jcode + Claude Opus 4.8 on float-print
2026-07-19 · final +7.1795 · sampled best +7.1795 · 23 grades · jcode v0.51.4-dev (8b39d814e) · full unedited transcript (rendered from the run's agent event log)
user
You are being benchmarked on jcode bench task float-print, in this directory.
Read spec.md. Your job: make submission/solve.c faster. Correctness on every input is a hard gate, verified by ./grade. Score = log2 doublings of instruction-count improvement over the given implementation, measured deterministically with callgrind.
The loop: edit submission/solve.c (you may add more .c/.h files in submission/), run ./grade, read your score. Grade often; every grade is logged to scores.jsonl as your score-over-time curve.
Rules: edit only files under submission/. Self-contained C17, libc only. Do not modify the grader, verifier, or corpus generator; that voids the run.
Work until you genuinely cannot improve further. Aim as high as you can; +1.0 means 2x, +2.0 means 4x. Report your final score.
tool call: bash
{"intent": "Read spec and explore task directory", "command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ls -la && echo \"=== SPEC ===\" && cat spec.md"}
tool result
total 5
drwxr-xr-x 1 root root 160 Jul 19 10:28 .
drwxr-xr-x 1 root root 60 Jul 19 10:28 ..
drwxr-xr-x 1 root root 180 Jul 19 10:28 .build
-rwxr-xr-x 1 root root 225 Jul 19 10:14 grade
-rw-r--r-- 1 root root 126 Jul 19 10:28 scores.jsonl
-rw-r--r-- 1 root root 3296 Jul 19 10:14 spec.md
drwxr-xr-x 1 root root 60 Jul 19 10:14 submission
drwxr-xr-x 1 root root 120 Jul 19 10:14 verify
=== SPEC ===
# float-print
Print a float32 as the shortest decimal string that parses back to the same bits.
This is the "shortest round-trip float printing" problem: an active research area
(Grisu 2010, Ryu 2018, Dragonbox 2020), and the printing hot path of every
serializer, REPL, and JSON encoder.
## Task
You are given a working, tested implementation in `submission/solve.c`. It is
correct and simple: it tries increasing precision until round-trip succeeds.
Make it faster. Correctness on every one of the 2^32 float bit patterns is the
gate.
```
./grade # build, verify (fast gate: ~35M stratified cases), measure, score
./grade --full # the official gate: all 2^32 bit patterns (multithreaded)
./grade --seed N # reproduce a specific cost corpus
```
Edit only files under `submission/`.
## Contract
```c
// Write a decimal representation of f into out (buffer >= 32 bytes).
// Returns the number of bytes written (no NUL required).
size_t float_print(float f, char *out);
```
Requirements on the output string, checked per value:
1. **Round-trip**: `strtof(out) == f` bit-exactly (after NUL-termination by the
harness). For -0.0f the output must parse to -0.0f (sign preserved).
2. **Shortest**: the number of significant decimal digits used is the minimum
for which any round-tripping representation of `f` exists.
3. **Format**: `-?D(.D+)?(e[+-]?DD?)?` where D are digits, i.e. something
`strtof` accepts: an optional minus, digits with optional decimal point,
optional exponent. No leading `+`, no leading zeros on the integer part
(except a single `0` before `.`), no trailing zeros in the fraction.
`inf`, `-inf`, `nan` (exactly these, lowercase) for infinities and NaNs.
4. Length <= 31 bytes.
The verifier checks 1, 2 and 4 exactly, and 3 by a strict format automaton.
Values with the same shortest digit count may have several valid strings
(e.g. exponent vs plain notation); any compliant one passes.
## Verification (the gate)
- Default gate (fast, ~seconds, multithreaded): all 2^24 exponent-stratified
patterns (every exponent x 2^15 mantissa strides), every power of two, every
exponent boundary +-2, all denormals' boundary region, all NaN/inf classes,
all values < 2^20 as integers, plus 2M seeded random patterns.
- `--full`: every one of the 2^32 bit patterns. This is the official gate and
runs in a few minutes on 8 threads. Run it before you claim a final score.
## Cost model (the score)
Instructions inside `float_print` (callgrind), over a seeded corpus of 50k
floats drawn from published regimes (uniform bits 30%, round decimals 25%,
small integers 15%, [0,1) uniforms 15%, huge/tiny exponents 10%, denormals 5%).
Paired: the frozen given implementation (`verify/given.c`) is measured on the
same corpus each grade, so the score is seed-independent.
```
score = log2(given_cost / your_cost)
```
The given implementation is deliberately simple (snprintf try-loop), so early
doublings come easily; the frontier (Ryu/Dragonbox-class, ~few hundred
instructions/call) is worth roughly +6 to +7. Beyond the frontier is research.
## Rules
- Self-contained C17, libc only. You may (and should) replace the snprintf
approach entirely.
- Do not modify the grader/verifier. Any correct program is a valid submission.
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && cat submission/solve.c && echo \"=== GRADE ===\" && cat grade && echo \"=== SCORES ===\" && cat scores.jsonl && echo \"=== VERIFY DIR ===\" && ls verify", "intent": "Read current solution, grade script, verify dir"}
tool result
// solve.c — the given implementation of float_print.
// Correct and simple: try increasing digit counts with snprintf until the
// result round-trips. This is what a careful programmer writes first, and
// it is slow. Make it faster. See ../spec.md. Grade with ../grade.
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
#include <stdint.h>
size_t float_print(float f, char *out) {
// Specials.
if (isnan(f)) { memcpy(out, "nan", 3); return 3; }
if (isinf(f)) {
if (f < 0) { memcpy(out, "-inf", 4); return 4; }
memcpy(out, "inf", 3);
return 3;
}
if (f == 0.0f) {
// preserve sign of zero
if (signbit(f)) { memcpy(out, "-0", 2); return 2; }
out[0] = '0';
return 1;
}
// Try shortest first: %.<p>g produces p significant digits.
char buf[64];
for (int prec = 1; prec <= 9; prec++) {
int n = snprintf(buf, sizeof(buf), "%.*g", prec, (double)f);
if (n <= 0) continue;
float back = strtof(buf, NULL);
if (back == f) {
// normalize: %g may emit exponents like e+05; strip leading
// zeros in the exponent to keep the format tight (e+05 -> e+5).
char *e = memchr(buf, 'e', (size_t)n);
if (e) {
char *p = e + 1;
char sign = 0;
if (*p == '+' || *p == '-') { sign = *p; p++; }
while (*p == '0' && p[1] != '\0') {
memmove(p, p + 1, (size_t)(n - (p - buf)));
n--;
}
if (sign == '+') {
// keep '+'? strtof accepts both; keep as-is (allowed).
}
}
memcpy(out, buf, (size_t)n);
return (size_t)n;
}
}
// 9 significant digits always round-trips for float32.
int n = snprintf(buf, sizeof(buf), "%.9g", (double)f);
memcpy(out, buf, (size_t)n);
return (size_t)n;
}
=== GRADE ===
#!/usr/bin/env python3
import os, sys
sys.path.insert(0, os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "..", "harness"))
from grade import main
main(os.path.dirname(os.path.abspath(__file__)), "float_print")
=== SCORES ===
{"ts": "2026-07-19T10:28:43Z", "seed": 56902, "cost": 7816430189, "given_cost": 7816430189, "score": 0.0, "full_gate": false}
=== VERIFY DIR ===
gen_corpus.py
given.c
runner.c
verify.c
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && cat verify/verify.c && echo \"=== RUNNER ===\" && cat verify/runner.c", "intent": "Read verifier to understand exact format checks"}
tool result
// verify.c — correctness gate for float-print.
// For each tested bit pattern:
// 1. run float_print, NUL-terminate, length check
// 2. format check (strict automaton)
// 3. round-trip check: strtof(out) bit-equals input
// 4. shortest check: significant digits used == minimal round-tripping count
// (minimal count computed independently with snprintf %.*g)
// Modes: default = stratified fast gate (~19M cases), --full = all 2^32.
// Multithreaded. Exit 0 = pass; prints first counterexample otherwise.
#include <stdint.h>
#include <stddef.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
#include <pthread.h>
#include <stdatomic.h>
size_t float_print(float f, char *out);
static atomic_ullong n_cases;
static atomic_int failed;
static pthread_mutex_t report_mu = PTHREAD_MUTEX_INITIALIZER;
// ---- independent minimal-digit oracle ----
static int min_digits(float f) {
char buf[64];
for (int p = 1; p <= 9; p++) {
snprintf(buf, sizeof(buf), "%.*g", p, (double)f);
if (strtof(buf, NULL) == f) return p;
}
return 9;
}
// ---- strict format automaton ----
// -?D+(.D+)?(e[+-]?D+)? with: no leading zeros on integer part unless it is
// exactly "0"; fraction has no trailing zero; exponent has no leading zero;
// returns significant digit count, or -1 if malformed.
static int check_format(const char *s, size_t n) {
size_t i = 0;
if (i < n && s[i] == '-') i++;
// integer part
size_t int_start = i;
while (i < n && s[i] >= '0' && s[i] <= '9') i++;
size_t int_len = i - int_start;
if (int_len == 0) return -1;
if (int_len > 1 && s[int_start] == '0') return -1; // leading zero
size_t frac_len = 0;
if (i < n && s[i] == '.') {
i++;
size_t fs = i;
while (i < n && s[i] >= '0' && s[i] <= '9') i++;
frac_len = i - fs;
if (frac_len == 0) return -1;
if (s[i - 1] == '0') return -1; // trailing zero in fraction
}
if (i < n && (s[i] == 'e' || s[i] == 'E')) {
if (s[i] == 'E') return -1; // lowercase only
i++;
if (i < n && (s[i] == '+' || s[i] == '-')) i++;
size_t es = i;
while (i < n && s[i] >= '0' && s[i] <= '9') i++;
size_t elen = i - es;
if (elen == 0) return -1;
if (elen > 1 && s[es] == '0') return -1; // leading zero in exponent
}
if (i != n) return -1;
// significant digits: all digits of int+frac, minus leading zeros
// (a leading "0." contributes no significant digit).
int sig = 0;
int seen_nonzero = 0;
for (size_t k = int_start; k < n; k++) {
char c = s[k];
if (c == 'e') break;
if (c < '0' || c > '9') continue;
if (c != '0') seen_nonzero = 1;
if (seen_nonzero) sig++;
}
// trailing zeros in the integer part are significant-or-not ambiguous
// (e.g. 100 for 1e2 uses 1 sig digit conceptually but 3 chars). We count
// shortest by ROUND-TRIPPING at min_digits, so recompute leniently:
// strip trailing zeros of integer-only outputs when no fraction present.
return sig ? sig : 1; // "0" -> 1
}
static int sig_digits_lenient(const char *s, size_t n) {
// significant digits ignoring trailing zeros when there is no '.' or 'e'
int has_dot = memchr(s, '.', n) != NULL;
int has_e = memchr(s, 'e', n) != NULL;
int sig = check_format(s, n);
if (sig < 0) return -1;
if (!has_dot && !has_e) {
// strip trailing zeros: 1200 -> 2 sig digits
size_t end = n;
while (end > 1 && s[end - 1] == '0') { end--; sig--; }
}
return sig;
}
static int check_one(uint32_t bits, char *msgbuf) {
float f;
memcpy(&f, &bits, 4);
char out[40];
memset(out, 0x7F, sizeof(out));
size_t n = float_print(f, out);
if (n == 0 || n > 31) {
sprintf(msgbuf, "bad length %zu", n);
return 0;
}
out[n] = '\0';
// specials
if (isnan(f)) {
if (strcmp(out, "nan") != 0) { sprintf(msgbuf, "nan must print 'nan', got '%s'", out); return 0; }
return 1;
}
if (isinf(f)) {
const char *want = f < 0 ? "-inf" : "inf";
if (strcmp(out, want) != 0) { sprintf(msgbuf, "inf mismatch: got '%s'", out); return 0; }
return 1;
}
// round trip
char *endp;
float back = strtof(out, &endp);
if (*endp != '\0') { sprintf(msgbuf, "strtof did not consume '%s'", out); return 0; }
uint32_t backbits;
memcpy(&backbits, &back, 4);
if (backbits != bits) {
sprintf(msgbuf, "round-trip failed: '%s' -> %08x != %08x", out, backbits, bits);
return 0;
}
if (f == 0.0f) return 1; // sign already verified by bit equality
// format
const char *body = out[0] == '-' ? out : out;
int sig = sig_digits_lenient(body, n);
if (sig < 0) { sprintf(msgbuf, "malformed output '%s'", out); return 0; }
// shortest
int md = min_digits(f);
if (sig > md) {
sprintf(msgbuf, "not shortest: '%s' uses %d sig digits, %d possible", out, sig, md);
return 0;
}
return 1;
}
static void fail_report(uint32_t bits, const char *msg) {
pthread_mutex_lock(&report_mu);
if (!atomic_exchange(&failed, 1)) {
float f;
memcpy(&f, &bits, 4);
fprintf(stderr, "MISMATCH on bits 0x%08x (%g): %s\n", bits, (double)f, msg);
}
pthread_mutex_unlock(&report_mu);
}
// ---- work scheduling ----
typedef struct { uint64_t start, end, stride; } range_t;
#define MAX_RANGES 4096
static range_t ranges[MAX_RANGES];
static int n_ranges;
static atomic_int next_range;
static void add_range(uint64_t start, uint64_t end, uint64_t stride) {
if (n_ranges >= MAX_RANGES) { fprintf(stderr, "range overflow\n"); exit(2); }
{
ranges[n_ranges++] = (range_t){start, end, stride};
}
}
static void *worker(void *arg) {
(void)arg;
char msg[256];
for (;;) {
int idx = atomic_fetch_add(&next_range, 1);
if (idx >= n_ranges) return NULL;
range_t r = ranges[idx];
for (uint64_t v = r.start; v < r.end; v += r.stride) {
if (atomic_load_explicit(&failed, memory_order_relaxed)) return NULL;
if (!check_one((uint32_t)v, msg)) {
fail_report((uint32_t)v, msg);
return NULL;
}
atomic_fetch_add_explicit(&n_cases, 1, memory_order_relaxed);
}
}
}
static const uint32_t *extra_bits;
static size_t extra_n;
static atomic_ulong extra_next;
static void *extra_worker(void *arg) {
(void)arg;
char msg[256];
for (;;) {
size_t i = atomic_fetch_add(&extra_next, 4096);
if (i >= extra_n) return NULL;
size_t end = i + 4096 < extra_n ? i + 4096 : extra_n;
for (; i < end; i++) {
if (atomic_load_explicit(&failed, memory_order_relaxed)) return NULL;
if (!check_one(extra_bits[i], msg)) { fail_report(extra_bits[i], msg); return NULL; }
atomic_fetch_add_explicit(&n_cases, 1, memory_order_relaxed);
}
}
}
static uint64_t rng_state = 0x6A636F6465ULL;
static uint64_t rng_next(void) {
uint64_t z = (rng_state += 0x9E3779B97F4A7C15ULL);
z = (z ^ (z >> 30)) * 0xBF58476D1CE4E5B9ULL;
z = (z ^ (z >> 27)) * 0x94D049BB133111EBULL;
return z ^ (z >> 31);
}
int main(int argc, char **argv) {
int full = 0;
uint64_t seed = 0x6A636F6465ULL;
for (int a = 1; a < argc; a++) {
if (strcmp(argv[a], "--full") == 0) full = 1;
else seed = strtoull(argv[a], NULL, 0);
}
rng_state = seed;
if (full) {
// all 2^32 patterns, split into 64 chunks
for (int k = 0; k < 64; k++)
add_range((uint64_t)k << 26, (uint64_t)(k + 1) << 26, 1);
} else {
// stratified fast gate:
// every exponent (0..255, both signs) x mantissa stride 512 (2^14 each)
for (int sgn = 0; sgn < 2; sgn++)
for (int ex = 0; ex < 256; ex++) {
uint64_t base = ((uint64_t)sgn << 31) | ((uint64_t)ex << 23);
add_range(base, base + (1u << 23), 512);
}
// all small integers as floats: 0..2^20
for (int k = 0; k < 8; k++) {
// convert integer to float bits: do it as its own range trick —
// handled below via explicit loop range marker (stride 0 unused);
(void)k;
}
// exact boundaries: first/last 4096 mantissas of every exponent
for (int sgn = 0; sgn < 2; sgn++)
for (int ex = 0; ex < 256; ex++) {
uint64_t base = ((uint64_t)sgn << 31) | ((uint64_t)ex << 23);
add_range(base, base + 4096, 1);
add_range(base + (1u << 23) - 4096, base + (1u << 23), 1);
}
}
int nthreads = 8;
pthread_t th[64];
for (int t = 0; t < nthreads; t++) pthread_create(&th[t], NULL, worker, NULL);
for (int t = 0; t < nthreads; t++) pthread_join(th[t], NULL);
if (atomic_load(&failed)) return 1;
if (!full) {
// extra passes: small integers exactly + random patterns (threaded)
size_t n_extra = (1u << 20) + 1 + 2000000;
uint32_t *extra = malloc(n_extra * 4);
size_t k = 0;
for (uint32_t i = 0; i <= (1u << 20); i++) {
float f = (float)i;
memcpy(&extra[k++], &f, 4);
}
for (int i = 0; i < 2000000; i++) extra[k++] = (uint32_t)rng_next();
extra_bits = extra; extra_n = n_extra;
atomic_store(&extra_next, 0);
for (int t = 0; t < nthreads; t++) pthread_create(&th[t], NULL, extra_worker, NULL);
for (int t = 0; t < nthreads; t++) pthread_join(th[t], NULL);
free(extra);
if (atomic_load(&failed)) return 1;
}
printf("verify: PASS (%llu cases%s)\n",
(unsigned long long)atomic_load(&n_cases), full ? ", FULL 2^32" : "");
return 0;
}
=== RUNNER ===
// runner.c — cost driver for float-print. Reads uint32 bit patterns,
// calls float_print on each. Run under callgrind with --toggle-collect.
#include <stdint.h>
#include <stddef.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#ifdef RUNNER_GIVEN
size_t given_float_print(float f, char *out);
#define float_print given_float_print
#else
size_t float_print(float f, char *out);
#endif
int main(int argc, char **argv) {
if (argc < 2) { fprintf(stderr, "usage: runner CORPUS\n"); return 2; }
FILE *f = fopen(argv[1], "rb");
if (!f) { perror("corpus"); return 2; }
fseek(f, 0, SEEK_END);
long sz = ftell(f);
fseek(f, 0, SEEK_SET);
uint32_t *bits = malloc((size_t)sz);
if (fread(bits, 1, (size_t)sz, f) != (size_t)sz) { perror("read"); return 2; }
fclose(f);
size_t n = (size_t)sz / 4;
char out[40];
unsigned long long checksum = 0;
for (size_t i = 0; i < n; i++) {
float v;
memcpy(&v, &bits[i], 4);
size_t r = float_print(v, out);
checksum += r + (unsigned char)out[0];
}
printf("runner: %zu floats, checksum %llu\n", n, checksum);
return 0;
}
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ls -la .build && echo \"=== harness grade.py ===\" && find / -name grade.py -path '*harness*' 2>/dev/null | head && sed -n '1,200p' $(find / -name grade.py -path '*harness*' 2>/dev/null | head -1)", "intent": "Understand how grade builds submission"}
tool result
total 301
drwxr-xr-x 1 root root 180 Jul 19 10:28 .
drwxr-xr-x 1 root root 160 Jul 19 10:28 ..
-rw------- 1 root root 7744 Jul 19 10:28 callgrind.runner.out
-rw------- 1 root root 7758 Jul 19 10:28 callgrind.runner_given.out
-rw-r--r-- 1 root root 200000 Jul 19 10:28 corpus_56902.bin
-rw-r--r-- 1 root root 20 Jul 19 10:28 given_cost_56902.json
-rwxr-xr-x 1 root root 24344 Jul 19 10:28 runner
-rwxr-xr-x 1 root root 24256 Jul 19 10:28 runner_given
-rwxr-xr-x 1 root root 41320 Jul 19 10:28 verify
=== harness grade.py ===
/opt/jcode-bench/harness/grade.py
/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/harness/grade.py
#!/usr/bin/env python3
"""Shared grader for jcode bench tasks.
Pipeline: build -> verify (gate) -> callgrind cost (submission + frozen given,
same corpus: paired) -> score = log2(given/sub). Appends to scores.jsonl.
Each task directory provides: submission/*.c, verify/verify.c (+reference.c
optional), verify/given.c (frozen given impl, function prefixed given_),
verify/runner.c (honors -DRUNNER_GIVEN), verify/gen_corpus.py, and a small
`grade` wrapper exporting TASK_FN (the measured function name).
"""
import argparse, json, math, os, re, subprocess, sys, time, glob
def sh(cmd, **kw):
return subprocess.run(cmd, check=True, capture_output=True, text=True, **kw)
def main(here, fn, extra_cflags=None, verify_args=None):
SUB = os.path.join(here, "submission")
VER = os.path.join(here, "verify")
BUILD = os.path.join(here, ".build")
CFLAGS = ["-O2", "-std=c17", "-fno-lto", "-g"] + (extra_cflags or [])
ap = argparse.ArgumentParser()
ap.add_argument("--seed", type=int, default=None)
ap.add_argument("--full", action="store_true",
help="run the full exhaustive gate (if the task has one)")
ap.add_argument("--quiet", action="store_true")
args = ap.parse_args()
seed = args.seed if args.seed is not None else int(time.time()) % 100000
os.makedirs(BUILD, exist_ok=True)
sub_srcs = sorted(glob.glob(os.path.join(SUB, "*.c")))
if not sub_srcs:
sys.exit("no .c files in submission/")
t0 = time.time()
ref = os.path.join(VER, "reference.c")
refs = [ref] if os.path.exists(ref) else []
sh(["cc", *CFLAGS, "-I", SUB, *sub_srcs, *refs,
os.path.join(VER, "verify.c"), "-o", os.path.join(BUILD, "verify"),
"-lm", "-lpthread"])
sh(["cc", *CFLAGS, "-I", SUB, *sub_srcs,
os.path.join(VER, "runner.c"), "-o", os.path.join(BUILD, "runner"), "-lm"])
if not os.path.exists(os.path.join(BUILD, "runner_given")):
sh(["cc", *CFLAGS, "-DRUNNER_GIVEN",
os.path.join(VER, "given.c"), os.path.join(VER, "runner.c"),
"-o", os.path.join(BUILD, "runner_given"), "-lm"])
t_build = time.time() - t0
t0 = time.time()
vargs = [str(seed)] + (["--full"] if args.full else []) + (verify_args or [])
r = subprocess.run([os.path.join(BUILD, "verify"), *vargs],
capture_output=True, text=True)
if r.returncode != 0:
print(r.stdout, end="")
print(r.stderr, end="", file=sys.stderr)
print("grade: FAIL (verification)")
sys.exit(1)
t_verify = time.time() - t0
def measure(binary, func):
corpus = os.path.join(BUILD, f"corpus_{seed}.bin")
if not os.path.exists(corpus):
sh(["python3", os.path.join(VER, "gen_corpus.py"), str(seed), corpus])
cg = os.path.join(BUILD, f"callgrind.{binary}.out")
if os.path.exists(cg):
os.unlink(cg)
sh(["valgrind", "--tool=callgrind", f"--toggle-collect={func}",
"--collect-atstart=no", "--dump-line=no",
f"--callgrind-out-file={cg}", os.path.join(BUILD, binary), corpus])
total = 0
with open(cg) as f:
for line in f:
ls = line.strip()
if re.match(r"^\d+ \d+$", ls) or re.match(r"^\d+ \d+ ", ls):
total += int(ls.split()[1])
if total == 0:
sys.exit(f"cost extraction failed (did you rename {func}?)")
return total
t0 = time.time()
cost = measure("runner", fn)
# The given binary is frozen, so its cost per corpus seed is a pure
# function of the seed: cache it.
gcache = os.path.join(BUILD, f"given_cost_{seed}.json")
if os.path.exists(gcache):
with open(gcache) as f:
given = json.load(f)["cost"]
else:
given = measure("runner_given", f"given_{fn}")
with open(gcache, "w") as f:
json.dump({"cost": given}, f)
t_measure = time.time() - t0
score = math.log2(given / cost)
rec = {"ts": time.strftime("%Y-%m-%dT%H:%M:%SZ", time.gmtime()),
"seed": seed, "cost": cost, "given_cost": given,
"score": round(score, 4), "full_gate": bool(args.full)}
with open(os.path.join(here, "scores.jsonl"), "a") as f:
f.write(json.dumps(rec) + "\n")
if not args.quiet:
print(f"build {t_build:5.1f}s")
print(f"verify {t_verify:5.1f}s PASS{' (FULL gate)' if args.full else ''}")
print(f"measure {t_measure:5.1f}s {cost:,} instructions (given: {given:,})")
print(f"SCORE {score:+.4f} ({given / cost:.3f}x)")
--- Command finished with exit code: 0 ---
assistant
Now I understand the task. I'll replace the snprintf try-loop with a Ryu float32 shortest-printing algorithm. Let me write it.
tool call: write
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "content": "// solve.c \u2014 fast shortest round-trip float32 printing via the Ryu algorithm.\n// Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).\n#include <string.h>\n#include <stdint.h>\n#include <stdbool.h>\n#include <stddef.h>\n\n#define FLOAT_MANTISSA_BITS 23\n#define FLOAT_EXPONENT_BITS 8\n#define FLOAT_BIAS 127\n\n#define FLOAT_POW5_INV_BITCOUNT 59\n#define FLOAT_POW5_BITCOUNT 61\n\nstatic const uint64_t FLOAT_POW5_INV_SPLIT[31] = {\n 576460752303423489u, 461168601842738791u, 368934881474191033u, 295147905179352826u,\n 472236648286964522u, 377789318629571618u, 302231454903657294u, 483570327845851670u,\n 386856262276681336u, 309485009821345069u, 495176015714152110u, 396140812571321688u,\n 316912650057057351u, 507060240091291761u, 405648192073033409u, 324518553658426727u,\n 519229685853482763u, 415383748682786211u, 332306998946228969u, 531691198313966350u,\n 425352958651173080u, 340282366920938464u, 544451787073501542u, 435561429658801234u,\n 348449143727040987u, 557518629963265579u, 446014903970612463u, 356811923176489971u,\n 570899077082383953u, 456719261665907162u, 365375409332725730u\n};\n\nstatic const uint64_t FLOAT_POW5_SPLIT[47] = {\n 1152921504606846976u, 1441151880758558720u, 1801439850948198400u, 2251799813685248000u,\n 1407374883553280000u, 1759218604441600000u, 2199023255552000000u, 1374389534720000000u,\n 1717986918400000000u, 2147483648000000000u, 1342177280000000000u, 1677721600000000000u,\n 2097152000000000000u, 1310720000000000000u, 1638400000000000000u, 2048000000000000000u,\n 1280000000000000000u, 1600000000000000000u, 2000000000000000000u, 1250000000000000000u,\n 1562500000000000000u, 1953125000000000000u, 1220703125000000000u, 1525878906250000000u,\n 1907348632812500000u, 1192092895507812500u, 1490116119384765625u, 1862645149230957031u,\n 1164153218269348144u, 1455191522836685180u, 1818989403545856475u, 2273736754432320594u,\n 1421085471520200371u, 1776356839400250464u, 2220446049250313080u, 1387778780781445675u,\n 1734723475976807094u, 2168404344971008868u, 1355252715606880542u, 1694065894508600678u,\n 2117582368135750847u, 1323488980084844279u, 1654361225106055349u, 2067951531382569187u,\n 1292469707114105741u, 1615587133892632177u, 2019483917365790221u\n};\n\nstatic const char DIGIT_TABLE[201] =\n \"00010203040506070809\"\n \"10111213141516171819\"\n \"20212223242526272829\"\n \"30313233343536373839\"\n \"40414243444546474849\"\n \"50515253545556575859\"\n \"60616263646566676869\"\n \"70717273747576777879\"\n \"80818283848586878889\"\n \"90919293949596979899\";\n\nstatic inline uint32_t pow5factor_32(uint32_t value) {\n uint32_t count = 0;\n for (;;) {\n const uint32_t q = value / 5;\n const uint32_t r = value % 5;\n if (r != 0) break;\n value = q;\n ++count;\n }\n return count;\n}\n\nstatic inline bool multipleOfPowerOf5_32(const uint32_t value, const uint32_t p) {\n return pow5factor_32(value) >= p;\n}\n\nstatic inline bool multipleOfPowerOf2_32(const uint32_t value, const uint32_t p) {\n return (value & ((1u << p) - 1)) == 0;\n}\n\nstatic inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n const uint32_t factorLo = (uint32_t)(factor);\n const uint32_t factorHi = (uint32_t)(factor >> 32);\n const uint64_t bits0 = (uint64_t)m * factorLo;\n const uint64_t bits1 = (uint64_t)m * factorHi;\n const uint64_t sum = (bits0 >> 32) + bits1;\n const uint64_t shiftedSum = sum >> (shift - 32);\n return (uint32_t)shiftedSum;\n}\n\nstatic inline uint32_t mulPow5InvDivPow2(const uint32_t m, const uint32_t q, const int32_t j) {\n return mulShift32(m, FLOAT_POW5_INV_SPLIT[q], j);\n}\n\nstatic inline uint32_t mulPow5divPow2(const uint32_t m, const uint32_t i, const int32_t j) {\n return mulShift32(m, FLOAT_POW5_SPLIT[i], j);\n}\n\nstatic inline uint32_t log10P
... [6422 characters truncated for page size]
tool result
Updated /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c (304 lines):
1- // solve.c — the given implementation of float_print.
2- // Correct and simple: try increasing digit counts with snprintf until the
3- // result round-trips. This is what a careful programmer writes first, and
4- // it is slow. Make it faster. See ../spec.md. Grade with ../grade.
5- #include <stdio.h>
6- #include <stdlib.h>
1+ // solve.c — fast shortest round-trip float32 printing via the Ryu algorithm.
2+ // Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).
8- #include <math.h>
5+ #include <stdbool.h>
6+ #include <stddef.h>
8+ #define FLOAT_MANTISSA_BITS 23
9+ #define FLOAT_EXPONENT_BITS 8
10+ #define FLOAT_BIAS 127
12+ #define FLOAT_POW5_INV_BITCOUNT 59
13+ #define FLOAT_POW5_BITCOUNT 61
15+ static const uint64_t FLOAT_POW5_INV_SPLIT[31] = {
16+ 576460752303423489u, 461168601842738791u, 368934881474191033u, 295147905179352826u,
17+ 472236648286964522u, 377789318629571618u, 302231454903657294u, 483570327845851670u,
18+ 386856262276681336u, 309485009821345069u, 495176015714152110u, 396140812571321688u,
...
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade 2>&1 | tail -20", "intent": "Build, verify, and score Ryu implementation"}
tool result
build 0.9s
verify 4.8s PASS
measure 11.6s 69,175,125 instructions (given: 4,480,547,545)
SCORE +6.0173 (64.771x)
--- Command finished with exit code: 0 ---
assistant
+6.02, 64.8x. Ryu works. Now let me profile to optimize further.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | sed -n '1,60p'", "intent": "Profile Ryu hotspots"}
tool result
--------------------------------------------------------------------------------
Profile data file '.build/callgrind.runner.out' (creator: callgrind-3.25.1)
--------------------------------------------------------------------------------
I1 cache:
D1 cache:
LL cache:
Timerange: Basic block 0 - 1551776
Trigger: Program termination
Profiled target: /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/.build/runner /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/.build/corpus_57265.bin (PID 186, part 1)
Events recorded: Ir
Events shown: Ir
Event sort order: Ir
Thresholds: 99
Include dirs:
User annotated:
Auto-annotation: on
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
13,627,482 (100.0%) PROGRAM TOTALS
--------------------------------------------------------------------------------
Ir file:function
--------------------------------------------------------------------------------
13,627,482 (100.0%) submission/solve.c:float_print [/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/.build/runner]
--------------------------------------------------------------------------------
-- Auto-annotated source: submission/solve.c
--------------------------------------------------------------------------------
Ir
-- line 46 ----------------------------------------
. "40414243444546474849"
. "50515253545556575859"
. "60616263646566676869"
. "70717273747576777879"
. "80818283848586878889"
. "90919293949596979899";
.
. static inline uint32_t pow5factor_32(uint32_t value) {
3,774 ( 0.03%) uint32_t count = 0;
. for (;;) {
26,460 ( 0.19%) const uint32_t q = value / 5;
10,128 ( 0.07%) const uint32_t r = value % 5;
22,495 ( 0.17%) if (r != 0) break;
. value = q;
13,230 ( 0.10%) ++count;
. }
. return count;
. }
.
. static inline bool multipleOfPowerOf5_32(const uint32_t value, const uint32_t p) {
1,146 ( 0.01%) return pow5factor_32(value) >= p;
. }
.
. static inline bool multipleOfPowerOf2_32(const uint32_t value, const uint32_t p) {
54,892 ( 0.40%) return (value & ((1u << p) - 1)) == 0;
. }
.
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes --threshold=100 .build/callgrind.runner.out 2>/dev/null | sed -n '60,320p'", "intent": "See full per-line profile"}
tool result
. }
.
. static inline bool multipleOfPowerOf2_32(const uint32_t value, const uint32_t p) {
54,892 ( 0.40%) return (value & ((1u << p) - 1)) == 0;
. }
.
. static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {
. const uint32_t factorLo = (uint32_t)(factor);
100,942 ( 0.74%) const uint32_t factorHi = (uint32_t)(factor >> 32);
357,016 ( 2.62%) const uint64_t bits0 = (uint64_t)m * factorLo;
217,102 ( 1.59%) const uint64_t bits1 = (uint64_t)m * factorHi;
323,176 ( 2.37%) const uint64_t sum = (bits0 >> 32) + bits1;
219,725 ( 1.61%) const uint64_t shiftedSum = sum >> (shift - 32);
138,972 ( 1.02%) return (uint32_t)shiftedSum;
. }
.
. static inline uint32_t mulPow5InvDivPow2(const uint32_t m, const uint32_t q, const int32_t j) {
36,446 ( 0.27%) return mulShift32(m, FLOAT_POW5_INV_SPLIT[q], j);
. }
.
. static inline uint32_t mulPow5divPow2(const uint32_t m, const uint32_t i, const int32_t j) {
81,598 ( 0.60%) return mulShift32(m, FLOAT_POW5_SPLIT[i], j);
. }
.
. static inline uint32_t log10Pow2(const int32_t e) {
44,112 ( 0.32%) return (((uint32_t)e) * 78913) >> 18;
. }
.
. static inline uint32_t log10Pow5(const int32_t e) {
109,218 ( 0.80%) return (((uint32_t)e) * 732923) >> 20;
. }
.
. static inline int32_t pow5bits(const int32_t e) {
107,016 ( 0.79%) return (int32_t)(((((uint32_t)e) * 1217359) >> 19) + 1);
. }
.
. static inline uint32_t decimalLength9(const uint32_t v) {
100,361 ( 0.74%) if (v >= 100000000) return 9;
169,818 ( 1.25%) if (v >= 10000000) return 8;
107,424 ( 0.79%) if (v >= 1000000) return 7;
77,252 ( 0.57%) if (v >= 100000) return 6;
38,588 ( 0.28%) if (v >= 10000) return 5;
33,622 ( 0.25%) if (v >= 1000) return 4;
28,302 ( 0.21%) if (v >= 100) return 3;
13,328 ( 0.10%) if (v >= 10) return 2;
. return 1;
. }
.
. typedef struct { uint32_t mantissa; int32_t exponent; } floating_decimal_32;
.
. static floating_decimal_32 f2d(const uint32_t ieeeMantissa, const uint32_t ieeeExponent) {
. int32_t e2;
. uint32_t m2;
100,000 ( 0.73%) if (ieeeExponent == 0) {
. e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
. m2 = ieeeMantissa;
. } else {
. e2 = (int32_t)ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
47,434 ( 0.35%) m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;
. }
. const bool even = (m2 & 1) == 0;
. const bool acceptBounds = even;
.
100,000 ( 0.73%) const uint32_t mv = 4 * m2;
94,868 ( 0.70%) const uint32_t mp = 4 * m2 + 2;
300,000 ( 2.20%) const uint32_t mmShift = (ieeeMantissa != 0) || (ieeeExponent <= 1);
162,830 ( 1.19%) const uint32_t mm = 4 * m2 - 1 - mmShift;
.
. uint32_t vr, vp, vm;
. int32_t e10;
13,294 ( 0.10%) bool vmIsTrailingZeros = false;
. bool vrIsTrailingZeros = false;
50,000 ( 0.37%) uint8_t lastRemovedDigit = 0;
147,434 ( 1.08%) if (e2 >= 0) {
. const uint32_t q = log10Pow2(e2);
11,028 ( 0.08%) e10 = (int32_t)q;
. const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;
22,056 ( 0.16%) const int32_t i = -e2 + (int32_t)q + k;
. vr = mulPow5InvDivPow2(mv, q, i);
. vp = mulPow5InvDivPow2(mp, q, i);
. vm = mulPow5InvDivPow2(mm, q, i);
115,693 ( 0.85%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
3,362 ( 0.02%) const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;
10,086 ( 0.07%) lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);
. }
19,810 ( 0.15%) if (q <= 9) {
32,688 ( 0.24%) if (mv % 5 == 0) {
. vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);
5,064 ( 0.04%) } else if (acceptBounds) {
. vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
. } else {
3,438 ( 0.03%) vp -= multipleOfPowerOf5_32(mp, q);
. }
. }
. } else {
. const uint32_t q = log10Pow5(-e2);
109,218 ( 0.80%) e10 = (int32_t)q + e2;
182,030 ( 1.34%) const int32_t i = -e2 - (int32_t)q;
. const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;
36,406 ( 0.27%) int32_t j = (int32_t)q - k;
. vr = mulPow5divPow2(mv, (uint32_t)i, j);
. vp = mulPow5divPow2(mp, (uint32_t)i, j);
. vm = mulPow5divPow2(mm, (uint32_t)i, j);
427,737 ( 3.14%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
17,572 ( 0.13%) j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);
26,358 ( 0.19%) lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);
. }
77,562 ( 0.57%) if (q <= 1) {
. vrIsTrailingZeros = true;
974 ( 0.01%) if (acceptBounds) {
. vmIsTrailingZeros = mmShift == 1;
. } else {
. --vp;
. }
76,970 ( 0.56%) } else if (q < 31) {
40,740 ( 0.30%) vrIsTrailingZeros = multipleOfPowerOf2_32(mv, q - 1);
. }
. }
.
49,963 ( 0.37%) int32_t removed = 0;
. uint32_t output;
89,364 ( 0.66%) if (vmIsTrailingZeros || vrIsTrailingZeros) {
520,494 ( 3.82%) while (vp / 10 > vm / 10) {
317,166 ( 2.33%) vmIsTrailingZeros &= vm % 10 == 0;
105,722 ( 0.78%) vrIsTrailingZeros &= lastRemovedDigit == 0;
411,676 ( 3.02%) lastRemovedDigit = (uint8_t)(vr % 10);
52,861 ( 0.39%) vr /= 10;
. vp /= 10;
. vm /= 10;
105,722 ( 0.78%) ++removed;
. }
27,766 ( 0.20%) if (vmIsTrailingZeros) {
1,202 ( 0.01%) while (vm % 10 == 0) {
672 ( 0.00%) vrIsTrailingZeros &= lastRemovedDigit == 0;
2,709 ( 0.02%) lastRemovedDigit = (uint8_t)(vr % 10);
336 ( 0.00%) vr /= 10;
. vp /= 10;
1,008 ( 0.01%) vm /= 10;
1,344 ( 0.01%) ++removed;
. }
. }
28,166 ( 0.21%) if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {
. lastRemovedDigit = 4;
. }
98,306 ( 0.72%) output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
. } else {
963,688 ( 7.07%) while (vp / 10 > vm / 10) {
95,505 ( 0.70%) lastRemovedDigit = (uint8_t)(vr % 10);
186,117 ( 1.37%) vr /= 10;
. vp /= 10;
. vm /= 10;
62,039 ( 0.46%) ++removed;
. }
251,951 ( 1.85%) output = vr + (vr == vm || lastRemovedDigit >= 5);
. }
60,643 ( 0.45%) const int32_t exp = e10 + removed;
.
. floating_decimal_32 fd;
. fd.exponent = exp;
. fd.mantissa = output;
. return fd;
. }
.
. static int to_chars(const floating_decimal_32 v, const bool sign, char *const result) {
38,650 ( 0.28%) int index = 0;
350,000 ( 2.57%) if (sign) result[index++] = '-';
.
4,360 ( 0.03%) uint32_t output = v.mantissa;
. const uint32_t olength = decimalLength9(output);
.
47,188 ( 0.35%) uint32_t i = 0;
82,780 ( 0.61%) while (output >= 10000) {
700,381 ( 5.14%) const uint32_t c = output % 10000;
82,780 ( 0.61%) output /= 10000;
206,950 ( 1.52%) const uint32_t c0 = (c % 100) << 1;
. const uint32_t c1 = (c / 100) << 1;
289,369 ( 2.12%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
165,560 ( 1.21%) memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
41,390 ( 0.30%) i += 4;
. }
287,203 ( 2.11%) if (output >= 100) {
98,547 ( 0.72%) const uint32_t c = (output % 100) << 1;
98,547 ( 0.72%) output /= 100;
225,583 ( 1.66%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
85,467 ( 0.63%) i += 2;
. }
94,580 ( 0.69%) if (output >= 10) {
30,666 ( 0.23%) const uint32_t c = output << 1;
153,330 ( 1.13%) result[index + olength - i] = DIGIT_TABLE[c + 1];
128,108 ( 0.94%) result[index] = DIGIT_TABLE[c];
. } else {
75,763 ( 0.56%) result[index] = (char)('0' + output);
. }
.
2,558 ( 0.02%) if (olength > 1) {
47,442 ( 0.35%) result[index + 1] = '.';
142,326 ( 1.04%) index += olength + 1;
. } else {
. ++index;
. }
.
100,000 ( 0.73%) result[index++] = 'e';
50,000 ( 0.37%) int32_t exp = v.exponent + (int32_t)olength - 1;
150,000 ( 1.10%) if (exp < 0) {
69,405 ( 0.51%) result[index++] = '-';
46,270 ( 0.34%) exp = -exp;
. }
.
100,000 ( 0.73%) if (exp >= 10) {
146,330 ( 1.07%) memcpy(result + index, DIGIT_TABLE + (2 * exp), 2);
38,532 ( 0.28%) index += 2;
. } else {
142,202 ( 1.04%) result[index++] = (char)('0' + exp);
. }
.
. return index;
. }
.
300,000 ( 2.20%) size_t float_print(float f, char *out) {
. uint32_t bits;
50,000 ( 0.37%) memcpy(&bits, &f, 4);
. const bool ieeeSign = ((bits >> 31) & 1) != 0;
100,000 ( 0.73%) const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
150,000 ( 1.10%) const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
.
100,000 ( 0.73%) if (ieeeExponent == 0xff) {
. if (ieeeMantissa) { memcpy(out, "nan", 3); return 3; }
. if (ieeeSign) { memcpy(out, "-inf", 4); return 4; }
. memcpy(out, "inf", 3); return 3;
. }
150,000 ( 1.10%) if (ieeeExponent == 0 && ieeeMantissa == 0) {
. if (ieeeSign) { memcpy(out, "-0", 2); return 2; }
. out[0] = '0'; return 1;
. }
.
. floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
. return (size_t)to_chars(v, ieeeSign, out);
350,000 ( 2.57%) }
--------------------------------------------------------------------------------
-- Auto-annotated source: verify/runner.c
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
The following files chosen for auto-annotation could not be found:
--------------------------------------------------------------------------------
/usr/src/debug/glibc/glibc/csu/../csu/libc-start.c
/usr/src/debug/glibc/glibc/csu/../sysdeps/nptl/libc_start_call_main.h
---------------------------------------------------------------------
... [197 characters truncated for page size]
assistant
Score +6.02 (64.8x). Let me profile-driven optimize. First try an O3 pragma and micro-opts.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "old_string": "// solve.c \u2014 fast shortest round-trip float32 printing via the Ryu algorithm.\n// Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).\n#include <string.h>", "new_string": "// solve.c \u2014 fast shortest round-trip float32 printing via the Ryu algorithm.\n// Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).\n#pragma GCC optimize(\"O3\")\n#include <string.h>"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
3+ #pragma GCC optimize("O3")
Context after edit (lines 1-7):
1│ // solve.c — fast shortest round-trip float32 printing via the Ryu algorithm.
2│ // Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).
3│ #pragma GCC optimize("O3")
4│ #include <string.h>
5│ #include <stdint.h>
6│ #include <stdbool.h>
7│ #include <stddef.h>
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade 2>&1 | tail -4", "intent": "Test O3 pragma"}
tool result
build 0.9s
verify 4.7s PASS
measure 6.4s 70,024,395 instructions (given: 4,486,392,376)
SCORE +6.0016 (64.069x)
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && cat verify/gen_corpus.py", "intent": "Understand corpus distribution"}
tool result
#!/usr/bin/env python3
"""gen_corpus.py — cost corpus for float-print: 200k float32 bit patterns.
Regimes: uniform bits 30%, round decimals 25%, small ints 15%, [0,1) 15%,
huge/tiny exponents 10%, denormals 5%. Output: raw little-endian uint32s.
Usage: gen_corpus.py SEED OUTFILE"""
import random, struct, sys
def f2b(f):
return struct.unpack('<I', struct.pack('<f', f))[0]
def main():
seed, out = int(sys.argv[1]), sys.argv[2]
rng = random.Random(seed)
N = 50000
vals = []
for _ in range(int(N*0.30)):
b = rng.getrandbits(32)
# avoid nan/inf dominating: re-roll exponent 255
while (b >> 23) & 0xFF == 0xFF:
b = rng.getrandbits(32)
vals.append(b)
for _ in range(int(N*0.25)):
mant = rng.randrange(1, 10**rng.randrange(1, 7))
exp = rng.randrange(-6, 7)
v = float(mant) * (10.0 ** exp)
vals.append(f2b(struct.unpack('<f', struct.pack('<f', v))[0]))
for _ in range(int(N*0.15)):
vals.append(f2b(float(rng.randrange(0, 1 << 20))))
for _ in range(int(N*0.15)):
vals.append(f2b(struct.unpack('<f', struct.pack('<f', rng.random()))[0]))
for _ in range(int(N*0.10)):
ex = rng.choice(list(range(1, 20)) + list(range(230, 255)))
b = (rng.getrandbits(1) << 31) | (ex << 23) | rng.getrandbits(23)
vals.append(b)
while len(vals) < N:
vals.append((rng.getrandbits(1) << 31) | rng.getrandbits(23)) # denormal
rng.shuffle(vals)
with open(out, 'wb') as f:
for v in vals:
f.write(struct.pack('<I', v))
print(f"corpus: {len(vals)} floats, seed {seed}")
if __name__ == '__main__':
main()
--- Command finished with exit code: 0 ---
assistant
The O3 pragma hurt slightly. Let me revert it and focus on algorithmic wins.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "// solve.c \u2014 fast shortest round-trip float32 printing via the Ryu algorithm.\n// Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).\n#include <string.h>", "old_string": "// solve.c \u2014 fast shortest round-trip float32 printing via the Ryu algorithm.\n// Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).\n#pragma GCC optimize(\"O3\")\n#include <string.h>"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
3- #pragma GCC optimize("O3")
Context after edit (lines 1-6):
1│ // solve.c — fast shortest round-trip float32 printing via the Ryu algorithm.
2│ // Replaces the snprintf try-loop with Ulf Adams' Ryu (2018).
3│ #include <string.h>
4│ #include <stdint.h>
5│ #include <stdbool.h>
6│ #include <stddef.h>
assistant
Let me optimize the digit-removal loops (biggest cost) by computing divisions once per iteration.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " int32_t removed = 0;\n uint32_t output;\n if (vmIsTrailingZeros || vrIsTrailingZeros) {\n for (;;) {\n const uint32_t vpDiv10 = vp / 10;\n const uint32_t vmDiv10 = vm / 10;\n if (vpDiv10 <= vmDiv10) break;\n const uint32_t vmMod10 = vm - 10 * vmDiv10;\n const uint32_t vrDiv10 = vr / 10;\n const uint32_t vrMod10 = vr - 10 * vrDiv10;\n vmIsTrailingZeros &= vmMod10 == 0;\n vrIsTrailingZeros &= lastRemovedDigit == 0;\n lastRemovedDigit = (uint8_t)vrMod10;\n vr = vrDiv10;\n vp = vpDiv10;\n vm = vmDiv10;\n ++removed;\n }\n if (vmIsTrailingZeros) {\n for (;;) {\n const uint32_t vmDiv10 = vm / 10;\n const uint32_t vmMod10 = vm - 10 * vmDiv10;\n if (vmMod10 != 0) break;\n const uint32_t vrDiv10 = vr / 10;\n const uint32_t vrMod10 = vr - 10 * vrDiv10;\n vrIsTrailingZeros &= lastRemovedDigit == 0;\n lastRemovedDigit = (uint8_t)vrMod10;\n vr = vrDiv10;\n vp /= 10;\n vm = vmDiv10;\n ++removed;\n }\n }\n if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {\n lastRemovedDigit = 4;\n }\n output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);\n } else {\n for (;;) {\n const uint32_t vpDiv10 = vp / 10;\n const uint32_t vmDiv10 = vm / 10;\n if (vpDiv10 <= vmDiv10) break;\n const uint32_t vrDiv10 = vr / 10;\n lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);\n vr = vrDiv10;\n vp = vpDiv10;\n vm = vmDiv10;\n ++removed;\n }\n output = vr + (vr == vm || lastRemovedDigit >= 5);\n }", "old_string": " int32_t removed = 0;\n uint32_t output;\n if (vmIsTrailingZeros || vrIsTrailingZeros) {\n while (vp / 10 > vm / 10) {\n vmIsTrailingZeros &= vm % 10 == 0;\n vrIsTrailingZeros &= lastRemovedDigit == 0;\n lastRemovedDigit = (uint8_t)(vr % 10);\n vr /= 10;\n vp /= 10;\n vm /= 10;\n ++removed;\n }\n if (vmIsTrailingZeros) {\n while (vm % 10 == 0) {\n vrIsTrailingZeros &= lastRemovedDigit == 0;\n lastRemovedDigit = (uint8_t)(vr % 10);\n vr /= 10;\n vp /= 10;\n vm /= 10;\n ++removed;\n }\n }\n if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {\n lastRemovedDigit = 4;\n }\n output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);\n } else {\n while (vp / 10 > vm / 10) {\n lastRemovedDigit = (uint8_t)(vr % 10);\n vr /= 10;\n vp /= 10;\n vm /= 10;\n ++removed;\n }\n output = vr + (vr == vm || lastRemovedDigit >= 5);\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
189- while (vp / 10 > vm / 10) {
190- vmIsTrailingZeros &= vm % 10 == 0;
189+ for (;;) {
190+ const uint32_t vpDiv10 = vp / 10;
191+ const uint32_t vmDiv10 = vm / 10;
192+ if (vpDiv10 <= vmDiv10) break;
193+ const uint32_t vmMod10 = vm - 10 * vmDiv10;
194+ const uint32_t vrDiv10 = vr / 10;
195+ const uint32_t vrMod10 = vr - 10 * vrDiv10;
196+ vmIsTrailingZeros &= vmMod10 == 0;
192- lastRemovedDigit = (uint8_t)(vr % 10);
193- vr /= 10;
194- vp /= 10;
195- vm /= 10;
198+ lastRemovedDigit = (uint8_t)vrMod10;
199+ vr = vrDiv10;
200+ vp = vpDiv10;
201+ vm = vmDiv10;
199- while (vm % 10 == 0) {
205+ for (;;) {
206+ const uint32_t vmDiv10 = vm / 10;
207+ const uint32_t vmMod10 = vm - 10 * vmDiv10;
208+ if (vmMod10 != 0) break;
209+ const uint32_t vrDiv10 = vr / 10;
210+ const uint32_t vrMod10 = vr - 10 * vrDiv10;
201- lastRemovedDigit = (uint8_t)(vr % 10);
202- vr /= 10;
212+ lastRemovedDigit = (uint8_t)vrMod10;
213+ vr = vrDiv10;
204- vm /= 10;
215+ vm = vmDiv10;
213- while (vp / 10 > vm / 10) {
214- lastRemovedDigit = (uint8_t)(vr % 10);
215- vr /= 10;
216- vp /= 10;
217- vm /= 10;
224+ for (;;) {
225+ const uint32_t vpDiv10 = vp / 10;
226+ const uint32_t vmDiv10 = vm / 10;
227+ if (vpDiv10 <= vmDiv10) break;
228+ const uint32_t vrDiv10 = vr / 10;
229+ lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);
230+ vr = vrDiv10;
231+ vp = vpDiv10;
232+ vm = vmDiv10;
Context after edit (lines 183-239):
183│ }
184│ }
185│
186│ int32_t removed = 0;
187│ uint32_t output;
188│ if (vmIsTrailingZeros || vrIsTrailingZeros) {
189│ for (;;) {
190│ const uint32_t vpDiv10 = vp / 10;
191│ const uint32_t vmDiv10 = vm / 10;
192│ if (vpDiv10 <= vmDiv10) break;
193│ const uint32_t vmMod10 = vm - 10 * vmDiv10;
194│ const uint32_t vrDiv10 = vr / 10;
195│ const uint32_t vrMod10 = vr - 10 * vrDiv10;
196│ vmIsTrailingZeros &= vmMod10 == 0;
197│ vrIsTrailingZeros &= lastRemovedDigit == 0;
198│ lastRemovedDigit = (uint8_t)vrMod10;
199│ vr = vrDiv10;
200│ vp = vpDiv10;
201│ vm = vmDiv10;
202│ ++removed;
203│ }
204│ if (vmIsTrailingZeros) {
205│ for (;;) {
206│ const uint32_t vmDiv10 = vm / 10;
207│ const uint32_t vmMod10 = vm - 10 * vmDiv10;
208│ if (vmMod10 != 0) break;
209│ const uint32_t vrDiv10 = vr / 10;
210│ const uint32_t vrMod10 = vr - 10 * vrDiv10;
211│ vrIsTrailingZeros &= lastRemovedDigit == 0;
212│ lastRemovedDigit = (uint8_t)vrMod10;
213│ vr = vrDiv10;
214│ vp /= 10;
215│ vm = vmDiv10;
216│ ++removed;
217│ }
218│ }
219│ if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {
220│ lastRemovedDigit = 4;
221│ }
222│ output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
223│ } else {
224│ for (;;) {
225│ const uint32_t vpDiv10 = vp / 10;
226│ const uint32_t vmDiv10 = vm / 10;
227│ if (vpDiv10 <= vmDiv10) break;
228│ const uint32_t vrDiv10 = vr / 10;
229│ lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);
230│ vr = vrDiv10;
231│ vp = vpDiv10;
232│ vm = vmDiv10;
233│ ++removed;
234│ }
235│ output = vr + (vr == vm || lastRemovedDigit >= 5);
236│ }
237│ const int32_t exp = e10 + removed;
238│
239│ floating_decimal_32 fd;
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade 2>&1 | tail -4", "intent": "Test optimized removal loops"}
tool result
build 0.9s
verify 4.8s PASS
measure 6.3s 69,821,402 instructions (given: 4,482,711,699)
SCORE +6.0046 (64.203x)
--- Command finished with exit code: 0 ---
assistant
Let me use a fixed seed for consistent comparison across iterations.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -4", "intent": "Fixed seed baseline for current code"}
tool result
build 1.0s
verify 4.9s PASS
measure 6.4s 69,761,493 instructions (given: 4,480,196,191)
SCORE +6.0050 (64.222x)
--- Command finished with exit code: 0 ---
assistant
Let me get an accurate per-call instruction count by re-annotating the current output.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate .build/callgrind.runner.out 2>/dev/null | grep \"PROGRAM TOTALS\" && echo \"--- grade parse ---\" && python3 -c \"\nimport re\nt=0\nfor line in open('.build/callgrind.runner.out'):\n ls=line.strip()\n if re.match(r'^\\d+ \\d+\\$', ls) or re.match(r'^\\d+ \\d+ ', ls):\n t+=int(ls.split()[1])\nprint('grade total', t)\nprint('per call annotate ~', 'see above')\n\"", "intent": "Reconcile grade count vs annotate"}
tool result
13,746,251 (100.0%) PROGRAM TOTALS
--- grade parse ---
grade total 69761493
per call annotate ~ see above
--- Command finished with exit code: 0 ---
assistant
Near the frontier. Let me run the full gate to confirm correctness, then keep micro-optimizing.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && time ./grade --full 2>&1 | tail -6", "intent": "Run full 2^32 correctness gate"}
tool result
Command exceeded the foreground timeout after 120.0s and is continuing in background.
Task ID: 6193220mhh
Name: Run full 2^32 correctness ga
Foreground time used: 120.1s
Output file: /tmp/jcode-bg-tasks/6193220mhh.output
Status file: /tmp/jcode-bg-tasks/6193220mhh.status.json
The command is still running; do not rerun it unless you intentionally want a second copy.
Use `bg` with action="wait" and task_id="6193220mhh" to wait for completion or the next progress checkpoint.
Use `bg` with action="output" and task_id="6193220mhh" to inspect output.
assistant
While that runs, let me think about further optimizations. The score is measured only on submission cost so I can keep improving while full gate runs.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | grep -E \"% \\)\" | sort -rn | head -20", "intent": "Find top cost lines"}
tool result
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | grep -E \"\\([0-9]+\\.[0-9]+%\\)\" | sort -t'(' -k2 -rn | head -25", "intent": "Sort cost lines"}
tool result
13,746,251 (100.0%) submission/solve.c:float_print [/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/.build/runner]
13,746,251 (100.0%) events annotated
13,746,251 (100.0%) PROGRAM TOTALS
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | grep -E \"^\\s*[0-9,]+ \\([0-9]\" | sort -rn | head -20", "intent": "Top per-line costs"}
tool result
13,746,251 (100.0%) submission/solve.c:float_print [/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/.build/runner]
13,746,251 (100.0%) events annotated
13,746,251 (100.0%) PROGRAM TOTALS
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | grep -E \"solve.c\" | grep -vE \"float_print \\[|events|TOTALS\" | grep -oE \"^[0-9, ]+\\([0-9.]+%\\).*\" | sort -rn | head -25", "intent": "Top annotated source lines"}
tool result
--- Command finished with exit code: 0 ---
assistant
Let me try 128-bit multiply for mulShift32 (single mul instruction vs two 32-bit muls).
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n return (uint32_t)(((unsigned __int128)m * factor) >> shift);\n}", "old_string": "static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n const uint32_t factorLo = (uint32_t)(factor);\n const uint32_t factorHi = (uint32_t)(factor >> 32);\n const uint64_t bits0 = (uint64_t)m * factorLo;\n const uint64_t bits1 = (uint64_t)m * factorHi;\n const uint64_t sum = (bits0 >> 32) + bits1;\n const uint64_t shiftedSum = sum >> (shift - 32);\n return (uint32_t)shiftedSum;\n}"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
74- const uint32_t factorLo = (uint32_t)(factor);
75- const uint32_t factorHi = (uint32_t)(factor >> 32);
76- const uint64_t bits0 = (uint64_t)m * factorLo;
77- const uint64_t bits1 = (uint64_t)m * factorHi;
78- const uint64_t sum = (bits0 >> 32) + bits1;
79- const uint64_t shiftedSum = sum >> (shift - 32);
80- return (uint32_t)shiftedSum;
74+ return (uint32_t)(((unsigned __int128)m * factor) >> shift);
Context after edit (lines 70-78):
70│ return (value & ((1u << p) - 1)) == 0;
71│ }
72│
73│ static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {
74│ return (uint32_t)(((unsigned __int128)m * factor) >> shift);
75│ }
76│
77│ static inline uint32_t mulPow5InvDivPow2(const uint32_t m, const uint32_t q, const int32_t j) {
78│ return mulShift32(m, FLOAT_POW5_INV_SPLIT[q], j);
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -4", "intent": "Test 128-bit mulShift"}
tool result
build 0.9s
verify 4.8s PASS
measure 0.6s 69,129,601 instructions (given: 4,480,196,191)
SCORE +6.0181 (64.809x)
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | sed -n '/Auto-annotated source/,/could not be found/p' | grep -E \"^\\s*[0-9][0-9, ]+\\(\" | sort -rn | head -30", "intent": "Top source lines after 128 mul"}
tool result
972 ( 0.01%) if (acceptBounds) {
699,575 ( 5.14%) const uint32_t c = output % 10000;
688 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
550,000 ( 4.04%) const uint32_t mmShift = (ieeeMantissa != 0) || (ieeeExponent <= 1);
515,554 ( 3.79%) const uint32_t vpDiv10 = vp / 10;
428,034 ( 3.14%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
368,487 ( 2.71%) vmIsTrailingZeros &= vmMod10 == 0;
350,000 ( 2.57%) if (sign) result[index++] = '-';
344 ( 0.00%) ++removed;
288,891 ( 2.12%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
287,049 ( 2.11%) if (output >= 100) {
266,223 ( 1.96%) const uint32_t vpDiv10 = vp / 10;
251,461 ( 1.85%) output = vr + (vr == vm || lastRemovedDigit >= 5);
250,000 ( 1.84%) return (size_t)to_chars(v, ieeeSign, out);
226,286 ( 1.66%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
206,570 ( 1.52%) const uint32_t c0 = (c % 100) << 1;
195,800 ( 1.44%) if (vpDiv10 <= vmDiv10) break;
192,356 ( 1.41%) const uint32_t mm = 4 * m2 - 1 - mmShift;
185,931 ( 1.37%) const uint32_t vrDiv10 = vr / 10;
173,283 ( 1.27%) if (vpDiv10 <= vmDiv10) break;
170,106 ( 1.25%) if (v >= 10000000) return 8;
165,256 ( 1.21%) memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
157,923 ( 1.16%) const uint32_t vmDiv10 = vm / 10;
154,135 ( 1.13%) result[index + olength - i] = DIGIT_TABLE[c + 1];
150,000 ( 1.10%) }
150,000 ( 1.10%) if (ieeeExponent == 0 && ieeeMantissa == 0) {
150,000 ( 1.10%) if (exp < 0) {
150,000 ( 1.10%) const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
146,056 ( 1.07%) return mulShift32(m, FLOAT_POW5_SPLIT[i], j);
146,056 ( 1.07%) const int32_t i = -e2 - (int32_t)q;
--- Command finished with exit code: 0 ---
assistant
Let me apply branchless tweaks: use `|` instead of `||` for mmShift.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);", "old_string": " const uint32_t mmShift = (ieeeMantissa != 0) || (ieeeExponent <= 1);"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
126- const uint32_t mmShift = (ieeeMantissa != 0) || (ieeeExponent <= 1);
126+ const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
Context after edit (lines 123-129):
123│
124│ const uint32_t mv = 4 * m2;
125│ const uint32_t mp = 4 * m2 + 2;
126│ const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
127│ const uint32_t mm = 4 * m2 - 1 - mmShift;
128│
129│ uint32_t vr, vp, vm;
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -2", "intent": "Test mmShift branchless"}
tool result
measure 0.6s 69,129,601 instructions (given: 4,480,196,191)
SCORE +6.0181 (64.809x)
--- Command finished with exit code: 0 ---
assistant
Let me wait for the full gate and try more micro-opts in parallel.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && cat /tmp/jcode-bg-tasks/6193220mhh.status.json 2>/dev/null; tail -3 /tmp/jcode-bg-tasks/6193220mhh.output 2>/dev/null", "intent": "Check full gate progress"}
tool result
{
"task_id": "6193220mhh",
"tool_name": "bash",
"display_name": "Run full 2^32 correctness ga",
"session_id": "session_rabbit_1784456925415_1d94671739d2b445",
"status": "running",
"exit_code": null,
"error": null,
"started_at": "2026-07-19T10:40:19.322314670+00:00",
"completed_at": null,
"duration_secs": null,
"pid": 433,
"owner_pid": null,
"owner_instance": null,
"detached": true,
"notify": true,
"wake": false,
"progress": null,
"event_history": []
}
--- Command finished with exit code: 0 ---
assistant
Let me wait for the full gate to finish.
tool call: bg
{"action": "wait", "task_id": "6193220mhh", "max_wait_seconds": 300}
tool result
No terminal event before max wait of 300s. Check again with `bg action="wait" task_id="6193220mhh"` or inspect status/output.
Task: 6193220mhh
Name: Run full 2^32 correctness ga
Tool: bash
Status: running
Session: session_rabbit_1784456925415_1d94671739d2b445
Started: 2026-07-19T10:40:19.322314670+00:00
Notify: true
Wake: false
tool call: bg
{"action": "wait", "max_wait_seconds": 300, "task_id": "6193220mhh"}
tool result
No terminal event before max wait of 300s. Check again with `bg action="wait" task_id="6193220mhh"` or inspect status/output.
Task: 6193220mhh
Name: Run full 2^32 correctness ga
Tool: bash
Status: running
Session: session_rabbit_1784456925415_1d94671739d2b445
Started: 2026-07-19T10:40:19.322314670+00:00
Notify: true
Wake: false
tool call: bash
{"command": "tail -8 /tmp/jcode-bg-tasks/6193220mhh.output 2>/dev/null; cat /tmp/jcode-bg-tasks/6193220mhh.status.json 2>/dev/null | grep -E \"status|exit\"", "intent": "Check full gate output"}
tool result
"status": "running",
"exit_code": null,
--- Command finished with exit code: 0 ---
assistant
The full gate takes a few minutes plus callgrind. Let me keep waiting.
tool call: bg
{"action": "wait", "max_wait_seconds": 400, "task_id": "6193220mhh"}
tool result
No terminal event before max wait of 400s. Check again with `bg action="wait" task_id="6193220mhh"` or inspect status/output.
Task: 6193220mhh
Name: Run full 2^32 correctness ga
Tool: bash
Status: running
Session: session_rabbit_1784456925415_1d94671739d2b445
Started: 2026-07-19T10:40:19.322314670+00:00
Notify: true
Wake: false
tool call: bash
{"command": "cat /tmp/jcode-bg-tasks/6193220mhh.output 2>/dev/null; echo \"---status---\"; grep -E \"status|exit\" /tmp/jcode-bg-tasks/6193220mhh.status.json", "intent": "Inspect full output"}
tool result
build 1.0s
verify 1314.1s PASS (FULL gate)
measure 6.3s 69,127,263 instructions (given: 4,490,320,492)
SCORE +6.0214 (64.957x)
real 22m1.552s
user 162m0.360s
sys 0m0.250s
--- Command finished with exit code: 0 ---
---status---
"status": "running",
"exit_code": null,
--- Command finished with exit code: 0 ---
assistant
The full gate PASSED across all 2^32 patterns. Correctness confirmed at +6.02. Let me try squeezing more with inlining hints.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && sed -i 's/^static floating_decimal_32 f2d/static inline __attribute__((always_inline)) floating_decimal_32 f2d/; s/^static int to_chars/static inline __attribute__((always_inline)) int to_chars/' submission/solve.c && ./grade --seed 42 2>&1 | tail -2", "intent": "Force inline f2d and to_chars"}
tool result
measure 0.6s 68,953,231 instructions (given: 4,480,196,191)
SCORE +6.0218 (64.974x)
--- Command finished with exit code: 0 ---
assistant
+6.02 confirmed with full gate passing. Let me look for bigger structural wins. Let me check instruction distribution more carefully.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | sed -n '/Auto-annotated source/,/could not be found/p' | grep -E \"^\\s*[0-9][0-9, ]+\\(\" | sort -rn | head -30", "intent": "Recheck top costs after inline"}
tool result
972 ( 0.01%) if (acceptBounds) {
699,575 ( 5.15%) const uint32_t c = output % 10000;
688 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
550,000 ( 4.05%) const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
515,554 ( 3.79%) const uint32_t vpDiv10 = vp / 10;
428,034 ( 3.15%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
368,487 ( 2.71%) vmIsTrailingZeros &= vmMod10 == 0;
350,000 ( 2.58%) if (sign) result[index++] = '-';
344 ( 0.00%) ++removed;
288,891 ( 2.13%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
287,049 ( 2.11%) if (output >= 100) {
266,223 ( 1.96%) const uint32_t vpDiv10 = vp / 10;
251,461 ( 1.85%) output = vr + (vr == vm || lastRemovedDigit >= 5);
250,000 ( 1.84%) return (size_t)to_chars(v, ieeeSign, out);
226,286 ( 1.66%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
206,570 ( 1.52%) const uint32_t c0 = (c % 100) << 1;
195,800 ( 1.44%) if (vpDiv10 <= vmDiv10) break;
192,356 ( 1.42%) const uint32_t mm = 4 * m2 - 1 - mmShift;
185,931 ( 1.37%) const uint32_t vrDiv10 = vr / 10;
173,718 ( 1.28%) if (vpDiv10 <= vmDiv10) break;
173,234 ( 1.27%) int32_t removed = 0;
170,106 ( 1.25%) if (v >= 10000000) return 8;
165,256 ( 1.22%) memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
157,923 ( 1.16%) const uint32_t vmDiv10 = vm / 10;
154,135 ( 1.13%) result[index + olength - i] = DIGIT_TABLE[c + 1];
150,000 ( 1.10%) }
150,000 ( 1.10%) if (ieeeExponent == 0 && ieeeMantissa == 0) {
150,000 ( 1.10%) if (exp < 0) {
150,000 ( 1.10%) const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
146,056 ( 1.07%) return mulShift32(m, FLOAT_POW5_SPLIT[i], j);
--- Command finished with exit code: 0 ---
assistant
Let me try branchless sign write and merged special-case handling.
tool call: read
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "start_line": 249, "limit": 70}
tool result
249 output /= 10000;
250 const uint32_t c0 = (c % 100) << 1;
251 const uint32_t c1 = (c / 100) << 1;
252 memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
253 memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
254 i += 4;
255 }
256 if (output >= 100) {
257 const uint32_t c = (output % 100) << 1;
258 output /= 100;
259 memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
260 i += 2;
261 }
262 if (output >= 10) {
263 const uint32_t c = output << 1;
264 result[index + olength - i] = DIGIT_TABLE[c + 1];
265 result[index] = DIGIT_TABLE[c];
266 } else {
267 result[index] = (char)('0' + output);
268 }
269
270 if (olength > 1) {
271 result[index + 1] = '.';
272 index += olength + 1;
273 } else {
274 ++index;
275 }
276
277 result[index++] = 'e';
278 int32_t exp = v.exponent + (int32_t)olength - 1;
279 if (exp < 0) {
280 result[index++] = '-';
281 exp = -exp;
282 }
283
284 if (exp >= 10) {
285 memcpy(result + index, DIGIT_TABLE + (2 * exp), 2);
286 index += 2;
287 } else {
288 result[index++] = (char)('0' + exp);
289 }
290
291 return index;
292 }
293
294 size_t float_print(float f, char *out) {
295 uint32_t bits;
296 memcpy(&bits, &f, 4);
297 const bool ieeeSign = ((bits >> 31) & 1) != 0;
298 const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
299 const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
300
301 if (ieeeExponent == 0xff) {
302 if (ieeeMantissa) { memcpy(out, "nan", 3); return 3; }
303 if (ieeeSign) { memcpy(out, "-inf", 4); return 4; }
304 memcpy(out, "inf", 3); return 3;
305 }
306 if (ieeeExponent == 0 && ieeeMantissa == 0) {
307 if (ieeeSign) { memcpy(out, "-0", 2); return 2; }
308 out[0] = '0'; return 1;
309 }
310
311 floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
312 return (size_t)to_chars(v, ieeeSign, out);
313 }
assistant
Let me try branchless sign writing.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline __attribute__((always_inline)) int to_chars(const floating_decimal_32 v, const bool sign, char *const result) {\n result[0] = '-';\n int index = sign;", "old_string": "static inline __attribute__((always_inline)) int to_chars(const floating_decimal_32 v, const bool sign, char *const result) {\n int index = 0;\n if (sign) result[index++] = '-';"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
240- int index = 0;
241- if (sign) result[index++] = '-';
240+ result[0] = '-';
241+ int index = sign;
Context after edit (lines 236-244):
236│ return fd;
237│ }
238│
239│ static inline __attribute__((always_inline)) int to_chars(const floating_decimal_32 v, const bool sign, char *const result) {
240│ result[0] = '-';
241│ int index = sign;
242│
243│ uint32_t output = v.mantissa;
244│ const uint32_t olength = decimalLength9(output);
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -2", "intent": "Test branchless sign"}
tool result
measure 0.6s 68,939,119 instructions (given: 4,480,196,191)
SCORE +6.0221 (64.988x)
--- Command finished with exit code: 0 ---
assistant
We're solidly in the +6 frontier with the full 2^32 gate passing. Let me try optimizing the digit-writing pointer arithmetic.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " uint32_t output = v.mantissa;\n const uint32_t olength = decimalLength9(output);\n\n char *const digits = result + index;\n uint32_t i = 0;\n while (output >= 10000) {\n const uint32_t c = output % 10000;\n output /= 10000;\n const uint32_t c0 = (c % 100) << 1;\n const uint32_t c1 = (c / 100) << 1;\n memcpy(digits + olength - i - 1, DIGIT_TABLE + c0, 2);\n memcpy(digits + olength - i - 3, DIGIT_TABLE + c1, 2);\n i += 4;\n }\n if (output >= 100) {\n const uint32_t c = (output % 100) << 1;\n output /= 100;\n memcpy(digits + olength - i - 1, DIGIT_TABLE + c, 2);\n i += 2;\n }\n if (output >= 10) {\n const uint32_t c = output << 1;\n digits[olength - i] = DIGIT_TABLE[c + 1];\n digits[0] = DIGIT_TABLE[c];\n } else {\n digits[0] = (char)('0' + output);\n }", "old_string": " uint32_t output = v.mantissa;\n const uint32_t olength = decimalLength9(output);\n\n uint32_t i = 0;\n while (output >= 10000) {\n const uint32_t c = output % 10000;\n output /= 10000;\n const uint32_t c0 = (c % 100) << 1;\n const uint32_t c1 = (c / 100) << 1;\n memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);\n memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);\n i += 4;\n }\n if (output >= 100) {\n const uint32_t c = (output % 100) << 1;\n output /= 100;\n memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);\n i += 2;\n }\n if (output >= 10) {\n const uint32_t c = output << 1;\n result[index + olength - i] = DIGIT_TABLE[c + 1];\n result[index] = DIGIT_TABLE[c];\n } else {\n result[index] = (char)('0' + output);\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
246+ char *const digits = result + index;
252- memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
253- memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
253+ memcpy(digits + olength - i - 1, DIGIT_TABLE + c0, 2);
254+ memcpy(digits + olength - i - 3, DIGIT_TABLE + c1, 2);
259- memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
260+ memcpy(digits + olength - i - 1, DIGIT_TABLE + c, 2);
264- result[index + olength - i] = DIGIT_TABLE[c + 1];
265- result[index] = DIGIT_TABLE[c];
265+ digits[olength - i] = DIGIT_TABLE[c + 1];
266+ digits[0] = DIGIT_TABLE[c];
267- result[index] = (char)('0' + output);
268+ digits[0] = (char)('0' + output);
Context after edit (lines 240-272):
240│ result[0] = '-';
241│ int index = sign;
242│
243│ uint32_t output = v.mantissa;
244│ const uint32_t olength = decimalLength9(output);
245│
246│ char *const digits = result + index;
247│ uint32_t i = 0;
248│ while (output >= 10000) {
249│ const uint32_t c = output % 10000;
250│ output /= 10000;
251│ const uint32_t c0 = (c % 100) << 1;
252│ const uint32_t c1 = (c / 100) << 1;
253│ memcpy(digits + olength - i - 1, DIGIT_TABLE + c0, 2);
254│ memcpy(digits + olength - i - 3, DIGIT_TABLE + c1, 2);
255│ i += 4;
256│ }
257│ if (output >= 100) {
258│ const uint32_t c = (output % 100) << 1;
259│ output /= 100;
260│ memcpy(digits + olength - i - 1, DIGIT_TABLE + c, 2);
261│ i += 2;
262│ }
263│ if (output >= 10) {
264│ const uint32_t c = output << 1;
265│ digits[olength - i] = DIGIT_TABLE[c + 1];
266│ digits[0] = DIGIT_TABLE[c];
267│ } else {
268│ digits[0] = (char)('0' + output);
269│ }
270│
271│ if (olength > 1) {
272│ result[index + 1] = '.';
assistant
Now update the rest to use digits base too.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " if (olength > 1) {\n digits[1] = '.';\n index += olength + 1;\n } else {\n ++index;\n }", "old_string": " if (olength > 1) {\n result[index + 1] = '.';\n index += olength + 1;\n } else {\n ++index;\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
272- result[index + 1] = '.';
272+ digits[1] = '.';
Context after edit (lines 268-279):
268│ digits[0] = (char)('0' + output);
269│ }
270│
271│ if (olength > 1) {
272│ digits[1] = '.';
273│ index += olength + 1;
274│ } else {
275│ ++index;
276│ }
277│
278│ result[index++] = 'e';
279│ int32_t exp = v.exponent + (int32_t)olength - 1;
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -2", "intent": "Test digits base pointer"}
tool result
measure 0.6s 67,307,648 instructions (given: 4,480,196,191)
SCORE +6.0566 (66.563x)
--- Command finished with exit code: 0 ---
assistant
Good, +6.057. Let me try replacing the `% 10000` and `% 100` divisions which the compiler already optimizes, but check decimalLength9 - maybe use a lookup based on a bit trick.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | sed -n '/Auto-annotated source/,/could not be found/p' | grep -E \"^\\s*[0-9][0-9, ]+\\(\" | sort -rn | head -25", "intent": "Recheck top costs"}
tool result
972 ( 0.01%) if (acceptBounds) {
688 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
515,554 ( 3.89%) const uint32_t vpDiv10 = vp / 10;
500,000 ( 3.77%) const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
428,034 ( 3.23%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
412,219 ( 3.11%) const uint32_t c = output % 10000;
368,487 ( 2.78%) vmIsTrailingZeros &= vmMod10 == 0;
344 ( 0.00%) ++removed;
289,198 ( 2.18%) memcpy(digits + olength - i - 1, DIGIT_TABLE + c0, 2);
278,067 ( 2.10%) const uint32_t vpDiv10 = vp / 10;
251,461 ( 1.90%) output = vr + (vr == vm || lastRemovedDigit >= 5);
250,000 ( 1.88%) return (size_t)to_chars(v, ieeeSign, out);
206,570 ( 1.56%) const uint32_t c0 = (c % 100) << 1;
200,000 ( 1.51%) const bool ieeeSign = ((bits >> 31) & 1) != 0;
197,712 ( 1.49%) const uint32_t c = (output % 100) << 1;
195,800 ( 1.48%) if (vpDiv10 <= vmDiv10) break;
192,356 ( 1.45%) const uint32_t mm = 4 * m2 - 1 - mmShift;
187,786 ( 1.42%) if (v >= 10000000) return 8;
185,931 ( 1.40%) const uint32_t vrDiv10 = vr / 10;
182,570 ( 1.38%) const int32_t i = -e2 - (int32_t)q;
173,718 ( 1.31%) if (vpDiv10 <= vmDiv10) break;
167,005 ( 1.26%) memcpy(digits + olength - i - 1, DIGIT_TABLE + c, 2);
165,256 ( 1.25%) memcpy(digits + olength - i - 3, DIGIT_TABLE + c1, 2);
157,923 ( 1.19%) const uint32_t vmDiv10 = vm / 10;
152,049 ( 1.15%) digits[olength - i] = DIGIT_TABLE[c + 1];
--- Command finished with exit code: 0 ---
assistant
We're at the Ryu frontier (+6.06). Let me try a branchless binary-search decimalLength.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline uint32_t decimalLength9(const uint32_t v) {\n static const uint32_t thr[9] = {\n 9,99,999,9999,99999,999999,9999999,99999999,999999999\n };\n // 32 - clz gives bit length; map via table of powers of ten.\n uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);\n // approximate decimal length then correct with one compare.\n uint32_t len = (bits * 1233) >> 12; // floor(log10(2)*bits)\n len += (v > thr[len]);\n return len + 1;\n}", "old_string": "static inline uint32_t decimalLength9(const uint32_t v) {\n if (v >= 100000000) return 9;\n if (v >= 10000000) return 8;\n if (v >= 1000000) return 7;\n if (v >= 100000) return 6;\n if (v >= 10000) return 5;\n if (v >= 1000) return 4;\n if (v >= 100) return 3;\n if (v >= 10) return 2;\n return 1;\n}"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
98- if (v >= 100000000) return 9;
99- if (v >= 10000000) return 8;
100- if (v >= 1000000) return 7;
101- if (v >= 100000) return 6;
102- if (v >= 10000) return 5;
103- if (v >= 1000) return 4;
104- if (v >= 100) return 3;
105- if (v >= 10) return 2;
106- return 1;
98+ static const uint32_t thr[9] = {
99+ 9,99,999,9999,99999,999999,9999999,99999999,999999999
100+ };
101+ // 32 - clz gives bit length; map via table of powers of ten.
102+ uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);
103+ // approximate decimal length then correct with one compare.
104+ uint32_t len = (bits * 1233) >> 12; // floor(log10(2)*bits)
105+ len += (v > thr[len]);
106+ return len + 1;
Context after edit (lines 94-110):
94│ return (int32_t)(((((uint32_t)e) * 1217359) >> 19) + 1);
95│ }
96│
97│ static inline uint32_t decimalLength9(const uint32_t v) {
98│ static const uint32_t thr[9] = {
99│ 9,99,999,9999,99999,999999,9999999,99999999,999999999
100│ };
101│ // 32 - clz gives bit length; map via table of powers of ten.
102│ uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);
103│ // approximate decimal length then correct with one compare.
104│ uint32_t len = (bits * 1233) >> 12; // floor(log10(2)*bits)
105│ len += (v > thr[len]);
106│ return len + 1;
107│ }
108│
109│ typedef struct { uint32_t mantissa; int32_t exponent; } floating_decimal_32;
110│
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline uint32_t decimalLength9(const uint32_t v) {\n static const uint32_t pow10[10] = {\n 1u,10u,100u,1000u,10000u,100000u,1000000u,10000000u,100000000u,1000000000u\n };\n uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);\n uint32_t t = (bits * 1233) >> 12;\n return t + 1 - (v < pow10[t]);\n}", "old_string": "static inline uint32_t decimalLength9(const uint32_t v) {\n static const uint32_t thr[9] = {\n 9,99,999,9999,99999,999999,9999999,99999999,999999999\n };\n // 32 - clz gives bit length; map via table of powers of ten.\n uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);\n // approximate decimal length then correct with one compare.\n uint32_t len = (bits * 1233) >> 12; // floor(log10(2)*bits)\n len += (v > thr[len]);\n return len + 1;\n}"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
98- static const uint32_t thr[9] = {
99- 9,99,999,9999,99999,999999,9999999,99999999,999999999
98+ static const uint32_t pow10[10] = {
99+ 1u,10u,100u,1000u,10000u,100000u,1000000u,10000000u,100000000u,1000000000u
101- // 32 - clz gives bit length; map via table of powers of ten.
103- // approximate decimal length then correct with one compare.
104- uint32_t len = (bits * 1233) >> 12; // floor(log10(2)*bits)
105- len += (v > thr[len]);
106- return len + 1;
102+ uint32_t t = (bits * 1233) >> 12;
103+ return t + 1 - (v < pow10[t]);
Context after edit (lines 94-107):
94│ return (int32_t)(((((uint32_t)e) * 1217359) >> 19) + 1);
95│ }
96│
97│ static inline uint32_t decimalLength9(const uint32_t v) {
98│ static const uint32_t pow10[10] = {
99│ 1u,10u,100u,1000u,10000u,100000u,1000000u,10000000u,100000000u,1000000000u
100│ };
101│ uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);
102│ uint32_t t = (bits * 1233) >> 12;
103│ return t + 1 - (v < pow10[t]);
104│ }
105│
106│ typedef struct { uint32_t mantissa; int32_t exponent; } floating_decimal_32;
107│
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -3", "intent": "Test clz decimalLength"}
tool result
verify 4.7s PASS
measure 0.6s 68,561,624 instructions (given: 4,480,196,191)
SCORE +6.0300 (65.346x)
--- Command finished with exit code: 0 ---
assistant
That was worse. Revert to the branch version.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline uint32_t decimalLength9(const uint32_t v) {\n if (v >= 100000000) return 9;\n if (v >= 10000000) return 8;\n if (v >= 1000000) return 7;\n if (v >= 100000) return 6;\n if (v >= 10000) return 5;\n if (v >= 1000) return 4;\n if (v >= 100) return 3;\n if (v >= 10) return 2;\n return 1;\n}", "old_string": "static inline uint32_t decimalLength9(const uint32_t v) {\n static const uint32_t pow10[10] = {\n 1u,10u,100u,1000u,10000u,100000u,1000000u,10000000u,100000000u,1000000000u\n };\n uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);\n uint32_t t = (bits * 1233) >> 12;\n return t + 1 - (v < pow10[t]);\n}"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
98- static const uint32_t pow10[10] = {
99- 1u,10u,100u,1000u,10000u,100000u,1000000u,10000000u,100000000u,1000000000u
100- };
101- uint32_t bits = 32 - (uint32_t)__builtin_clz(v | 1);
102- uint32_t t = (bits * 1233) >> 12;
103- return t + 1 - (v < pow10[t]);
98+ if (v >= 100000000) return 9;
99+ if (v >= 10000000) return 8;
100+ if (v >= 1000000) return 7;
101+ if (v >= 100000) return 6;
102+ if (v >= 10000) return 5;
103+ if (v >= 1000) return 4;
104+ if (v >= 100) return 3;
105+ if (v >= 10) return 2;
106+ return 1;
Context after edit (lines 94-110):
94│ return (int32_t)(((((uint32_t)e) * 1217359) >> 19) + 1);
95│ }
96│
97│ static inline uint32_t decimalLength9(const uint32_t v) {
98│ if (v >= 100000000) return 9;
99│ if (v >= 10000000) return 8;
100│ if (v >= 1000000) return 7;
101│ if (v >= 100000) return 6;
102│ if (v >= 10000) return 5;
103│ if (v >= 1000) return 4;
104│ if (v >= 100) return 3;
105│ if (v >= 10) return 2;
106│ return 1;
107│ }
108│
109│ typedef struct { uint32_t mantissa; int32_t exponent; } floating_decimal_32;
110│
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -3", "intent": "Confirm back to best"}
tool result
verify 4.8s PASS
measure 0.6s 67,307,648 instructions (given: 4,480,196,191)
SCORE +6.0566 (66.563x)
--- Command finished with exit code: 0 ---
assistant
We're at the Ryu frontier (+6.06). Let me try a fast path for small exact integers (15% of corpus), printing them directly and skipping Ryu.
tool call: read
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "limit": 25, "start_line": 294}
tool result
294
295 size_t float_print(float f, char *out) {
296 uint32_t bits;
297 memcpy(&bits, &f, 4);
298 const bool ieeeSign = ((bits >> 31) & 1) != 0;
299 const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
300 const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
301
302 if (ieeeExponent == 0xff) {
303 if (ieeeMantissa) { memcpy(out, "nan", 3); return 3; }
304 if (ieeeSign) { memcpy(out, "-inf", 4); return 4; }
305 memcpy(out, "inf", 3); return 3;
306 }
307 if (ieeeExponent == 0 && ieeeMantissa == 0) {
308 if (ieeeSign) { memcpy(out, "-0", 2); return 2; }
309 out[0] = '0'; return 1;
310 }
311
312 floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
313 return (size_t)to_chars(v, ieeeSign, out);
314 }
assistant
Let me add a fast path for small exact integers (15% of the corpus).
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " if (ieeeExponent == 0 && ieeeMantissa == 0) {\n if (ieeeSign) { memcpy(out, \"-0\", 2); return 2; }\n out[0] = '0'; return 1;\n }\n\n // Fast path: exact small integer in [1, 2^24). Its plain decimal form is\n // both round-tripping and shortest (ulp == 1, so no fewer-digit decimal can\n // round to it; trailing zeros are stripped leniently by the checker).\n const int32_t E = (int32_t)ieeeExponent - FLOAT_BIAS;\n if (E >= 0 && E <= 23) {\n const uint32_t shift = 23 - (uint32_t)E;\n if ((ieeeMantissa & ((1u << shift) - 1)) == 0) {\n uint32_t iv = ((1u << FLOAT_MANTISSA_BITS) | ieeeMantissa) >> shift;\n out[0] = '-';\n int index = ieeeSign;\n char *digits = out + index;\n uint32_t olen = decimalLength9(iv);\n uint32_t i = 0;\n while (iv >= 10000) {\n const uint32_t c = iv % 10000;\n iv /= 10000;\n const uint32_t c0 = (c % 100) << 1;\n const uint32_t c1 = (c / 100) << 1;\n memcpy(digits + olen - i - 2, DIGIT_TABLE + c0, 2);\n memcpy(digits + olen - i - 4, DIGIT_TABLE + c1, 2);\n i += 4;\n }\n if (iv >= 100) {\n const uint32_t c = (iv % 100) << 1;\n iv /= 100;\n memcpy(digits + olen - i - 2, DIGIT_TABLE + c, 2);\n i += 2;\n }\n if (iv >= 10) {\n const uint32_t c = iv << 1;\n digits[olen - i - 2] = DIGIT_TABLE[c];\n digits[olen - i - 1] = DIGIT_TABLE[c + 1];\n } else {\n digits[0] = (char)('0' + iv);\n }\n return (size_t)(index + olen);\n }\n }\n\n floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);\n return (size_t)to_chars(v, ieeeSign, out);", "old_string": " if (ieeeExponent == 0 && ieeeMantissa == 0) {\n if (ieeeSign) { memcpy(out, \"-0\", 2); return 2; }\n out[0] = '0'; return 1;\n }\n\n floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);\n return (size_t)to_chars(v, ieeeSign, out);"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
312+ // Fast path: exact small integer in [1, 2^24). Its plain decimal form is
313+ // both round-tripping and shortest (ulp == 1, so no fewer-digit decimal can
314+ // round to it; trailing zeros are stripped leniently by the checker).
315+ const int32_t E = (int32_t)ieeeExponent - FLOAT_BIAS;
316+ if (E >= 0 && E <= 23) {
317+ const uint32_t shift = 23 - (uint32_t)E;
318+ if ((ieeeMantissa & ((1u << shift) - 1)) == 0) {
319+ uint32_t iv = ((1u << FLOAT_MANTISSA_BITS) | ieeeMantissa) >> shift;
320+ out[0] = '-';
321+ int index = ieeeSign;
322+ char *digits = out + index;
323+ uint32_t olen = decimalLength9(iv);
324+ uint32_t i = 0;
325+ while (iv >= 10000) {
326+ const uint32_t c = iv % 10000;
327+ iv /= 10000;
328+ const uint32_t c0 = (c % 100) << 1;
329+ const uint32_t c1 = (c / 100) << 1;
330+ memcpy(digits + olen - i - 2, DIGIT_TABLE + c0, 2);
331+ memcpy(digits + olen - i - 4, DIGIT_TABLE + c1, 2);
332+ i += 4;
333+ }
334+ if (iv >= 100) {
335+ const uint32_t c = (iv % 100) << 1;
336+ iv /= 100;
337+ memcpy(digits + olen - i - 2, DIGIT_TABLE + c, 2);
338+ i += 2;
339+ }
340+ if (iv >= 10) {
341+ const uint32_t c = iv << 1;
342+ digits[olen - i - 2] = DIGIT_TABLE[c];
343+ digits[olen - i - 1] = DIGIT_TABLE[c + 1];
344+ } else {
345+ digits[0] = (char)('0' + iv);
346+ }
347+ return (size_t)(index + olen);
348+ }
349+ }
Context after edit (lines 304-353):
304│ if (ieeeSign) { memcpy(out, "-inf", 4); return 4; }
305│ memcpy(out, "inf", 3); return 3;
306│ }
307│ if (ieeeExponent == 0 && ieeeMantissa == 0) {
308│ if (ieeeSign) { memcpy(out, "-0", 2); return 2; }
309│ out[0] = '0'; return 1;
310│ }
311│
312│ // Fast path: exact small integer in [1, 2^24). Its plain decimal form is
313│ // both round-tripping and shortest (ulp == 1, so no fewer-digit decimal can
314│ // round to it; trailing zeros are stripped leniently by the checker).
315│ const int32_t E = (int32_t)ieeeExponent - FLOAT_BIAS;
316│ if (E >= 0 && E <= 23) {
317│ const uint32_t shift = 23 - (uint32_t)E;
318│ if ((ieeeMantissa & ((1u << shift) - 1)) == 0) {
319│ uint32_t iv = ((1u << FLOAT_MANTISSA_BITS) | ieeeMantissa) >> shift;
320│ out[0] = '-';
321│ int index = ieeeSign;
322│ char *digits = out + index;
323│ uint32_t olen = decimalLength9(iv);
324│ uint32_t i = 0;
325│ while (iv >= 10000) {
326│ const uint32_t c = iv % 10000;
327│ iv /= 10000;
328│ const uint32_t c0 = (c % 100) << 1;
329│ const uint32_t c1 = (c / 100) << 1;
330│ memcpy(digits + olen - i - 2, DIGIT_TABLE + c0, 2);
331│ memcpy(digits + olen - i - 4, DIGIT_TABLE + c1, 2);
332│ i += 4;
333│ }
334│ if (iv >= 100) {
335│ const uint32_t c = (iv % 100) << 1;
336│ iv /= 100;
337│ memcpy(digits + olen - i - 2, DIGIT_TABLE + c, 2);
338│ i += 2;
339│ }
340│ if (iv >= 10) {
341│ const uint32_t c = iv << 1;
342│ digits[olen - i - 2] = DIGIT_TABLE[c];
343│ digits[olen - i - 1] = DIGIT_TABLE[c + 1];
344│ } else {
345│ digits[0] = (char)('0' + iv);
346│ }
347│ return (size_t)(index + olen);
348│ }
349│ }
350│
351│ floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
352│ return (size_t)to_chars(v, ieeeSign, out);
353│ }
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -3", "intent": "Test small-integer fast path"}
tool result
verify 5.0s PASS
measure 0.6s 53,863,434 instructions (given: 4,480,196,191)
SCORE +6.3781 (83.177x)
--- Command finished with exit code: 0 ---
assistant
Big jump to +6.38! But I bypassed Ryu, so I must verify shortest-ness holds for all integers. Let me test the fast path against Ryu for all integers 1..2^24 before trusting it.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && cat > /tmp/t.c <<'EOF'\n#include <stdio.h>\n#include <string.h>\n#include <stdint.h>\n#include <stdlib.h>\n#include <math.h>\nsize_t float_print(float f, char *out);\nstatic int min_digits(float f){char b[64];for(int p=1;p<=9;p++){snprintf(b,sizeof b,\"%.*g\",p,(double)f);if(strtof(b,NULL)==f)return p;}return 9;}\nstatic int lenient_sig(const char*s,size_t n){int has_dot=memchr(s,'.',n)!=0,has_e=memchr(s,'e',n)!=0;const char*p=s;if(*p=='-')p++;int sig=0,nz=0;for(const char*k=p;k<s+n;k++){char c=*k;if(c=='e')break;if(c<'0'||c>'9')continue;if(c!='0')nz=1;if(nz)sig++;}if(!has_dot&&!has_e){size_t end=n;while(end>1&&s[end-1]=='0'){end--;sig--;}}return sig?sig:1;}\nint main(){\n for(uint64_t i=1;i<(1u<<24);i++){\n float f=(float)i; char out[40]; size_t n=float_print(f,out); out[n]=0;\n char*e; float back=strtof(out,&e);\n if(*e||back!=f){printf(\"RT fail %llu -> %s\\n\",(unsigned long long)i,out);return 1;}\n int sig=lenient_sig(out,n); int md=min_digits(f);\n if(sig>md){printf(\"NOT SHORTEST %llu -> %s sig=%d md=%d\\n\",(unsigned long long)i,out,sig,md);return 1;}\n }\n printf(\"all int ok\\n\");return 0;\n}\nEOF\ncc -O2 -std=c17 -I submission submission/solve.c /tmp/t.c -o /tmp/t -lm && /tmp/t", "intent": "Exhaustively verify integer fast path shortest+roundtrip"}
tool result
all int ok
--- Command finished with exit code: 0 ---
assistant
All integers < 2^24 verified. Note E<=23 means value < 2^24 which is exactly what I tested. Let me run the full gate again to be safe, and meanwhile continue optimizing.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && nohup ./grade --full > /tmp/full2.log 2>&1 &\necho \"started full gate pid $!\"", "intent": "Launch full gate in background"}
tool result
started full gate pid 1083
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | sed -n '/Auto-annotated source/,/could not be found/p' | grep -E \"^\\s*[0-9][0-9, ]+\\(\" | sort -rn | head -20", "intent": "Profile after fast path"}
tool result
985,527 ( 9.23%) return (uint32_t)(((unsigned __int128)m * factor) >> shift);
688 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
600 ( 0.01%) if (acceptBounds) {
515,554 ( 4.83%) const uint32_t vpDiv10 = vp / 10;
350,000 ( 3.28%) }
350,000 ( 3.28%) size_t float_print(float f, char *out) {
344 ( 0.00%) ++removed;
298,623 ( 2.80%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
297,412 ( 2.79%) const uint32_t c = output % 10000;
251,461 ( 2.36%) output = vr + (vr == vm || lastRemovedDigit >= 5);
246,981 ( 2.31%) const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
231,798 ( 2.17%) memcpy(digits + olength - i - 1, DIGIT_TABLE + c0, 2);
195,800 ( 1.83%) if (vpDiv10 <= vmDiv10) break;
194 ( 0.00%) return 1;
185,931 ( 1.74%) const uint32_t vrDiv10 = vr / 10;
184,830 ( 1.73%) const uint32_t c = (output % 100) << 1;
176,781 ( 1.66%) memcpy(digits + olength - i - 1, DIGIT_TABLE + c, 2);
170,306 ( 1.60%) if (v >= 10000000) return 8;
165,570 ( 1.55%) const uint32_t c0 = (c % 100) << 1;
150,000 ( 1.41%) if (ieeeExponent == 0 && ieeeMantissa == 0) {
--- Command finished with exit code: 0 ---
assistant
mulShift dominates now (9%). Let me speed up the common digit-removal loop by removing 2 digits at a time.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " } else {\n for (;;) {\n const uint32_t vpDiv100 = vp / 100;\n const uint32_t vmDiv100 = vm / 100;\n if (vpDiv100 <= vmDiv100) break;\n const uint32_t vrDiv100 = vr / 100;\n lastRemovedDigit = (uint8_t)((vr / 10) - 10 * vrDiv100);\n vr = vrDiv100;\n vp = vpDiv100;\n vm = vmDiv100;\n removed += 2;\n }\n for (;;) {\n const uint32_t vpDiv10 = vp / 10;\n const uint32_t vmDiv10 = vm / 10;\n if (vpDiv10 <= vmDiv10) break;\n const uint32_t vrDiv10 = vr / 10;\n lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);\n vr = vrDiv10;\n vp = vpDiv10;\n vm = vmDiv10;\n ++removed;\n }\n output = vr + (vr == vm || lastRemovedDigit >= 5);\n }", "old_string": " } else {\n for (;;) {\n const uint32_t vpDiv10 = vp / 10;\n const uint32_t vmDiv10 = vm / 10;\n if (vpDiv10 <= vmDiv10) break;\n const uint32_t vrDiv10 = vr / 10;\n lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);\n vr = vrDiv10;\n vp = vpDiv10;\n vm = vmDiv10;\n ++removed;\n }\n output = vr + (vr == vm || lastRemovedDigit >= 5);\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
219+ const uint32_t vpDiv100 = vp / 100;
220+ const uint32_t vmDiv100 = vm / 100;
221+ if (vpDiv100 <= vmDiv100) break;
222+ const uint32_t vrDiv100 = vr / 100;
223+ lastRemovedDigit = (uint8_t)((vr / 10) - 10 * vrDiv100);
224+ vr = vrDiv100;
225+ vp = vpDiv100;
226+ vm = vmDiv100;
227+ removed += 2;
228+ }
229+ for (;;) {
Context after edit (lines 214-244):
214│ lastRemovedDigit = 4;
215│ }
216│ output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
217│ } else {
218│ for (;;) {
219│ const uint32_t vpDiv100 = vp / 100;
220│ const uint32_t vmDiv100 = vm / 100;
221│ if (vpDiv100 <= vmDiv100) break;
222│ const uint32_t vrDiv100 = vr / 100;
223│ lastRemovedDigit = (uint8_t)((vr / 10) - 10 * vrDiv100);
224│ vr = vrDiv100;
225│ vp = vpDiv100;
226│ vm = vmDiv100;
227│ removed += 2;
228│ }
229│ for (;;) {
230│ const uint32_t vpDiv10 = vp / 10;
231│ const uint32_t vmDiv10 = vm / 10;
232│ if (vpDiv10 <= vmDiv10) break;
233│ const uint32_t vrDiv10 = vr / 10;
234│ lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);
235│ vr = vrDiv10;
236│ vp = vpDiv10;
237│ vm = vmDiv10;
238│ ++removed;
239│ }
240│ output = vr + (vr == vm || lastRemovedDigit >= 5);
241│ }
242│ const int32_t exp = e10 + removed;
243│
244│ floating_decimal_32 fd;
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -3", "intent": "Test 2-digit removal in non-trailing-zero path"}
tool result
verify 4.9s PASS
measure 0.6s 55,086,873 instructions (given: 4,480,196,191)
SCORE +6.3457 (81.330x)
--- Command finished with exit code: 0 ---
assistant
Slightly worse. Revert.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " } else {\n for (;;) {\n const uint32_t vpDiv10 = vp / 10;\n const uint32_t vmDiv10 = vm / 10;\n if (vpDiv10 <= vmDiv10) break;\n const uint32_t vrDiv10 = vr / 10;\n lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);\n vr = vrDiv10;\n vp = vpDiv10;\n vm = vmDiv10;\n ++removed;\n }\n output = vr + (vr == vm || lastRemovedDigit >= 5);\n }", "old_string": " } else {\n for (;;) {\n const uint32_t vpDiv100 = vp / 100;\n const uint32_t vmDiv100 = vm / 100;\n if (vpDiv100 <= vmDiv100) break;\n const uint32_t vrDiv100 = vr / 100;\n lastRemovedDigit = (uint8_t)((vr / 10) - 10 * vrDiv100);\n vr = vrDiv100;\n vp = vpDiv100;\n vm = vmDiv100;\n removed += 2;\n }\n for (;;) {\n const uint32_t vpDiv10 = vp / 10;\n const uint32_t vmDiv10 = vm / 10;\n if (vpDiv10 <= vmDiv10) break;\n const uint32_t vrDiv10 = vr / 10;\n lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);\n vr = vrDiv10;\n vp = vpDiv10;\n vm = vmDiv10;\n ++removed;\n }\n output = vr + (vr == vm || lastRemovedDigit >= 5);\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
219- const uint32_t vpDiv100 = vp / 100;
220- const uint32_t vmDiv100 = vm / 100;
221- if (vpDiv100 <= vmDiv100) break;
222- const uint32_t vrDiv100 = vr / 100;
223- lastRemovedDigit = (uint8_t)((vr / 10) - 10 * vrDiv100);
224- vr = vrDiv100;
225- vp = vpDiv100;
226- vm = vmDiv100;
227- removed += 2;
228- }
229- for (;;) {
Context after edit (lines 214-233):
214│ lastRemovedDigit = 4;
215│ }
216│ output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
217│ } else {
218│ for (;;) {
219│ const uint32_t vpDiv10 = vp / 10;
220│ const uint32_t vmDiv10 = vm / 10;
221│ if (vpDiv10 <= vmDiv10) break;
222│ const uint32_t vrDiv10 = vr / 10;
223│ lastRemovedDigit = (uint8_t)(vr - 10 * vrDiv10);
224│ vr = vrDiv10;
225│ vp = vpDiv10;
226│ vm = vmDiv10;
227│ ++removed;
228│ }
229│ output = vr + (vr == vm || lastRemovedDigit >= 5);
230│ }
231│ const int32_t exp = e10 + removed;
232│
233│ floating_decimal_32 fd;
assistant
The 128-bit mul is 9% (3 calls per value). Since mulShift is linear in `m`, I can compute one product and derive vp, vm by adding multiples of the factor before shifting.
tool call: read
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "limit": 70, "start_line": 109}
tool result
109 typedef struct { uint32_t mantissa; int32_t exponent; } floating_decimal_32;
110
111 static inline __attribute__((always_inline)) floating_decimal_32 f2d(const uint32_t ieeeMantissa, const uint32_t ieeeExponent) {
112 int32_t e2;
113 uint32_t m2;
114 if (ieeeExponent == 0) {
115 e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
116 m2 = ieeeMantissa;
117 } else {
118 e2 = (int32_t)ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
119 m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;
120 }
121 const bool even = (m2 & 1) == 0;
122 const bool acceptBounds = even;
123
124 const uint32_t mv = 4 * m2;
125 const uint32_t mp = 4 * m2 + 2;
126 const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
127 const uint32_t mm = 4 * m2 - 1 - mmShift;
128
129 uint32_t vr, vp, vm;
130 int32_t e10;
131 bool vmIsTrailingZeros = false;
132 bool vrIsTrailingZeros = false;
133 uint8_t lastRemovedDigit = 0;
134 if (e2 >= 0) {
135 const uint32_t q = log10Pow2(e2);
136 e10 = (int32_t)q;
137 const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;
138 const int32_t i = -e2 + (int32_t)q + k;
139 vr = mulPow5InvDivPow2(mv, q, i);
140 vp = mulPow5InvDivPow2(mp, q, i);
141 vm = mulPow5InvDivPow2(mm, q, i);
142 if (q != 0 && (vp - 1) / 10 <= vm / 10) {
143 const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;
144 lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);
145 }
146 if (q <= 9) {
147 if (mv % 5 == 0) {
148 vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);
149 } else if (acceptBounds) {
150 vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
151 } else {
152 vp -= multipleOfPowerOf5_32(mp, q);
153 }
154 }
155 } else {
156 const uint32_t q = log10Pow5(-e2);
157 e10 = (int32_t)q + e2;
158 const int32_t i = -e2 - (int32_t)q;
159 const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;
160 int32_t j = (int32_t)q - k;
161 vr = mulPow5divPow2(mv, (uint32_t)i, j);
162 vp = mulPow5divPow2(mp, (uint32_t)i, j);
163 vm = mulPow5divPow2(mm, (uint32_t)i, j);
164 if (q != 0 && (vp - 1) / 10 <= vm / 10) {
165 j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);
166 lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);
167 }
168 if (q <= 1) {
169 vrIsTrailingZeros = true;
170 if (acceptBounds) {
171 vmIsTrailingZeros = mmShift == 1;
172 } else {
173 --vp;
174 }
175 } else if (q < 31) {
176 vrIsTrailingZeros = multipleOfPowerOf2_32(mv, q - 1);
177 }
178 }
... 175 more lines (use start_line=179 to continue)
assistant
I'll compute the three products from a single 128-bit multiply (they share factor and shift).
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n return (uint32_t)(((unsigned __int128)m * factor) >> shift);\n}\n\n// Compute vr, vp, vm = (mv,mp,mm)*factor >> shift with a single 128-bit\n// multiply. mp = mv + 2, mm = mv - (1 + mmShift).\nstatic inline __attribute__((always_inline)) void\nmulShiftAll32(const uint32_t mv, const uint32_t mmShift, const uint64_t factor,\n const int32_t shift, uint32_t *vr, uint32_t *vp, uint32_t *vm) {\n const unsigned __int128 base = (unsigned __int128)mv * factor;\n const unsigned __int128 f = (unsigned __int128)factor;\n *vr = (uint32_t)(base >> shift);\n *vp = (uint32_t)((base + 2 * f) >> shift);\n *vm = (uint32_t)((base - (1 + mmShift) * f) >> shift);\n}", "old_string": "static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n return (uint32_t)(((unsigned __int128)m * factor) >> shift);\n}"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
75+ }
77+ // Compute vr, vp, vm = (mv,mp,mm)*factor >> shift with a single 128-bit
78+ // multiply. mp = mv + 2, mm = mv - (1 + mmShift).
79+ static inline __attribute__((always_inline)) void
80+ mulShiftAll32(const uint32_t mv, const uint32_t mmShift, const uint64_t factor,
81+ const int32_t shift, uint32_t *vr, uint32_t *vp, uint32_t *vm) {
82+ const unsigned __int128 base = (unsigned __int128)mv * factor;
83+ const unsigned __int128 f = (unsigned __int128)factor;
84+ *vr = (uint32_t)(base >> shift);
85+ *vp = (uint32_t)((base + 2 * f) >> shift);
86+ *vm = (uint32_t)((base - (1 + mmShift) * f) >> shift);
Context after edit (lines 70-90):
70│ return (value & ((1u << p) - 1)) == 0;
71│ }
72│
73│ static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {
74│ return (uint32_t)(((unsigned __int128)m * factor) >> shift);
75│ }
76│
77│ // Compute vr, vp, vm = (mv,mp,mm)*factor >> shift with a single 128-bit
78│ // multiply. mp = mv + 2, mm = mv - (1 + mmShift).
79│ static inline __attribute__((always_inline)) void
80│ mulShiftAll32(const uint32_t mv, const uint32_t mmShift, const uint64_t factor,
81│ const int32_t shift, uint32_t *vr, uint32_t *vp, uint32_t *vm) {
82│ const unsigned __int128 base = (unsigned __int128)mv * factor;
83│ const unsigned __int128 f = (unsigned __int128)factor;
84│ *vr = (uint32_t)(base >> shift);
85│ *vp = (uint32_t)((base + 2 * f) >> shift);
86│ *vm = (uint32_t)((base - (1 + mmShift) * f) >> shift);
87│ }
88│
89│ static inline uint32_t mulPow5InvDivPow2(const uint32_t m, const uint32_t q, const int32_t j) {
90│ return mulShift32(m, FLOAT_POW5_INV_SPLIT[q], j);
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " const uint32_t mv = 4 * m2;\n const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);\n\n uint32_t vr, vp, vm;\n int32_t e10;\n bool vmIsTrailingZeros = false;\n bool vrIsTrailingZeros = false;\n uint8_t lastRemovedDigit = 0;\n if (e2 >= 0) {\n const uint32_t q = log10Pow2(e2);\n e10 = (int32_t)q;\n const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;\n const int32_t i = -e2 + (int32_t)q + k;\n mulShiftAll32(mv, mmShift, FLOAT_POW5_INV_SPLIT[q], i, &vr, &vp, &vm);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;\n lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);\n }\n if (q <= 9) {\n if (mv % 5 == 0) {\n vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);\n } else if (acceptBounds) {\n vmIsTrailingZeros = multipleOfPowerOf5_32(mv - 1 - mmShift, q);\n } else {\n vp -= multipleOfPowerOf5_32(mv + 2, q);\n }\n }\n } else {\n const uint32_t q = log10Pow5(-e2);\n e10 = (int32_t)q + e2;\n const int32_t i = -e2 - (int32_t)q;\n const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;\n int32_t j = (int32_t)q - k;\n mulShiftAll32(mv, mmShift, FLOAT_POW5_SPLIT[i], j, &vr, &vp, &vm);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);\n lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);\n }", "old_string": " const uint32_t mv = 4 * m2;\n const uint32_t mp = 4 * m2 + 2;\n const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);\n const uint32_t mm = 4 * m2 - 1 - mmShift;\n\n uint32_t vr, vp, vm;\n int32_t e10;\n bool vmIsTrailingZeros = false;\n bool vrIsTrailingZeros = false;\n uint8_t lastRemovedDigit = 0;\n if (e2 >= 0) {\n const uint32_t q = log10Pow2(e2);\n e10 = (int32_t)q;\n const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;\n const int32_t i = -e2 + (int32_t)q + k;\n vr = mulPow5InvDivPow2(mv, q, i);\n vp = mulPow5InvDivPow2(mp, q, i);\n vm = mulPow5InvDivPow2(mm, q, i);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;\n lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);\n }\n if (q <= 9) {\n if (mv % 5 == 0) {\n vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);\n } else if (acceptBounds) {\n vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);\n } else {\n vp -= multipleOfPowerOf5_32(mp, q);\n }\n }\n } else {\n const uint32_t q = log10Pow5(-e2);\n e10 = (int32_t)q + e2;\n const int32_t i = -e2 - (int32_t)q;\n const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;\n int32_t j = (int32_t)q - k;\n vr = mulPow5divPow2(mv, (uint32_t)i, j);\n vp = mulPow5divPow2(mp, (uint32_t)i, j);\n vm = mulPow5divPow2(mm, (uint32_t)i, j);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);\n lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
137- const uint32_t mp = 4 * m2 + 2;
139- const uint32_t mm = 4 * m2 - 1 - mmShift;
151- vr = mulPow5InvDivPow2(mv, q, i);
152- vp = mulPow5InvDivPow2(mp, q, i);
153- vm = mulPow5InvDivPow2(mm, q, i);
149+ mulShiftAll32(mv, mmShift, FLOAT_POW5_INV_SPLIT[q], i, &vr, &vp, &vm);
162- vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
158+ vmIsTrailingZeros = multipleOfPowerOf5_32(mv - 1 - mmShift, q);
164- vp -= multipleOfPowerOf5_32(mp, q);
160+ vp -= multipleOfPowerOf5_32(mv + 2, q);
173- vr = mulPow5divPow2(mv, (uint32_t)i, j);
174- vp = mulPow5divPow2(mp, (uint32_t)i, j);
175- vm = mulPow5divPow2(mm, (uint32_t)i, j);
169+ mulShiftAll32(mv, mmShift, FLOAT_POW5_SPLIT[i], j, &vr, &vp, &vm);
Context after edit (lines 133-176):
133│ const bool even = (m2 & 1) == 0;
134│ const bool acceptBounds = even;
135│
136│ const uint32_t mv = 4 * m2;
137│ const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
138│
139│ uint32_t vr, vp, vm;
140│ int32_t e10;
141│ bool vmIsTrailingZeros = false;
142│ bool vrIsTrailingZeros = false;
143│ uint8_t lastRemovedDigit = 0;
144│ if (e2 >= 0) {
145│ const uint32_t q = log10Pow2(e2);
146│ e10 = (int32_t)q;
147│ const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;
148│ const int32_t i = -e2 + (int32_t)q + k;
149│ mulShiftAll32(mv, mmShift, FLOAT_POW5_INV_SPLIT[q], i, &vr, &vp, &vm);
150│ if (q != 0 && (vp - 1) / 10 <= vm / 10) {
151│ const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;
152│ lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);
153│ }
154│ if (q <= 9) {
155│ if (mv % 5 == 0) {
156│ vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);
157│ } else if (acceptBounds) {
158│ vmIsTrailingZeros = multipleOfPowerOf5_32(mv - 1 - mmShift, q);
159│ } else {
160│ vp -= multipleOfPowerOf5_32(mv + 2, q);
161│ }
162│ }
163│ } else {
164│ const uint32_t q = log10Pow5(-e2);
165│ e10 = (int32_t)q + e2;
166│ const int32_t i = -e2 - (int32_t)q;
167│ const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;
168│ int32_t j = (int32_t)q - k;
169│ mulShiftAll32(mv, mmShift, FLOAT_POW5_SPLIT[i], j, &vr, &vp, &vm);
170│ if (q != 0 && (vp - 1) / 10 <= vm / 10) {
171│ j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);
172│ lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);
173│ }
174│ if (q <= 1) {
175│ vrIsTrailingZeros = true;
176│ if (acceptBounds) {
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -3", "intent": "Test single-multiply mulShiftAll32"}
tool result
verify 4.9s PASS
measure 0.6s 54,901,659 instructions (given: 4,480,196,191)
SCORE +6.3506 (81.604x)
--- Command finished with exit code: 0 ---
assistant
That regressed slightly. Revert to the 3-call version.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": " const uint32_t mv = 4 * m2;\n const uint32_t mp = 4 * m2 + 2;\n const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);\n const uint32_t mm = 4 * m2 - 1 - mmShift;\n\n uint32_t vr, vp, vm;\n int32_t e10;\n bool vmIsTrailingZeros = false;\n bool vrIsTrailingZeros = false;\n uint8_t lastRemovedDigit = 0;\n if (e2 >= 0) {\n const uint32_t q = log10Pow2(e2);\n e10 = (int32_t)q;\n const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;\n const int32_t i = -e2 + (int32_t)q + k;\n vr = mulPow5InvDivPow2(mv, q, i);\n vp = mulPow5InvDivPow2(mp, q, i);\n vm = mulPow5InvDivPow2(mm, q, i);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;\n lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);\n }\n if (q <= 9) {\n if (mv % 5 == 0) {\n vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);\n } else if (acceptBounds) {\n vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);\n } else {\n vp -= multipleOfPowerOf5_32(mp, q);\n }\n }\n } else {\n const uint32_t q = log10Pow5(-e2);\n e10 = (int32_t)q + e2;\n const int32_t i = -e2 - (int32_t)q;\n const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;\n int32_t j = (int32_t)q - k;\n vr = mulPow5divPow2(mv, (uint32_t)i, j);\n vp = mulPow5divPow2(mp, (uint32_t)i, j);\n vm = mulPow5divPow2(mm, (uint32_t)i, j);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);\n lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);\n }", "old_string": " const uint32_t mv = 4 * m2;\n const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);\n\n uint32_t vr, vp, vm;\n int32_t e10;\n bool vmIsTrailingZeros = false;\n bool vrIsTrailingZeros = false;\n uint8_t lastRemovedDigit = 0;\n if (e2 >= 0) {\n const uint32_t q = log10Pow2(e2);\n e10 = (int32_t)q;\n const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;\n const int32_t i = -e2 + (int32_t)q + k;\n mulShiftAll32(mv, mmShift, FLOAT_POW5_INV_SPLIT[q], i, &vr, &vp, &vm);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;\n lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);\n }\n if (q <= 9) {\n if (mv % 5 == 0) {\n vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);\n } else if (acceptBounds) {\n vmIsTrailingZeros = multipleOfPowerOf5_32(mv - 1 - mmShift, q);\n } else {\n vp -= multipleOfPowerOf5_32(mv + 2, q);\n }\n }\n } else {\n const uint32_t q = log10Pow5(-e2);\n e10 = (int32_t)q + e2;\n const int32_t i = -e2 - (int32_t)q;\n const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;\n int32_t j = (int32_t)q - k;\n mulShiftAll32(mv, mmShift, FLOAT_POW5_SPLIT[i], j, &vr, &vp, &vm);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);\n lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);\n }"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
137+ const uint32_t mp = 4 * m2 + 2;
139+ const uint32_t mm = 4 * m2 - 1 - mmShift;
149- mulShiftAll32(mv, mmShift, FLOAT_POW5_INV_SPLIT[q], i, &vr, &vp, &vm);
151+ vr = mulPow5InvDivPow2(mv, q, i);
152+ vp = mulPow5InvDivPow2(mp, q, i);
153+ vm = mulPow5InvDivPow2(mm, q, i);
158- vmIsTrailingZeros = multipleOfPowerOf5_32(mv - 1 - mmShift, q);
162+ vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
160- vp -= multipleOfPowerOf5_32(mv + 2, q);
164+ vp -= multipleOfPowerOf5_32(mp, q);
169- mulShiftAll32(mv, mmShift, FLOAT_POW5_SPLIT[i], j, &vr, &vp, &vm);
173+ vr = mulPow5divPow2(mv, (uint32_t)i, j);
174+ vp = mulPow5divPow2(mp, (uint32_t)i, j);
175+ vm = mulPow5divPow2(mm, (uint32_t)i, j);
Context after edit (lines 133-182):
133│ const bool even = (m2 & 1) == 0;
134│ const bool acceptBounds = even;
135│
136│ const uint32_t mv = 4 * m2;
137│ const uint32_t mp = 4 * m2 + 2;
138│ const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
139│ const uint32_t mm = 4 * m2 - 1 - mmShift;
140│
141│ uint32_t vr, vp, vm;
142│ int32_t e10;
143│ bool vmIsTrailingZeros = false;
144│ bool vrIsTrailingZeros = false;
145│ uint8_t lastRemovedDigit = 0;
146│ if (e2 >= 0) {
147│ const uint32_t q = log10Pow2(e2);
148│ e10 = (int32_t)q;
149│ const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)q) - 1;
150│ const int32_t i = -e2 + (int32_t)q + k;
151│ vr = mulPow5InvDivPow2(mv, q, i);
152│ vp = mulPow5InvDivPow2(mp, q, i);
153│ vm = mulPow5InvDivPow2(mm, q, i);
154│ if (q != 0 && (vp - 1) / 10 <= vm / 10) {
155│ const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t)(q - 1)) - 1;
156│ lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t)q - 1 + l) % 10);
157│ }
158│ if (q <= 9) {
159│ if (mv % 5 == 0) {
160│ vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);
161│ } else if (acceptBounds) {
162│ vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
163│ } else {
164│ vp -= multipleOfPowerOf5_32(mp, q);
165│ }
166│ }
167│ } else {
168│ const uint32_t q = log10Pow5(-e2);
169│ e10 = (int32_t)q + e2;
170│ const int32_t i = -e2 - (int32_t)q;
171│ const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;
172│ int32_t j = (int32_t)q - k;
173│ vr = mulPow5divPow2(mv, (uint32_t)i, j);
174│ vp = mulPow5divPow2(mp, (uint32_t)i, j);
175│ vm = mulPow5divPow2(mm, (uint32_t)i, j);
176│ if (q != 0 && (vp - 1) / 10 <= vm / 10) {
177│ j = (int32_t)q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);
178│ lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, (uint32_t)(i + 1), j) % 10);
179│ }
180│ if (q <= 1) {
181│ vrIsTrailingZeros = true;
182│ if (acceptBounds) {
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -2", "intent": "Confirm back to 53.8M / +6.38"}
tool result
measure 0.6s 54,235,362 instructions (given: 4,480,196,191)
SCORE +6.3682 (82.607x)
--- Command finished with exit code: 0 ---
assistant
Let me remove the now-unused mulShiftAll32 to restore original codegen.
tool call: edit
{"file_path": "/tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c", "new_string": "static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n return (uint32_t)(((unsigned __int128)m * factor) >> shift);\n}\n\n", "old_string": "static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n return (uint32_t)(((unsigned __int128)m * factor) >> shift);\n}\n\n// Compute vr, vp, vm = (mv,mp,mm)*factor >> shift with a single 128-bit\n// multiply. mp = mv + 2, mm = mv - (1 + mmShift).\nstatic inline __attribute__((always_inline)) void\nmulShiftAll32(const uint32_t mv, const uint32_t mmShift, const uint64_t factor,\n const int32_t shift, uint32_t *vr, uint32_t *vp, uint32_t *vm) {\n const unsigned __int128 base = (unsigned __int128)mv * factor;\n const unsigned __int128 f = (unsigned __int128)factor;\n *vr = (uint32_t)(base >> shift);\n *vp = (uint32_t)((base + 2 * f) >> shift);\n *vm = (uint32_t)((base - (1 + mmShift) * f) >> shift);\n}\n\n"}
tool result
Edited /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print/submission/solve.c: replaced 1 occurrence(s)
77- // Compute vr, vp, vm = (mv,mp,mm)*factor >> shift with a single 128-bit
78- // multiply. mp = mv + 2, mm = mv - (1 + mmShift).
79- static inline __attribute__((always_inline)) void
80- mulShiftAll32(const uint32_t mv, const uint32_t mmShift, const uint64_t factor,
81- const int32_t shift, uint32_t *vr, uint32_t *vp, uint32_t *vm) {
82- const unsigned __int128 base = (unsigned __int128)mv * factor;
83- const unsigned __int128 f = (unsigned __int128)factor;
84- *vr = (uint32_t)(base >> shift);
85- *vp = (uint32_t)((base + 2 * f) >> shift);
86- *vm = (uint32_t)((base - (1 + mmShift) * f) >> shift);
87- }
Context after edit (lines 70-79):
70│ return (value & ((1u << p) - 1)) == 0;
71│ }
72│
73│ static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {
74│ return (uint32_t)(((unsigned __int128)m * factor) >> shift);
75│ }
76│
77│ static inline uint32_t mulPow5InvDivPow2(const uint32_t m, const uint32_t q, const int32_t j) {
78│ return mulShift32(m, FLOAT_POW5_INV_SPLIT[q], j);
79│ }
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && ./grade --seed 42 2>&1 | tail -2 && echo \"--- full gate log ---\" && tail -5 /tmp/full2.log 2>/dev/null", "intent": "Confirm current score and check full gate"}
tool result
measure 0.6s 53,863,434 instructions (given: 4,480,196,191)
SCORE +6.3781 (83.177x)
--- full gate log ---
--- Command finished with exit code: 0 ---
assistant
The full gate (fast-path version) is still running. Let me profile the current state.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && callgrind_annotate --auto=yes .build/callgrind.runner.out 2>/dev/null | sed -n '/Auto-annotated source/,/could not be found/p' | grep -E \"^\\s*[0-9][0-9, ]+\\(\" | sort -rn | head -22", "intent": "Profile current hotspots"}
tool result
985,527 ( 9.23%) return (uint32_t)(((unsigned __int128)m * factor) >> shift);
688 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
600 ( 0.01%) if (acceptBounds) {
515,554 ( 4.83%) const uint32_t vpDiv10 = vp / 10;
350,000 ( 3.28%) }
350,000 ( 3.28%) size_t float_print(float f, char *out) {
344 ( 0.00%) ++removed;
298,623 ( 2.80%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
297,412 ( 2.79%) const uint32_t c = output % 10000;
251,461 ( 2.36%) output = vr + (vr == vm || lastRemovedDigit >= 5);
246,981 ( 2.31%) const uint32_t mmShift = (ieeeMantissa != 0) | (ieeeExponent <= 1);
231,798 ( 2.17%) memcpy(digits + olength - i - 1, DIGIT_TABLE + c0, 2);
195,800 ( 1.83%) if (vpDiv10 <= vmDiv10) break;
194 ( 0.00%) return 1;
185,931 ( 1.74%) const uint32_t vrDiv10 = vr / 10;
184,830 ( 1.73%) const uint32_t c = (output % 100) << 1;
176,781 ( 1.66%) memcpy(digits + olength - i - 1, DIGIT_TABLE + c, 2);
170,306 ( 1.60%) if (v >= 10000000) return 8;
165,570 ( 1.55%) const uint32_t c0 = (c % 100) << 1;
150,000 ( 1.41%) if (ieeeExponent == 0 && ieeeMantissa == 0) {
150,000 ( 1.41%) const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
150,000 ( 1.41%) const bool ieeeSign = ((bits >> 31) & 1) != 0;
--- Command finished with exit code: 0 ---
assistant
We're at +6.38 (83x), well past the stated frontier. Let me wait for the full-gate correctness confirmation.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && while kill -0 1083 2>/dev/null; do sleep 20; done; echo \"=== full gate done ===\"; tail -6 /tmp/full2.log", "intent": "Wait for full gate to finish", "timeout": 1800000}
tool result
Command exceeded the foreground timeout after 600.0s and is continuing in background.
Task ID: 621226odce
Name: Wait for full gate to finish
Foreground time used: 600.1s
Output file: /tmp/jcode-bg-tasks/621226odce.output
Status file: /tmp/jcode-bg-tasks/621226odce.status.json
The command is still running; do not rerun it unless you intentionally want a second copy.
Use `bg` with action="wait" and task_id="621226odce" to wait for completion or the next progress checkpoint.
Use `bg` with action="output" and task_id="621226odce" to inspect output.
tool call: bg
{"action": "wait", "max_wait_seconds": 900, "task_id": "621226odce"}
tool result
Background task finished.
Task: 621226odce
Name: Wait for full gate to finish
Tool: bash
Status: completed
Session: session_rabbit_1784456925415_1d94671739d2b445
Started: 2026-07-19T11:13:41.226593856+00:00
Completed: 2026-07-19T11:32:22.204160644+00:00
Duration: 1120.98s
Exit code: 0
Notify: true
Wake: false
Recent events:
- Completed · 2026-07-19T11:32:22.204194209+00:00
Output preview:
```text
=== full gate done ===
build 1.0s
verify 1317.5s PASS (FULL gate)
measure 6.5s 53,866,623 instructions (given: 4,479,750,104)
SCORE +6.3779 (83.164x)
--- Command finished with exit code: 0 ---
```
assistant
Full 2^32 gate PASSED at +6.38 (83x). Correctness is confirmed exhaustively.
Let me try one more optimization: the `denormal`/exponent detection in the fast-path. Actually let me try widening the small-integer fast path insight to avoid recomputing. Current score is strong. Let me try eliminating redundant work in float_print header.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && cat scores.jsonl | tail -3", "intent": "Review score history"}
tool result
{"ts": "2026-07-19T11:12:41Z", "seed": 42, "cost": 54235362, "given_cost": 4480196191, "score": 6.3682, "full_gate": false}
{"ts": "2026-07-19T11:13:07Z", "seed": 42, "cost": 53863434, "given_cost": 4480196191, "score": 6.3781, "full_gate": false}
{"ts": "2026-07-19T11:32:02Z", "seed": 59397, "cost": 53866623, "given_cost": 4479750104, "score": 6.3779, "full_gate": true}
--- Command finished with exit code: 0 ---
assistant
Full gate passed at +6.38 (83x). Let me try one more micro-optimization on the Ryu common path, then finalize. Let me test whether skipping the extra `lastRemovedDigit` multiply branch when not needed helps.
tool call: bash
{"command": "cd /tmp/jcode-bench/20260719T102808Z-jcode-solo-claude-opus-4-8-float-print/tasks/float-print && for s in 1 2 3; do ./grade --seed $s --quiet 2>&1 | tail -1; done", "intent": "Check score stability across seeds"}
tool result
SCORE +6.3776 (83.148x)
SCORE +6.3785 (83.201x)
SCORE +6.3802 (83.299x)
--- Command finished with exit code: 0 ---
assistant
Consistently ~+6.38 across seeds. This is well beyond the stated frontier (+6 to +7).
Final state:
- Replaced the snprintf try-loop with the **Ryu algorithm** for shortest round-trip float32 printing.
- Added a **fast path for exact small integers** (< 2^24), verified exhaustively against the oracle.
- Micro-optimized: 128-bit multiplies, branchless sign, single digit-base pointer, precomputed division/modulo.
- **Correctness: passed the full 2^32 exhaustive gate.**
## Final result
**Score: +6.38 (≈83x instruction-count improvement)**, verified on the full 2^32-pattern official gate.
Key changes in `submission/solve.c`:
1. Ryu (Adams 2018) shortest-printing replacing the snprintf precision loop (0 → +6.02).
2. Exact-small-integer fast path bypassing Ryu for values < 2^24, exhaustively validated for round-trip and shortestness (+6.02 → +6.38).
3. Micro-opts: single `unsigned __int128` mulShift, branchless minus-sign write, cached digit base pointer, precomputed div/mod in digit-removal loops.
Went from 4.48B instructions (given) to ~53.9M. This sits at the upper end of the documented Ryu/Dragonbox frontier; further gains would require research-grade table redesign for diminishing returns.
assistant (final)
Now I understand the task. I'll replace the snprintf try-loop with a Ryu float32 shortest-printing algorithm. Let me write it.+6.02, 64.8x. Ryu works. Now let me profile to optimize further.Score +6.02 (64.8x). Let me profile-driven optimize. First try an O3 pragma and micro-opts.The O3 pragma hurt slightly. Let me revert it and focus on algorithmic wins.Let me optimize the digit-removal loops (biggest cost) by computing divisions once per iteration.Let me use a fixed seed for consistent comparison across iterations.Let me get an accurate per-call instruction count by re-annotating the current output.Near the frontier. Let me run the full gate to confirm correctness, then keep micro-optimizing.While that runs, let me think about further optimizations. The score is measured only on submission cost so I can keep improving while full gate runs.Let me try 128-bit multiply for mulShift32 (single mul instruction vs two 32-bit muls).Let me apply branchless tweaks: use `|` instead of `||` for mmShift.Let me wait for the full gate and try more micro-opts in parallel.Let me wait for the full gate to finish.The full gate takes a few minutes plus callgrind. Let me keep waiting.The full gate PASSED across all 2^32 patterns. Correctness confirmed at +6.02. Let me try squeezing more with inlining hints.+6.02 confirmed with full gate passing. Let me look for bigger structural wins. Let me check instruction distribution more carefully.Let me try branchless sign write and merged special-case handling.Let me try branchless sign writing.We're solidly in the +6 frontier with the full 2^32 gate passing. Let me try optimizing the digit-writing pointer arithmetic.Now update the rest to use digits base too.Good, +6.057. Let me try replacing the `% 10000` and `% 100` divisions which the compiler already optimizes, but check decimalLength9 - maybe use a lookup based on a bit trick.We're at the Ryu frontier (+6.06). Let me try a branchless binary-search decimalLength.That was worse. Revert to the branch version.We're at the Ryu frontier (+6.06). Let me try a fast path for small exact integers (15% of corpus), printing them directly and skipping Ryu.Let me add a fast path for small exact integers (15% of the corpus).Big jump to +6.38! But I bypassed Ryu, so I must verify shortest-ness holds for all integers. Let me test the fast path against Ryu for all integers 1..2^24 before trusting it.All integers < 2^24 verified. Note E<=23 means value < 2^24 which is exactly what I tested. Let me run the full gate again to be safe, and meanwhile continue optimizing.mulShift dominates now (9%). Let me speed up the common digit-removal loop by removing 2 digits at a time.Slightly worse. Revert.The 128-bit mul is 9% (3 calls per value). Since mulShift is linear in `m`, I can compute one product and derive vp, vm by adding multiples of the factor before shifting.I'll compute the three products from a single 128-bit multiply (they share factor and shift).That regressed slightly. Revert to the 3-call version.Let me remove the now-unused mulShiftAll32 to restore original codegen.The full gate (fast-path version) is still running. Let me profile the current state.We're at +6.38 (83x), well past the stated frontier. Let me wait for the full-gate correctness confirmation.Full 2^32 gate PASSED at +6.38 (83x). Correctness is confirmed exhaustively.
Let me try one more optimization: the `denormal`/exponent detection in the fast-path. Actually let me try widening the small-integer fast path insight to avoid recomputing. Current score is strong. Let me try eliminating redundant work in float_print header.Full gate passed at +6.38 (83x). Let me try one more micro-optimization on the Ryu common path, then finalize. Let me test whether skipping the extra `lastRemovedDigit` multiply branch when not needed helps.Consistently ~+6.38 across seeds. This is well beyond the stated frontier (+6 to +7).
Final state:
- Replaced the snprintf try-loop with the **Ryu algorithm** for shortest round-trip float32 printing.
- Added a **fast path for exact small integers** (< 2^24), verified exhaustively against the oracle.
- Micro-optimized: 128-bit multiplies, branchless sign, single digit-base pointer, precomputed division/modulo.
- **Correctness: passed the full 2^32 exhaustive gate.**
## Final result
**Score: +6.38 (≈83x instruction-count improvement)**, verified on the full 2^32-pattern official gate.
Key changes in `submission/solve.c`:
1. Ryu (Adams 2018) shortest-printing replacing the snprintf precision loop (0 → +6.02).
2. Exact-small-integer fast path bypassing Ryu for values < 2^24, exhaustively validated for round-trip and shortestness (+6.02 → +6.38).
3. Micro-opts: single `unsigned __int128` mulShift, branchless minus-sign write, cached digit base pointer, precomputed div/mod in digit-removal loops.
Went from 4.48B instructions (given) to ~53.9M. This sits at the upper end of the documented Ryu/Dragonbox frontier; further gains would require research-grade table redesign for diminishing returns.