From 2e36920e054e521fc29450a76d35b7eda28c7d09 Mon Sep 17 00:00:00 2001
From: Kyle Barron <kylebarron2@gmail.com>
Date: Mon, 25 Apr 2022 20:05:12 -0600
Subject: [PATCH] Create arrow1/arrow2 read benchmarks (#82)

---
 bench/bench.ts       |  56 ++++++++++
 bench/make_data.py   |  46 ++++++++
 bench/poetry.lock    | 162 +++++++++++++++++++++++++++
 bench/pyproject.toml |  18 +++
 package.json         |   1 +
 yarn.lock            | 253 ++++++++++++++++++++++++++++++++++++++++++-
 6 files changed, 535 insertions(+), 1 deletion(-)
 create mode 100644 bench/bench.ts
 create mode 100644 bench/make_data.py
 create mode 100644 bench/poetry.lock
 create mode 100644 bench/pyproject.toml

diff --git a/bench/bench.ts b/bench/bench.ts
new file mode 100644
index 00000000..cfab7170
--- /dev/null
+++ b/bench/bench.ts
@@ -0,0 +1,56 @@
+import b from "benny";
+import * as arrow1 from "../pkg/node/arrow1";
+import * as arrow2 from "../pkg/node/arrow2";
+import { readFileSync } from "fs";
+
+const dataDir = `${__dirname}/data`;
+
+// https://stackoverflow.com/a/43053803
+const cartesian = (...a) =>
+  a.reduce((a, b) => a.flatMap((d) => b.map((e) => [d, e].flat())));
+
+const apis = ["arrow1", "arrow2"];
+const partitions = [1, 5, 20];
+const compressions = ["brotli", "gzip", "none", "snappy"];
+
+const testCases: [number, string, "arrow1" | "arrow2"][] = cartesian(
+  partitions,
+  compressions,
+  apis
+);
+
+const createReadTests = () =>
+  testCases.map(([partitions, compression, api]) => {
+    const file = `${partitions}-partition-${compression}`;
+    const testName = `${api} ${file}`;
+    return b.add(testName, () => {
+      const arr = loadFile(file);
+      if (api === "arrow1") {
+        return () => arrow1.readParquet(arr);
+      }
+
+      return () => arrow2.readParquet2(arr);
+    });
+  });
+
+function loadFile(name: string): Uint8Array {
+  const dataPath = `${dataDir}/${name}.parquet`;
+  return new Uint8Array(readFileSync(dataPath));
+}
+
+b.suite(
+  "Read Parquet",
+
+  ...createReadTests(),
+
+  b.cycle(),
+  b.configure({ minDisplayPrecision: 2 }),
+  b.complete(),
+  b.save({
+    file: "bench",
+    folder: "bench/results/",
+    version: "0.3.0",
+    details: true,
+    format: "chart.html",
+  })
+);
diff --git a/bench/make_data.py b/bench/make_data.py
new file mode 100644
index 00000000..5ea8654c
--- /dev/null
+++ b/bench/make_data.py
@@ -0,0 +1,46 @@
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+import pyarrow as pa
+import pyarrow.parquet as pq
+
+compressions = ["SNAPPY", "GZIP", "BROTLI", "ZSTD", "NONE"]
+
+
+def create_table(n_rows=1_000_000):
+    data = {}
+
+    for dtype in ["uint8", "uint16", "uint32"]:
+        data[dtype] = pa.array(np.random.randint(0, np.iinfo(dtype).max, size=n_rows))
+
+    data["bool"] = pa.array(np.random.randint(0, 2, size=n_rows), type=pa.bool_())
+
+    # Todo column with string data?
+    # https://stackoverflow.com/a/2257449
+
+    return pa.table(data)
+
+
+def write_table(table):
+    # Create data directory
+    Path("data").mkdir(exist_ok=True)
+
+    data_len = len(table)
+    for n_partitions in [1, 5, 20]:
+        for compression in compressions:
+            row_group_size = data_len / n_partitions
+            compression_text = str(compression).lower()
+            fname = f"data/{n_partitions}-partition-{compression_text}.parquet"
+            pq.write_table(
+                table, fname, row_group_size=row_group_size, compression=compression
+            )
+
+
+def main():
+    table = create_table()
+    write_table(table)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/bench/poetry.lock b/bench/poetry.lock
new file mode 100644
index 00000000..0401236e
--- /dev/null
+++ b/bench/poetry.lock
@@ -0,0 +1,162 @@
+[[package]]
+name = "numpy"
+version = "1.22.3"
+description = "NumPy is the fundamental package for array computing with Python."
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[[package]]
+name = "pandas"
+version = "1.4.2"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+numpy = [
+    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
+
+[package.extras]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "pyarrow"
+version = "7.0.0"
+description = "Python library for Apache Arrow"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16.6"
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "pytz"
+version = "2022.1"
+description = "World timezone definitions, modern and historical"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[metadata]
+lock-version = "1.1"
+python-versions = "^3.8"
+content-hash = "22c6bfca3436d19eb58a022346a3e9ce6245628d9852e7155e82584c2e1dfafb"
+
+[metadata.files]
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+    {file = "pyarrow-7.0.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:fcc8f934c7847a88f13ec35feecffb61fe63bb7a3078bd98dd353762e969ce60"},
+    {file = "pyarrow-7.0.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:759f59ac77b84878dbd54d06cf6df74ff781b8e7cf9313eeffbb5ec97b94385c"},
+    {file = "pyarrow-7.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d3e3f93ac2993df9c5e1922eab7bdea047b9da918a74e52145399bc1f0099a3"},
+    {file = "pyarrow-7.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:306120af554e7e137895254a3b4741fad682875a5f6403509cd276de3fe5b844"},
+    {file = "pyarrow-7.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:087769dac6e567d58d59b94c4f866b3356c00d3db5b261387ece47e7324c2150"},
+    {file = "pyarrow-7.0.0.tar.gz", hash = "sha256:da656cad3c23a2ebb6a307ab01d35fce22f7850059cffafcb90d12590f8f4f38"},
+]
+python-dateutil = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
+pytz = [
+    {file = "pytz-2022.1-py2.py3-none-any.whl", hash = "sha256:e68985985296d9a66a881eb3193b0906246245294a881e7c8afe623866ac6a5c"},
+    {file = "pytz-2022.1.tar.gz", hash = "sha256:1e760e2fe6a8163bc0b3d9a19c4f84342afa0a2affebfaa84b01b978a02ecaa7"},
+]
+six = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
diff --git a/bench/pyproject.toml b/bench/pyproject.toml
new file mode 100644
index 00000000..cc80a2f5
--- /dev/null
+++ b/bench/pyproject.toml
@@ -0,0 +1,18 @@
+[tool.poetry]
+name = "parquet-wasm-bench"
+version = "0.1.0"
+description = "Create data for parquet-wasm benchmarks"
+authors = ["Kyle Barron <kylebarron2@gmail.com>"]
+license = "MIT"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+numpy = "^1.22.3"
+pyarrow = "^7.0.0"
+pandas = "^1.4.2"
+
+[tool.poetry.dev-dependencies]
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/package.json b/package.json
index b63560e0..5bbcb872 100644
--- a/package.json
+++ b/package.json
@@ -12,6 +12,7 @@
     "@types/node": "^17.0.21",
     "@types/tape": "^4.13.2",
     "apache-arrow": "^7.0.0",
+    "benny": "^3.7.1",
     "gh-pages": "^3.2.3",
     "tape": "^5.5.2",
     "ts-node": "^10.7.0",
diff --git a/yarn.lock b/yarn.lock
index 631099a5..96974427 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -2,6 +2,40 @@
 # yarn lockfile v1
 
 
+"@arrows/array@^1.4.1":
+  version "1.4.1"
+  resolved "https://registry.yarnpkg.com/@arrows/array/-/array-1.4.1.tgz#a6580a08cee219755ca9a8eb14e956d3c29a5508"
+  integrity sha512-MGYS8xi3c4tTy1ivhrVntFvufoNzje0PchjEz6G/SsWRgUKxL4tKwS6iPdO8vsaJYldagAeWMd5KRD0aX3Q39g==
+  dependencies:
+    "@arrows/composition" "^1.2.2"
+
+"@arrows/composition@^1.0.0", "@arrows/composition@^1.2.2":
+  version "1.2.2"
+  resolved "https://registry.yarnpkg.com/@arrows/composition/-/composition-1.2.2.tgz#d0a213cac8f8c36c1c75856a1e6ed940c27e9169"
+  integrity sha512-9fh1yHwrx32lundiB3SlZ/VwuStPB4QakPsSLrGJFH6rCXvdrd060ivAZ7/2vlqPnEjBkPRRXOcG1YOu19p2GQ==
+
+"@arrows/dispatch@^1.0.2":
+  version "1.0.3"
+  resolved "https://registry.yarnpkg.com/@arrows/dispatch/-/dispatch-1.0.3.tgz#c4c06260f89e9dd4ce280df3712980aa2f3de976"
+  integrity sha512-v/HwvrFonitYZM2PmBlAlCqVqxrkIIoiEuy5bQgn0BdfvlL0ooSBzcPzTMrtzY8eYktPyYcHg8fLbSgyybXEqw==
+  dependencies:
+    "@arrows/composition" "^1.2.2"
+
+"@arrows/error@^1.0.2":
+  version "1.0.2"
+  resolved "https://registry.yarnpkg.com/@arrows/error/-/error-1.0.2.tgz#4e68036f901118ba6f1de88656ef6be49e650414"
+  integrity sha512-yvkiv1ay4Z3+Z6oQsUkedsQm5aFdyPpkBUQs8vejazU/RmANABx6bMMcBPPHI4aW43VPQmXFfBzr/4FExwWTEA==
+
+"@arrows/multimethod@^1.1.6":
+  version "1.4.1"
+  resolved "https://registry.yarnpkg.com/@arrows/multimethod/-/multimethod-1.4.1.tgz#319d0b6f84d22522dd2f4b24f04137b6219f0300"
+  integrity sha512-AZnAay0dgPnCJxn3We5uKiB88VL+1ZIF2SjZohLj6vqY2UyvB/sKdDnFP+LZNVsTC5lcnGPmLlRRkAh4sXkXsQ==
+  dependencies:
+    "@arrows/array" "^1.4.1"
+    "@arrows/composition" "^1.2.2"
+    "@arrows/error" "^1.0.2"
+    fast-deep-equal "^3.1.3"
+
 "@cspotcode/source-map-consumer@0.8.0":
   version "0.8.0"
   resolved "https://registry.yarnpkg.com/@cspotcode/source-map-consumer/-/source-map-consumer-0.8.0.tgz#33bf4b7b39c178821606f669bbc447a6a629786b"
@@ -76,6 +110,18 @@ acorn@^8.4.1:
   resolved "https://registry.yarnpkg.com/acorn/-/acorn-8.7.0.tgz#90951fde0f8f09df93549481e5fc141445b791cf"
   integrity sha512-V/LGr1APy+PXIwKebEWrkZPwoeoF+w1jiOBUmuxuiUIaOHtob8Qc9BTrYo7VuI5fR8tqsy+buA2WFooR5olqvQ==
 
+ansi-escapes@^4.3.0:
+  version "4.3.2"
+  resolved "https://registry.yarnpkg.com/ansi-escapes/-/ansi-escapes-4.3.2.tgz#6b2291d1db7d98b6521d5f1efa42d0f3a9feb65e"
+  integrity sha512-gKXj5ALrKWQLsYG9jlTRmR/xKluxHV+Z9QEwNIgCfM1/uwPMCuzVVnh5mwTd+OuBZcwSIMbqssNWRm1lE51QaQ==
+  dependencies:
+    type-fest "^0.21.3"
+
+ansi-regex@^5.0.1:
+  version "5.0.1"
+  resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-5.0.1.tgz#082cb2c89c9fe8659a311a53bd6a4dc5301db304"
+  integrity sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==
+
 ansi-styles@^3.2.1:
   version "3.2.1"
   resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-3.2.1.tgz#41fbb20243e50b12be0f04b8dedbf07520ce841d"
@@ -83,6 +129,13 @@ ansi-styles@^3.2.1:
   dependencies:
     color-convert "^1.9.0"
 
+ansi-styles@^4.0.0:
+  version "4.3.0"
+  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-4.3.0.tgz#edd803628ae71c04c85ae7a0906edad34b648937"
+  integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
+  dependencies:
+    color-convert "^2.0.1"
+
 apache-arrow@^7.0.0:
   version "7.0.0"
   resolved "https://registry.yarnpkg.com/apache-arrow/-/apache-arrow-7.0.0.tgz#0e47bf7fd570c2dd31f8403c87be7855f74aaa2a"
@@ -137,6 +190,11 @@ array.prototype.every@^1.1.3:
     es-abstract "^1.19.0"
     is-string "^1.0.7"
 
+astral-regex@^2.0.0:
+  version "2.0.0"
+  resolved "https://registry.yarnpkg.com/astral-regex/-/astral-regex-2.0.0.tgz#483143c567aeed4785759c0865786dc77d7d2e31"
+  integrity sha512-Z7tMw1ytTXt5jqMcOP+OQteU1VuNK9Y02uuJtKQ1Sv69jXQKKg5cibLwGJow8yzZP+eAc18EmLGPal0bp36rvQ==
+
 async@^2.6.1:
   version "2.6.3"
   resolved "https://registry.yarnpkg.com/async/-/async-2.6.3.tgz#d72625e2344a3656e3a3ad4fa749fa83299d82ff"
@@ -154,6 +212,29 @@ balanced-match@^1.0.0:
   resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.2.tgz#e83e3a7e3f300b34cb9d87f615fa0cbf357690ee"
   integrity sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==
 
+benchmark@^2.1.4:
+  version "2.1.4"
+  resolved "https://registry.yarnpkg.com/benchmark/-/benchmark-2.1.4.tgz#09f3de31c916425d498cc2ee565a0ebf3c2a5629"
+  integrity sha1-CfPeMckWQl1JjMLuVloOvzwqVik=
+  dependencies:
+    lodash "^4.17.4"
+    platform "^1.3.3"
+
+benny@^3.7.1:
+  version "3.7.1"
+  resolved "https://registry.yarnpkg.com/benny/-/benny-3.7.1.tgz#964aaaf877e3ab658f79705422277b8471868e37"
+  integrity sha512-USzYxODdVfOS7JuQq/L0naxB788dWCiUgUTxvN+WLPt/JfcDURNNj8kN/N+uK6PDvuR67/9/55cVKGPleFQINA==
+  dependencies:
+    "@arrows/composition" "^1.0.0"
+    "@arrows/dispatch" "^1.0.2"
+    "@arrows/multimethod" "^1.1.6"
+    benchmark "^2.1.4"
+    common-tags "^1.8.0"
+    fs-extra "^10.0.0"
+    json2csv "^5.0.6"
+    kleur "^4.1.4"
+    log-update "^4.0.0"
+
 brace-expansion@^1.1.7:
   version "1.1.11"
   resolved "https://registry.yarnpkg.com/brace-expansion/-/brace-expansion-1.1.11.tgz#3c7fcbf529d87226f3d2f52b966ff5271eb441dd"
@@ -186,6 +267,13 @@ chalk@^2.4.2:
     escape-string-regexp "^1.0.5"
     supports-color "^5.3.0"
 
+cli-cursor@^3.1.0:
+  version "3.1.0"
+  resolved "https://registry.yarnpkg.com/cli-cursor/-/cli-cursor-3.1.0.tgz#264305a7ae490d1d03bf0c9ba7c925d1753af307"
+  integrity sha512-I/zHAwsKf9FqGoXM4WWRACob9+SNukZTd94DWF57E4toouRulbCxcUh6RKUEOQlYTHJnzkPMySvPNaaSLNfLZw==
+  dependencies:
+    restore-cursor "^3.1.0"
+
 color-convert@^1.9.0:
   version "1.9.3"
   resolved "https://registry.yarnpkg.com/color-convert/-/color-convert-1.9.3.tgz#bb71850690e1f136567de629d2d5471deda4c1e8"
@@ -193,11 +281,23 @@ color-convert@^1.9.0:
   dependencies:
     color-name "1.1.3"
 
+color-convert@^2.0.1:
+  version "2.0.1"
+  resolved "https://registry.yarnpkg.com/color-convert/-/color-convert-2.0.1.tgz#72d3a68d598c9bdb3af2ad1e84f21d896abd4de3"
+  integrity sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==
+  dependencies:
+    color-name "~1.1.4"
+
 color-name@1.1.3:
   version "1.1.3"
   resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.3.tgz#a7d0558bd89c42f795dd42328f740831ca53bc25"
   integrity sha1-p9BVi9icQveV3UIyj3QIMcpTvCU=
 
+color-name@~1.1.4:
+  version "1.1.4"
+  resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.4.tgz#c2a09a87acbde69543de6f63fa3995c826c536a2"
+  integrity sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==
+
 command-line-args@5.2.0:
   version "5.2.0"
   resolved "https://registry.yarnpkg.com/command-line-args/-/command-line-args-5.2.0.tgz#087b02748272169741f1fd7c785b295df079b9be"
@@ -223,6 +323,16 @@ commander@^2.18.0:
   resolved "https://registry.yarnpkg.com/commander/-/commander-2.20.3.tgz#fd485e84c03eb4881c20722ba48035e8531aeb33"
   integrity sha512-GpVkmM8vF2vQUkj2LvZmD35JxeJOLCwJ9cUkugyk2nuhbv3+mJvpLYYt+0+USMxE+oj+ey/lJEnhZw75x/OMcQ==
 
+commander@^6.1.0:
+  version "6.2.1"
+  resolved "https://registry.yarnpkg.com/commander/-/commander-6.2.1.tgz#0792eb682dfbc325999bb2b84fddddba110ac73c"
+  integrity sha512-U7VdrJFnJgo4xjrHpTzu0yrHPGImdsmD95ZlgYSEajAn2JKzDhDTPG9kBTefmObL2w/ngeZnilk+OV9CG3d7UA==
+
+common-tags@^1.8.0:
+  version "1.8.2"
+  resolved "https://registry.yarnpkg.com/common-tags/-/common-tags-1.8.2.tgz#94ebb3c076d26032745fd54face7f688ef5ac9c6"
+  integrity sha512-gk/Z852D2Wtb//0I+kRFNKKE9dIIVirjoqPoA1wJU+XePVXZfGeBpk45+A1rKO4Q43prqWBNY/MiIeRLbPWUaA==
+
 commondir@^1.0.1:
   version "1.0.1"
   resolved "https://registry.yarnpkg.com/commondir/-/commondir-1.0.1.tgz#ddd800da0c66127393cca5950ea968a3aaf1253b"
@@ -293,6 +403,11 @@ email-addresses@^3.0.1:
   resolved "https://registry.yarnpkg.com/email-addresses/-/email-addresses-3.1.0.tgz#cabf7e085cbdb63008a70319a74e6136188812fb"
   integrity sha512-k0/r7GrWVL32kZlGwfPNgB2Y/mMXVTq/decgLczm/j34whdaspNrZO8CnXPf1laaHxI6ptUlsnAxN+UAPw+fzg==
 
+emoji-regex@^8.0.0:
+  version "8.0.0"
+  resolved "https://registry.yarnpkg.com/emoji-regex/-/emoji-regex-8.0.0.tgz#e818fd69ce5ccfcb404594f842963bf53164cc37"
+  integrity sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==
+
 es-abstract@^1.18.5, es-abstract@^1.19.0, es-abstract@^1.19.1:
   version "1.19.1"
   resolved "https://registry.yarnpkg.com/es-abstract/-/es-abstract-1.19.1.tgz#d4885796876916959de78edaa0df456627115ec3"
@@ -347,6 +462,11 @@ escape-string-regexp@^1.0.2, escape-string-regexp@^1.0.5:
   resolved "https://registry.yarnpkg.com/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz#1b61c0562190a8dff6ae3bb2cf0200ca130b86d4"
   integrity sha1-G2HAViGQqN/2rjuyzwIAyhMLhtQ=
 
+fast-deep-equal@^3.1.3:
+  version "3.1.3"
+  resolved "https://registry.yarnpkg.com/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz#3a7d56b559d6cbc3eb512325244e619a65c6c525"
+  integrity sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==
+
 filename-reserved-regex@^2.0.0:
   version "2.0.0"
   resolved "https://registry.yarnpkg.com/filename-reserved-regex/-/filename-reserved-regex-2.0.0.tgz#abf73dfab735d045440abfea2d91f389ebbfa229"
@@ -402,6 +522,15 @@ foreach@^2.0.5:
   resolved "https://registry.yarnpkg.com/foreach/-/foreach-2.0.5.tgz#0bee005018aeb260d0a3af3ae658dd0136ec1b99"
   integrity sha1-C+4AUBiusmDQo6865ljdATbsG5k=
 
+fs-extra@^10.0.0:
+  version "10.0.1"
+  resolved "https://registry.yarnpkg.com/fs-extra/-/fs-extra-10.0.1.tgz#27de43b4320e833f6867cc044bfce29fdf0ef3b8"
+  integrity sha512-NbdoVMZso2Lsrn/QwLXOy6rm0ufY2zEOKCDzJR/0kBsb0E6qed0P3iYK+Ath3BfvXEeu4JhEtXLgILx5psUfag==
+  dependencies:
+    graceful-fs "^4.2.0"
+    jsonfile "^6.0.1"
+    universalify "^2.0.0"
+
 fs-extra@^8.1.0:
   version "8.1.0"
   resolved "https://registry.yarnpkg.com/fs-extra/-/fs-extra-8.1.0.tgz#49d43c45a88cd9677668cb7be1b46efdb8d2e1c0"
@@ -585,6 +714,11 @@ is-date-object@^1.0.1, is-date-object@^1.0.2:
   dependencies:
     has-tostringtag "^1.0.0"
 
+is-fullwidth-code-point@^3.0.0:
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/is-fullwidth-code-point/-/is-fullwidth-code-point-3.0.0.tgz#f116f8064fe90b3f7844a38997c0b75051269f1d"
+  integrity sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg==
+
 is-map@^2.0.1, is-map@^2.0.2:
   version "2.0.2"
   resolved "https://registry.yarnpkg.com/is-map/-/is-map-2.0.2.tgz#00922db8c9bf73e81b7a335827bc2a43f2b91127"
@@ -675,6 +809,15 @@ json-bignum@^0.0.3:
   resolved "https://registry.yarnpkg.com/json-bignum/-/json-bignum-0.0.3.tgz#41163b50436c773d82424dbc20ed70db7604b8d7"
   integrity sha1-QRY7UENsdz2CQk28IO1w23YEuNc=
 
+json2csv@^5.0.6:
+  version "5.0.7"
+  resolved "https://registry.yarnpkg.com/json2csv/-/json2csv-5.0.7.tgz#f3a583c25abd9804be873e495d1e65ad8d1b54ae"
+  integrity sha512-YRZbUnyaJZLZUJSRi2G/MqahCyRv9n/ds+4oIetjDF3jWQA7AG7iSeKTiZiCNqtMZM7HDyt0e/W6lEnoGEmMGA==
+  dependencies:
+    commander "^6.1.0"
+    jsonparse "^1.3.1"
+    lodash.get "^4.4.2"
+
 jsonc-parser@^3.0.0:
   version "3.0.0"
   resolved "https://registry.yarnpkg.com/jsonc-parser/-/jsonc-parser-3.0.0.tgz#abdd785701c7e7eaca8a9ec8cf070ca51a745a22"
@@ -687,6 +830,25 @@ jsonfile@^4.0.0:
   optionalDependencies:
     graceful-fs "^4.1.6"
 
+jsonfile@^6.0.1:
+  version "6.1.0"
+  resolved "https://registry.yarnpkg.com/jsonfile/-/jsonfile-6.1.0.tgz#bc55b2634793c679ec6403094eb13698a6ec0aae"
+  integrity sha512-5dgndWOriYSm5cnYaJNhalLNDKOqFwyDB/rr1E9ZsGciGvKPs8R2xYGCacuf3z6K1YKDz182fd+fY3cn3pMqXQ==
+  dependencies:
+    universalify "^2.0.0"
+  optionalDependencies:
+    graceful-fs "^4.1.6"
+
+jsonparse@^1.3.1:
+  version "1.3.1"
+  resolved "https://registry.yarnpkg.com/jsonparse/-/jsonparse-1.3.1.tgz#3f4dae4a91fac315f71062f8521cc239f1366280"
+  integrity sha1-P02uSpH6wxX3EGL4UhzCOfE2YoA=
+
+kleur@^4.1.4:
+  version "4.1.4"
+  resolved "https://registry.yarnpkg.com/kleur/-/kleur-4.1.4.tgz#8c202987d7e577766d039a8cd461934c01cda04d"
+  integrity sha512-8QADVssbrFjivHWQU7KkMgptGTl6WAcSdlbBPY4uNF+mWr6DGcKrvY2w4FQJoXch7+fKMjj0dRrL75vk3k23OA==
+
 locate-path@^5.0.0:
   version "5.0.0"
   resolved "https://registry.yarnpkg.com/locate-path/-/locate-path-5.0.0.tgz#1afba396afd676a6d42504d0a67a3a7eb9f62aa0"
@@ -699,11 +861,26 @@ lodash.camelcase@^4.3.0:
   resolved "https://registry.yarnpkg.com/lodash.camelcase/-/lodash.camelcase-4.3.0.tgz#b28aa6288a2b9fc651035c7711f65ab6190331a6"
   integrity sha1-soqmKIorn8ZRA1x3EfZathkDMaY=
 
-lodash@^4.17.14:
+lodash.get@^4.4.2:
+  version "4.4.2"
+  resolved "https://registry.yarnpkg.com/lodash.get/-/lodash.get-4.4.2.tgz#2d177f652fa31e939b4438d5341499dfa3825e99"
+  integrity sha1-LRd/ZS+jHpObRDjVNBSZ36OCXpk=
+
+lodash@^4.17.14, lodash@^4.17.4:
   version "4.17.21"
   resolved "https://registry.yarnpkg.com/lodash/-/lodash-4.17.21.tgz#679591c564c3bffaae8454cf0b3df370c3d6911c"
   integrity sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==
 
+log-update@^4.0.0:
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/log-update/-/log-update-4.0.0.tgz#589ecd352471f2a1c0c570287543a64dfd20e0a1"
+  integrity sha512-9fkkDevMefjg0mmzWFBW8YkFP91OrizzkW3diF7CpG+S2EYdy4+TVfGwz1zeF8x7hCx1ovSPTOE9Ngib74qqUg==
+  dependencies:
+    ansi-escapes "^4.3.0"
+    cli-cursor "^3.1.0"
+    slice-ansi "^4.0.0"
+    wrap-ansi "^6.2.0"
+
 lunr@^2.3.9:
   version "2.3.9"
   resolved "https://registry.yarnpkg.com/lunr/-/lunr-2.3.9.tgz#18b123142832337dd6e964df1a5a7707b25d35e1"
@@ -726,6 +903,11 @@ marked@^4.0.12:
   resolved "https://registry.yarnpkg.com/marked/-/marked-4.0.12.tgz#2262a4e6fd1afd2f13557726238b69a48b982f7d"
   integrity sha512-hgibXWrEDNBWgGiK18j/4lkS6ihTe9sxtV4Q1OQppb/0zzyPSzoFANBa5MfsG/zgsWklmNnhm0XACZOH/0HBiQ==
 
+mimic-fn@^2.1.0:
+  version "2.1.0"
+  resolved "https://registry.yarnpkg.com/mimic-fn/-/mimic-fn-2.1.0.tgz#7ed2c2ccccaf84d3ffcb7a69b57711fc2083401b"
+  integrity sha512-OqbOk5oEQeAZ8WXWydlu9HJjz9WVdEIvamMCcXmuqUYjTknH/sqsWvhQ3vgwKFRR1HpjvNBKQ37nbJgYzGqGcg==
+
 minimatch@^3.0.4:
   version "3.1.2"
   resolved "https://registry.yarnpkg.com/minimatch/-/minimatch-3.1.2.tgz#19cd194bfd3e428f049a70817c038d89ab4be35b"
@@ -785,6 +967,13 @@ once@^1.3.0:
   dependencies:
     wrappy "1"
 
+onetime@^5.1.0:
+  version "5.1.2"
+  resolved "https://registry.yarnpkg.com/onetime/-/onetime-5.1.2.tgz#d0e96ebb56b07476df1dd9c4806e5237985ca45e"
+  integrity sha512-kbpaSSGJTWdAY5KPVeMOKXSrPtr8C8C7wodJbcsd51jRnmD+GZu8Y0VoU6Dm5Z4vWr0Ig/1NKuWRKf7j5aaYSg==
+  dependencies:
+    mimic-fn "^2.1.0"
+
 p-limit@^2.2.0:
   version "2.3.0"
   resolved "https://registry.yarnpkg.com/p-limit/-/p-limit-2.3.0.tgz#3dd33c647a214fdfffd835933eb086da0dc21db1"
@@ -850,6 +1039,11 @@ pkg-dir@^4.1.0:
   dependencies:
     find-up "^4.0.0"
 
+platform@^1.3.3:
+  version "1.3.6"
+  resolved "https://registry.yarnpkg.com/platform/-/platform-1.3.6.tgz#48b4ce983164b209c2d45a107adb31f473a6e7a7"
+  integrity sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg==
+
 reduce-flatten@^2.0.0:
   version "2.0.0"
   resolved "https://registry.yarnpkg.com/reduce-flatten/-/reduce-flatten-2.0.0.tgz#734fd84e65f375d7ca4465c69798c25c9d10ae27"
@@ -876,6 +1070,14 @@ resolve@^2.0.0-next.3:
     is-core-module "^2.2.0"
     path-parse "^1.0.6"
 
+restore-cursor@^3.1.0:
+  version "3.1.0"
+  resolved "https://registry.yarnpkg.com/restore-cursor/-/restore-cursor-3.1.0.tgz#39f67c54b3a7a58cea5236d95cf0034239631f7e"
+  integrity sha512-l+sSefzHpj5qimhFSE5a8nufZYAM3sBSVMAPtYkmC+4EH2anSGaEMXSD0izRQbu9nfyQ9y5JrVmp7E8oZrUjvA==
+  dependencies:
+    onetime "^5.1.0"
+    signal-exit "^3.0.2"
+
 resumer@^0.0.0:
   version "0.0.0"
   resolved "https://registry.yarnpkg.com/resumer/-/resumer-0.0.0.tgz#f1e8f461e4064ba39e82af3cdc2a8c893d076759"
@@ -906,6 +1108,29 @@ side-channel@^1.0.3, side-channel@^1.0.4:
     get-intrinsic "^1.0.2"
     object-inspect "^1.9.0"
 
+signal-exit@^3.0.2:
+  version "3.0.7"
+  resolved "https://registry.yarnpkg.com/signal-exit/-/signal-exit-3.0.7.tgz#a9a1767f8af84155114eaabd73f99273c8f59ad9"
+  integrity sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==
+
+slice-ansi@^4.0.0:
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/slice-ansi/-/slice-ansi-4.0.0.tgz#500e8dd0fd55b05815086255b3195adf2a45fe6b"
+  integrity sha512-qMCMfhY040cVHT43K9BFygqYbUPFZKHOg7K73mtTWJRb8pyP3fzf4Ixd5SzdEJQ6MRUg/WBnOLxghZtKKurENQ==
+  dependencies:
+    ansi-styles "^4.0.0"
+    astral-regex "^2.0.0"
+    is-fullwidth-code-point "^3.0.0"
+
+string-width@^4.1.0:
+  version "4.2.3"
+  resolved "https://registry.yarnpkg.com/string-width/-/string-width-4.2.3.tgz#269c7117d27b05ad2e536830a8ec895ef9c6d010"
+  integrity sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==
+  dependencies:
+    emoji-regex "^8.0.0"
+    is-fullwidth-code-point "^3.0.0"
+    strip-ansi "^6.0.1"
+
 string.prototype.trim@^1.2.5:
   version "1.2.5"
   resolved "https://registry.yarnpkg.com/string.prototype.trim/-/string.prototype.trim-1.2.5.tgz#a587bcc8bfad8cb9829a577f5de30dd170c1682c"
@@ -931,6 +1156,13 @@ string.prototype.trimstart@^1.0.4:
     call-bind "^1.0.2"
     define-properties "^1.1.3"
 
+strip-ansi@^6.0.0, strip-ansi@^6.0.1:
+  version "6.0.1"
+  resolved "https://registry.yarnpkg.com/strip-ansi/-/strip-ansi-6.0.1.tgz#9e26c63d30f53443e9489495b2105d37b67a85d9"
+  integrity sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==
+  dependencies:
+    ansi-regex "^5.0.1"
+
 strip-outer@^1.0.1:
   version "1.0.1"
   resolved "https://registry.yarnpkg.com/strip-outer/-/strip-outer-1.0.1.tgz#b2fd2abf6604b9d1e6013057195df836b8a9d631"
@@ -1018,6 +1250,11 @@ tslib@^2.3.1:
   resolved "https://registry.yarnpkg.com/tslib/-/tslib-2.3.1.tgz#e8a335add5ceae51aa261d32a490158ef042ef01"
   integrity sha512-77EbyPPpMz+FRFRuAFlWMtmgUWGe9UOG2Z25NqCwiIjRhOf5iKGuzSe5P2w1laq+FkRy4p+PCuVkJSGkzTEKVw==
 
+type-fest@^0.21.3:
+  version "0.21.3"
+  resolved "https://registry.yarnpkg.com/type-fest/-/type-fest-0.21.3.tgz#d260a24b0198436e133fa26a524a6d65fa3b2e37"
+  integrity sha512-t0rzBq87m3fVcduHDUFhKmyyX+9eo6WQjZvf51Ea/M0Q7+T374Jp1aUiyUl0GKxp8M/OETVHSDvmkyPgvX+X2w==
+
 typedoc@^0.22.13:
   version "0.22.13"
   resolved "https://registry.yarnpkg.com/typedoc/-/typedoc-0.22.13.tgz#d061f8f0fb7c9d686e48814f245bddeea4564e66"
@@ -1059,6 +1296,11 @@ universalify@^0.1.0:
   resolved "https://registry.yarnpkg.com/universalify/-/universalify-0.1.2.tgz#b646f69be3942dabcecc9d6639c80dc105efaa66"
   integrity sha512-rBJeI5CXAlmy1pV+617WB9J63U6XcazHHF2f2dbJix4XzpUF0RS3Zbj0FGIOCAva5P/d/GBOYaACQ1w+0azUkg==
 
+universalify@^2.0.0:
+  version "2.0.0"
+  resolved "https://registry.yarnpkg.com/universalify/-/universalify-2.0.0.tgz#75a4984efedc4b08975c5aeb73f530d02df25717"
+  integrity sha512-hAZsKq7Yy11Zu1DE0OzWjw7nnLZmJZYTDZZyEFHZdUhV8FkH5MCfoU1XMaxXovpyW5nq5scPqq0ZDP9Zyl04oQ==
+
 v8-compile-cache-lib@^3.0.0:
   version "3.0.0"
   resolved "https://registry.yarnpkg.com/v8-compile-cache-lib/-/v8-compile-cache-lib-3.0.0.tgz#0582bcb1c74f3a2ee46487ceecf372e46bce53e8"
@@ -1115,6 +1357,15 @@ wordwrapjs@^4.0.0:
     reduce-flatten "^2.0.0"
     typical "^5.2.0"
 
+wrap-ansi@^6.2.0:
+  version "6.2.0"
+  resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-6.2.0.tgz#e9393ba07102e6c91a3b221478f0257cd2856e53"
+  integrity sha512-r6lPcBGxZXlIcymEu7InxDMhdW0KDxpLgoFLcguasxCaJ/SOIZwINatK9KY/tf+ZrlywOKU0UDj3ATXUBfxJXA==
+  dependencies:
+    ansi-styles "^4.0.0"
+    string-width "^4.1.0"
+    strip-ansi "^6.0.0"
+
 wrappy@1:
   version "1.0.2"
   resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f"