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Make the json_view comparison fair to fresh documents and robust
- compare.py: make --data, --corpus, and --build-dir absolute, since the benchmarks run in the build directory; download into a .part file and remove an archive whose SHA-256 does not match, so that an interrupted download is not kept - bench_view/bench_corpus/bench_edit: report files that cannot be opened instead of aborting; run each engine once untimed before its timed call, so that no engine pays for the allocator cleaning up after the previous one (with glibc, json_view after json::parse looked 1.7x slower on citm_catalog traverse); add "simdjson DOM (fresh)" and time "json_view (reused)" for traverse and select too - README: explain fresh vs. reused documents and page faults on Linux Signed-off-by: Niels Lohmann <mail@nlohmann.me>
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@@ -60,7 +60,10 @@ outputs are checked to describe the same value.
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Before anything is timed, all engines must accept each document and agree on the traversal: the number of values, the
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bytes of all strings and keys, and the sum of all numbers. All engines run interleaved in every round, and the best
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round is reported, as time and as a factor of the `json_view` time (below 1 means faster than `json_view`).
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round is reported, as time and as a factor of the `json_view` time (below 1 means faster than `json_view`). Each timed
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call follows an untimed call of the same engine: otherwise the engine after `json::parse` pays for the allocator
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cleaning up the tens of thousands of nodes `json::parse` just freed (with glibc, this made `json_view` look 1.7 times
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slower on citm_catalog traverse).
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The engines do not all offer the same features, which the numbers should be read with:
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@@ -68,11 +71,18 @@ The engines do not all offer the same features, which the numbers should be read
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|---|---|---|---|---|
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| `json_view` | immutable index into the text | yes | no | a fresh document per parse; "reused" parses into the same document |
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| yyjson | immutable (`yyjson_read`) | yes | via a mutable copy | |
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| simdjson DOM | immutable, parser reused | yes | no | |
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| simdjson DOM | immutable, parser reused | yes | no | "fresh" uses a new parser per parse |
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| simdjson On-Demand | none: forward-only, lazy | no | no | only traverse and select |
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| Boost.JSON | owning, mutable DOM | yes | yes | monotonic resource |
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| `json::parse` | owning, mutable DOM | yes | yes | |
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Reusing memory matters as much as the parser. simdjson DOM reuses its parser, so it writes into memory it already
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touched; a fresh `json_view` document or yyjson document gets new memory for every parse. On Linux, glibc returns large
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blocks to the system when they are freed, so every fresh parse of a large document pays a page fault per 4 KiB page:
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on x86-64 Linux, a fresh `json_view` parse of jeopardy took about twice as long as a reused one. On macOS on Apple
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silicon, with 16 KiB pages, the difference is much smaller. Compare "json_view (reused)" with "simdjson DOM", and the
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fresh `json_view` with "simdjson DOM (fresh)" and yyjson.
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## Published results
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Results are only published with the file `compare.py` wrote, which names the machine and the versions; see
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@@ -29,6 +29,7 @@
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#include <chrono>
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#include <cmath>
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#include <cstdio>
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#include <cstdlib>
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#include <cstring>
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#include <fstream>
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#include <functional>
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@@ -195,6 +196,11 @@ static void walk(const boost::json::value& v, stats& st)
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static std::string slurp(const std::string& p)
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{
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std::ifstream f(p, std::ios::binary);
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if (!f)
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{
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std::fprintf(stderr, "cannot open %s\n", p.c_str());
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std::exit(1);
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}
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std::stringstream ss;
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ss << f.rdbuf();
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return ss.str();
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@@ -222,6 +228,7 @@ int main(int argc, char** argv)
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}
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std::FILE* csv = std::fopen("bench_corpus.csv", "w");
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std::fprintf(csv, "file,bytes,workload,engine,ns\n");
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json_document reused;
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simdjson::dom::parser sj;
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for (const auto& path : files)
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{
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@@ -272,8 +279,10 @@ int main(int argc, char** argv)
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{
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"parse", {
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{"json_view", [&] { auto x = json_document::parse(s); g_sink = static_cast<double>(x.node_count()); }},
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{"json_view (reused)", [&] { reused.read(s); g_sink = static_cast<double>(reused.node_count()); }},
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{"yyjson", [&] { yyjson_doc* x = yyjson_read(s.data(), s.size(), 0); g_sink = static_cast<double>(yyjson_doc_get_val_count(x)); yyjson_doc_free(x); }},
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{"simdjson DOM", [&] { auto e = sj.parse(ps).value_unsafe(); g_sink = e.is_object(); }},
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{"simdjson DOM (fresh)", [&] { simdjson::dom::parser p; auto e = p.parse(ps).value_unsafe(); g_sink = e.is_object(); }},
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#if JSON_VIEW_BENCH_BOOST
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{"Boost.JSON", [&] { boost::json::monotonic_resource mr; auto v = boost::json::parse(s, &mr); g_sink = v.is_object(); }},
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#endif
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@@ -306,6 +315,9 @@ int main(int argc, char** argv)
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{
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for (std::size_t k = 0; k < wl.second.size(); ++k)
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{
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// an untimed call first: whatever the previous engine left to the allocator
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// (e.g. thousands of freed json nodes) is cleaned up here, not in the timing
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wl.second[k].fn();
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const auto t0 = std::chrono::steady_clock::now();
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wl.second[k].fn();
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best[k] = std::min(best[k], std::chrono::duration<double, std::nano>(std::chrono::steady_clock::now() - t0).count());
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@@ -479,6 +479,11 @@ static std::string edit_boost(const std::string& name, const std::string& s, boo
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static std::string slurp(const std::string& p)
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{
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std::ifstream f(p, std::ios::binary);
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if (!f)
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{
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std::fprintf(stderr, "cannot open %s\n", p.c_str());
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std::exit(1);
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}
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std::stringstream ss;
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ss << f.rdbuf();
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return ss.str();
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@@ -550,6 +555,9 @@ int main(int argc, char** argv)
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{
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for (std::size_t k = 0; k < engines.size(); ++k)
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{
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// an untimed call first: whatever the previous engine left to the allocator
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// (e.g. thousands of freed json nodes) is cleaned up here, not in the timing
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g_sink = engines[k].second(dc.name, dc.text, update).size();
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const auto t0 = std::chrono::steady_clock::now();
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for (int b = 0; b < dc.batch; ++b)
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{
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@@ -10,7 +10,8 @@
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//
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// json_view nlohmann/json_view.hpp (fresh document per parse / reused)
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// yyjson yyjson_read(): immutable document, random access
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// simdjson DOM dom::parser (reused, as recommended): immutable, random access
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// simdjson DOM dom::parser (reused, as recommended; "fresh": a new parser
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// per parse): immutable, random access
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// references (different feature sets):
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// simdjson OD On-Demand: forward-only, lazy
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// Boost.JSON owning, mutable DOM (monotonic resource)
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@@ -19,7 +20,8 @@
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// Workloads: parse (build + free), traverse (visit everything, convert every
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// number, touch every string and key), select (a few fields per document),
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// dump (compact serialization of the parsed document).
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// All engines run interleaved in every round; the best round is reported.
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// All engines run interleaved in every round, each timed call after an untimed
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// one of the same engine; the best round is reported.
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#include <nlohmann/json_view.hpp>
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#if JSON_VIEW_BENCH_BOOST
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@@ -33,6 +35,7 @@
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#include <chrono>
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#include <cmath>
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#include <cstdio>
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#include <cstdlib>
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#include <fstream>
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#include <functional>
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#include <map>
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@@ -581,6 +584,11 @@ static double pick_od(const std::string& name, simdjson::ondemand::document& d)
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static std::string slurp(const std::string& p)
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{
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std::ifstream f(p, std::ios::binary);
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if (!f)
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{
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std::fprintf(stderr, "cannot open %s\n", p.c_str());
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std::exit(1);
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}
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std::stringstream ss;
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ss << f.rdbuf();
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return ss.str();
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@@ -657,6 +665,7 @@ int main(int argc, char** argv)
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{"json_view (reused)", [&] { reused.read(s); g_sink = static_cast<double>(reused.node_count()); }},
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{"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); }},
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{"simdjson DOM", [&] { auto e = sj.parse(ps).value_unsafe(); g_sink = e.is_object(); }},
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{"simdjson DOM (fresh)", [&] { simdjson::dom::parser p; auto e = p.parse(ps).value_unsafe(); g_sink = e.is_object(); }},
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#if JSON_VIEW_BENCH_BOOST
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{"Boost.JSON", [&] { boost::json::monotonic_resource mr; auto v = boost::json::parse(s, &mr); g_sink = v.is_object(); }},
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#endif
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@@ -664,6 +673,7 @@ int main(int argc, char** argv)
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}});
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workloads.push_back({"traverse", {
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{"json_view", [&] { auto d = json_document::parse(s); stats st; walk(d.root(), st); g_sink = st.num; }},
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{"json_view (reused)", [&] { reused.read(s); stats st; walk(reused.root(), st); g_sink = st.num; }},
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{"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); }},
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{"simdjson DOM", [&] { stats st; walk(sj.parse(ps).value_unsafe(), st); g_sink = st.num; }},
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{"simdjson OD", [&] { auto d = od.iterate(ps).value_unsafe(); stats st; walk_od(d.get_value().value_unsafe(), st); g_sink = st.num; }},
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@@ -674,6 +684,7 @@ int main(int argc, char** argv)
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}});
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workloads.push_back({"select", {
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{"json_view", [&] { auto d = json_document::parse(s); g_sink = pick(name, d.root()); }},
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{"json_view (reused)", [&] { reused.read(s); g_sink = pick(name, reused.root()); }},
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{"yyjson", [&] { yyjson_doc* d = yyjson_read(s.data(), s.size(), 0); g_sink = pick(name, yyjson_doc_get_root(d)); yyjson_doc_free(d); }},
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{"simdjson DOM", [&] { g_sink = pick(name, sj.parse(ps).value_unsafe()); }},
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{"simdjson OD", [&] { auto d = od.iterate(ps).value_unsafe(); g_sink = pick_od(name, d); }},
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@@ -710,6 +721,9 @@ int main(int argc, char** argv)
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{
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for (std::size_t k = 0; k < wl.second.size(); ++k)
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{
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// an untimed call first: whatever the previous engine left to the allocator
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// (e.g. thousands of freed json nodes) is cleaned up here, not in the timing
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wl.second[k].fn();
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const auto t0 = std::chrono::steady_clock::now();
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for (int b = 0; b < dc.batch; ++b)
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{
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@@ -154,11 +154,14 @@ def download_library(name, work):
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if not os.path.isfile(archive):
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print(f'downloading {pin["url"]}', flush=True)
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# the URLs are the https constants in PINNED, and the SHA-256 is checked below
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urllib.request.urlretrieve(pin['url'], archive) # nosec B310
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# (into a .part file first, so that an interrupted download is not kept)
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urllib.request.urlretrieve(pin['url'], archive + '.part') # nosec B310
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os.replace(archive + '.part', archive)
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with open(archive, 'rb') as f:
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digest = hashlib.sha256(f.read()).hexdigest()
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if digest != pin['sha256']:
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sys.exit(f'error: SHA-256 of {archive} is {digest}, expected {pin["sha256"]}')
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os.remove(archive) # downloaded again by the next run
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sys.exit(f'error: SHA-256 of {archive} is {digest}, expected {pin["sha256"]} (removed)')
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src = os.path.join(work, 'download', pin['dir'])
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if not os.path.isdir(src):
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with tarfile.open(archive) as t:
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@@ -214,6 +217,10 @@ def main():
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ap.add_argument('--corpus', nargs='*', default=[], help='more files for bench_corpus')
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ap.add_argument('--build-dir', default=os.path.join(HERE, 'build'), help='where to build (default: build/ next to this script)')
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args = ap.parse_args()
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# the benchmarks run in the build directory: make the paths absolute
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args.data = os.path.abspath(args.data)
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args.corpus = [os.path.abspath(f) for f in args.corpus]
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args.build_dir = os.path.abspath(args.build_dir)
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cxx = os.environ.get('CXX', 'c++')
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cc = os.environ.get('CC', 'cc')
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