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Niels Lohmann b38c056204 json_view benchmarks: compare fairly and state what each row means
- bench_view: add "(editable)" rows for json_editable_document and a
  parse+dump workload, so the cost of lazy float conversion shows next to the
  parse row (the traverse workload already includes the parse). Check that
  all engines' dumps agree where outputs are comparable.
- compare.py: add --aligned, which also builds and runs with aligned code and
  reports both tables, so code-layout artifacts become visible. Off by
  default; the default output is unchanged. Not run end to end yet.
- README: say which engines are like-for-like peers (yyjson, simdjson DOM) and
  which are mutable reference points (Boost.JSON, json::parse, the editable
  json_view); explain the lazy float conversion and the eager prototype that
  was measured and dropped.

Signed-off-by: Niels Lohmann <mail@nlohmann.me>
2026-10-25 10:54:04 +01:00
3 changed files with 164 additions and 48 deletions

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+27 -1
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@@ -21,6 +21,10 @@ python3 tests/benchmarks/json_view/compare.py --data <json_test_data directory>
- The other libraries come from the system: pkg-config, or Homebrew (`brew install yyjson simdjson boost`). With
`--download`, pinned releases are downloaded instead and checked against their SHA-256. Without Boost headers (or
with `--no-boost`), the Boost.JSON columns are skipped, and the results say so.
- `--aligned` additionally builds and runs everything with all functions aligned to 64 bytes (`-mllvm
-align-all-functions=6` for Clang, `-falign-functions=64 -falign-loops=64` for GCC), and reports both result
tables as "default build" and "aligned build". Code layout alone can move a result by a few percent; a difference
that appears in only one of the two tables is a layout artifact. Off by default, which doubles the run time.
- `--corpus file...` adds files to the corpus benchmark, e.g. those of
[simdjson-data](https://github.com/simdjson/simdjson-data) or the
[yyjson benchmark](https://github.com/ibireme/yyjson_benchmark).
@@ -39,7 +43,7 @@ where `json_view` stands on another architecture; they are not meant for publica
## What is measured
`bench_view.cpp` runs four workloads on twitter, citm_catalog, canada, jeopardy, a single tweet (`status`), and a
`bench_view.cpp` runs these workloads on twitter, citm_catalog, canada, jeopardy, a single tweet (`status`), and a
JSON-RPC request (`rpc`):
| workload | what it does |
@@ -48,6 +52,7 @@ JSON-RPC request (`rpc`):
| traverse | parse, then visit every value, convert every number, touch every string and key |
| select | parse, then read a few fields per record (e.g. id, user name, and retweet count of each tweet) |
| dump | serialize a parsed document (compact) |
| parse+dump | build a fresh document, then serialize it (compact), in one timed call |
`bench_corpus.cpp` runs parse, traverse, and dump on any list of files, so that no library is tuned to a handful of
documents. Its dump also writes the numbers as they are in the input: `json_view` with `number_format::source`, and
@@ -66,11 +71,32 @@ call follows an untimed call of the same engine: otherwise the engine after `jso
cleaning up the tens of thousands of nodes `json::parse` just freed (with glibc, this made `json_view` look 1.7 times
slower on citm_catalog traverse).
`json_view` is an index into the source text, not a tree of owning nodes. Its like-for-like peers are yyjson and
simdjson DOM (immutable, indexed, no per-node allocation). Boost.JSON and `json::parse` build mutable, owning DOMs and
are reference points for what that costs, not equals; simdjson On-Demand is lazy and forward-only, so it is the other
way round: it has no random access to pay for. All engines validate UTF-8 and syntax by default.
Number conversion differs: `json_view` converts integers while parsing but converts floating-point numbers lazily,
when they are read or dumped; yyjson (default flags) and simdjson DOM convert every number while parsing. The cost of
float conversion therefore appears in the traverse and dump rows for `json_view`, and in the parse row for the others.
For float-heavy documents (canada), the fair reading is a sum of parse and use: the `traverse` workload already
includes the parse, and `parse+dump` measures a fresh document and its dump in one timed call; the `dump` row alone
leaves the conversion in `json_view` and out of the others. Eager conversion at parse time was prototyped as an opt-in
and measured: canada traverse (with its parse) was 4-7 % faster, but parse+dump 11-30 % slower and parse 36-90 % slower. It was
dropped, so lazy conversion is the only mode.
`json_view` can also be edited: `json_editable_document` has the same read API, and the `(editable)` rows in
`bench_view` measure it on the same workloads. They are the fair counterpart of Boost.JSON and `json::parse`, which are
mutable too; the plain `json_view` rows are the counterpart of yyjson and simdjson DOM, which are not. `bench_edit` adds
the read-modify-write workloads. Read the tables with that in mind: an immutable-only library is not compared with an
editable `json_view` unless it says so.
The engines do not all offer the same features, which the numbers should be read with:
| engine | document | random access | editable | notes |
|---|---|---|---|---|
| `json_view` | immutable index into the text | yes | no | a fresh document per parse; "reused" parses into the same document |
| `json_view` (editable) | index into the text plus edits | yes | yes, in place | `json_editable_document`; keeps member order and number spellings |
| yyjson | immutable (`yyjson_read`) | yes | via a mutable copy | |
| simdjson DOM | immutable, parser reused | yes | no | "fresh" uses a new parser per parse |
| simdjson On-Demand | none: forward-only, lazy | no | no | only traverse and select |
+92 -24
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@@ -8,8 +8,9 @@
// Same-feature-set benchmark: read-only JSON documents with random access.
//
// json_view nlohmann/json_view.hpp (fresh document per parse / reused)
// yyjson yyjson_read(): immutable document, random access
// json_view nlohmann/json_view.hpp (fresh document per parse / reused;
// "(editable)": json_editable_document, same read API)
// yyjson yyjson_read(): immutable document, random access
// simdjson DOM dom::parser (reused, as recommended; "fresh": a new parser
// per parse): immutable, random access
// references (different feature sets):
@@ -19,7 +20,11 @@
//
// Workloads: parse (build + free), traverse (visit everything, convert every
// number, touch every string and key), select (a few fields per document),
// dump (compact serialization of the parsed document).
// dump (compact serialization of the parsed document), and parse+dump (a fresh
// document, then its dump, in one timed call). json_view converts floating-point
// numbers lazily (when read or dumped), yyjson and simdjson DOM while parsing:
// for float-heavy documents, traverse (which includes the parse) and parse+dump
// are the fair reading of the parse and dump rows.
// All engines run interleaved in every round, each timed call after an untimed
// one of the same engine; the best round is reported.
#include <nlohmann/json_view.hpp>
@@ -43,6 +48,8 @@
using nlohmann::json;
using nlohmann::json_document;
using nlohmann::json_editable_document;
using nlohmann::json_editable_view;
using nlohmann::json_view;
static volatile double g_sink;
@@ -55,7 +62,8 @@ struct stats
// ---------------- traversal ----------------
static void walk(json_view v, stats& st)
template<class V>
static void walk_view(V v, stats& st)
{
++st.nodes;
switch (v.type())
@@ -64,32 +72,42 @@ static void walk(json_view v, stats& st)
for (auto it = v.begin(); it != v.end(); ++it)
{
st.str += it.key().size();
walk(*it, st);
walk_view<V>(*it, st);
}
break;
case json::value_t::array:
for (const json_view e : v)
for (const V e : v)
{
walk(e, st);
walk_view<V>(e, st);
}
break;
case json::value_t::string:
st.str += v.get_string().size();
break;
case json::value_t::number_integer:
st.num += static_cast<double>(v.get<std::int64_t>());
st.num += static_cast<double>(v.template get<std::int64_t>());
break;
case json::value_t::number_unsigned:
st.num += static_cast<double>(v.get<std::uint64_t>());
st.num += static_cast<double>(v.template get<std::uint64_t>());
break;
case json::value_t::number_float:
st.num += v.get<double>();
st.num += v.template get<double>();
break;
default:
break;
}
}
static void walk(json_view v, stats& st)
{
walk_view<json_view>(v, st);
}
static void walk(json_editable_view v, stats& st)
{
walk_view<json_editable_view>(v, st);
}
static void walk(const json& j, stats& st)
{
++st.nodes;
@@ -300,20 +318,21 @@ static void walk(const boost::json::value& v, stats& st)
// status (one tweet): id, user.screen_name, retweet_count
// rpc: method, params.minuend, id
static double pick(const std::string& name, json_view r)
template<class V>
static double pick_view(const std::string& name, V r)
{
double acc = 0;
if (name == "twitter" || name == "status")
{
auto one = [&](json_view s)
auto one = [&](V s)
{
acc += static_cast<double>(s["id"].get<std::uint64_t>());
acc += static_cast<double>(s["id"].template get<std::uint64_t>());
acc += static_cast<double>(s["user"]["screen_name"].get_string().size());
acc += static_cast<double>(s["retweet_count"].get<std::int64_t>());
acc += static_cast<double>(s["retweet_count"].template get<std::int64_t>());
};
if (name == "twitter")
{
for (const json_view s : r["statuses"])
for (const V s : r["statuses"])
{
one(s);
}
@@ -325,20 +344,20 @@ static double pick(const std::string& name, json_view r)
}
else if (name == "citm_catalog")
{
for (const json_view p : r["performances"])
for (const V p : r["performances"])
{
acc += static_cast<double>(p["id"].get<std::uint64_t>() + p["eventId"].get<std::uint64_t>() + p["seatCategories"].size());
acc += static_cast<double>(p["id"].template get<std::uint64_t>() + p["eventId"].template get<std::uint64_t>() + p["seatCategories"].size());
}
acc += static_cast<double>(r["events"].size());
}
else if (name == "canada")
{
const json_view g = r["features"][0]["geometry"];
const V g = r["features"][0]["geometry"];
acc += static_cast<double>(r["type"].get_string().size() + g["type"].get_string().size() + g["coordinates"].size());
}
else if (name == "jeopardy")
{
for (const json_view q : r)
for (const V q : r)
{
acc += q["round"].get_string() == "Final Jeopardy!" ? 1 : 0;
acc += static_cast<double>(q["category"].get_string().size());
@@ -347,11 +366,21 @@ static double pick(const std::string& name, json_view r)
else if (name == "rpc")
{
acc += static_cast<double>(r["method"].get_string().size());
acc += static_cast<double>(r["params"]["minuend"].get<std::int64_t>() + r["id"].get<std::int64_t>());
acc += static_cast<double>(r["params"]["minuend"].template get<std::int64_t>() + r["id"].template get<std::int64_t>());
}
return acc;
}
static double pick(const std::string& name, json_view r)
{
return pick_view<json_view>(name, r);
}
static double pick(const std::string& name, json_editable_view r)
{
return pick_view<json_editable_view>(name, r);
}
static double pick(const std::string& name, const json& r)
{
double acc = 0;
@@ -634,15 +663,35 @@ int main(int argc, char** argv)
walk(json::parse(dc.text), a);
auto d = json_document::parse(dc.text);
walk(d.root(), b);
auto ed = json_editable_document::parse(dc.text);
stats e;
walk(ed.root(), e);
yyjson_doc* y = yyjson_read(dc.text.data(), dc.text.size(), 0);
walk(yyjson_doc_get_root(y), c);
simdjson::dom::parser p;
walk(p.parse(dc.text).value(), dd);
const bool ok = a.nodes == b.nodes && a.nodes == c.nodes && a.nodes == dd.nodes && a.str == b.str && a.str == c.str && a.str == dd.str
const bool ok = a.nodes == b.nodes && a.nodes == e.nodes && a.str == e.str && std::fabs(a.num - e.num) <= 1e-9 * std::fabs(a.num) && a.nodes == c.nodes && a.nodes == dd.nodes && a.str == b.str && a.str == c.str && a.str == dd.str
&& std::fabs(a.num - b.num) <= 1e-9 * std::fabs(a.num) && std::fabs(a.num - c.num) <= 1e-9 * std::fabs(a.num);
const double pa = pick(dc.name, json::parse(dc.text)), pb = pick(dc.name, d.root()), pc = pick(dc.name, yyjson_doc_get_root(y)), pd = pick(dc.name, p.parse(dc.text).value());
std::printf("check %-13s traverse %s select %s\n", dc.name.c_str(), ok ? "OK" : "MISMATCH", (pa == pb && pa == pc && pa == pd) ? "OK" : "MISMATCH");
const double pa = pick(dc.name, json::parse(dc.text)), pb = pick(dc.name, d.root()), pe = pick(dc.name, ed.root()), pc = pick(dc.name, yyjson_doc_get_root(y)), pd = pick(dc.name, p.parse(dc.text).value());
std::printf("check %-13s traverse %s select %s\n", dc.name.c_str(), ok ? "OK" : "MISMATCH", (pa == pb && pa == pe && pa == pc && pa == pd) ? "OK" : "MISMATCH");
yyjson_doc_free(y);
// the dumps of the engines may format floats differently, so only: every dump is non-empty, and the
// dump of json_view (also editable) and of json::parse parse back to the same number of nodes
const std::string dj = json::parse(dc.text).dump();
const std::string dv = d.root().dump();
const std::string de = ed.root().dump();
std::size_t yn = 0;
yyjson_doc* y2 = yyjson_read(dc.text.data(), dc.text.size(), 0);
char* yo = yyjson_write(y2, 0, &yn);
const bool dumps_ok = !dj.empty() && !dv.empty() && !de.empty() && yo != nullptr && yn > 0 && !simdjson::to_string(p.parse(dc.text).value()).empty();
std::free(yo);
yyjson_doc_free(y2);
stats sj_nodes, sv_nodes, se_nodes;
walk(json::parse(dj), sj_nodes);
walk(json::parse(dv), sv_nodes);
walk(json::parse(de), se_nodes);
std::printf("check %-13s dump %s\n", dc.name.c_str(), (dumps_ok && sj_nodes.nodes == a.nodes && sv_nodes.nodes == a.nodes && se_nodes.nodes == a.nodes) ? "OK" : "MISMATCH");
}
std::FILE* csv = std::fopen("bench_view.csv", "w");
@@ -669,6 +718,7 @@ int main(int argc, char** argv)
workloads.push_back({"parse", {
{"json_view", [&] { auto d = json_document::parse(s); g_sink = static_cast<double>(d.node_count()); }},
{"json_view (reused)", [&] { reused.read(s); g_sink = static_cast<double>(reused.node_count()); }},
{"json_view (editable)", [&] { auto d = json_editable_document::parse(s); g_sink = static_cast<double>(d.root().size()); }},
{"yyjson", [&] { yyjson_doc* d = yyjson_read(s.data(), s.size(), 0); g_sink = static_cast<double>(yyjson_doc_get_val_count(d)); yyjson_doc_free(d); }},
{"simdjson DOM", [&] { auto e = sj.parse(ps).value_unsafe(); g_sink = e.is_object(); }},
{"simdjson DOM (fresh)", [&] { simdjson::dom::parser p; auto e = p.parse(ps).value_unsafe(); g_sink = e.is_object(); }},
@@ -680,6 +730,7 @@ int main(int argc, char** argv)
workloads.push_back({"traverse", {
{"json_view", [&] { auto d = json_document::parse(s); stats st; walk(d.root(), st); g_sink = st.num; }},
{"json_view (reused)", [&] { reused.read(s); stats st; walk(reused.root(), st); g_sink = st.num; }},
{"json_view (editable)", [&] { auto d = json_editable_document::parse(s); stats st; walk(d.root(), st); g_sink = st.num; }},
{"yyjson", [&] { yyjson_doc* d = yyjson_read(s.data(), s.size(), 0); stats st; walk(yyjson_doc_get_root(d), st); g_sink = st.num; yyjson_doc_free(d); }},
{"simdjson DOM", [&] { stats st; walk(sj.parse(ps).value_unsafe(), st); g_sink = st.num; }},
{"simdjson OD", [&] { auto d = od.iterate(ps).value_unsafe(); stats st; walk_od(d.get_value().value_unsafe(), st); g_sink = st.num; }},
@@ -691,15 +742,31 @@ int main(int argc, char** argv)
workloads.push_back({"select", {
{"json_view", [&] { auto d = json_document::parse(s); g_sink = pick(name, d.root()); }},
{"json_view (reused)", [&] { reused.read(s); g_sink = pick(name, reused.root()); }},
{"json_view (editable)", [&] { auto d = json_editable_document::parse(s); g_sink = pick(name, d.root()); }},
{"yyjson", [&] { yyjson_doc* d = yyjson_read(s.data(), s.size(), 0); g_sink = pick(name, yyjson_doc_get_root(d)); yyjson_doc_free(d); }},
{"simdjson DOM", [&] { g_sink = pick(name, sj.parse(ps).value_unsafe()); }},
{"simdjson OD", [&] { auto d = od.iterate(ps).value_unsafe(); g_sink = pick_od(name, d); }},
{"json::parse", [&] { json j = json::parse(s); g_sink = pick(name, j); }},
}});
// pipeline: a fresh document, then a dump of it, in one timed call
// (simdjson DOM reuses its parser, as in the parse row); the traverse
// workload above is already parse+traverse
workloads.push_back({"parse+dump", {
{"json_view", [&] { auto d = json_document::parse(s); std::string o = d.root().dump(); g_sink = static_cast<double>(o.size()); }},
{"json_view (editable)", [&] { auto d = json_editable_document::parse(s); std::string o = d.root().dump(); g_sink = static_cast<double>(o.size()); }},
{"yyjson", [&] { yyjson_doc* d = yyjson_read(s.data(), s.size(), 0); std::size_t n = 0; char* o = yyjson_write(d, 0, &n); g_sink = static_cast<double>(n); std::free(o); yyjson_doc_free(d); }},
{"simdjson DOM", [&] { std::string o = simdjson::to_string(sj.parse(ps).value_unsafe()); g_sink = static_cast<double>(o.size()); }},
#if JSON_VIEW_BENCH_BOOST
{"Boost.JSON", [&] { boost::json::monotonic_resource mr; auto v = boost::json::parse(s, &mr); std::string o = boost::json::serialize(v); g_sink = static_cast<double>(o.size()); }},
#endif
{"json::parse", [&] { json j = json::parse(s); std::string o = j.dump(); g_sink = static_cast<double>(o.size()); }},
}});
{
// serialization of an already parsed document
static json_document vd;
vd.read(s);
static json_editable_document ed = json_editable_document::parse(s);
ed = json_editable_document::parse(s);
static yyjson_doc* yd = nullptr;
if (yd)
{
@@ -713,6 +780,7 @@ int main(int argc, char** argv)
jd = json::parse(s);
workloads.push_back({"dump", {
{"json_view", [&] { std::string o = vd.root().dump(); g_sink = static_cast<double>(o.size()); }},
{"json_view (editable)", [&] { std::string o = ed.root().dump(); g_sink = static_cast<double>(o.size()); }},
{"yyjson", [&] { std::size_t n = 0; char* o = yyjson_write(yd, 0, &n); g_sink = static_cast<double>(n); std::free(o); }},
{"simdjson DOM", [&] { std::string o = simdjson::to_string(se); g_sink = static_cast<double>(o.size()); }},
{"json::parse", [&] { std::string o = jd.dump(); g_sink = static_cast<double>(o.size()); }},
@@ -740,7 +808,7 @@ int main(int argc, char** argv)
}
}
const double ref = best[0];
std::printf("%-13s %-9s", dc.name.c_str(), wl.first.c_str());
std::printf("%-13s %-14s", dc.name.c_str(), wl.first.c_str());
for (std::size_t k = 0; k < wl.second.size(); ++k)
{
const double us = best[k] / 1e3;
+45 -23
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@@ -239,6 +239,8 @@ def main():
ap.add_argument('--download', action='store_true', help='use pinned downloads instead of system libraries')
ap.add_argument('--no-boost', action='store_true', help='skip Boost.JSON')
ap.add_argument('--native', action='store_true', help='compile for this CPU (-march=native / -mcpu=native)')
ap.add_argument('--aligned', action='store_true',
help='also build and run with all functions (and loops) aligned, to make code layout artifacts visible')
ap.add_argument('--rounds', type=int, default=30, help='rounds of bench_view (default: 30)')
ap.add_argument('--corpus', nargs='*', default=[], help='more files for bench_corpus')
ap.add_argument('--build-dir', default=os.path.join(HERE, 'build'), help='where to build (default: build/ next to this script)')
@@ -282,30 +284,44 @@ def main():
+ ['-I' + d for d in lib.include])
objects.append(obj)
binaries = {}
for bench in ['bench_view', 'bench_corpus', 'bench_edit']:
exe = os.path.join(args.build_dir, bench)
run(cxx + flags + include + [os.path.join(HERE, bench + '.cpp')] + objects + link + ['-o', exe])
binaries[bench] = exe
cxx_version = output(cxx + ['--version'])
is_clang = 'clang' in cxx_version.lower()
# alignment flags: functions and (gcc) loops on 64-byte boundaries
align_flags = ['-mllvm', '-align-all-functions=6'] if is_clang else ['-falign-functions=64', '-falign-loops=64']
# the builds: the default one and, with --aligned, one with aligned code
variants = [('default build', args.build_dir, [])]
if args.aligned:
variants.append(('aligned build', os.path.join(args.build_dir, 'aligned'), align_flags))
# run: bench_view on its documents, bench_corpus on those and the given files
corpus = [os.path.join(args.data, f) for f in DEFAULT_CORPUS] + args.corpus
outputs = {}
outputs['bench_view'] = run([binaries['bench_view'], args.data, str(args.rounds)], cwd=args.build_dir,
capture_output=True, text=True).stdout
outputs['bench_corpus'] = run([binaries['bench_corpus']] + corpus, cwd=args.build_dir,
capture_output=True, text=True).stdout
outputs['bench_edit'] = run([binaries['bench_edit'], args.data, str(max(1, args.rounds // 2))], cwd=args.build_dir,
capture_output=True, text=True).stdout
for name, text in outputs.items():
print(text)
# label -> {benchmark: output}
all_outputs = {}
for label, build_dir, extra in variants:
os.makedirs(build_dir, exist_ok=True)
binaries = {}
for bench in ['bench_view', 'bench_corpus', 'bench_edit']:
exe = os.path.join(build_dir, bench)
run(cxx + flags + extra + include + [os.path.join(HERE, bench + '.cpp')] + objects + link + ['-o', exe])
binaries[bench] = exe
# run: bench_view on its documents, bench_corpus on those and the given files
outputs = {}
outputs['bench_view'] = run([binaries['bench_view'], args.data, str(args.rounds)], cwd=build_dir,
capture_output=True, text=True).stdout
outputs['bench_corpus'] = run([binaries['bench_corpus']] + corpus, cwd=build_dir,
capture_output=True, text=True).stdout
outputs['bench_edit'] = run([binaries['bench_edit'], args.data, str(max(1, args.rounds // 2))], cwd=build_dir,
capture_output=True, text=True).stdout
for name, text in outputs.items():
print(text)
all_outputs[label] = outputs
# results with their metadata
now = datetime.datetime.now()
host = re.sub(r'[^A-Za-z0-9-]+', '-', platform.node().split('.')[0]) or 'host'
stem = os.path.join(HERE, 'results', f'{now:%Y-%m-%d}-{host}')
os.makedirs(os.path.dirname(stem), exist_ok=True)
cxx_version = output(cxx + ['--version'])
compiler_version = cxx_version.splitlines()[0] if cxx_version else ' '.join(cxx)
meta = [
('date', f'{now:%Y-%m-%d %H:%M}'),
@@ -314,6 +330,7 @@ def main():
('OS', f'{platform.system()} {platform.release()} ({platform.machine()})'),
('compiler', compiler_version),
('flags', ' '.join(flags)),
('aligned results', ('included (flags: ' + ' '.join(align_flags) + ')') if args.aligned else 'not included'),
('yyjson', libs['yyjson'].version),
('simdjson', libs['simdjson'].version),
('Boost.JSON', libs['boost'].version if with_boost else 'skipped (not found)'),
@@ -326,15 +343,20 @@ def main():
f.write('| | |\n|---|---|\n')
for key, value in meta:
f.write(f'| {key} | {value} |\n')
for name, text in outputs.items():
f.write(f'\n## {name}\n\n```\n{text.rstrip()}\n```\n')
for label, outputs in all_outputs.items():
# (without --aligned there is only the default build, and no extra heading level)
prefix = f'{label}: ' if args.aligned else ''
for name, text in outputs.items():
f.write(f'\n## {prefix}{name}\n\n```\n{text.rstrip()}\n```\n')
with open(stem + '.csv', 'w', encoding='utf-8') as out:
out.write(''.join(f'# {key}: {value}\n' for key, value in meta))
for name in ['bench_view', 'bench_corpus', 'bench_edit']:
path = os.path.join(args.build_dir, name + '.csv')
if os.path.isfile(path):
with open(path, encoding='utf-8') as f:
out.write(f'# {name}\n' + f.read())
for label, build_dir, _ in variants:
for name in ['bench_view', 'bench_corpus', 'bench_edit']:
path = os.path.join(build_dir, name + '.csv')
if os.path.isfile(path):
with open(path, encoding='utf-8') as f:
# (the default build keeps its plain section names)
out.write(f'# {name}' + (f' ({label})' if args.aligned else '') + '\n' + f.read())
print(f'results: {stem}.md, {stem}.csv')