./datagen.sh [scale factor (1/10)] ``` -The parquet files will be generated in `tpch/datagen/datafusion/benchmarks/data/tpch_sfX`. +The parquet files will be generated in `tpch/datagen/datafusion/benchmarks/data/tpch_sf[scale factor]`. 3. Set these environment variables for optimized runtimes. ```bash @@ -33,7 +33,7 @@ export CUDA_MODULE_LOADING="EAGER" 4. Execute the queries. ```bash -./tpch/build/tpch_q[X] [path to dataset] [memory resource type (cuda/pool/managed/managed_pool)] +./tpch/build/tpch_q[query no] [path to dataset] [memory resource type (cuda/pool/managed/managed_pool)] ``` -A parquet file named `qX.parquet` would be generated containing the results of the query. +A parquet file named `q[query no].parquet` would be generated containing the results of the query. 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