2021-09-13 07:09:45
As of 2021-09-13 07:09:45:
Overall YJIT is 19.2% faster than interpreted CRuby, or 13.4% faster than MJIT (3.0)!
On Railsbench specifically, YJIT is 17.1% faster than CRuby, 15.4% faster than MJIT (3.0)!
The basic "faster" measurement is the geomean of all "headlining" benchmarks on this page.
On Railsbench specifically, YJIT is 17.1% faster than CRuby, 15.4% faster than MJIT (3.0)!
The basic "faster" measurement is the geomean of all "headlining" benchmarks on this page.
Headlining Benchmarks
These are "headlining" because the "overall" speedup above is based on these benchmarks specifically.
Speed of each Ruby implementation (iterations/second) relative to the CRuby interpreter. Higher is better.
MicroBenchmarks
Speed of each Ruby implementation (iterations/second) relative to the CRuby interpreter. Higher is better.
Other Benchmarks
Speed of each Ruby implementation (iterations/second) relative to the CRuby interpreter. Higher is better.
Want Raw Graphs and CSV?
Benchmarks Speed Details
The y axis is CRuby's pure-interpreter time for the benchmark divided by the named interpreter's time (YJIT, MJIT, TruffleRuby). Taller bars mean better performance. Each benchmark is scaled to the CRuby's interpreter's mean result, so CRuby's results are always exactly 1.0.
| bench | No JIT (ms) | No JIT RSD | MJIT3.0 (ms) | MJIT3.0 RSD | YJIT (ms) | YJIT RSD | MJIT3.0 spd | MJIT3.0 spd RSD | YJIT spd | YJIT spd RSD | % in YJIT |
|---|---|---|---|---|---|---|---|---|---|---|---|
| activerecord | 149.5 | 1.46% | 154.0 | 1.06% | 110.2 | 1.95% | 0.97x | 1.80% | 1.36x | 2.44% | 79.48% |
| jekyll | 8350.3 | 1.96% | 8312.2 | 1.68% | 7655.9 | 2.69% | 1.00x | 2.59% | 1.09x | 3.33% | 67.37% |
| liquid-render | 188.4 | 2.05% | 163.6 | 2.06% | 150.3 | 1.65% | 1.15x | 2.91% | 1.25x | 2.63% | 66.98% |
| 154.0 | 1.26% | 149.9 | 1.27% | 140.4 | 1.46% | 1.03x | 1.79% | 1.10x | 1.93% | 24.46% | |
| psych-load | 2138.1 | 0.59% | 1852.7 | 1.42% | 1773.1 | 0.49% | 1.15x | 1.54% | 1.21x | 0.76% | 66.23% |
| railsbench | 3127.7 | 2.29% | 3083.2 | 0.95% | 2670.6 | 1.27% | 1.01x | 2.48% | 1.17x | 2.62% | 75.95% |
| binarytrees | 387.3 | 0.32% | 254.9 | 0.50% | 301.9 | 0.96% | 1.52x | 0.59% | 1.28x | 1.02% | 82.95% |
| fannkuchredux | 5602.6 | 0.10% | 4057.6 | 0.03% | 5665.3 | 0.15% | 1.38x | 0.11% | 0.99x | 0.19% | 0.00% |
| lee | 1122.7 | 1.00% | 872.2 | 1.22% | 799.1 | 1.44% | 1.29x | 1.58% | 1.41x | 1.76% | 99.82% |
| nbody | 114.4 | 0.04% | 69.8 | 0.39% | 113.4 | 0.50% | 1.64x | 0.39% | 1.01x | 0.50% | 7.40% |
| optcarrot | 5165.0 | 0.38% | 2697.2 | 0.20% | 3146.0 | 0.16% | 1.91x | 0.43% | 1.64x | 0.41% | 96.19% |
| 30k_ifelse | 2412.0 | 4.63% | 2202.4 | 0.79% | 329.0 | 0.26% | 1.10x | 4.70% | 7.33x | 4.64% | 99.98% |
| 30k_methods | 5859.5 | 0.06% | 6424.2 | 0.98% | 717.9 | 0.04% | 0.91x | 0.98% | 8.16x | 0.08% | 100.00% |
| cfunc_itself | 90.1 | 0.12% | 57.6 | 0.20% | 41.0 | 0.32% | 1.57x | 0.23% | 2.20x | 0.34% | 100.00% |
| fib | 199.1 | 0.03% | 62.6 | 0.04% | 58.4 | 0.07% | 3.18x | 0.05% | 3.41x | 0.08% | 100.00% |
| getivar | 93.0 | 0.18% | 90.7 | 0.15% | 36.3 | 0.06% | 1.03x | 0.24% | 2.56x | 0.19% | 86.32% |
| respond_to | 235.1 | 0.15% | 202.4 | 0.38% | 151.6 | 0.41% | 1.16x | 0.41% | 1.55x | 0.43% | 100.00% |
| setivar | 71.3 | 0.15% | 73.4 | 0.24% | 41.9 | 0.28% | 0.97x | 0.28% | 1.70x | 0.32% | 88.46% |
RSD is relative standard deviation - the standard deviation divided by the mean, expressed as a percentage.
% in YJIT is the percentage of instructions that complete in YJIT rather than exiting to the non-JITted interpreter. YJIT performs better when this is higher.
Speedup is relative to interpreted CRuby. So an "MJIT speedup" of 1.21x means it runs at 1.21 times the iters/second of CRuby with JIT disabled.
You can find our benchmark code in the yjit-bench Github repo.
Our benchmark-runner and reporting code is in the yjit-metrics Github repo.
Tested Ruby version for YJIT and No-JIT: ruby 3.1.0dev (2021-09-10T21:08:26Z main 99e87e7f75) [x86_64-linux]
Tested Ruby version for Ruby 3.0 MJIT: ruby 3.0.2p107 (2021-07-07 revision 0db68f0233) +JIT [x86_64-linux]
(We got much better MJIT results with released than prerelease, so we used those.)
Benchmark Memory Usage Details
| bench | No JIT mem (MiB) | MJIT3.0 mem (MiB) | YJIT mem (MiB) |
|---|---|---|---|
| activerecord | 60 | 64 | 321 |
| jekyll | 853 | 850 | 1115 |
| liquid-render | 27 | 31 | 286 |
| 48 | 50 | 307 | |
| psych-load | 27 | 30 | 284 |
| railsbench | 180 | 184 | 450 |
| binarytrees | 28 | 31 | 283 |
| fannkuchredux | 22 | 22 | 279 |
| lee | 28 | 28 | 285 |
| nbody | 22 | 22 | 278 |
| optcarrot | 97 | 106 | 355 |
| 30k_ifelse | 63 | 63 | 345 |
| 30k_methods | 54 | 56 | 321 |
| cfunc_itself | 22 | 22 | 278 |
| fib | 22 | 22 | 278 |
| getivar | 22 | 21 | 279 |
| respond_to | 22 | 22 | 278 |
| setivar | 22 | 21 | 279 |
Memory is shown in mebibytes (1024 * 1024 bytes.)
By default, YJIT allocates an additional 256MiB for generated code. The additional size allocated can be tuned with a command-line parameter, but allocating too little memory will result in YJIT no longer JITting new functions, so performance reverts toward interpreter speeds.
Number of Iterations and Warmups Tested
| bench | No JIT warmups | No JIT iters | MJIT3.0 warmups | MJIT3.0 iters | YJIT warmups | YJIT iters |
|---|---|---|---|---|---|---|
| activerecord | 10 | 124 | 10 | 120 | 10 | 172 |
| jekyll | 10 | 10 | 10 | 10 | 10 | 10 |
| liquid-render | 10 | 97 | 10 | 112 | 10 | 123 |
| 10 | 120 | 10 | 123 | 10 | 132 | |
| psych-load | 10 | 10 | 10 | 10 | 10 | 10 |
| railsbench | 10 | 10 | 10 | 10 | 10 | 10 |
| binarytrees | 10 | 42 | 10 | 69 | 10 | 57 |
| fannkuchredux | 10 | 10 | 10 | 10 | 10 | 10 |
| lee | 10 | 10 | 10 | 13 | 10 | 16 |
| nbody | 10 | 165 | 10 | 273 | 10 | 167 |
| optcarrot | 10 | 10 | 10 | 10 | 10 | 10 |
| 30k_ifelse | 10 | 10 | 10 | 10 | 10 | 51 |
| 30k_methods | 10 | 10 | 10 | 10 | 10 | 18 |
| cfunc_itself | 10 | 212 | 10 | 337 | 10 | 478 |
| fib | 10 | 91 | 10 | 307 | 10 | 333 |
| getivar | 10 | 205 | 10 | 211 | 10 | 528 |
| respond_to | 10 | 76 | 10 | 89 | 10 | 122 |
| setivar | 10 | 271 | 10 | 263 | 10 | 462 |
Different Ruby configurations want different amounts of warmup. With no JIT, CRuby needs hardly any. YJIT and MJIT 3.0 both warm up quite quickly, while MJIT in 3.1 often slows down for a time as it compiles, after an unpredictable delay.
Benchmark YJIT Stats
Hover your cursor over the column headings for descriptions of each statistic.
| bench | Exit Report | Inline | Outlined | Comp iSeqs | Comp Blocks | Inval | Inval Ratio | Bind Alloc | Bind Set | Const Bumps |
|---|---|---|---|---|---|---|---|---|---|---|
| activerecord | (click) | 1055078 | 811078 | 185 | ? | 0 | 0 | |||
| jekyll | (click) | 2287014 | 1678390 | 335 | ? | 0 | 0 | |||
| liquid-render | (click) | 410400 | 331084 | 144 | ? | 0 | 0 | |||
| (click) | 756838 | 596952 | 337 | ? | 0 | 0 | ||||
| psych-load | (click) | 169138 | 133306 | 57 | ? | 0 | 0 | |||
| railsbench | (click) | 5311290 | 3031362 | 1293 | ? | 0 | 0 | |||
| binarytrees | (click) | 106117 | 82762 | 10 | ? | 0 | 0 | |||
| fannkuchredux | (click) | 105925 | 82552 | 7 | ? | 0 | 0 | |||
| lee | (click) | 216434 | 166338 | 86 | ? | 1 | 0 | |||
| nbody | (click) | 105093 | 82426 | 8 | ? | 0 | 0 | |||
| optcarrot | (click) | 634053 | 575328 | 287 | ? | 0 | 0 | |||
| 30k_ifelse | (click) | 5562053 | 4769962 | 9262 | ? | 0 | 0 | |||
| 30k_methods | (click) | 2191621 | 1872692 | 5781 | ? | 0 | 0 | |||
| cfunc_itself | (click) | 105029 | 81590 | 7 | ? | 0 | 0 | |||
| fib | (click) | 103301 | 80670 | 7 | ? | 0 | 0 | |||
| getivar | (click) | 105221 | 83754 | 7 | ? | 0 | 0 | |||
| respond_to | (click) | 107013 | 82786 | 7 | ? | 0 | 0 | |||
| setivar | (click) | 105157 | 82010 | 7 | ? | 0 | 0 |
YJIT stats correspond to the YJIT stats exit report.
Raw JSON data files
All graphs and table data in this page comes from processing these data files, which come from benchmark runs.
Tested Ruby Configurations
Metadata for Ruby Configs
No JIT Metadata
{
"RUBY_VERSION": "3.1.0",
"RUBY_DESCRIPTION": "ruby 3.1.0dev (2021-09-10T21:08:26Z main 99e87e7f75) [x86_64-linux]",
"RUBY_ENGINE": "ruby",
"which ruby": "/home/ubuntu/.rubies/ruby-yjit-metrics-prod/bin/ruby\n",
"hostname": "ip-172-31-8-3\n",
"ec2 instance id": "i-0ed46ee597dcad5d4",
"ec2 instance type": "c5.2xlarge",
"RbConfig configure_args": " '--disable-install-doc' '--disable-install-rdoc' '--prefix=/home/ubuntu/.rubies/ruby-yjit-metrics-prod'"
}
MJIT3.0 Metadata
{
"RUBY_VERSION": "3.0.2",
"RUBY_DESCRIPTION": "ruby 3.0.2p107 (2021-07-07 revision 0db68f0233) +JIT [x86_64-linux]",
"RUBY_ENGINE": "ruby",
"which ruby": "/home/ubuntu/.rubies/ruby-3.0.2/bin/ruby\n",
"hostname": "ip-172-31-8-3\n",
"ec2 instance id": "i-0ed46ee597dcad5d4",
"ec2 instance type": "c5.2xlarge",
"RbConfig configure_args": " '--prefix=/home/ubuntu/.rubies/ruby-3.0.2' '' 'build_alias=' 'host_alias=' 'target_alias='"
}
YJIT Metadata
{
"RUBY_VERSION": "3.1.0",
"RUBY_DESCRIPTION": "ruby 3.1.0dev (2021-09-10T21:08:26Z main 99e87e7f75) [x86_64-linux]",
"RUBY_ENGINE": "ruby",
"which ruby": "/home/ubuntu/.rubies/ruby-yjit-metrics-prod/bin/ruby\n",
"hostname": "ip-172-31-8-3\n",
"ec2 instance id": "i-0ed46ee597dcad5d4",
"ec2 instance type": "c5.2xlarge",
"RbConfig configure_args": " '--disable-install-doc' '--disable-install-rdoc' '--prefix=/home/ubuntu/.rubies/ruby-yjit-metrics-prod'"
}
YJIT Statistics (gathered in a separate stats run)
{
"setivar": [
{
"inline_code_size": 105157,
"outlined_code_size": 82010,
"all_stats": true,
"exec_instruction": 1932002413,
"send_callsite_not_simple": 0,
"send_kw_splat": 0,
"send_ivar_set_method": 0,
"send_zsuper_method": 0,
"send_undef_method": 0,
"send_optimized_method": 0,
"send_missing_method": 0,
"send_bmethod": 0,
"send_refined_method": 0,
"send_cfunc_ruby_array_varg": 0,
"send_cfunc_argc_mismatch": 0,
"send_cfunc_toomany_args": 0,
"send_cfunc_tracing": 0,
"send_iseq_tailcall": 0,
"send_iseq_arity_error": 0,
"send_iseq_only_keywords": 0,
"send_iseq_complex_callee": 0,
"send_not_implemented_method": 0,
"send_getter_arity": 0,
"send_se_cf_overflow": 0,
"send_se_protected_check_failed": 0,
"traced_cfunc_return": 0,
"invokesuper_me_changed": 0,
"invokesuper_block": 0,
"leave_se_interrupt": 0,
"leave_interp_return": 247,
"leave_start_pc_non_zero": 0,
"getivar_se_self_not_heap": 0,
"getivar_idx_out_of_range": 0,
"setivar_se_self_not_heap": 0,
"setivar_idx_out_of_range": 0,
"setivar_val_heapobject": 0,
"setivar_name_not_mapped": 0,
"setivar_not_object": 0,
"setivar_frozen": 0,
"oaref_argc_not_one": 0,
"oaref_arg_not_fixnum": 0,
"binding_allocations": 0,
"binding_set": 0,
"vm_insns_count": 252004378,
"compiled_iseq_count": 7,
"expandarray_splat": 0,
"expandarray_postarg": 0,
"expandarray_not_array": 0,
"expandarray_rhs_too_small": 0,
"exit_nop": 0,
"exit_getlocal": 0,
"exit_setlocal": 0,
"exit_getblockparam": 0,
"exit_setblockparam": 0,
"exit_getblockparamproxy": 0,
"exit_getspecial": 0,
"exit_setspecial": 0,
"exit_getinstancevariable": 0,
"exit_setinstancevariable": 0,
"exit_getclassvariable": 0,
"exit_setclassvariable": 0,
"exit_getconstant": 0,
"exit_setconstant": 0,
"exit_getglobal": 0,
"exit_setglobal": 0,
"exit_putnil": 0,
"exit_putself": 0,
"exit_putobject": 0,
"exit_putspecialobject": 0,
"exit_putstring": 0,
"exit_concatstrings": 0,
"exit_tostring": 0,
"exit_toregexp": 0,
"exit_intern": 0,
"exit_newarray": 0,
"exit_newarraykwsplat": 0,
"exit_duparray": 0,
"exit_duphash": 0,
"exit_expandarray": 0,
"exit_concatarray": 0,
"exit_splatarray": 0,
"exit_newhash": 0,
"exit_newrange": 0,
"exit_pop": 0,
"exit_dup": 0,
"exit_dupn": 0,
"exit_swap": 0,
"exit_topn": 0,
"exit_setn": 0,
"exit_adjuststack": 0,
"exit_defined": 0,
"exit_checkmatch": 0,
"exit_checkkeyword": 0,
"exit_checktype": 0,
"exit_defineclass": 0,
"exit_definemethod": 0,
"exit_definesmethod": 0,
"exit_send": 0,
"exit_opt_send_without_block": 0,
"exit_opt_str_freeze": 0,
"exit_opt_nil_p": 0,
"exit_opt_str_uminus": 0,
"exit_opt_newarray_max": 0,
"exit_opt_newarray_min": 0,
"exit_invokesuper": 0,
"exit_invokeblock": 69,
"exit_leave": 0,
"exit_throw": 0,
"exit_jump": 0,
"exit_branchif": 0,
"exit_branchunless": 0,
"exit_branchnil": 0,
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"exit_opt_setinlinecache": 0,
"exit_once": 0,
"exit_opt_case_dispatch": 0,
"exit_opt_plus": 0,
"exit_opt_minus": 0,
"exit_opt_mult": 0,
"exit_opt_div": 0,
"exit_opt_mod": 0,
"exit_opt_eq": 0,
"exit_opt_neq": 0,
"exit_opt_lt": 0,
"exit_opt_le": 0,
"exit_opt_gt": 0,
"exit_opt_ge": 0,
"exit_opt_ltlt": 0,
"exit_opt_and": 0,
"exit_opt_or": 0,
"exit_opt_aref": 0,
"exit_opt_aset": 0,
"exit_opt_aset_with": 0,
"exit_opt_aref_with": 0,
"exit_opt_length": 0,
"exit_opt_size": 0,
"exit_opt_empty_p": 0,
"exit_opt_succ": 0,
"exit_opt_not": 0,
"exit_opt_regexpmatch2": 0,
"exit_invokebuiltin": 0,
"exit_opt_invokebuiltin_delegate": 0,
"exit_opt_invokebuiltin_delegate_leave": 0,
"exit_getlocal_WC_0": 0,
"exit_getlocal_WC_1": 0,
"exit_setlocal_WC_0": 0,
"exit_setlocal_WC_1": 0,
"exit_putobject_INT2FIX_0_": 0,
"exit_putobject_INT2FIX_1_": 0,
"exit_trace_nop": 0,
"exit_trace_getlocal": 0,
"exit_trace_setlocal": 0,
"exit_trace_getblockparam": 0,
"exit_trace_setblockparam": 0,
"exit_trace_getblockparamproxy": 0,
"exit_trace_getspecial": 0,
"exit_trace_setspecial": 0,
"exit_trace_getinstancevariable": 0,
"exit_trace_setinstancevariable": 0,
"exit_trace_getclassvariable": 0,
"exit_trace_setclassvariable": 0,
"exit_trace_getconstant": 0,
"exit_trace_setconstant": 0,
"exit_trace_getglobal": 0,
"exit_trace_setglobal": 0,
"exit_trace_putnil": 0,
"exit_trace_putself": 0,
"exit_trace_putobject": 0,
"exit_trace_putspecialobject": 0,
"exit_trace_putstring": 0,
"exit_trace_concatstrings": 0,
"exit_trace_tostring": 0,
"exit_trace_toregexp": 0,
"exit_trace_intern": 0,
"exit_trace_newarray": 0,
"exit_trace_newarraykwsplat": 0,
"exit_trace_duparray": 0,
"exit_trace_duphash": 0,
"exit_trace_expandarray": 0,
"exit_trace_concatarray": 0,
"exit_trace_splatarray": 0,
"exit_trace_newhash": 0,
"exit_trace_newrange": 0,
"exit_trace_pop": 0,
"exit_trace_dup": 0,
"exit_trace_dupn": 0,
"exit_trace_swap": 0,
"exit_trace_topn": 0,
"exit_trace_setn": 0,
"exit_trace_adjuststack": 0,
"exit_trace_defined": 0,
"exit_trace_checkmatch": 0,
"exit_trace_checkkeyword": 0,
"exit_trace_checktype": 0,
"exit_trace_defineclass": 0,
"exit_trace_definemethod": 0,
"exit_trace_definesmethod": 0,
"exit_trace_send": 0,
"exit_trace_opt_send_without_block": 0,
"exit_trace_opt_str_freeze": 0,
"exit_trace_opt_nil_p": 0,
"exit_trace_opt_str_uminus": 0,
"exit_trace_opt_newarray_max": 0,
"exit_trace_opt_newarray_min": 0,
"exit_trace_invokesuper": 0,
"exit_trace_invokeblock": 0,
"exit_trace_leave": 0,
"exit_trace_throw": 0,
"exit_trace_jump": 0,
"exit_trace_branchif": 0,
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"exit_trace_opt_setinlinecache": 0,
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"exit_trace_opt_mult": 0,
"exit_trace_opt_div": 0,
"exit_trace_opt_mod": 0,
"exit_trace_opt_eq": 0,
"exit_trace_opt_neq": 0,
"exit_trace_opt_lt": 0,
"exit_trace_opt_le": 0,
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"exit_trace_opt_regexpmatch2": 0,
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"exit_trace_opt_invokebuiltin_delegate_leave": 0,
"exit_trace_getlocal_WC_0": 0,
"exit_trace_getlocal_WC_1": 0,
"exit_trace_setlocal_WC_0": 0,
"exit_trace_setlocal_WC_1": 0,
"exit_trace_putobject_INT2FIX_0_": 0,
"exit_trace_putobject_INT2FIX_1_": 0
}
],
"psych-load": [
{
"inline_code_size": 169138,
"outlined_code_size": 133306,
"all_stats": true,
"exec_instruction": 2902134812,
"send_callsite_not_simple": 11982,
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"send_ivar_set_method": 41357982,
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"send_bmethod": 0,
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"send_cfunc_ruby_array_varg": 0,
"send_cfunc_argc_mismatch": 0,
"send_cfunc_toomany_args": 0,
"send_cfunc_tracing": 0,
"send_iseq_tailcall": 0,
"send_iseq_arity_error": 0,
"send_iseq_only_keywords": 5991,
"send_iseq_complex_callee": 5991,
"send_not_implemented_method": 0,
"send_getter_arity": 0,
"send_se_cf_overflow": 0,
"send_se_protected_check_failed": 0,
"traced_cfunc_return": 0,
"invokesuper_me_changed": 0,
"invokesuper_block": 5991,
"leave_se_interrupt": 2,
"leave_interp_return": 56844127,
"leave_start_pc_non_zero": 0,
"getivar_se_self_not_heap": 0,
"getivar_idx_out_of_range": 0,
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"setivar_val_heapobject": 0,
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"oaref_argc_not_one": 0,
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"vm_insns_count": 1447843224,
"compiled_iseq_count": 57,
"expandarray_splat": 0,
"expandarray_postarg": 0,
"expandarray_not_array": 0,
"expandarray_rhs_too_small": 0,
"exit_nop": 0,
"exit_getlocal": 0,
"exit_setlocal": 0,
"exit_getblockparam": 0,
"exit_setblockparam": 0,
"exit_getblockparamproxy": 0,
"exit_getspecial": 0,
"exit_setspecial": 0,
"exit_getinstancevariable": 0,
"exit_setinstancevariable": 0,
"exit_getclassvariable": 0,
"exit_setclassvariable": 0,
"exit_getconstant": 0,
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"exit_putnil": 0,
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"exit_pop": 0,
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No JIT Metadata
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