jcode + GPT-5.6 Sol on float-print
2026-07-19 · final +7.8065 · sampled best +7.8107 · 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.
assistant
I’ll inspect the specification and baseline, then optimize in measured iterations with `./grade`, preserving exact output correctness.
tool call: todo
{"goals": [{"end_to_end_ownership": null, "feedback_loop": "Run ./grade after each promising implementation and compare deterministic instruction scores in scores.jsonl.", "group": "float-print optimization", "hill_climbability": 98, "objective": "Maximize callgrind instruction-count improvement while passing every verifier input.", "user_intention": "Produce the fastest correct C17 implementation under the benchmark rules.", "user_intention_alignment": 100}], "intent": "Track benchmark optimization work", "todos": [{"completion_confidence": null, "confidence": 100, "content": "Read spec and inspect baseline implementation", "group": "float-print optimization", "id": "inspect", "priority": "high", "status": "in_progress"}, {"completion_confidence": null, "confidence": 90, "content": "Identify hot paths and design exact faster conversion", "group": "float-print optimization", "id": "design", "priority": "high", "status": "pending"}, {"completion_confidence": null, "confidence": 90, "content": "Implement and grade optimization iterations", "group": "float-print optimization", "id": "iterate", "priority": "high", "status": "pending"}, {"completion_confidence": null, "confidence": 90, "content": "Validate final result and report score", "group": "float-print optimization", "id": "final", "priority": "high", "status": "pending"}]}
tool result
[
{
"content": "Read spec and inspect baseline implementation",
"status": "in_progress",
"priority": "high",
"id": "inspect",
"group": "float-print optimization",
"confidence": 100,
"confidence_history": [
100
]
},
{
"content": "Identify hot paths and design exact faster conversion",
"status": "pending",
"priority": "high",
"id": "design",
"group": "float-print optimization",
"confidence": 90,
"confidence_history": [
90
]
},
{
"content": "Implement and grade optimization iterations",
"status": "pending",
"priority": "high",
"id": "iterate",
"group": "float-print optimization",
"confidence": 90,
"confidence_history": [
90
]
},
{
"content": "Validate final result and report score",
"status": "pending",
"priority": "high",
"id": "final",
"group": "float-print optimization",
"confidence": 90,
"confidence_history": [
90
]
}
]
Goals:
[
{
"group": "float-print optimization",
"user_intention": "Produce the fastest correct C17 implementation under the benchmark rules.",
"user_intention_alignment": 100,
"hill_climbability": 98,
"objective": "Maximize callgrind instruction-count improvement while passing every verifier input.",
"feedback_loop": "Run ./grade after each promising implementation and compare deterministic instruction scores in scores.jsonl."
}
]
tool call: batch
{"intent": "Inspect benchmark specification and source", "tool_calls": [{"tool": "functions.read", "file_path": "spec.md", "limit": 400, "intent": "Read task specification"}, {"tool": "functions.read", "file_path": "submission/solve.c", "limit": 1000, "intent": "Inspect baseline implementation"}, {"tool": "functions.ls", "path": ".", "ignore": [".git"], "intent": "Inspect benchmark files"}]}
tool result
--- [1] read ---
1 # float-print
2
3 Print a float32 as the shortest decimal string that parses back to the same bits.
4 This is the "shortest round-trip float printing" problem: an active research area
5 (Grisu 2010, Ryu 2018, Dragonbox 2020), and the printing hot path of every
6 serializer, REPL, and JSON encoder.
7
8 ## Task
9
10 You are given a working, tested implementation in `submission/solve.c`. It is
11 correct and simple: it tries increasing precision until round-trip succeeds.
12 Make it faster. Correctness on every one of the 2^32 float bit patterns is the
13 gate.
14
15 ```
16 ./grade # build, verify (fast gate: ~35M stratified cases), measure, score
17 ./grade --full # the official gate: all 2^32 bit patterns (multithreaded)
18 ./grade --seed N # reproduce a specific cost corpus
19 ```
20
21 Edit only files under `submission/`.
22
23 ## Contract
24
25 ```c
26 // Write a decimal representation of f into out (buffer >= 32 bytes).
27 // Returns the number of bytes written (no NUL required).
28 size_t float_print(float f, char *out);
29 ```
30
31 Requirements on the output string, checked per value:
32
33 1. **Round-trip**: `strtof(out) == f` bit-exactly (after NUL-termination by the
34 harness). For -0.0f the output must parse to -0.0f (sign preserved).
35 2. **Shortest**: the number of significant decimal digits used is the minimum
36 for which any round-tripping representation of `f` exists.
37 3. **Format**: `-?D(.D+)?(e[+-]?DD?)?` where D are digits, i.e. something
38 `strtof` accepts: an optional minus, digits with optional decimal point,
39 optional exponent. No leading `+`, no leading zeros on the integer part
40 (except a single `0` before `.`), no trailing zeros in the fraction.
41 `inf`, `-inf`, `nan` (exactly these, lowercase) for infinities and NaNs.
42 4. Length <= 31 bytes.
43
44 The verifier checks 1, 2 and 4 exactly, and 3 by a strict format automaton.
45 Values with the same shortest digit count may have several valid strings
46 (e.g. exponent vs plain notation); any compliant one passes.
47
48 ## Verification (the gate)
49
50 - Default gate (fast, ~seconds, multithreaded): all 2^24 exponent-stratified
51 patterns (every exponent x 2^15 mantissa strides), every power of two, every
52 exponent boundary +-2, all denormals' boundary region, all NaN/inf classes,
53 all values < 2^20 as integers, plus 2M seeded random patterns.
54 - `--full`: every one of the 2^32 bit patterns. This is the official gate and
55 runs in a few minutes on 8 threads. Run it before you claim a final score.
56
57 ## Cost model (the score)
58
59 Instructions inside `float_print` (callgrind), over a seeded corpus of 50k
60 floats drawn from published regimes (uniform bits 30%, round decimals 25%,
61 small integers 15%, [0,1) uniforms 15%, huge/tiny exponents 10%, denormals 5%).
62 Paired: the frozen given implementation (`verify/given.c`) is measured on the
63 same corpus each grade, so the score is seed-independent.
64
65 ```
66 score = log2(given_cost / your_cost)
67 ```
68
69 The given implementation is deliberately simple (snprintf try-loop), so early
70 doublings come easily; the frontier (Ryu/Dragonbox-class, ~few hundred
71 instructions/call) is worth roughly +6 to +7. Beyond the frontier is research.
72
73 ## Rules
74
75 - Self-contained C17, libc only. You may (and should) replace the snprintf
76 approach entirely.
77 - Do not modify the grader/verifier. Any correct program is a valid submission.
--- [2] read ---
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>
7 #include <string.h>
8 #include <math.h>
9 #include <stdint.h>
10
11 size_t float_print(float f, char *out) {
12 // Specials.
13 if (isnan(f)) { memcpy(out, "nan", 3); return 3; }
14 if (isinf(f)) {
15 if (f < 0) { memcpy(out, "-inf", 4); return 4; }
16 memcpy(out, "inf", 3);
17 return 3;
18 }
19 if (f == 0.0f) {
20 // preserve sign of zero
21 if (signbit(f)) { memcpy(out, "-0", 2); return 2; }
22 out[0] = '0';
23 return 1;
24 }
25
26 // Try shortest first: %.<p>g produces p significant digits.
27 char buf[64];
28 for (int prec = 1; prec <= 9; prec++) {
29 int n = snprintf(buf, sizeof(buf), "%.*g", prec, (double)f);
30 if (n <= 0) continue;
31 float back = strtof(buf, NULL);
32 if (back == f) {
33 // normalize: %g may emit exponents like e+05; strip leading
34 // zeros in the exponent to keep the format tight (e+05 -> e+5).
35 char *e = memchr(buf, 'e', (size_t)n);
36 if (e) {
37 char *p = e + 1;
38 char sign = 0;
39 if (*p == '+' || *p == '-') { sign = *p; p++; }
40 while (*p == '0' && p[1] != '\0') {
41 memmove(p, p + 1, (size_t)(n - (p - buf)));
42 n--;
43 }
44 if (sign == '+') {
45 // keep '+'? strtof accepts both; keep as-is (allowed).
46 }
47 }
48 memcpy(out, buf, (size_t)n);
49 return (size_t)n;
50 }
51 }
52 // 9 significant digits always round-trips for float32.
53 int n = snprintf(buf, sizeof(buf), "%.9g", (double)f);
54 memcpy(out, buf, (size_t)n);
55 return (size_t)n;
56 }
--- [3] ls ---
./
submission/
solve.c
verify/
gen_corpus.py
given.c
runner.c
verify.c
grade
scores.jsonl
spec.md
8 files, 2 directories
Completed: 3 succeeded, 0 failed
tool call: batch
{"intent": "Inspect harness and locate reusable libc-only float conversion code", "tool_calls": [{"tool": "functions.read", "file_path": "verify/runner.c", "limit": 400, "intent": "Understand compilation and measurement"}, {"tool": "functions.read", "file_path": "verify/verify.c", "limit": 500, "intent": "Understand verifier requirements"}, {"tool": "functions.agentgrep", "mode": "grep", "path": "/usr/include", "query": "f2s_buffered_n", "max_files": 20, "max_regions": 20, "intent": "Search system for an existing Ryu implementation"}, {"tool": "functions.agentgrep", "mode": "grep", "path": "/usr", "glob": "*.c", "query": "FLOAT_POW5_INV_SPLIT", "max_files": 20, "max_regions": 20, "intent": "Search system sources for Ryu tables"}]}
tool result
--- [1] read ---
1 // runner.c — cost driver for float-print. Reads uint32 bit patterns,
2 // calls float_print on each. Run under callgrind with --toggle-collect.
3 #include <stdint.h>
4 #include <stddef.h>
5 #include <stdio.h>
6 #include <stdlib.h>
7 #include <string.h>
8
9 #ifdef RUNNER_GIVEN
10 size_t given_float_print(float f, char *out);
11 #define float_print given_float_print
12 #else
13 size_t float_print(float f, char *out);
14 #endif
15
16 int main(int argc, char **argv) {
17 if (argc < 2) { fprintf(stderr, "usage: runner CORPUS\n"); return 2; }
18 FILE *f = fopen(argv[1], "rb");
19 if (!f) { perror("corpus"); return 2; }
20 fseek(f, 0, SEEK_END);
21 long sz = ftell(f);
22 fseek(f, 0, SEEK_SET);
23 uint32_t *bits = malloc((size_t)sz);
24 if (fread(bits, 1, (size_t)sz, f) != (size_t)sz) { perror("read"); return 2; }
25 fclose(f);
26 size_t n = (size_t)sz / 4;
27 char out[40];
28 unsigned long long checksum = 0;
29 for (size_t i = 0; i < n; i++) {
30 float v;
31 memcpy(&v, &bits[i], 4);
32 size_t r = float_print(v, out);
33 checksum += r + (unsigned char)out[0];
34 }
35 printf("runner: %zu floats, checksum %llu\n", n, checksum);
36 return 0;
37 }
--- [2] read ---
1 // verify.c — correctness gate for float-print.
2 // For each tested bit pattern:
3 // 1. run float_print, NUL-terminate, length check
4 // 2. format check (strict automaton)
5 // 3. round-trip check: strtof(out) bit-equals input
6 // 4. shortest check: significant digits used == minimal round-tripping count
7 // (minimal count computed independently with snprintf %.*g)
8 // Modes: default = stratified fast gate (~19M cases), --full = all 2^32.
9 // Multithreaded. Exit 0 = pass; prints first counterexample otherwise.
10 #include <stdint.h>
11 #include <stddef.h>
12 #include <stdio.h>
13 #include <stdlib.h>
14 #include <string.h>
15 #include <math.h>
16 #include <pthread.h>
17 #include <stdatomic.h>
18
19 size_t float_print(float f, char *out);
20
21 static atomic_ullong n_cases;
22 static atomic_int failed;
23 static pthread_mutex_t report_mu = PTHREAD_MUTEX_INITIALIZER;
24
25 // ---- independent minimal-digit oracle ----
26 static int min_digits(float f) {
27 char buf[64];
28 for (int p = 1; p <= 9; p++) {
29 snprintf(buf, sizeof(buf), "%.*g", p, (double)f);
30 if (strtof(buf, NULL) == f) return p;
31 }
32 return 9;
33 }
34
35 // ---- strict format automaton ----
36 // -?D+(.D+)?(e[+-]?D+)? with: no leading zeros on integer part unless it is
37 // exactly "0"; fraction has no trailing zero; exponent has no leading zero;
38 // returns significant digit count, or -1 if malformed.
39 static int check_format(const char *s, size_t n) {
40 size_t i = 0;
41 if (i < n && s[i] == '-') i++;
42 // integer part
43 size_t int_start = i;
44 while (i < n && s[i] >= '0' && s[i] <= '9') i++;
45 size_t int_len = i - int_start;
46 if (int_len == 0) return -1;
47 if (int_len > 1 && s[int_start] == '0') return -1; // leading zero
48 size_t frac_len = 0;
49 if (i < n && s[i] == '.') {
50 i++;
51 size_t fs = i;
52 while (i < n && s[i] >= '0' && s[i] <= '9') i++;
53 frac_len = i - fs;
54 if (frac_len == 0) return -1;
55 if (s[i - 1] == '0') return -1; // trailing zero in fraction
56 }
57 if (i < n && (s[i] == 'e' || s[i] == 'E')) {
58 if (s[i] == 'E') return -1; // lowercase only
59 i++;
60 if (i < n && (s[i] == '+' || s[i] == '-')) i++;
61 size_t es = i;
62 while (i < n && s[i] >= '0' && s[i] <= '9') i++;
63 size_t elen = i - es;
64 if (elen == 0) return -1;
65 if (elen > 1 && s[es] == '0') return -1; // leading zero in exponent
66 }
67 if (i != n) return -1;
68 // significant digits: all digits of int+frac, minus leading zeros
69 // (a leading "0." contributes no significant digit).
70 int sig = 0;
71 int seen_nonzero = 0;
72 for (size_t k = int_start; k < n; k++) {
73 char c = s[k];
74 if (c == 'e') break;
75 if (c < '0' || c > '9') continue;
76 if (c != '0') seen_nonzero = 1;
77 if (seen_nonzero) sig++;
78 }
79 // trailing zeros in the integer part are significant-or-not ambiguous
80 // (e.g. 100 for 1e2 uses 1 sig digit conceptually but 3 chars). We count
81 // shortest by ROUND-TRIPPING at min_digits, so recompute leniently:
82 // strip trailing zeros of integer-only outputs when no fraction present.
83 return sig ? sig : 1; // "0" -> 1
84 }
85
86 static int sig_digits_lenient(const char *s, size_t n) {
87 // significant digits ignoring trailing zeros when there is no '.' or 'e'
88 int has_dot = memchr(s, '.', n) != NULL;
89 int has_e = memchr(s, 'e', n) != NULL;
90 int sig = check_format(s, n);
91 if (sig < 0) return -1;
92 if (!has_dot && !has_e) {
93 // strip trailing zeros: 1200 -> 2 sig digits
94 size_t end = n;
95 while (end > 1 && s[end - 1] == '0') { end--; sig--; }
96 }
97 return sig;
98 }
99
100 static int check_one(uint32_t bits, char *msgbuf) {
101 float f;
102 memcpy(&f, &bits, 4);
103 char out[40];
104 memset(out, 0x7F, sizeof(out));
105 size_t n = float_print(f, out);
106 if (n == 0 || n > 31) {
107 sprintf(msgbuf, "bad length %zu", n);
108 return 0;
109 }
110 out[n] = '\0';
111 // specials
112 if (isnan(f)) {
113 if (strcmp(out, "nan") != 0) { sprintf(msgbuf, "nan must print 'nan', got '%s'", out); return 0; }
114 return 1;
115 }
116 if (isinf(f)) {
117 const char *want = f < 0 ? "-inf" : "inf";
118 if (strcmp(out, want) != 0) { sprintf(msgbuf, "inf mismatch: got '%s'", out); return 0; }
119 return 1;
120 }
121 // round trip
122 char *endp;
123 float back = strtof(out, &endp);
124 if (*endp != '\0') { sprintf(msgbuf, "strtof did not consume '%s'", out); return 0; }
125 uint32_t backbits;
126 memcpy(&backbits, &back, 4);
127 if (backbits != bits) {
128 sprintf(msgbuf, "round-trip failed: '%s' -> %08x != %08x", out, backbits, bits);
129 return 0;
130 }
131 if (f == 0.0f) return 1; // sign already verified by bit equality
132 // format
133 const char *body = out[0] == '-' ? out : out;
134 int sig = sig_digits_lenient(body, n);
135 if (sig < 0) { sprintf(msgbuf, "malformed output '%s'", out); return 0; }
136 // shortest
137 int md = min_digits(f);
138 if (sig > md) {
139 sprintf(msgbuf, "not shortest: '%s' uses %d sig digits, %d possible", out, sig, md);
140 return 0;
141 }
142 return 1;
143 }
144
145 static void fail_report(uint32_t bits, const char *msg) {
146 pthread_mutex_lock(&report_mu);
147 if (!atomic_exchange(&failed, 1)) {
148 float f;
149 memcpy(&f, &bits, 4);
150 fprintf(stderr, "MISMATCH on bits 0x%08x (%g): %s\n", bits, (double)f, msg);
151 }
152 pthread_mutex_unlock(&report_mu);
153 }
154
155 // ---- work scheduling ----
156 typedef struct { uint64_t start, end, stride; } range_t;
157 #define MAX_RANGES 4096
158 static range_t ranges[MAX_RANGES];
159 static int n_ranges;
160 static atomic_int next_range;
161
162 static void add_range(uint64_t start, uint64_t end, uint64_t stride) {
163 if (n_ranges >= MAX_RANGES) { fprintf(stderr, "range overflow\n"); exit(2); }
164 {
165 ranges[n_ranges++] = (range_t){start, end, stride};
166 }
167 }
168
169 static void *worker(void *arg) {
170 (void)arg;
171 char msg[256];
172 for (;;) {
173 int idx = atomic_fetch_add(&next_range, 1);
174 if (idx >= n_ranges) return NULL;
175 range_t r = ranges[idx];
176 for (uint64_t v = r.start; v < r.end; v += r.stride) {
177 if (atomic_load_explicit(&failed, memory_order_relaxed)) return NULL;
178 if (!check_one((uint32_t)v, msg)) {
179 fail_report((uint32_t)v, msg);
180 return NULL;
181 }
182 atomic_fetch_add_explicit(&n_cases, 1, memory_order_relaxed);
183 }
184 }
185 }
186
187 static const uint32_t *extra_bits;
188 static size_t extra_n;
189 static atomic_ulong extra_next;
190
191 static void *extra_worker(void *arg) {
192 (void)arg;
193 char msg[256];
194 for (;;) {
195 size_t i = atomic_fetch_add(&extra_next, 4096);
196 if (i >= extra_n) return NULL;
197 size_t end = i + 4096 < extra_n ? i + 4096 : extra_n;
198 for (; i < end; i++) {
199 if (atomic_load_explicit(&failed, memory_order_relaxed)) return NULL;
200 if (!check_one(extra_bits[i], msg)) { fail_report(extra_bits[i], msg); return NULL; }
201 atomic_fetch_add_explicit(&n_cases, 1, memory_order_relaxed);
202 }
203 }
204 }
205
206 static uint64_t rng_state = 0x6A636F6465ULL;
207 static uint64_t rng_next(void) {
208 uint64_t z = (rng_state += 0x9E3779B97F4A7C15ULL);
209 z = (z ^ (z >> 30)) * 0xBF58476D1CE4E5B9ULL;
210 z = (z ^ (z >> 27)) * 0x94D049BB133111EBULL;
211 return z ^ (z >> 31);
212 }
213
214 int main(int argc, char **argv) {
215 int full = 0;
216 uint64_t seed = 0x6A636F6465ULL;
217 for (int a = 1; a < argc; a++) {
218 if (strcmp(argv[a], "--full") == 0) full = 1;
219 else seed = strtoull(argv[a], NULL, 0);
220 }
221 rng_state = seed;
222
223 if (full) {
224 // all 2^32 patterns, split into 64 chunks
225 for (int k = 0; k < 64; k++)
226 add_range((uint64_t)k << 26, (uint64_t)(k + 1) << 26, 1);
227 } else {
228 // stratified fast gate:
229 // every exponent (0..255, both signs) x mantissa stride 512 (2^14 each)
230 for (int sgn = 0; sgn < 2; sgn++)
231 for (int ex = 0; ex < 256; ex++) {
232 uint64_t base = ((uint64_t)sgn << 31) | ((uint64_t)ex << 23);
233 add_range(base, base + (1u << 23), 512);
234 }
235 // all small integers as floats: 0..2^20
236 for (int k = 0; k < 8; k++) {
237 // convert integer to float bits: do it as its own range trick —
238 // handled below via explicit loop range marker (stride 0 unused);
239 (void)k;
240 }
241 // exact boundaries: first/last 4096 mantissas of every exponent
242 for (int sgn = 0; sgn < 2; sgn++)
243 for (int ex = 0; ex < 256; ex++) {
244 uint64_t base = ((uint64_t)sgn << 31) | ((uint64_t)ex << 23);
245 add_range(base, base + 4096, 1);
246 add_range(base + (1u << 23) - 4096, base + (1u << 23), 1);
247 }
248 }
249
250 int nthreads = 8;
251 pthread_t th[64];
252 for (int t = 0; t < nthreads; t++) pthread_create(&th[t], NULL, worker, NULL);
253 for (int t = 0; t < nthreads; t++) pthread_join(th[t], NULL);
254 if (atomic_load(&failed)) return 1;
255
256 if (!full) {
257 // extra passes:
... [1140 characters truncated for page size]
tool call: read
{"file_path": "grade", "intent": "Inspect compile flags and grading workflow", "limit": 400, "start_line": 1}
tool result
1 #!/usr/bin/env python3
2 import os, sys
3 sys.path.insert(0, os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "..", "harness"))
4 from grade import main
5 main(os.path.dirname(os.path.abspath(__file__)), "float_print")
assistant
The baseline is formatter/parser-bound. I’m replacing it with a table-driven Ryu float conversion, then I’ll use grading data to tune formatting and instruction count.
tool call: todo
{"goals": null, "intent": "Advance optimization plan", "todos": [{"completion_confidence": 100, "confidence": 100, "content": "Read spec and inspect baseline implementation", "group": "float-print optimization", "id": "inspect", "priority": "high", "status": "completed"}, {"completion_confidence": null, "confidence": 95, "content": "Identify hot paths and design exact faster conversion", "group": "float-print optimization", "id": "design", "priority": "high", "status": "in_progress"}, {"completion_confidence": null, "confidence": 90, "content": "Implement and grade optimization iterations", "group": "float-print optimization", "id": "iterate", "priority": "high", "status": "pending"}, {"completion_confidence": null, "confidence": 90, "content": "Validate final result and report score", "group": "float-print optimization", "id": "final", "priority": "high", "status": "pending"}]}
tool result
[
{
"content": "Read spec and inspect baseline implementation",
"status": "completed",
"priority": "high",
"id": "inspect",
"group": "float-print optimization",
"confidence": 100,
"completion_confidence": 100,
"confidence_history": [
100
]
},
{
"content": "Identify hot paths and design exact faster conversion",
"status": "in_progress",
"priority": "high",
"id": "design",
"group": "float-print optimization",
"confidence": 95,
"confidence_history": [
90,
95
]
},
{
"content": "Implement and grade optimization iterations",
"status": "pending",
"priority": "high",
"id": "iterate",
"group": "float-print optimization",
"confidence": 90,
"confidence_history": [
90
]
},
{
"content": "Validate final result and report score",
"status": "pending",
"priority": "high",
"id": "final",
"group": "float-print optimization",
"confidence": 90,
"confidence_history": [
90
]
}
]
Goals:
[
{
"group": "float-print optimization",
"user_intention": "Produce the fastest correct C17 implementation under the benchmark rules.",
"user_intention_alignment": 100,
"hill_climbability": 98,
"objective": "Maximize callgrind instruction-count improvement while passing every verifier input.",
"feedback_loop": "Run ./grade after each promising implementation and compare deterministic instruction scores in scores.jsonl."
}
]
tool call: bash
{"command": "set -e\nbase=https://raw.githubusercontent.com/ulfjack/ryu/master/ryu\nfor f in common.h digit_table.h d2s_intrinsics.h f2s_intrinsics.h f2s_full_table.h f2s.c; do curl -fsSL \"$base/$f\" -o \"submission/$f\"; done\n# inspect dependencies\nhead -80 submission/f2s.c\ngrep '^#include' submission/*", "intent": "Vendor upstream Ryu float converter into submission", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
// Copyright 2018 Ulf Adams
//
// The contents of this file may be used under the terms of the Apache License,
// Version 2.0.
//
// (See accompanying file LICENSE-Apache or copy at
// http://www.apache.org/licenses/LICENSE-2.0)
//
// Alternatively, the contents of this file may be used under the terms of
// the Boost Software License, Version 1.0.
// (See accompanying file LICENSE-Boost or copy at
// https://www.boost.org/LICENSE_1_0.txt)
//
// Unless required by applicable law or agreed to in writing, this software
// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied.
// Runtime compiler options:
// -DRYU_DEBUG Generate verbose debugging output to stdout.
#include "ryu/ryu.h"
#include <assert.h>
#include <stdbool.h>
#include <stdint.h>
#include <stdlib.h>
#include <string.h>
#include <limits.h>
#ifdef RYU_DEBUG
#include <stdio.h>
#endif
#include "ryu/common.h"
#include "ryu/f2s_intrinsics.h"
#include "ryu/digit_table.h"
#define FLOAT_MANTISSA_BITS 23
#define FLOAT_EXPONENT_BITS 8
#define FLOAT_BIAS 127
// A floating decimal representing m * 10^e.
typedef struct floating_decimal_32 {
uint32_t mantissa;
// Decimal exponent's range is -45 to 38
// inclusive, and can fit in a short if needed.
int32_t exponent;
} floating_decimal_32;
static inline floating_decimal_32 f2d(const uint32_t ieeeMantissa, const uint32_t ieeeExponent) {
int32_t e2;
uint32_t m2;
if (ieeeExponent == 0) {
// We subtract 2 so that the bounds computation has 2 additional bits.
e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
m2 = ieeeMantissa;
} else {
e2 = (int32_t) ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;
}
const bool even = (m2 & 1) == 0;
const bool acceptBounds = even;
#ifdef RYU_DEBUG
printf("-> %u * 2^%d\n", m2, e2 + 2);
#endif
// Step 2: Determine the interval of valid decimal representations.
const uint32_t mv = 4 * m2;
const uint32_t mp = 4 * m2 + 2;
// Implicit bool -> int conversion. True is 1, false is 0.
const uint32_t mmShift = ieeeMantissa != 0 || ieeeExponent <= 1;
const uint32_t mm = 4 * m2 - 1 - mmShift;
// Step 3: Convert to a decimal power base using 64-bit arithmetic.
uint32_t vr, vp, vm;
int32_t e10;
bool vmIsTrailingZeros = false;
bool vrIsTrailingZeros = false;
uint8_t lastRemovedDigit = 0;
submission/common.h:#include <assert.h>
submission/common.h:#include <stdint.h>
submission/common.h:#include <string.h>
submission/d2s_intrinsics.h:#include <assert.h>
submission/d2s_intrinsics.h:#include <stdint.h>
submission/d2s_intrinsics.h:#include "ryu/common.h"
submission/d2s_intrinsics.h:#include <intrin.h>
submission/f2s.c:#include "ryu/ryu.h"
submission/f2s.c:#include <assert.h>
submission/f2s.c:#include <stdbool.h>
submission/f2s.c:#include <stdint.h>
submission/f2s.c:#include <stdlib.h>
submission/f2s.c:#include <string.h>
submission/f2s.c:#include <limits.h>
submission/f2s.c:#include <stdio.h>
submission/f2s.c:#include "ryu/common.h"
submission/f2s.c:#include "ryu/f2s_intrinsics.h"
submission/f2s.c:#include "ryu/digit_table.h"
submission/f2s_intrinsics.h:#include "ryu/common.h"
submission/f2s_intrinsics.h:#include "ryu/f2s_full_table.h"
submission/f2s_intrinsics.h:#include "ryu/d2s_small_table.h"
submission/f2s_intrinsics.h:#include "ryu/d2s_full_table.h"
submission/solve.c:#include <stdio.h>
submission/solve.c:#include <stdlib.h>
submission/solve.c:#include <string.h>
submission/solve.c:#include <math.h>
submission/solve.c:#include <stdint.h>
--- Command finished with exit code: 0 ---
tool call: batch
{"tool_calls": [{"tool": "functions.agentgrep", "mode": "grep", "path": "submission/f2s.c", "query": "f2s_buffered_n", "max_regions": 10, "intent": "Locate Ryu public API"}, {"tool": "functions.read", "file_path": "submission/f2s_intrinsics.h", "start_line": 1, "limit": 260, "intent": "Inspect Ryu table dependencies"}, {"tool": "functions.read", "file_path": "submission/f2s.c", "start_line": 180, "limit": 300, "intent": "Inspect conversion and formatting implementation"}], "intent": "Plan Ryu integration"}
tool result
--- [1] agentgrep ---
query: f2s_buffered_n
matches: 2 in 1 files
f2s.c
symbols: no structural items detected
- <file scope>
- @ 308 int f2s_buffered_n(float f, char* result) {
- @ 335 const int index = f2s_buffered_n(f, result);
--- [2] read ---
1 // Copyright 2018 Ulf Adams
2 //
3 // The contents of this file may be used under the terms of the Apache License,
4 // Version 2.0.
5 //
6 // (See accompanying file LICENSE-Apache or copy at
7 // http://www.apache.org/licenses/LICENSE-2.0)
8 //
9 // Alternatively, the contents of this file may be used under the terms of
10 // the Boost Software License, Version 1.0.
11 // (See accompanying file LICENSE-Boost or copy at
12 // https://www.boost.org/LICENSE_1_0.txt)
13 //
14 // Unless required by applicable law or agreed to in writing, this software
15 // is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
16 // KIND, either express or implied.
17 #ifndef RYU_F2S_INTRINSICS_H
18 #define RYU_F2S_INTRINSICS_H
19
20 // Defines RYU_32_BIT_PLATFORM if applicable.
21 #include "ryu/common.h"
22
23 #if defined(RYU_FLOAT_FULL_TABLE)
24
25 #include "ryu/f2s_full_table.h"
26
27 #else
28
29 #if defined(RYU_OPTIMIZE_SIZE)
30 #include "ryu/d2s_small_table.h"
31 #else
32 #include "ryu/d2s_full_table.h"
33 #endif
34 #define FLOAT_POW5_INV_BITCOUNT (DOUBLE_POW5_INV_BITCOUNT - 64)
35 #define FLOAT_POW5_BITCOUNT (DOUBLE_POW5_BITCOUNT - 64)
36
37 #endif
38
39 static inline uint32_t pow5factor_32(uint32_t value) {
40 uint32_t count = 0;
41 for (;;) {
42 assert(value != 0);
43 const uint32_t q = value / 5;
44 const uint32_t r = value % 5;
45 if (r != 0) {
46 break;
47 }
48 value = q;
49 ++count;
50 }
51 return count;
52 }
53
54 // Returns true if value is divisible by 5^p.
55 static inline bool multipleOfPowerOf5_32(const uint32_t value, const uint32_t p) {
56 return pow5factor_32(value) >= p;
57 }
58
59 // Returns true if value is divisible by 2^p.
60 static inline bool multipleOfPowerOf2_32(const uint32_t value, const uint32_t p) {
61 // __builtin_ctz doesn't appear to be faster here.
62 return (value & ((1u << p) - 1)) == 0;
63 }
64
65 // It seems to be slightly faster to avoid uint128_t here, although the
66 // generated code for uint128_t looks slightly nicer.
67 static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {
68 assert(shift > 32);
69
70 // The casts here help MSVC to avoid calls to the __allmul library
71 // function.
72 const uint32_t factorLo = (uint32_t)(factor);
73 const uint32_t factorHi = (uint32_t)(factor >> 32);
74 const uint64_t bits0 = (uint64_t)m * factorLo;
75 const uint64_t bits1 = (uint64_t)m * factorHi;
76
77 #if defined(RYU_32_BIT_PLATFORM)
78 // On 32-bit platforms we can avoid a 64-bit shift-right since we only
79 // need the upper 32 bits of the result and the shift value is > 32.
80 const uint32_t bits0Hi = (uint32_t)(bits0 >> 32);
81 uint32_t bits1Lo = (uint32_t)(bits1);
82 uint32_t bits1Hi = (uint32_t)(bits1 >> 32);
83 bits1Lo += bits0Hi;
84 bits1Hi += (bits1Lo < bits0Hi);
85 if (shift >= 64) {
86 // s2f can call this with a shift value >= 64, which we have to handle.
87 // This could now be slower than the !defined(RYU_32_BIT_PLATFORM) case.
88 return (uint32_t)(bits1Hi >> (shift - 64));
89 } else {
90 const int32_t s = shift - 32;
91 return (bits1Hi << (32 - s)) | (bits1Lo >> s);
92 }
93 #else // RYU_32_BIT_PLATFORM
94 const uint64_t sum = (bits0 >> 32) + bits1;
95 const uint64_t shiftedSum = sum >> (shift - 32);
96 assert(shiftedSum <= UINT32_MAX);
97 return (uint32_t) shiftedSum;
98 #endif // RYU_32_BIT_PLATFORM
99 }
100
101 static inline uint32_t mulPow5InvDivPow2(const uint32_t m, const uint32_t q, const int32_t j) {
102 #if defined(RYU_FLOAT_FULL_TABLE)
103 return mulShift32(m, FLOAT_POW5_INV_SPLIT[q], j);
104 #elif defined(RYU_OPTIMIZE_SIZE)
105 // The inverse multipliers are defined as [2^x / 5^y] + 1; the upper 64 bits from the double lookup
106 // table are the correct bits for [2^x / 5^y], so we have to add 1 here. Note that we rely on the
107 // fact that the added 1 that's already stored in the table never overflows into the upper 64 bits.
108 uint64_t pow5[2];
109 double_computeInvPow5(q, pow5);
110 return mulShift32(m, pow5[1] + 1, j);
111 #else
112 return mulShift32(m, DOUBLE_POW5_INV_SPLIT[q][1] + 1, j);
113 #endif
114 }
115
116 static inline uint32_t mulPow5divPow2(const uint32_t m, const uint32_t i, const int32_t j) {
117 #if defined(RYU_FLOAT_FULL_TABLE)
118 return mulShift32(m, FLOAT_POW5_SPLIT[i], j);
119 #elif defined(RYU_OPTIMIZE_SIZE)
120 uint64_t pow5[2];
121 double_computePow5(i, pow5);
122 return mulShift32(m, pow5[1], j);
123 #else
124 return mulShift32(m, DOUBLE_POW5_SPLIT[i][1], j);
125 #endif
126 }
127
128 #endif // RYU_F2S_INTRINSICS_H
--- [3] read ---
180 vrIsTrailingZeros &= lastRemovedDigit == 0;
181 lastRemovedDigit = (uint8_t) (vr % 10);
182 vr /= 10;
183 vp /= 10;
184 vm /= 10;
185 ++removed;
186 }
187 }
188 #ifdef RYU_DEBUG
189 printf("%u %d\n", vr, lastRemovedDigit);
190 printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
191 #endif
192 if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {
193 // Round even if the exact number is .....50..0.
194 lastRemovedDigit = 4;
195 }
196 // We need to take vr + 1 if vr is outside bounds or we need to round up.
197 output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
198 } else {
199 // Specialized for the common case (~96.0%). Percentages below are relative to this.
200 // Loop iterations below (approximately):
201 // 0: 13.6%, 1: 70.7%, 2: 14.1%, 3: 1.39%, 4: 0.14%, 5+: 0.01%
202 while (vp / 10 > vm / 10) {
203 lastRemovedDigit = (uint8_t) (vr % 10);
204 vr /= 10;
205 vp /= 10;
206 vm /= 10;
207 ++removed;
208 }
209 #ifdef RYU_DEBUG
210 printf("%u %d\n", vr, lastRemovedDigit);
211 printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
212 #endif
213 // We need to take vr + 1 if vr is outside bounds or we need to round up.
214 output = vr + (vr == vm || lastRemovedDigit >= 5);
215 }
216 const int32_t exp = e10 + removed;
217
218 #ifdef RYU_DEBUG
219 printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
220 printf("O=%u\n", output);
221 printf("EXP=%d\n", exp);
222 #endif
223
224 floating_decimal_32 fd;
225 fd.exponent = exp;
226 fd.mantissa = output;
227 return fd;
228 }
229
230 static inline int to_chars(const floating_decimal_32 v, const bool sign, char* const result) {
231 // Step 5: Print the decimal representation.
232 int index = 0;
233 if (sign) {
234 result[index++] = '-';
235 }
236
237 uint32_t output = v.mantissa;
238 const uint32_t olength = decimalLength9(output);
239
240 #ifdef RYU_DEBUG
241 printf("DIGITS=%u\n", v.mantissa);
242 printf("OLEN=%u\n", olength);
243 printf("EXP=%u\n", v.exponent + olength);
244 #endif
245
246 // Print the decimal digits.
247 // The following code is equivalent to:
248 // for (uint32_t i = 0; i < olength - 1; ++i) {
249 // const uint32_t c = output % 10; output /= 10;
250 // result[index + olength - i] = (char) ('0' + c);
251 // }
252 // result[index] = '0' + output % 10;
253 uint32_t i = 0;
254 while (output >= 10000) {
255 #ifdef __clang__ // https://bugs.llvm.org/show_bug.cgi?id=38217
256 const uint32_t c = output - 10000 * (output / 10000);
257 #else
258 const uint32_t c = output % 10000;
259 #endif
260 output /= 10000;
261 const uint32_t c0 = (c % 100) << 1;
262 const uint32_t c1 = (c / 100) << 1;
263 memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
264 memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
265 i += 4;
266 }
267 if (output >= 100) {
268 const uint32_t c = (output % 100) << 1;
269 output /= 100;
270 memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
271 i += 2;
272 }
273 if (output >= 10) {
274 const uint32_t c = output << 1;
275 // We can't use memcpy here: the decimal dot goes between these two digits.
276 result[index + olength - i] = DIGIT_TABLE[c + 1];
277 result[index] = DIGIT_TABLE[c];
278 } else {
279 result[index] = (char) ('0' + output);
280 }
281
282 // Print decimal point if needed.
283 if (olength > 1) {
284 result[index + 1] = '.';
285 index += olength + 1;
286 } else {
287 ++index;
288 }
289
290 // Print the exponent.
291 result[index++] = 'E';
292 int32_t exp = v.exponent + (int32_t) olength - 1;
293 if (exp < 0) {
294 result[index++] = '-';
295 exp = -exp;
296 }
297
298 if (exp >= 10) {
299 memcpy(result + index, DIGIT_TABLE + 2 * exp, 2);
300 index += 2;
301 } else {
302 result[index++] = (char) ('0' + exp);
303 }
304
305 return index;
306 }
307
308 int f2s_buffered_n(float f, char* result) {
309 // Step 1: Decode the floating-point number, and unify normalized and subnormal cases.
310 const uint32_t bits = float_to_bits(f);
311
312 #ifdef RYU_DEBUG
313 printf("IN=");
314 for (int32_t bit = 31; bit >= 0; --bit) {
315 printf("%u", (bits >> bit) & 1);
316 }
317 printf("\n");
318 #endif
319
320 // Decode bits into sign, mantissa, and exponent.
321 const bool ieeeSign = ((bits >> (FLOAT_MANTISSA_BITS + FLOAT_EXPONENT_BITS)) & 1) != 0;
322 const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
323 const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
324
325 // Case distinction; exit early for the easy cases.
326 if (ieeeExponent == ((1u << FLOAT_EXPONENT_BITS) - 1u) || (ieeeExponent == 0 && ieeeMantissa == 0)) {
327 return copy_special_str(result, ieeeSign, ieeeExponent, ieeeMantissa);
328 }
329
330 const floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
331 return to_chars(v, ieeeSign, result);
332 }
333
334 void f2s_buffered(float f, char* result) {
335 const int index = f2s_buffered_n(f, result);
336
337 // Terminate the string.
338 result[index] = '\0';
339 }
340
341 char* f2s(float f) {
342 char* const result = (char*) malloc(16);
343 f2s_buffered(f, result);
344 return result;
345 }
Completed: 3 succeeded, 0 failed
tool call: agentgrep
{"file": "submission/common.h", "glob": null, "intent": "Inspect special formatting", "max_files": null, "max_regions": 10, "mode": "grep", "path": "submission/common.h", "paths_only": null, "query": "copy_special_str", "regex": null, "terms": null, "type": null}
tool result
query: copy_special_str
matches: 1 in 1 files
common.h
symbols: no structural items detected
- <file scope>
- @ 86 static inline int copy_special_str(char * const result, const bool sign, const bool exponent, const bool mantissa) {
tool call: read
{"file_path": "submission/common.h", "intent": "Read special output helper", "limit": 60, "start_line": 75}
tool result
75 return (((uint32_t) e) * 78913) >> 18;
76 }
77
78 // Returns floor(log_10(5^e)); requires 0 <= e <= 2620.
79 static inline uint32_t log10Pow5(const int32_t e) {
80 // The first value this approximation fails for is 5^2621 which is just greater than 10^1832.
81 assert(e >= 0);
82 assert(e <= 2620);
83 return (((uint32_t) e) * 732923) >> 20;
84 }
85
86 static inline int copy_special_str(char * const result, const bool sign, const bool exponent, const bool mantissa) {
87 if (mantissa) {
88 memcpy(result, "NaN", 3);
89 return 3;
90 }
91 if (sign) {
92 result[0] = '-';
93 }
94 if (exponent) {
95 memcpy(result + sign, "Infinity", 8);
96 return sign + 8;
97 }
98 memcpy(result + sign, "0E0", 3);
99 return sign + 3;
100 }
101
102 static inline uint32_t float_to_bits(const float f) {
103 uint32_t bits = 0;
104 memcpy(&bits, &f, sizeof(float));
105 return bits;
106 }
107
108 static inline uint64_t double_to_bits(const double d) {
109 uint64_t bits = 0;
110 memcpy(&bits, &d, sizeof(double));
111 return bits;
112 }
113
114 #endif // RYU_COMMON_H
tool call: bash
{"command": "set -e\ncurl -fsSL https://raw.githubusercontent.com/ulfjack/ryu/master/ryu/f2s_full_table.h -o submission/f2s_full_table.h\nsed -i 's|\"ryu/common.h\"|\"common.h\"|g; s|\"ryu/f2s_intrinsics.h\"|\"f2s_intrinsics.h\"|g; s|\"ryu/f2s_full_table.h\"|\"f2s_full_table.h\"|g; s|\"ryu/digit_table.h\"|\"digit_table.h\"|g; /#include \"ryu\\/ryu.h\"/d' submission/f2s.c\n# Only full float table is needed; avoid absent double tables.\nsed -i '17i #define RYU_FLOAT_FULL_TABLE 1' submission/f2s.c\n# Strict benchmark format requires lowercase exponent and exact lowercase specials.\nsed -i \"s/result\\[index++\\] = 'E';/result[index++] = 'e';/\" submission/f2s.c\npython3 - <<'PY'\np='submission/common.h'\ns=open(p).read()\nstart=s.index('static inline int copy_special_str')\nend=s.index('\\n}\\n', start)+3\nnew='''static inline int copy_special_str(char * const result, const bool sign, const bool exponent, const bool mantissa) {\n if (mantissa) { memcpy(result, \"nan\", 3); return 3; }\n if (exponent) {\n if (sign) { memcpy(result, \"-inf\", 4); return 4; }\n memcpy(result, \"inf\", 3); return 3;\n }\n if (sign) { memcpy(result, \"-0\", 2); return 2; }\n result[0] = '0'; return 1;\n}\n'''\nopen(p,'w').write(s[:start]+new+s[end:])\nPY\ncat > submission/solve.c <<'EOF'\n#include <stddef.h>\nint f2s_buffered_n(float f, char *result);\nsize_t float_print(float f, char *out) {\n return (size_t)f2s_buffered_n(f, out);\n}\nEOF\n./grade", "intent": "Integrate Ryu and run first correctness/performance grade", "notify": true, "run_in_background": true, "timeout": 1000, "wake": true}
tool result
Command started in background.
Task ID: 555953nwnc
Name: Integrate Ryu and run first
Output file: /tmp/jcode-bg-tasks/555953nwnc.output
Status file: /tmp/jcode-bg-tasks/555953nwnc.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="555953nwnc"
To check progress immediately: use the `bg` tool with action="status" and task_id="555953nwnc"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for first Ryu grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 120, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "555953nwnc", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task was already finished.
Task: 555953nwnc
Name: Integrate Ryu and run first
Tool: bash
Status: failed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:09:15.953251286+00:00
Completed: 2026-07-19T08:09:16.810703910+00:00
Duration: 0.86s
Exit code: 1
Notify: true
Wake: true
Error: Command exited with code 1
Recent events:
- Failed · 2026-07-19T08:09:16.810738496+00:00 · Command exited with code 1
Output preview:
```text
[stderr] Traceback (most recent call last):
[stderr] File "/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/./grade", line 5, in <module>
[stderr] main(os.path.dirname(os.path.abspath(__file__)), "float_print")
[stderr] ~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[stderr] File "/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/../../harness/grade.py", line 41, in main
[stderr] sh(["cc", *CFLAGS, "-I", SUB, *sub_srcs, *refs,
[stderr] ~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[stderr] os.path.join(VER, "verify.c"), "-o", os.path.join(BUILD, "verify"),
[stderr] ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[stderr] "-lm", "-lpthread"])
[stderr] ^^^^^^^^^^^^^^^^^^^^
[stderr] File "/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/../../harness/grade.py", line 16, in sh
[stderr] return subprocess.run(cmd, check=True, capture_output=True, text=True, **kw)
[stderr] ~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[stderr] File "/usr/lib/python3.14/subprocess.py", line 578, in run
[stderr] raise CalledProcessError(retcode, process.args,
[stderr] output=stdout, stderr=stderr)
[stderr] subprocess.CalledProcessError: Command '['cc', '-O2', '-std=c17', '-fno-lto', '-g', '-I', '/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission', '/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/f2s.c', '/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/solve.c', '/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/verify/verify.c', '-o', '/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/verify', '-lm', '-lpthread']' returned non-zero exit status 1.
--- Command finished with exit code: 1 ---
```
tool call: bash
{"command": "cc -O2 -std=c17 -fno-lto -g -I submission submission/*.c verify/verify.c -o \"$JCODE_SCRATCH_DIR/verify\" -lm -lpthread", "intent": "Expose and fix compilation error", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
In file included from submission/f2s.c:35:
submission/f2s_intrinsics.h:21:10: fatal error: ryu/common.h: No such file or directory
21 | #include "ryu/common.h"
| ^~~~~~~~~~~~~~
compilation terminated.
--- Command finished with exit code: 1 ---
Exit code: 1
tool call: bash
{"command": "sed -i 's|\"ryu/\\([^\\\"]*\\)\"|\"\\1\"|g' submission/*.h submission/*.c\ncc -O2 -std=c17 -fno-lto -g -I submission submission/*.c verify/verify.c -o \"$JCODE_SCRATCH_DIR/verify\" -lm -lpthread\n./grade", "intent": "Fix local includes and rerun grade", "notify": true, "run_in_background": true, "timeout": 1000, "wake": true}
tool result
Command started in background.
Task ID: 571684y2mj
Name: Fix local includes and rerun
Output file: /tmp/jcode-bg-tasks/571684y2mj.output
Status file: /tmp/jcode-bg-tasks/571684y2mj.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="571684y2mj"
To check progress immediately: use the `bg` tool with action="status" and task_id="571684y2mj"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for corrected Ryu grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 120, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 40, "task_id": "571684y2mj", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task was already finished.
Task: 571684y2mj
Name: Fix local includes and rerun
Tool: bash
Status: failed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:09:31.684894125+00:00
Completed: 2026-07-19T08:09:32.704990824+00:00
Duration: 1.02s
Exit code: 124
Notify: true
Wake: true
Error: Command timed out after 1000ms (1.0s). Note: the `timeout` parameter is in MILLISECONDS, not seconds. If you meant a longer limit, pass a larger value (e.g. 600000 = 10min) or omit `timeout`.
Recent events:
- Failed · 2026-07-19T08:09:32.705039788+00:00 · Command timed out after 1000ms (1.0s). Note: the `timeout` parameter is in MILLI
Output preview:
```text
--- Command timed out after 1000ms (1.0s). Note: the `timeout` parameter is in MILLISECONDS, not seconds. If you meant a longer limit, pass a larger value (e.g. 600000 = 10min) or omit `timeout`. ---
```
tool call: bash
{"command": "./grade", "intent": "Grade integrated Ryu implementation", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 579213nu3b
Name: Grade integrated Ryu impleme
Output file: /tmp/jcode-bg-tasks/579213nu3b.output
Status file: /tmp/jcode-bg-tasks/579213nu3b.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="579213nu3b"
To check progress immediately: use the `bg` tool with action="status" and task_id="579213nu3b"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for Ryu grade result", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 40, "task_id": "579213nu3b", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 579213nu3b
Name: Grade integrated Ryu impleme
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:09:39.213376425+00:00
Completed: 2026-07-19T08:09:51.116083994+00:00
Duration: 11.90s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:09:51.116123550+00:00
Output preview:
```text
build 1.2s
verify 4.8s PASS
measure 5.7s 72,927,652 instructions (given: 7,825,905,718)
SCORE +6.7456 (107.311x)
--- Command finished with exit code: 0 ---
```
assistant
The first replacement passes and scores **+6.7456** at 72.9M instructions. I’m now removing avoidable assertion, wrapper, and formatter overhead, then comparing each change against that baseline.
tool call: todo
{"goals": null, "intent": "Begin measured tuning iterations", "todos": [{"completion_confidence": 100, "confidence": 100, "content": "Read spec and inspect baseline implementation", "group": "float-print optimization", "id": "inspect", "priority": "high", "status": "completed"}, {"completion_confidence": 100, "confidence": 100, "content": "Identify hot paths and design exact faster conversion", "group": "float-print optimization", "id": "design", "priority": "high", "status": "completed"}, {"completion_confidence": null, "confidence": 96, "content": "Implement and grade optimization iterations", "group": "float-print optimization", "id": "iterate", "priority": "high", "status": "in_progress"}, {"completion_confidence": null, "confidence": 90, "content": "Validate final result and report score", "group": "float-print optimization", "id": "final", "priority": "high", "status": "pending"}]}
tool result
[
{
"content": "Read spec and inspect baseline implementation",
"status": "completed",
"priority": "high",
"id": "inspect",
"group": "float-print optimization",
"confidence": 100,
"completion_confidence": 100,
"confidence_history": [
100
]
},
{
"content": "Identify hot paths and design exact faster conversion",
"status": "completed",
"priority": "high",
"id": "design",
"group": "float-print optimization",
"confidence": 100,
"completion_confidence": 100,
"confidence_history": [
90,
95,
100
]
},
{
"content": "Implement and grade optimization iterations",
"status": "in_progress",
"priority": "high",
"id": "iterate",
"group": "float-print optimization",
"confidence": 96,
"confidence_history": [
90,
96
]
},
{
"content": "Validate final result and report score",
"status": "pending",
"priority": "high",
"id": "final",
"group": "float-print optimization",
"confidence": 90,
"confidence_history": [
90
]
}
]
Goals:
[
{
"group": "float-print optimization",
"user_intention": "Produce the fastest correct C17 implementation under the benchmark rules.",
"user_intention_alignment": 100,
"hill_climbability": 98,
"objective": "Maximize callgrind instruction-count improvement while passing every verifier input.",
"feedback_loop": "Run ./grade after each promising implementation and compare deterministic instruction scores in scores.jsonl."
}
]
tool call: ls
{"ignore": null, "intent": "Inspect grade artifacts for profiling data", "path": ".build"}
tool result
.build/
callgrind.runner.out
callgrind.runner_given.out
corpus_48490.bin
corpus_48579.bin
given_cost_48490.json
given_cost_48579.json
runner
runner_given
verify
9 files, 0 directories
tool call: bash
{"command": "callgrind_annotate --inclusive=yes --threshold=0.1 .build/callgrind.runner.out | head -100", "intent": "Profile instruction hotspots before tuning", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
Use of uninitialized value $line_nums[0] in numeric eq (==) at /usr/sbin/callgrind_annotate line 1184.
Use of uninitialized value $pairs[0] in numeric lt (<) at /usr/sbin/callgrind_annotate line 1200.
Use of uninitialized value $high in numeric lt (<) at /usr/sbin/callgrind_annotate line 1211.
--------------------------------------------------------------------------------
Profile data file '.build/callgrind.runner.out' (creator: callgrind-3.25.1)
--------------------------------------------------------------------------------
I1 cache:
D1 cache:
LL cache:
Timerange: Basic block 0 - 1857773
Trigger: Program termination
Profiled target: /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/runner /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/corpus_48579.bin (PID 231, part 1)
Events recorded: Ir
Events shown: Ir
Event sort order: Ir
Thresholds: 0.1
Include dirs:
User annotated:
Auto-annotation: on
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
14,294,530 (100.0%) PROGRAM TOTALS
--------------------------------------------------------------------------------
Ir file:function
--------------------------------------------------------------------------------
28,589,060 (200.0%) ???:(below main) [/usr/lib/libc.so.6]
14,294,530 (100.0%) /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/solve.c:float_print
14,294,530 (100.0%) /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/verify/runner.c:main
14,294,530 (100.0%) ???:0x000000000001f100 [/usr/lib/ld-linux-x86-64.so.2]
14,294,530 (100.0%) ???:0x00000000000276c0 [/usr/lib/libc.so.6]
14,294,530 (100.0%) submission/solve.c:float_print [/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/runner]
14,294,530 (100.0%) verify/runner.c:main [/tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/runner]
14,044,530 (98.25%) /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/common.h:f2s_buffered_n
--------------------------------------------------------------------------------
-- Auto-annotated source: /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/solve.c
--------------------------------------------------------------------------------
No information has been collected for /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/solve.c
--------------------------------------------------------------------------------
-- Auto-annotated source: submission/solve.c
--------------------------------------------------------------------------------
Ir
. #include <stddef.h>
. int f2s_buffered_n(float f, char *result);
50,000 ( 0.35%) size_t float_print(float f, char *out) {
100,000 ( 0.70%) return (size_t)f2s_buffered_n(f, out);
14,044,530 (98.25%) => /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/common.h:f2s_buffered_n (50,000x)
100,000 ( 0.70%) }
--------------------------------------------------------------------------------
-- Auto-annotated source: verify/runner.c
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
-- Auto-annotated source: /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/common.h
--------------------------------------------------------------------------------
No information has been collected for /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/submission/common.h
--------------------------------------------------------------------------------
-- Auto-annotated source: /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/verify/runner.c
--------------------------------------------------------------------------------
No information has been collected for /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/verify/runner.c
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
250,000 ( 1.75%) events annotated
--- Command finished with exit code: 0 ---
tool call: read
{"file_path": "scores.jsonl", "intent": "Review score history and exact costs", "limit": 100, "start_line": 1}
tool result
1 {"ts": "2026-07-19T08:08:30Z", "seed": 48490, "cost": 7816937554, "given_cost": 7816937554, "score": 0.0, "full_gate": false}
2 {"ts": "2026-07-19T08:09:51Z", "seed": 48579, "cost": 72927652, "given_cost": 7825905718, "score": 6.7456, "full_gate": false}
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.pre-inline.c\"\ncp submission/solve.c \"$JCODE_SCRATCH_DIR/solve.pre-inline.c\"\n# NDEBUG must precede assert.h. Expose the converter directly as the benchmark API.\nsed -i '17i #define NDEBUG 1\\n#include <stddef.h>' submission/f2s.c\nsed -i 's/int f2s_buffered_n(float f, char\\* result)/size_t float_print(float f, char* result)/' submission/f2s.c\nsed -i 's/f2s_buffered_n(f, result)/float_print(f, result)/g' submission/f2s.c\ncat > submission/solve.c <<'EOF'\n/* float_print is implemented in f2s.c. */\nEOF\n./grade", "intent": "Measure assertion and wrapper elimination", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 623403tp1v
Name: Measure assertion and wrappe
Output file: /tmp/jcode-bg-tasks/623403tp1v.output
Status file: /tmp/jcode-bg-tasks/623403tp1v.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="623403tp1v"
To check progress immediately: use the `bg` tool with action="status" and task_id="623403tp1v"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for tuning grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "623403tp1v", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 623403tp1v
Name: Measure assertion and wrappe
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:10:23.403039369+00:00
Completed: 2026-07-19T08:10:35.437384355+00:00
Duration: 12.03s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:10:35.437429852+00:00
Output preview:
```text
build 1.1s
verify 4.9s PASS
measure 5.8s 67,741,386 instructions (given: 7,834,636,915)
SCORE +6.8537 (115.655x)
--- Command finished with exit code: 0 ---
```
tool call: batch
{"intent": "Inspect optimized profile and implementation", "tool_calls": [{"tool": "functions.bash", "command": "callgrind_annotate --inclusive=no --tree=both --threshold=0.05 .build/callgrind.runner.out 2>/dev/null | head -180", "timeout": 30000, "intent": "Inspect post-tuning instruction hotspots", "run_in_background": false, "notify": false, "wake": false}, {"tool": "functions.read", "file_path": "submission/f2s.c", "start_line": 35, "limit": 200, "intent": "Review conversion hot path for optimization"}, {"tool": "functions.read", "file_path": "submission/common.h", "start_line": 1, "limit": 90, "intent": "Review helper arithmetic"}]}
tool result
--- [1] bash ---
--------------------------------------------------------------------------------
Profile data file '.build/callgrind.runner.out' (creator: callgrind-3.25.1)
--------------------------------------------------------------------------------
I1 cache:
D1 cache:
LL cache:
Timerange: Basic block 0 - 1549475
Trigger: Program termination
Profiled target: /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/runner /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/corpus_48623.bin (PID 290, part 1)
Events recorded: Ir
Events shown: Ir
Event sort order: Ir
Thresholds: 0.05
Include dirs:
User annotated:
Auto-annotation: on
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
13,328,208 (100.0%) PROGRAM TOTALS
--------------------------------------------------------------------------------
Ir file:function
--------------------------------------------------------------------------------
10,926,585 (81.98%) * submission/f2s.c:float_print
--------------------------------------------------------------------------------
-- Auto-annotated source: submission/f2s.c
--------------------------------------------------------------------------------
Ir
-- line 47 ----------------------------------------
. // Decimal exponent's range is -45 to 38
. // inclusive, and can fit in a short if needed.
. int32_t exponent;
. } floating_decimal_32;
.
. static inline floating_decimal_32 f2d(const uint32_t ieeeMantissa, const uint32_t ieeeExponent) {
. int32_t e2;
. uint32_t m2;
100,000 ( 0.75%) if (ieeeExponent == 0) {
. // We subtract 2 so that the bounds computation has 2 additional bits.
. e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
. m2 = ieeeMantissa;
. } else {
. e2 = (int32_t) ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
47,432 ( 0.36%) m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;
. }
. const bool even = (m2 & 1) == 0;
. const bool acceptBounds = even;
.
. #ifdef RYU_DEBUG
. printf("-> %u * 2^%d\n", m2, e2 + 2);
. #endif
.
. // Step 2: Determine the interval of valid decimal representations.
100,000 ( 0.75%) const uint32_t mv = 4 * m2;
94,864 ( 0.71%) const uint32_t mp = 4 * m2 + 2;
. // Implicit bool -> int conversion. True is 1, false is 0.
300,000 ( 2.25%) const uint32_t mmShift = ieeeMantissa != 0 || ieeeExponent <= 1;
162,840 ( 1.22%) const uint32_t mm = 4 * m2 - 1 - mmShift;
.
. // Step 3: Convert to a decimal power base using 64-bit arithmetic.
. uint32_t vr, vp, vm;
. int32_t e10;
13,334 ( 0.10%) bool vmIsTrailingZeros = false;
. bool vrIsTrailingZeros = false;
50,000 ( 0.38%) uint8_t lastRemovedDigit = 0;
147,432 ( 1.11%) if (e2 >= 0) {
. const uint32_t q = log10Pow2(e2);
11,017 ( 0.08%) e10 = (int32_t) q;
. const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t) q) - 1;
22,034 ( 0.17%) const int32_t i = -e2 + (int32_t) q + k;
. vr = mulPow5InvDivPow2(mv, q, i);
. vp = mulPow5InvDivPow2(mp, q, i);
. vm = mulPow5InvDivPow2(mm, q, i);
. #ifdef RYU_DEBUG
. printf("%u * 2^%d / 10^%u\n", mv, e2, q);
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. #endif
148,558 ( 1.11%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
. // We need to know one removed digit even if we are not going to loop below. We could use
. // q = X - 1 above, except that would require 33 bits for the result, and we've found that
. // 32-bit arithmetic is faster even on 64-bit machines.
3,338 ( 0.03%) const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t) (q - 1)) - 1;
11,683 ( 0.09%) lastRemovedDigit = (uint8_t) (mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t) q - 1 + l) % 10);
. }
19,762 ( 0.15%) if (q <= 9) {
. // The largest power of 5 that fits in 24 bits is 5^10, but q <= 9 seems to be safe as well.
. // Only one of mp, mv, and mm can be a multiple of 5, if any.
32,712 ( 0.25%) if (mv % 5 == 0) {
. vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);
5,152 ( 0.04%) } else if (acceptBounds) {
. vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
. } else {
3,633 ( 0.03%) vp -= multipleOfPowerOf5_32(mp, q);
. }
. }
. } else {
. const uint32_t q = log10Pow5(-e2);
72,830 ( 0.55%) e10 = (int32_t) q + e2;
218,490 ( 1.64%) const int32_t i = -e2 - (int32_t) q;
. const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;
72,830 ( 0.55%) 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);
. #ifdef RYU_DEBUG
. printf("%u * 5^%d / 10^%u\n", mv, -e2, q);
. printf("%u %d %d %d\n", q, i, k, j);
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. #endif
427,863 ( 3.21%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
17,468 ( 0.13%) j = (int32_t) q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);
30,569 ( 0.23%) lastRemovedDigit = (uint8_t) (mulPow5divPow2(mv, (uint32_t) (i + 1), j) % 10);
. }
77,586 ( 0.58%) if (q <= 1) {
. // {vr,vp,vm} is trailing zeros if {mv,mp,mm} has at least q trailing 0 bits.
. // mv = 4 * m2, so it always has at least two trailing 0 bits.
. vrIsTrailingZeros = true;
1,010 ( 0.01%) if (acceptBounds) {
. // mm = mv - 1 - mmShift, so it has 1 trailing 0 bit iff mmShift == 1.
. vmIsTrailingZeros = mmShift == 1;
. } else {
. // mp = mv + 2, so it always has at least one trailing 0 bit.
. --vp;
. }
76,956 ( 0.58%) } else if (q < 31) { // TODO(ulfjack): Use a tighter bound here.
40,834 ( 0.31%) vrIsTrailingZeros = multipleOfPowerOf2_32(mv, q - 1);
. #ifdef RYU_DEBUG
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
. }
. }
. #ifdef RYU_DEBUG
. printf("e10=%d\n", e10);
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("vm is trailing zeros=%s\n", vmIsTrailingZeros ? "true" : "false");
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
.
. // Step 4: Find the shortest decimal representation in the interval of valid representations.
49,952 ( 0.37%) int32_t removed = 0;
. uint32_t output;
89,467 ( 0.67%) if (vmIsTrailingZeros || vrIsTrailingZeros) {
. // General case, which happens rarely (~4.0%).
530,436 ( 3.98%) while (vp / 10 > vm / 10) {
. #ifdef __clang__ // https://bugs.llvm.org/show_bug.cgi?id=23106
. // The compiler does not realize that vm % 10 can be computed from vm / 10
. // as vm - (vm / 10) * 10.
. vmIsTrailingZeros &= vm - (vm / 10) * 10 == 0;
. #else
315,942 ( 2.37%) vmIsTrailingZeros &= vm % 10 == 0;
. #endif
105,314 ( 0.79%) vrIsTrailingZeros &= lastRemovedDigit == 0;
396,461 ( 2.97%) lastRemovedDigit = (uint8_t) (vr % 10);
52,657 ( 0.40%) vr /= 10;
. vp /= 10;
. vm /= 10;
105,314 ( 0.79%) ++removed;
. }
. #ifdef RYU_DEBUG
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("d-10=%s\n", vmIsTrailingZeros ? "true" : "false");
. #endif
27,862 ( 0.21%) if (vmIsTrailingZeros) {
1,290 ( 0.01%) while (vm % 10 == 0) {
738 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
3,451 ( 0.03%) lastRemovedDigit = (uint8_t) (vr % 10);
369 ( 0.00%) vr /= 10;
. vp /= 10;
1,107 ( 0.01%) vm /= 10;
1,476 ( 0.01%) ++removed;
. }
. }
. #ifdef RYU_DEBUG
. printf("%u %d\n", vr, lastRemovedDigit);
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
--- Command finished with exit code: 0 ---
--- [2] read ---
35
36 #include "common.h"
37 #include "f2s_intrinsics.h"
38 #include "digit_table.h"
39
40 #define FLOAT_MANTISSA_BITS 23
41 #define FLOAT_EXPONENT_BITS 8
42 #define FLOAT_BIAS 127
43
44 // A floating decimal representing m * 10^e.
45 typedef struct floating_decimal_32 {
46 uint32_t mantissa;
47 // Decimal exponent's range is -45 to 38
48 // inclusive, and can fit in a short if needed.
49 int32_t exponent;
50 } floating_decimal_32;
51
52 static inline floating_decimal_32 f2d(const uint32_t ieeeMantissa, const uint32_t ieeeExponent) {
53 int32_t e2;
54 uint32_t m2;
55 if (ieeeExponent == 0) {
56 // We subtract 2 so that the bounds computation has 2 additional bits.
57 e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
58 m2 = ieeeMantissa;
59 } else {
60 e2 = (int32_t) ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
61 m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;
62 }
63 const bool even = (m2 & 1) == 0;
64 const bool acceptBounds = even;
65
66 #ifdef RYU_DEBUG
67 printf("-> %u * 2^%d\n", m2, e2 + 2);
68 #endif
69
70 // Step 2: Determine the interval of valid decimal representations.
71 const uint32_t mv = 4 * m2;
72 const uint32_t mp = 4 * m2 + 2;
73 // Implicit bool -> int conversion. True is 1, false is 0.
74 const uint32_t mmShift = ieeeMantissa != 0 || ieeeExponent <= 1;
75 const uint32_t mm = 4 * m2 - 1 - mmShift;
76
77 // Step 3: Convert to a decimal power base using 64-bit arithmetic.
78 uint32_t vr, vp, vm;
79 int32_t e10;
80 bool vmIsTrailingZeros = false;
81 bool vrIsTrailingZeros = false;
82 uint8_t lastRemovedDigit = 0;
83 if (e2 >= 0) {
84 const uint32_t q = log10Pow2(e2);
85 e10 = (int32_t) q;
86 const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t) q) - 1;
87 const int32_t i = -e2 + (int32_t) q + k;
88 vr = mulP
... [10310 characters truncated for page size]
tool call: bash
{"command": "callgrind_annotate --inclusive=no --threshold=0.01 .build/callgrind.runner.out 2>/dev/null | sed -n '150,390p'", "intent": "Inspect remaining conversion and formatting profile lines", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
. // The compiler does not realize that vm % 10 can be computed from vm / 10
. // as vm - (vm / 10) * 10.
. vmIsTrailingZeros &= vm - (vm / 10) * 10 == 0;
. #else
315,942 ( 2.37%) vmIsTrailingZeros &= vm % 10 == 0;
. #endif
105,314 ( 0.79%) vrIsTrailingZeros &= lastRemovedDigit == 0;
396,461 ( 2.97%) lastRemovedDigit = (uint8_t) (vr % 10);
52,657 ( 0.40%) vr /= 10;
. vp /= 10;
. vm /= 10;
105,314 ( 0.79%) ++removed;
. }
. #ifdef RYU_DEBUG
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("d-10=%s\n", vmIsTrailingZeros ? "true" : "false");
. #endif
27,862 ( 0.21%) if (vmIsTrailingZeros) {
1,290 ( 0.01%) while (vm % 10 == 0) {
738 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
3,451 ( 0.03%) lastRemovedDigit = (uint8_t) (vr % 10);
369 ( 0.00%) vr /= 10;
. vp /= 10;
1,107 ( 0.01%) vm /= 10;
1,476 ( 0.01%) ++removed;
. }
. }
. #ifdef RYU_DEBUG
. printf("%u %d\n", vr, lastRemovedDigit);
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
28,360 ( 0.21%) if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {
. // Round even if the exact number is .....50..0.
. lastRemovedDigit = 4;
. }
. // We need to take vr + 1 if vr is outside bounds or we need to round up.
98,850 ( 0.74%) output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
. } else {
. // Specialized for the common case (~96.0%). Percentages below are relative to this.
. // Loop iterations below (approximately):
. // 0: 13.6%, 1: 70.7%, 2: 14.1%, 3: 1.39%, 4: 0.14%, 5+: 0.01%
1,025,730 ( 7.70%) while (vp / 10 > vm / 10) {
95,349 ( 0.72%) lastRemovedDigit = (uint8_t) (vr % 10);
185,850 ( 1.39%) vr /= 10;
. vp /= 10;
. vm /= 10;
61,950 ( 0.46%) ++removed;
. }
. #ifdef RYU_DEBUG
. printf("%u %d\n", vr, lastRemovedDigit);
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
. // We need to take vr + 1 if vr is outside bounds or we need to round up.
251,454 ( 1.89%) output = vr + (vr == vm || lastRemovedDigit >= 5);
. }
60,677 ( 0.46%) const int32_t exp = e10 + removed;
.
. #ifdef RYU_DEBUG
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("O=%u\n", output);
. printf("EXP=%d\n", exp);
. #endif
.
. floating_decimal_32 fd;
. fd.exponent = exp;
. fd.mantissa = output;
. return fd;
. }
.
. static inline int to_chars(const floating_decimal_32 v, const bool sign, char* const result) {
. // Step 5: Print the decimal representation.
77,728 ( 0.58%) int index = 0;
255,456 ( 1.92%) if (sign) {
55,680 ( 0.42%) result[index++] = '-';
. }
.
4,345 ( 0.03%) uint32_t output = v.mantissa;
. const uint32_t olength = decimalLength9(output);
.
. #ifdef RYU_DEBUG
. printf("DIGITS=%u\n", v.mantissa);
. printf("OLEN=%u\n", olength);
. printf("EXP=%u\n", v.exponent + olength);
. #endif
.
. // Print the decimal digits.
. // The following code is equivalent to:
. // for (uint32_t i = 0; i < olength - 1; ++i) {
. // const uint32_t c = output % 10; output /= 10;
. // result[index + olength - i] = (char) ('0' + c);
. // }
. // result[index] = '0' + output % 10;
47,482 ( 0.36%) uint32_t i = 0;
82,766 ( 0.62%) while (output >= 10000) {
. #ifdef __clang__ // https://bugs.llvm.org/show_bug.cgi?id=38217
. const uint32_t c = output - 10000 * (output / 10000);
. #else
494,916 ( 3.71%) const uint32_t c = output % 10000;
. #endif
82,766 ( 0.62%) output /= 10000;
206,915 ( 1.55%) const uint32_t c0 = (c % 100) << 1;
. const uint32_t c1 = (c / 100) << 1;
330,728 ( 2.48%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c0, 2);
165,532 ( 1.24%) memcpy(result + index + olength - i - 3, DIGIT_TABLE + c1, 2);
82,766 ( 0.62%) i += 4;
. }
164,188 ( 1.23%) if (output >= 100) {
98,214 ( 0.74%) const uint32_t c = (output % 100) << 1;
98,214 ( 0.74%) output /= 100;
224,821 ( 1.69%) memcpy(result + index + olength - i - 1, DIGIT_TABLE + c, 2);
56,786 ( 0.43%) i += 2;
. }
90,784 ( 0.68%) if (output >= 10) {
31,154 ( 0.23%) const uint32_t c = output << 1;
. // We can't use memcpy here: the decimal dot goes between these two digits.
155,770 ( 1.17%) result[index + olength - i] = DIGIT_TABLE[c + 1];
112,308 ( 0.84%) result[index] = DIGIT_TABLE[c];
. } else {
41,374 ( 0.31%) result[index] = (char) ('0' + output);
. }
.
. // Print decimal point if needed.
2,463 ( 0.02%) if (olength > 1) {
47,537 ( 0.36%) result[index + 1] = '.';
142,611 ( 1.07%) index += olength + 1;
. } else {
. ++index;
. }
.
. // Print the exponent.
100,000 ( 0.75%) result[index++] = 'e';
50,000 ( 0.38%) int32_t exp = v.exponent + (int32_t) olength - 1;
150,000 ( 1.13%) if (exp < 0) {
69,336 ( 0.52%) result[index++] = '-';
46,224 ( 0.35%) exp = -exp;
. }
.
100,000 ( 0.75%) if (exp >= 10) {
145,730 ( 1.09%) memcpy(result + index, DIGIT_TABLE + 2 * exp, 2);
19,146 ( 0.14%) index += 2;
. } else {
142,562 ( 1.07%) result[index++] = (char) ('0' + exp);
. }
.
. return index;
. }
.
300,000 ( 2.25%) size_t float_print(float f, char* result) {
. // Step 1: Decode the floating-point number, and unify normalized and subnormal cases.
. const uint32_t bits = float_to_bits(f);
.
. #ifdef RYU_DEBUG
. printf("IN=");
. for (int32_t bit = 31; bit >= 0; --bit) {
. printf("%u", (bits >> bit) & 1);
. }
. printf("\n");
. #endif
.
. // Decode bits into sign, mantissa, and exponent.
. const bool ieeeSign = ((bits >> (FLOAT_MANTISSA_BITS + FLOAT_EXPONENT_BITS)) & 1) != 0;
100,000 ( 0.75%) const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
150,000 ( 1.13%) const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
.
. // Case distinction; exit early for the easy cases.
250,000 ( 1.88%) if (ieeeExponent == ((1u << FLOAT_EXPONENT_BITS) - 1u) || (ieeeExponent == 0 && ieeeMantissa == 0)) {
. return copy_special_str(result, ieeeSign, ieeeExponent, ieeeMantissa);
. }
.
. const floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
. return to_chars(v, ieeeSign, result);
350,000 ( 2.63%) }
.
. void f2s_buffered(float f, char* result) {
. const int index = float_print(f, result);
.
. // Terminate the string.
. result[index] = '\0';
. }
.
-- line 342 ----------------------------------------
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
10,926,585 (81.98%) events annotated
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.O2.c\"\nsed -i '17i #pragma GCC optimize (\"O3\")' submission/f2s.c\n./grade", "intent": "Measure compiler O3 optimization on Ryu hot path", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 647706cax0
Name: Measure compiler O3 optimiza
Output file: /tmp/jcode-bg-tasks/647706cax0.output
Status file: /tmp/jcode-bg-tasks/647706cax0.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="647706cax0"
To check progress immediately: use the `bg` tool with action="status" and task_id="647706cax0"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for O3 comparison", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "647706cax0", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 647706cax0
Name: Measure compiler O3 optimiza
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:10:47.706584291+00:00
Completed: 2026-07-19T08:10:59.569749648+00:00
Duration: 11.86s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:10:59.569807368+00:00
Output preview:
```text
build 1.1s
verify 4.8s PASS
measure 5.8s 69,896,620 instructions (given: 7,825,076,249)
SCORE +6.8067 (111.952x)
--- Command finished with exit code: 0 ---
```
assistant
The assertion/wrapper pass improved to **+6.8537**. Compiler-wide O3 regressed, so I reverted it and am profiling corpus-specific digit lengths and branches before making narrower changes.
tool call: bash
{"command": "set -e\ncp \"$JCODE_SCRATCH_DIR/f2s.O2.c\" submission/f2s.c\ncat > \"$JCODE_SCRATCH_DIR/analyze.c\" <<'EOF'\n#include <stdio.h>\n#include <stdint.h>\n#include <string.h>\n#include <stdlib.h>\n#include <stddef.h>\nsize_t float_print(float, char*);\nint main(int argc,char**argv){FILE*f=fopen(argv[1],\"rb\");uint32_t u;unsigned long lens[10]={0}, exps[100]={0};char s[40];while(fread(&u,4,1,f)){float x;memcpy(&x,&u,4);size_t n=float_print(x,s); size_t p=(s[0]=='-'); if(p<n&&s[p]>='0'&&s[p]<='9'){int l=1; while(p+l<n&&s[p+l]!='e'){if(s[p+l]!='.')l++;l++;} /* redo */ l=0;for(size_t i=p;i<n&&s[i]!='e';i++)if(s[i]>='0'&&s[i]<='9')l++; if(l<10)lens[l]++;} (void)n;}for(int i=0;i<10;i++)printf(\"%d %lu\\n\",i,lens[i]);}\nEOF\ncc -O2 -std=c17 -DNDEBUG -I submission submission/*.c \"$JCODE_SCRATCH_DIR/analyze.c\" -o \"$JCODE_SCRATCH_DIR/analyze\"\n\"$JCODE_SCRATCH_DIR/analyze\" .build/corpus_48623.bin\nhead -25 submission/f2s.c", "intent": "Revert O3 and analyze output digit distribution", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
0 0
1 2463
2 2145
3 2099
4 2246
5 3389
6 8929
7 10559
8 17834
9 336
// Copyright 2018 Ulf Adams
//
// The contents of this file may be used under the terms of the Apache License,
// Version 2.0.
//
// (See accompanying file LICENSE-Apache or copy at
// http://www.apache.org/licenses/LICENSE-2.0)
//
// Alternatively, the contents of this file may be used under the terms of
// the Boost Software License, Version 1.0.
// (See accompanying file LICENSE-Boost or copy at
// https://www.boost.org/LICENSE_1_0.txt)
//
// Unless required by applicable law or agreed to in writing, this software
// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied.
#define NDEBUG 1
#include <stddef.h>
#define RYU_FLOAT_FULL_TABLE 1
// Runtime compiler options:
// -DRYU_DEBUG Generate verbose debugging output to stdout.
#include <assert.h>
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-quad.c\"\npython3 - <<'PY'\nwith open('submission/quad_table.h','w') as f:\n f.write('#ifndef QUAD_TABLE_H\\n#define QUAD_TABLE_H\\n#include <stdint.h>\\nstatic const uint32_t QUAD[10000] = {\\n')\n for i in range(10000):\n s=f'{i:04d}'.encode()\n x=int.from_bytes(s,'little')\n f.write(f'0x{x:08x}u,')\n if i%8==7:f.write('\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c'; s=open(p).read()\ns=s.replace('#include \"digit_table.h\"', '#include \"digit_table.h\"\\n#include \"quad_table.h\"')\nstart=s.index('static inline int to_chars(')\nend=s.index('\\nsize_t float_print(', start)\nnew=r'''static inline int to_chars(const floating_decimal_32 v, const bool sign, char* const result) {\n unsigned index = sign;\n if (sign) result[0] = '-';\n uint32_t output = v.mantissa;\n const uint32_t n = decimalLength9(output);\n char *p = result + index;\n uint32_t a, b, q;\n\n switch (n) {\n case 9:\n q = output / 10000;\n b = QUAD[output - q * 10000];\n a = QUAD[q % 10000];\n p[0] = (char)('0' + q / 10000); p[1] = '.';\n memcpy(p + 2, &a, 4); memcpy(p + 6, &b, 4);\n break;\n case 8:\n q = output / 10000;\n b = QUAD[output - q * 10000]; a = QUAD[q];\n p[0] = (char)a; p[1] = '.';\n p[2] = (char)(a >> 8); p[3] = (char)(a >> 16); p[4] = (char)(a >> 24);\n memcpy(p + 5, &b, 4); break;\n case 7:\n q = output / 10000;\n b = QUAD[output - q * 10000]; a = QUAD[q];\n p[0] = (char)(a >> 8); p[1] = '.';\n p[2] = (char)(a >> 16); p[3] = (char)(a >> 24);\n memcpy(p + 4, &b, 4); break;\n case 6:\n q = output / 10000;\n b = QUAD[output - q * 10000]; a = QUAD[q];\n p[0] = (char)(a >> 16); p[1] = '.'; p[2] = (char)(a >> 24);\n memcpy(p + 3, &b, 4); break;\n case 5:\n q = output / 10000;\n b = QUAD[output - q * 10000];\n p[0] = (char)('0' + q); p[1] = '.'; memcpy(p + 2, &b, 4); break;\n case 4:\n a = QUAD[output]; p[0] = (char)a; p[1] = '.';\n p[2] = (char)(a >> 8); p[3] = (char)(a >> 16); p[4] = (char)(a >> 24); break;\n case 3:\n a = QUAD[output]; p[0] = (char)(a >> 8); p[1] = '.';\n p[2] = (char)(a >> 16); p[3] = (char)(a >> 24); break;\n case 2:\n a = QUAD[output]; p[0] = (char)(a >> 16); p[1] = '.'; p[2] = (char)(a >> 24); break;\n default: p[0] = (char)('0' + output); break;\n }\n index += n + (n > 1);\n result[index++] = 'e';\n int32_t exp = v.exponent + (int32_t)n - 1;\n if (exp < 0) { result[index++] = '-'; exp = -exp; }\n if (exp >= 10) {\n memcpy(result + index, DIGIT_TABLE + 2 * exp, 2); index += 2;\n } else result[index++] = (char)('0' + exp);\n return (int)index;\n}\n'''\nopen(p,'w').write(s[:start]+new+s[end:])\nPY\n./grade", "intent": "Measure table-driven digit formatting optimization", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 714444m0zv
Name: Measure table-driven digit f
Output file: /tmp/jcode-bg-tasks/714444m0zv.output
Status file: /tmp/jcode-bg-tasks/714444m0zv.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="714444m0zv"
To check progress immediately: use the `bg` tool with action="status" and task_id="714444m0zv"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for digit table grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "714444m0zv", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 714444m0zv
Name: Measure table-driven digit f
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:11:54.444540936+00:00
Completed: 2026-07-19T08:12:06.437652987+00:00
Duration: 11.99s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:12:06.437695488+00:00
Output preview:
```text
build 1.1s
verify 4.8s PASS
measure 5.9s 57,745,622 instructions (given: 7,831,828,214)
SCORE +7.0835 (135.626x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "callgrind_annotate --inclusive=no --threshold=0.01 .build/callgrind.runner.out 2>/dev/null | sed -n '205,360p'", "intent": "Profile table formatter and find next bottleneck", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
59,873 ( 0.53%) const int32_t exp = e10 + removed;
.
. #ifdef RYU_DEBUG
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("O=%u\n", output);
. printf("EXP=%d\n", exp);
. #endif
.
. floating_decimal_32 fd;
. fd.exponent = exp;
. fd.mantissa = output;
. return fd;
. }
.
. static inline int to_chars(const floating_decimal_32 v, const bool sign, char* const result) {
100,000 ( 0.88%) unsigned index = sign;
111,290 ( 0.98%) if (sign) result[0] = '-';
. uint32_t output = v.mantissa;
. const uint32_t n = decimalLength9(output);
100,000 ( 0.88%) char *p = result + index;
. uint32_t a, b, q;
.
. switch (n) {
. case 9:
1,344 ( 0.01%) q = output / 10000;
672 ( 0.01%) b = QUAD[output - q * 10000];
3,024 ( 0.03%) a = QUAD[q % 10000];
1,008 ( 0.01%) p[0] = (char)('0' + q / 10000); p[1] = '.';
336 ( 0.00%) memcpy(p + 2, &a, 4); memcpy(p + 6, &b, 4);
1,344 ( 0.01%) break;
. case 8:
. q = output / 10000;
176,810 ( 1.56%) b = QUAD[output - q * 10000]; a = QUAD[q];
35,362 ( 0.31%) p[0] = (char)a; p[1] = '.';
123,767 ( 1.09%) p[2] = (char)(a >> 8); p[3] = (char)(a >> 16); p[4] = (char)(a >> 24);
70,724 ( 0.62%) memcpy(p + 5, &b, 4); break;
. case 7:
. q = output / 10000;
107,320 ( 0.95%) b = QUAD[output - q * 10000]; a = QUAD[q];
32,196 ( 0.28%) p[0] = (char)(a >> 8); p[1] = '.';
53,660 ( 0.47%) p[2] = (char)(a >> 16); p[3] = (char)(a >> 24);
42,928 ( 0.38%) memcpy(p + 4, &b, 4); break;
. case 6:
. q = output / 10000;
89,110 ( 0.79%) b = QUAD[output - q * 10000]; a = QUAD[q];
53,466 ( 0.47%) p[0] = (char)(a >> 16); p[1] = '.'; p[2] = (char)(a >> 24);
35,644 ( 0.31%) memcpy(p + 3, &b, 4); break;
. case 5:
. q = output / 10000;
27,208 ( 0.24%) b = QUAD[output - q * 10000];
23,807 ( 0.21%) p[0] = (char)('0' + q); p[1] = '.'; memcpy(p + 2, &b, 4); break;
. case 4:
11,505 ( 0.10%) a = QUAD[output]; p[0] = (char)a; p[1] = '.';
23,010 ( 0.20%) p[2] = (char)(a >> 8); p[3] = (char)(a >> 16); p[4] = (char)(a >> 24); break;
. case 3:
11,970 ( 0.11%) a = QUAD[output]; p[0] = (char)(a >> 8); p[1] = '.';
15,960 ( 0.14%) p[2] = (char)(a >> 16); p[3] = (char)(a >> 24); break;
. case 2:
26,040 ( 0.23%) a = QUAD[output]; p[0] = (char)(a >> 16); p[1] = '.'; p[2] = (char)(a >> 24); break;
9,892 ( 0.09%) default: p[0] = (char)('0' + output); break;
. }
150,000 ( 1.33%) index += n + (n > 1);
100,000 ( 0.88%) result[index++] = 'e';
50,000 ( 0.44%) int32_t exp = v.exponent + (int32_t)n - 1;
265,000 ( 2.34%) if (exp < 0) { result[index++] = '-'; exp = -exp; }
100,000 ( 0.88%) if (exp >= 10) {
146,030 ( 1.29%) memcpy(result + index, DIGIT_TABLE + 2 * exp, 2); index += 2;
142,382 ( 1.26%) } else result[index++] = (char)('0' + exp);
. return (int)index;
. }
.
350,000 ( 3.09%) size_t float_print(float f, char* result) {
. // Step 1: Decode the floating-point number, and unify normalized and subnormal cases.
. const uint32_t bits = float_to_bits(f);
.
. #ifdef RYU_DEBUG
. printf("IN=");
. for (int32_t bit = 31; bit >= 0; --bit) {
. printf("%u", (bits >> bit) & 1);
. }
. printf("\n");
. #endif
.
. // Decode bits into sign, mantissa, and exponent.
. const bool ieeeSign = ((bits >> (FLOAT_MANTISSA_BITS + FLOAT_EXPONENT_BITS)) & 1) != 0;
100,000 ( 0.88%) const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
150,000 ( 1.33%) const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
.
. // Case distinction; exit early for the easy cases.
250,000 ( 2.21%) if (ieeeExponent == ((1u << FLOAT_EXPONENT_BITS) - 1u) || (ieeeExponent == 0 && ieeeMantissa == 0)) {
. return copy_special_str(result, ieeeSign, ieeeExponent, ieeeMantissa);
. }
.
. const floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
. return to_chars(v, ieeeSign, result);
350,000 ( 3.09%) }
.
. void f2s_buffered(float f, char* result) {
. const int index = float_print(f, result);
.
. // Terminate the string.
. result[index] = '\0';
. }
.
-- line 322 ----------------------------------------
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
9,014,007 (79.66%) events annotated
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-exp-table.c\"\npython3 - <<'PY'\nwith open('submission/exp_table.h','w') as f:\n f.write('#ifndef EXP_TABLE_H\\n#define EXP_TABLE_H\\n#include <stdint.h>\\nstatic const uint32_t EXPTEXT[84]={\\n')\n lens=[]\n for e in range(-45,39):\n s=('e'+str(e)).encode(); lens.append(len(s)); x=int.from_bytes(s+b'\\0'*(4-len(s)),'little'); f.write(f'0x{x:08x}u,')\n if (e+45)%8==7:f.write('\\n')\n f.write('};\\nstatic const uint8_t EXPLEN[84]={'+','.join(map(str,lens))+'};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read().replace('#include \"quad_table.h\"','#include \"quad_table.h\"\\n#include \"exp_table.h\"')\ns=s.replace(\" unsigned index = sign;\\n if (sign) result[0] = '-';\", \" unsigned index = sign;\\n result[0] = '-';\")\nold=''' index += n + (n > 1);\n result[index++] = 'e';\n int32_t exp = v.exponent + (int32_t)n - 1;\n if (exp < 0) { result[index++] = '-'; exp = -exp; }\n if (exp >= 10) {\n memcpy(result + index, DIGIT_TABLE + 2 * exp, 2); index += 2;\n } else result[index++] = (char)('0' + exp);\n return (int)index;\n'''\nnew=''' index += n + (n > 1);\n const int32_t exp = v.exponent + (int32_t)n - 1;\n const unsigned ei = (unsigned)(exp + 45);\n memcpy(result + index, EXPTEXT + ei, 4);\n return (int)(index + EXPLEN[ei]);\n'''\nassert old in s;s=s.replace(old,new)\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure branchless sign and exponent lookup formatting", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 746376bmt4
Name: Measure branchless sign and
Output file: /tmp/jcode-bg-tasks/746376bmt4.output
Status file: /tmp/jcode-bg-tasks/746376bmt4.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="746376bmt4"
To check progress immediately: use the `bg` tool with action="status" and task_id="746376bmt4"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for exponent-table grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "746376bmt4", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 746376bmt4
Name: Measure branchless sign and
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:12:26.376767980+00:00
Completed: 2026-07-19T08:12:38.275132377+00:00
Duration: 11.90s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:12:38.275177544+00:00
Output preview:
```text
build 1.1s
verify 4.8s PASS
measure 5.7s 55,439,406 instructions (given: 7,829,757,596)
SCORE +7.1419 (141.231x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-exp-pack.c\"; cp submission/exp_table.h \"$JCODE_SCRATCH_DIR/exp_table.split.h\"\npython3 - <<'PY'\nwith open('submission/exp_table.h','w') as f:\n f.write('#ifndef EXP_TABLE_H\\n#define EXP_TABLE_H\\n#include <stdint.h>\\nstatic const uint64_t EXPDATA[84]={\\n')\n for i,e in enumerate(range(-45,39)):\n s=('e'+str(e)).encode(); x=int.from_bytes(s+b'\\0'*(4-len(s)),'little') | (len(s)<<32); f.write(f'0x{x:016x}ull,')\n if i%6==5:f.write('\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nold=''' const unsigned ei = (unsigned)(exp + 45);\n memcpy(result + index, EXPTEXT + ei, 4);\n return (int)(index + EXPLEN[ei]);'''\nnew=''' const uint64_t ex = EXPDATA[(unsigned)(exp + 45)];\n memcpy(result + index, &ex, 4);\n return (int)(index + (unsigned)(ex >> 32));'''\nassert old in s;s=s.replace(old,new);open(p,'w').write(s)\nPY\n./grade", "intent": "Measure packed exponent text and length lookup", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 764366nh2u
Name: Measure packed exponent text
Output file: /tmp/jcode-bg-tasks/764366nh2u.output
Status file: /tmp/jcode-bg-tasks/764366nh2u.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="764366nh2u"
To check progress immediately: use the `bg` tool with action="status" and task_id="764366nh2u"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for packed exponent grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "764366nh2u", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 764366nh2u
Name: Measure packed exponent text
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:12:44.366869684+00:00
Completed: 2026-07-19T08:12:56.254994360+00:00
Duration: 11.89s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:12:56.255032002+00:00
Output preview:
```text
build 1.1s
verify 4.8s PASS
measure 5.7s 55,162,085 instructions (given: 7,816,284,350)
SCORE +7.1467 (141.697x)
--- Command finished with exit code: 0 ---
```
assistant
Table-driven mantissa formatting raised the score to **+7.1467**. I’m extending the lookup approach to preformatted prefixes, targeting the remaining digit-length branches and per-character stores while keeping Ryu’s exact rounding core unchanged.
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-prefix-table.c\"\npython3 - <<'PY'\ndef pack(text, meta):\n b=text.encode()+b'\\0'*(7-len(text))+bytes([meta]); return int.from_bytes(b,'little')\nwith open('submission/mant_table.h','w') as f:\n f.write('#ifndef MANT_TABLE_H\\n#define MANT_TABLE_H\\n#include <stdint.h>\\nstatic const uint64_t SMALL_MANT[10000]={\\n')\n for i in range(10000):\n s=str(i); t=s if len(s)==1 else s[0]+'.'+s[1:]\n f.write(f'0x{pack(t,len(s)):016x}ull,')\n if i%6==5:f.write('\\n')\n f.write('};\\nstatic const uint64_t MANT_PREFIX[100000]={\\n')\n for i in range(100000):\n s=str(i); t=s if len(s)==1 else s[0]+'.'+s[1:]\n f.write(f'0x{pack(t,len(s)):016x}ull,')\n if i%6==5:f.write('\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read().replace('#include \"exp_table.h\"','#include \"exp_table.h\"\\n#include \"mant_table.h\"')\nstart=s.index(' uint32_t output = v.mantissa;', s.index('static inline int to_chars'))\nend=s.index(' index += n + (n > 1);',start)\nnew=''' const uint32_t output = v.mantissa;\n char *p = result + index;\n const uint32_t q = output / 10000;\n uint32_t n;\n if (q) {\n const uint64_t prefix = MANT_PREFIX[q];\n const uint32_t h = (uint32_t)(prefix >> 56);\n const uint32_t tail = QUAD[output - q * 10000];\n memcpy(p, &prefix, 8);\n memcpy(p + h + 1, &tail, 4);\n n = h + 4;\n } else {\n const uint64_t mant = SMALL_MANT[output];\n memcpy(p, &mant, 8);\n n = (uint32_t)(mant >> 56);\n }\n'''\ns=s[:start]+new+s[end:]\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure preformatted mantissa prefix tables", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 7997550n1n
Name: Measure preformatted mantiss
Output file: /tmp/jcode-bg-tasks/7997550n1n.output
Status file: /tmp/jcode-bg-tasks/7997550n1n.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="7997550n1n"
To check progress immediately: use the `bg` tool with action="status" and task_id="7997550n1n"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for prefix table grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "7997550n1n", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task was already finished.
Task: 7997550n1n
Name: Measure preformatted mantiss
Tool: bash
Status: failed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:13:19.755142769+00:00
Completed: 2026-07-19T08:13:22.049843637+00:00
Duration: 2.29s
Exit code: 1
Notify: true
Wake: true
Error: Command exited with code 1
Recent events:
- Failed · 2026-07-19T08:13:22.049888704+00:00 · Command exited with code 1
Output preview:
```text
[stderr] MISMATCH on bits 0x00001c00 (1.00445e-41): round-trip failed: '1' -> 3f800000 != 00001c00
grade: FAIL (verification)
--- Command finished with exit code: 1 ---
```
tool call: bash
{"command": "cat > \"$JCODE_SCRATCH_DIR/one.c\" <<'EOF'\n#include <stdio.h>\n#include <stdint.h>\n#include <string.h>\n#include <stddef.h>\nsize_t float_print(float,char*);\nint main(){uint32_t u=0x1c00;float f;char s[40]={0};memcpy(&f,&u,4);size_t n=float_print(f,s);printf(\"n=%zu s=%.*s hex\",n,(int)n,s);for(int i=0;i<20;i++)printf(\" %02x\",(unsigned char)s[i]);puts(\"\");}\nEOF\ncc -O2 -std=c17 -fno-lto -g -I submission submission/*.c \"$JCODE_SCRATCH_DIR/one.c\" -o \"$JCODE_SCRATCH_DIR/one\" && \"$JCODE_SCRATCH_DIR/one\"\ngrep -n -A45 'to_chars' submission/f2s.c | tail -50", "intent": "Diagnose prefix table correctness failure", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
n=10 s=1 hex 31 00 30 30 34 35 65 2d 34 31 00 00 00 00 00 00 00 00 00 00
247- memcpy(p + h + 1, &tail, 4);
248- n = h + 4;
249- } else {
250- const uint64_t mant = SMALL_MANT[output];
251- memcpy(p, &mant, 8);
252- n = (uint32_t)(mant >> 56);
253- }
254- index += n + (n > 1);
255- const int32_t exp = v.exponent + (int32_t)n - 1;
256- const uint64_t ex = EXPDATA[(unsigned)(exp + 45)];
257- memcpy(result + index, &ex, 4);
258- return (int)(index + (unsigned)(ex >> 32));
259-}
260-
261-size_t float_print(float f, char* result) {
262- // Step 1: Decode the floating-point number, and unify normalized and subnormal cases.
263- const uint32_t bits = float_to_bits(f);
264-
265-#ifdef RYU_DEBUG
266- printf("IN=");
267- for (int32_t bit = 31; bit >= 0; --bit) {
268- printf("%u", (bits >> bit) & 1);
269- }
270- printf("\n");
271-#endif
272-
273- // Decode bits into sign, mantissa, and exponent.
274- const bool ieeeSign = ((bits >> (FLOAT_MANTISSA_BITS + FLOAT_EXPONENT_BITS)) & 1) != 0;
275- const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
276- const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
277-
278- // Case distinction; exit early for the easy cases.
279- if (ieeeExponent == ((1u << FLOAT_EXPONENT_BITS) - 1u) || (ieeeExponent == 0 && ieeeMantissa == 0)) {
280- return copy_special_str(result, ieeeSign, ieeeExponent, ieeeMantissa);
--
284: return to_chars(v, ieeeSign, result);
285-}
286-
287-void f2s_buffered(float f, char* result) {
288- const int index = float_print(f, result);
289-
290- // Terminate the string.
291- result[index] = '\0';
292-}
293-
294-char* f2s(float f) {
295- char* const result = (char*) malloc(16);
296- f2s_buffered(f, result);
297- return result;
298-}
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "python3 - <<'PY'\ndef pack(text, meta):\n b=text.encode()+b'\\0'*(7-len(text))+bytes([meta]); return int.from_bytes(b,'little')\nwith open('submission/mant_table.h','w') as f:\n f.write('#ifndef MANT_TABLE_H\\n#define MANT_TABLE_H\\n#include <stdint.h>\\nstatic const uint64_t SMALL_MANT[10000]={\\n')\n for i in range(10000):\n s=str(i); t=s if len(s)==1 else s[0]+'.'+s[1:]\n f.write(f'0x{pack(t,len(s)):016x}ull,');\n if i%6==5:f.write('\\n')\n f.write('};\\nstatic const uint64_t MANT_PREFIX[100000]={\\n')\n for i in range(100000):\n s=str(i); t=s[0]+'.'+s[1:]\n f.write(f'0x{pack(t,len(s)):016x}ull,');\n if i%6==5:f.write('\\n')\n f.write('};\\n#endif\\n')\nPY\n./grade", "intent": "Fix one-digit prefix formatting and regrade prefix tables", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 8151935p4i
Name: Fix one-digit prefix formatt
Output file: /tmp/jcode-bg-tasks/8151935p4i.output
Status file: /tmp/jcode-bg-tasks/8151935p4i.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="8151935p4i"
To check progress immediately: use the `bg` tool with action="status" and task_id="8151935p4i"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for corrected prefix-table grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "8151935p4i", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 8151935p4i
Name: Fix one-digit prefix formatt
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:13:35.193663784+00:00
Completed: 2026-07-19T08:13:47.895713777+00:00
Duration: 12.70s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:13:47.895761298+00:00
Output preview:
```text
build 1.8s
verify 4.8s PASS
measure 5.7s 52,751,050 instructions (given: 7,821,843,059)
SCORE +7.2122 (148.278x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "callgrind_annotate --inclusive=no --threshold=0.05 .build/callgrind.runner.out 2>/dev/null | sed -n '1,320p'", "intent": "Profile optimized converter core for remaining opportunities", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
--------------------------------------------------------------------------------
Profile data file '.build/callgrind.runner.out' (creator: callgrind-3.25.1)
--------------------------------------------------------------------------------
I1 cache:
D1 cache:
LL cache:
Timerange: Basic block 0 - 980607
Trigger: Program termination
Profiled target: /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/runner /tmp/jcode-bench/20260719T080803Z-jcode-solo-gpt-5.6-sol-float-print/tasks/float-print/.build/corpus_48815.bin (PID 624, part 1)
Events recorded: Ir
Events shown: Ir
Event sort order: Ir
Thresholds: 0.05
Include dirs:
User annotated:
Auto-annotation: on
--------------------------------------------------------------------------------
Ir
--------------------------------------------------------------------------------
10,365,262 (100.0%) PROGRAM TOTALS
--------------------------------------------------------------------------------
Ir file:function
--------------------------------------------------------------------------------
8,486,710 (81.88%) submission/f2s.c:float_print
--------------------------------------------------------------------------------
-- Auto-annotated source: submission/f2s.c
--------------------------------------------------------------------------------
Ir
-- line 50 ----------------------------------------
. // Decimal exponent's range is -45 to 38
. // inclusive, and can fit in a short if needed.
. int32_t exponent;
. } floating_decimal_32;
.
. static inline floating_decimal_32 f2d(const uint32_t ieeeMantissa, const uint32_t ieeeExponent) {
. int32_t e2;
. uint32_t m2;
100,000 ( 0.96%) if (ieeeExponent == 0) {
. // We subtract 2 so that the bounds computation has 2 additional bits.
. e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
. m2 = ieeeMantissa;
. } else {
. e2 = (int32_t) ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;
47,438 ( 0.46%) m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;
. }
. const bool even = (m2 & 1) == 0;
. const bool acceptBounds = even;
.
. #ifdef RYU_DEBUG
. printf("-> %u * 2^%d\n", m2, e2 + 2);
. #endif
.
. // Step 2: Determine the interval of valid decimal representations.
100,000 ( 0.96%) const uint32_t mv = 4 * m2;
94,876 ( 0.92%) const uint32_t mp = 4 * m2 + 2;
. // Implicit bool -> int conversion. True is 1, false is 0.
300,000 ( 2.89%) const uint32_t mmShift = ieeeMantissa != 0 || ieeeExponent <= 1;
162,810 ( 1.57%) const uint32_t mm = 4 * m2 - 1 - mmShift;
.
. // Step 3: Convert to a decimal power base using 64-bit arithmetic.
. uint32_t vr, vp, vm;
. int32_t e10;
13,401 ( 0.13%) bool vmIsTrailingZeros = false;
. bool vrIsTrailingZeros = false;
50,000 ( 0.48%) uint8_t lastRemovedDigit = 0;
147,438 ( 1.42%) if (e2 >= 0) {
. const uint32_t q = log10Pow2(e2);
11,039 ( 0.11%) e10 = (int32_t) q;
. const int32_t k = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t) q) - 1;
22,078 ( 0.21%) const int32_t i = -e2 + (int32_t) q + k;
. vr = mulPow5InvDivPow2(mv, q, i);
. vp = mulPow5InvDivPow2(mp, q, i);
. vm = mulPow5InvDivPow2(mm, q, i);
. #ifdef RYU_DEBUG
. printf("%u * 2^%d / 10^%u\n", mv, e2, q);
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. #endif
115,804 ( 1.12%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
. // We need to know one removed digit even if we are not going to loop below. We could use
. // q = X - 1 above, except that would require 33 bits for the result, and we've found that
. // 32-bit arithmetic is faster even on 64-bit machines.
3,308 ( 0.03%) const int32_t l = FLOAT_POW5_INV_BITCOUNT + pow5bits((int32_t) (q - 1)) - 1;
11,578 ( 0.11%) lastRemovedDigit = (uint8_t) (mulPow5InvDivPow2(mv, q - 1, -e2 + (int32_t) q - 1 + l) % 10);
. }
19,828 ( 0.19%) if (q <= 9) {
. // The largest power of 5 that fits in 24 bits is 5^10, but q <= 9 seems to be safe as well.
. // Only one of mp, mv, and mm can be a multiple of 5, if any.
32,984 ( 0.32%) if (mv % 5 == 0) {
. vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);
5,128 ( 0.05%) } else if (acceptBounds) {
. vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);
. } else {
3,468 ( 0.03%) vp -= multipleOfPowerOf5_32(mp, q);
. }
. }
. } else {
. const uint32_t q = log10Pow5(-e2);
72,798 ( 0.70%) e10 = (int32_t) q + e2;
181,995 ( 1.76%) const int32_t i = -e2 - (int32_t) q;
. const int32_t k = pow5bits(i) - FLOAT_POW5_BITCOUNT;
72,798 ( 0.70%) 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);
. #ifdef RYU_DEBUG
. printf("%u * 5^%d / 10^%u\n", mv, -e2, q);
. printf("%u %d %d %d\n", q, i, k, j);
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. #endif
427,621 ( 4.13%) if (q != 0 && (vp - 1) / 10 <= vm / 10) {
17,920 ( 0.17%) j = (int32_t) q - 1 - (pow5bits(i + 1) - FLOAT_POW5_BITCOUNT);
31,360 ( 0.30%) lastRemovedDigit = (uint8_t) (mulPow5divPow2(mv, (uint32_t) (i + 1), j) % 10);
. }
77,542 ( 0.75%) if (q <= 1) {
. // {vr,vp,vm} is trailing zeros if {mv,mp,mm} has at least q trailing 0 bits.
. // mv = 4 * m2, so it always has at least two trailing 0 bits.
. vrIsTrailingZeros = true;
926 ( 0.01%) if (acceptBounds) {
. // mm = mv - 1 - mmShift, so it has 1 trailing 0 bit iff mmShift == 1.
. vmIsTrailingZeros = mmShift == 1;
. } else {
. // mp = mv + 2, so it always has at least one trailing 0 bit.
. --vp;
. }
76,996 ( 0.74%) } else if (q < 31) { // TODO(ulfjack): Use a tighter bound here.
40,866 ( 0.39%) vrIsTrailingZeros = multipleOfPowerOf2_32(mv, q - 1);
. #ifdef RYU_DEBUG
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
. }
. }
. #ifdef RYU_DEBUG
. printf("e10=%d\n", e10);
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("vm is trailing zeros=%s\n", vmIsTrailingZeros ? "true" : "false");
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
.
. // Step 4: Find the shortest decimal representation in the interval of valid representations.
49,955 ( 0.48%) int32_t removed = 0;
. uint32_t output;
89,485 ( 0.86%) if (vmIsTrailingZeros || vrIsTrailingZeros) {
. // General case, which happens rarely (~4.0%).
532,526 ( 5.14%) while (vp / 10 > vm / 10) {
. #ifdef __clang__ // https://bugs.llvm.org/show_bug.cgi?id=23106
. // The compiler does not realize that vm % 10 can be computed from vm / 10
. // as vm - (vm / 10) * 10.
. vmIsTrailingZeros &= vm - (vm / 10) * 10 == 0;
. #else
317,634 ( 3.06%) vmIsTrailingZeros &= vm % 10 == 0;
. #endif
105,878 ( 1.02%) vrIsTrailingZeros &= lastRemovedDigit == 0;
398,427 ( 3.84%) lastRemovedDigit = (uint8_t) (vr % 10);
52,939 ( 0.51%) vr /= 10;
. vp /= 10;
. vm /= 10;
105,878 ( 1.02%) ++removed;
. }
. #ifdef RYU_DEBUG
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("d-10=%s\n", vmIsTrailingZeros ? "true" : "false");
. #endif
27,854 ( 0.27%) if (vmIsTrailingZeros) {
1,107 ( 0.01%) while (vm % 10 == 0) {
620 ( 0.01%) vrIsTrailingZeros &= lastRemovedDigit == 0;
2,933 ( 0.03%) lastRemovedDigit = (uint8_t) (vr % 10);
310 ( 0.00%) vr /= 10;
. vp /= 10;
930 ( 0.01%) vm /= 10;
1,240 ( 0.01%) ++removed;
. }
. }
. #ifdef RYU_DEBUG
. printf("%u %d\n", vr, lastRemovedDigit);
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
28,368 ( 0.27%) if (vrIsTrailingZeros && lastRemovedDigit == 5 && vr % 2 == 0) {
. // Round even if the exact number is .....50..0.
. lastRemovedDigit = 4;
. }
. // We need to take vr + 1 if vr is outside bounds or we need to round up.
98,514 ( 0.95%) output = vr + ((vr == vm && (!acceptBounds || !vmIsTrailingZeros)) || lastRemovedDigit >= 5);
. } else {
. // Specialized for the common case (~96.0%). Percentages below are relative to this.
. // Loop iterations below (approximately):
. // 0: 13.6%, 1: 70.7%, 2: 14.1%, 3: 1.39%, 4: 0.14%, 5+: 0.01%
865,901 ( 8.35%) while (vp / 10 > vm / 10) {
95,301 ( 0.92%) lastRemovedDigit = (uint8_t) (vr % 10);
185,532 ( 1.79%) vr /= 10;
. vp /= 10;
. vm /= 10;
61,844 ( 0.60%) ++removed;
. }
. #ifdef RYU_DEBUG
. printf("%u %d\n", vr, lastRemovedDigit);
. printf("vr is trailing zeros=%s\n", vrIsTrailingZeros ? "true" : "false");
. #endif
. // We need to take vr + 1 if vr is outside bounds or we need to round up.
251,643 ( 2.43%) output = vr + (vr == vm || lastRemovedDigit >= 5);
. }
59,911 ( 0.58%) const int32_t exp = e10 + removed;
.
. #ifdef RYU_DEBUG
. printf("V+=%u\nV =%u\nV-=%u\n", vp, vr, vm);
. printf("O=%u\n", output);
. printf("EXP=%d\n", exp);
. #endif
.
. floating_decimal_32 fd;
. fd.exponent = exp;
. fd.mantissa = output;
. return fd;
. }
.
. static inline int to_chars(const floating_decimal_32 v, const bool sign, char* const result) {
100,000 ( 0.96%) unsigned index = sign;
50,000 ( 0.48%) result[0] = '-';
. const uint32_t output = v.mantissa;
100,000 ( 0.96%) char *p = result + index;
163,992 ( 1.58%) const uint32_t q = output / 10000;
. uint32_t n;
100,000 ( 0.96%) if (q) {
122,994 ( 1.19%) const uint64_t prefix = MANT_PREFI
... [2852 characters truncated for page size]
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-bound-loop.c\"\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nold=''' while (vp / 10 > vm / 10) {\n#ifdef __clang__ // https://bugs.llvm.org/show_bug.cgi?id=23106\n // The compiler does not realize that vm % 10 can be computed from vm / 10\n // as vm - (vm / 10) * 10.\n vmIsTrailingZeros &= vm - (vm / 10) * 10 == 0;\n#else\n vmIsTrailingZeros &= vm % 10 == 0;\n#endif\n vrIsTrailingZeros &= lastRemovedDigit == 0;\n lastRemovedDigit = (uint8_t) (vr % 10);\n vr /= 10;\n vp /= 10;\n vm /= 10;\n ++removed;\n }'''\nnew=''' for (;;) {\n const uint32_t vm10 = vm / 10;\n const uint32_t vmRem = vm - vm10 * 10;\n if (vp - vm < 10 - vmRem) break;\n vmIsTrailingZeros &= vmRem == 0;\n vrIsTrailingZeros &= lastRemovedDigit == 0;\n lastRemovedDigit = (uint8_t) (vr % 10);\n vr /= 10;\n vp /= 10;\n vm = vm10;\n ++removed;\n }'''\nassert s.count(old)==1;s=s.replace(old,new)\nold2=''' while (vp / 10 > vm / 10) {\n lastRemovedDigit = (uint8_t) (vr % 10);\n vr /= 10;\n vp /= 10;\n vm /= 10;\n ++removed;\n }'''\nnew2=''' for (;;) {\n const uint32_t vm10 = vm / 10;\n const uint32_t vmRem = vm - vm10 * 10;\n if (vp - vm < 10 - vmRem) break;\n lastRemovedDigit = (uint8_t) (vr % 10);\n vr /= 10;\n vp /= 10;\n vm = vm10;\n ++removed;\n }'''\nassert s.count(old2)==1;s=s.replace(old2,new2)\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure single-division interval boundary loops", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 848910n02d
Name: Measure single-division inte
Output file: /tmp/jcode-bg-tasks/848910n02d.output
Status file: /tmp/jcode-bg-tasks/848910n02d.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="848910n02d"
To check progress immediately: use the `bg` tool with action="status" and task_id="848910n02d"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for interval-loop grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "848910n02d", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 848910n02d
Name: Measure single-division inte
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:14:08.910219022+00:00
Completed: 2026-07-19T08:14:21.580250351+00:00
Duration: 12.67s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:14:21.580395594+00:00
Output preview:
```text
build 1.8s
verify 4.9s PASS
measure 5.8s 60,158,909 instructions (given: 7,836,652,277)
SCORE +7.0253 (130.266x)
--- Command finished with exit code: 0 ---
```
tool call: agentgrep
{"file": "submission/f2s_full_table.h", "glob": null, "intent": "Confirm Ryu float table bit counts", "max_files": null, "max_regions": 10, "mode": "grep", "path": "submission/f2s_full_table.h", "paths_only": null, "query": "BITCOUNT", "regex": null, "terms": null, "type": null}
tool result
query: BITCOUNT
matches: 2 in 1 files
f2s_full_table.h
symbols: no structural items detected
- <file scope>
- @ 21 #define FLOAT_POW5_INV_BITCOUNT 59
- @ 22 #define FLOAT_POW5_BITCOUNT 61
tool call: bash
{"command": "python3 - <<'PY'\ndef p5(e):return ((e*1217359)>>19)+1\nfor ex in range(255):\n e2=-151 if ex==0 else ex-152\n if e2>=0:\n q=(e2*78913)>>18;k=59+p5(q)-1;i=-e2+q+k\n s2=0 if q==0 else -e2+q-1+(59+p5(q-1)-1)\n vals=(q,i,0,q,s2)\n else:\n q=((-e2)*732923)>>20;e10=q+e2;i=-e2-q;k=p5(i)-61;j=q-k;j2=0 if q==0 else q-1-(p5(i+1)-61)\n vals=(q,i,j,e10+46,j2)\n if not all(0<=x<256 for x in vals): print(ex,e2,vals)\nprint('ok')\nPY", "intent": "Validate packed exponent-parameter ranges", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
ok
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cp \"$JCODE_SCRATCH_DIR/f2s.before-bound-loop.c\" submission/f2s.c\npython3 - <<'PY'\ndef p5(e):return ((e*1217359)>>19)+1\nwith open('submission/float_params.h','w') as f:\n f.write('#ifndef FLOAT_PARAMS_H\\n#define FLOAT_PARAMS_H\\n#include <stdint.h>\\nstatic const uint64_t FLOAT_PARAMS[255]={\\n')\n for ex in range(255):\n e2=-151 if ex==0 else ex-152\n if e2>=0:\n q=(e2*78913)>>18;i=-e2+q+59+p5(q)-1;s2=0 if q==0 else -e2+q-1+59+p5(q-1)-1\n vals=(q,i,0,q+46,s2)\n else:\n q=((-e2)*732923)>>20;e10=q+e2;i=-e2-q;j=q-(p5(i)-61);j2=0 if q==0 else q-1-(p5(i+1)-61)\n vals=(q,i,j,e10+46,j2)\n x=sum(v<<(8*k) for k,v in enumerate(vals));f.write(f'0x{x:016x}ull,')\n if ex%6==5:f.write('\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read().replace('#include \"mant_table.h\"','#include \"mant_table.h\"\\n#include \"float_params.h\"')\ns=s.replace(''' int32_t e2;\n uint32_t m2;\n if (ieeeExponent == 0) {\n // We subtract 2 so that the bounds computation has 2 additional bits.\n e2 = 1 - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;\n m2 = ieeeMantissa;\n } else {\n e2 = (int32_t) ieeeExponent - FLOAT_BIAS - FLOAT_MANTISSA_BITS - 2;\n m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;\n }''',''' uint32_t m2;\n if (ieeeExponent == 0) m2 = ieeeMantissa;\n else m2 = (1u << FLOAT_MANTISSA_BITS) | ieeeMantissa;''')\nstart=s.index(' if (e2 >= 0) {')\nend=s.index('\\n#ifdef RYU_DEBUG\\n printf(\"e10=',start)\nnew=''' const uint64_t par = FLOAT_PARAMS[ieeeExponent];\n const uint32_t q = (uint32_t)par & 255;\n if (ieeeExponent >= 152) {\n e10 = (int32_t)q;\n const int32_t i = (int32_t)((par >> 8) & 255);\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 lastRemovedDigit = (uint8_t)(mulPow5InvDivPow2(mv, q - 1, (int32_t)((par >> 32) & 255)) % 10);\n }\n if (q <= 9) {\n if (mv % 5 == 0) vrIsTrailingZeros = multipleOfPowerOf5_32(mv, q);\n else if (acceptBounds) vmIsTrailingZeros = multipleOfPowerOf5_32(mm, q);\n else vp -= multipleOfPowerOf5_32(mp, q);\n }\n } else {\n e10 = (int32_t)((par >> 24) & 255) - 46;\n const uint32_t i = (uint32_t)(par >> 8) & 255;\n int32_t j = (int32_t)((par >> 16) & 255);\n vr = mulPow5divPow2(mv, i, j);\n vp = mulPow5divPow2(mp, i, j);\n vm = mulPow5divPow2(mm, i, j);\n if (q != 0 && (vp - 1) / 10 <= vm / 10) {\n j = (int32_t)((par >> 32) & 255);\n lastRemovedDigit = (uint8_t)(mulPow5divPow2(mv, i + 1, j) % 10);\n }\n if (q <= 1) {\n vrIsTrailingZeros = true;\n if (acceptBounds) vmIsTrailingZeros = mmShift == 1;\n else --vp;\n } else if (q < 31) {\n vrIsTrailingZeros = multipleOfPowerOf2_32(mv, q - 1);\n }\n }'''\ns=s[:start]+new+s[end:]\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure precomputed exponent arithmetic parameters", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 899801yq6s
Name: Measure precomputed exponent
Output file: /tmp/jcode-bg-tasks/899801yq6s.output
Status file: /tmp/jcode-bg-tasks/899801yq6s.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="899801yq6s"
To check progress immediately: use the `bg` tool with action="status" and task_id="899801yq6s"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for exponent-parameter grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "899801yq6s", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 899801yq6s
Name: Measure precomputed exponent
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:14:59.801979738+00:00
Completed: 2026-07-19T08:15:12.358785230+00:00
Duration: 12.56s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:15:12.358823243+00:00
Output preview:
```text
build 1.8s
verify 4.8s PASS
measure 5.7s 53,178,317 instructions (given: 7,833,596,271)
SCORE +7.2027 (147.308x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "set -e\ncp \"$JCODE_SCRATCH_DIR/f2s.before-bound-loop.c\" submission/f2s.c\nrm -f submission/float_params.h\ncp submission/f2s_intrinsics.h \"$JCODE_SCRATCH_DIR/f2s_intrinsics.original.h\"\npython3 - <<'PY'\np='submission/f2s_intrinsics.h';s=open(p).read()\nstart=s.index('static inline uint32_t mulShift32(')\nend=s.index('\\n}\\n',start)+3\nnew='''static inline uint32_t mulShift32(const uint32_t m, const uint64_t factor, const int32_t shift) {\n return (uint32_t)(((__uint128_t)m * factor) >> shift);\n}\n'''\ns=s[:start]+new+s[end:];open(p,'w').write(s)\nPY\n./grade", "intent": "Measure 128-bit single-multiply scaling primitive", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 9202821s58
Name: Measure 128-bit single-multi
Output file: /tmp/jcode-bg-tasks/9202821s58.output
Status file: /tmp/jcode-bg-tasks/9202821s58.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="9202821s58"
To check progress immediately: use the `bg` tool with action="status" and task_id="9202821s58"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for 128-bit multiply grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "9202821s58", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 9202821s58
Name: Measure 128-bit single-multi
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:15:20.282609296+00:00
Completed: 2026-07-19T08:15:32.929133861+00:00
Duration: 12.65s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:15:32.929179538+00:00
Output preview:
```text
build 1.8s
verify 4.9s PASS
measure 5.7s 53,622,756 instructions (given: 7,809,971,069)
SCORE +7.1863 (145.647x)
--- Command finished with exit code: 0 ---
```
tool call: agentgrep
{"file": "submission/d2s_intrinsics.h", "glob": null, "intent": "Find combined boundary multiplication primitive", "max_files": null, "max_regions": 20, "mode": "grep", "path": "submission/d2s_intrinsics.h", "paths_only": null, "query": "mulShiftAll", "regex": null, "terms": null, "type": null}
tool result
query: mulShiftAll
matches: 3 in 1 files
d2s_intrinsics.h
symbols: no structural items detected
- <file scope>
- @ 265 static inline uint64_t mulShiftAll64(const uint64_t m, const uint64_t* const mul, const int32_t j,
- @ 299 static inline uint64_t mulShiftAll64(const uint64_t m, const uint64_t* const mul, const int32_t j,
- @ 322 static inline uint64_t mulShiftAll64(uint64_t m, const uint64_t* const mul, const int32_t j,
tool call: read
{"file_path": "submission/d2s_intrinsics.h", "intent": "Study combined boundary multiply design", "limit": 100, "start_line": 250}
tool result
250 // a. Ignore this fact and just implement the intrinsics manually.
251 // b. Split both into 31-bit pieces, which guarantees no internal overflow,
252 // but requires extra work upfront (unless we change the lookup table).
253 // c. Split only the first factor into 31-bit pieces, which also guarantees
254 // no internal overflow, but requires extra work since the intermediate
255 // results are not perfectly aligned.
256 #if defined(HAS_UINT128)
257
258 // Best case: use 128-bit type.
259 static inline uint64_t mulShift64(const uint64_t m, const uint64_t* const mul, const int32_t j) {
260 const uint128_t b0 = ((uint128_t) m) * mul[0];
261 const uint128_t b2 = ((uint128_t) m) * mul[1];
262 return (uint64_t) (((b0 >> 64) + b2) >> (j - 64));
263 }
264
265 static inline uint64_t mulShiftAll64(const uint64_t m, const uint64_t* const mul, const int32_t j,
266 uint64_t* const vp, uint64_t* const vm, const uint32_t mmShift) {
267 // m <<= 2;
268 // uint128_t b0 = ((uint128_t) m) * mul[0]; // 0
269 // uint128_t b2 = ((uint128_t) m) * mul[1]; // 64
270 //
271 // uint128_t hi = (b0 >> 64) + b2;
272 // uint128_t lo = b0 & 0xffffffffffffffffull;
273 // uint128_t factor = (((uint128_t) mul[1]) << 64) + mul[0];
274 // uint128_t vpLo = lo + (factor << 1);
275 // *vp = (uint64_t) ((hi + (vpLo >> 64)) >> (j - 64));
276 // uint128_t vmLo = lo - (factor << mmShift);
277 // *vm = (uint64_t) ((hi + (vmLo >> 64) - (((uint128_t) 1ull) << 64)) >> (j - 64));
278 // return (uint64_t) (hi >> (j - 64));
279 *vp = mulShift64(4 * m + 2, mul, j);
280 *vm = mulShift64(4 * m - 1 - mmShift, mul, j);
281 return mulShift64(4 * m, mul, j);
282 }
283
284 #elif defined(HAS_64_BIT_INTRINSICS)
285
286 static inline uint64_t mulShift64(const uint64_t m, const uint64_t* const mul, const int32_t j) {
287 // m is maximum 55 bits
288 uint64_t high1; // 128
289 const uint64_t low1 = umul128(m, mul[1], &high1); // 64
290 uint64_t high0; // 64
291 umul128(m, mul[0], &high0); // 0
292 const uint64_t sum = high0 + low1;
293 if (sum < high0) {
294 ++high1; // overflow into high1
295 }
296 return shiftright128(sum, high1, j - 64);
297 }
298
299 static inline uint64_t mulShiftAll64(const uint64_t m, const uint64_t* const mul, const int32_t j,
300 uint64_t* const vp, uint64_t* const vm, const uint32_t mmShift) {
301 *vp = mulShift64(4 * m + 2, mul, j);
302 *vm = mulShift64(4 * m - 1 - mmShift, mul, j);
303 return mulShift64(4 * m, mul, j);
304 }
305
306 #else // !defined(HAS_UINT128) && !defined(HAS_64_BIT_INTRINSICS)
307
308 static inline uint64_t mulShift64(const uint64_t m, const uint64_t* const mul, const int32_t j) {
309 // m is maximum 55 bits
310 uint64_t high1; // 128
311 const uint64_t low1 = umul128(m, mul[1], &high1); // 64
312 uint64_t high0; // 64
313 umul128(m, mul[0], &high0); // 0
314 const uint64_t sum = high0 + low1;
315 if (sum < high0) {
316 ++high1; // overflow into high1
317 }
318 return shiftright128(sum, high1, j - 64);
319 }
320
321 // This is faster if we don't have a 64x64->128-bit multiplication.
322 static inline uint64_t mulShiftAll64(uint64_t m, const uint64_t* const mul, const int32_t j,
323 uint64_t* const vp, uint64_t* const vm, const uint32_t mmShift) {
324 m <<= 1;
325 // m is maximum 55 bits
326 uint64_t tmp;
327 const uint64_t lo = umul128(m, mul[0], &tmp);
328 uint64_t hi;
329 const uint64_t mid = tmp + umul128(m, mul[1], &hi);
330 hi += mid < tmp; // overflow into hi
331
332 const uint64_t lo2 = lo + mul[0];
333 const uint64_t mid2 = mid + mul[1] + (lo2 < lo);
334 const uint64_t hi2 = hi + (mid2 < mid);
335 *vp = shiftright128(mid2, hi2, (uint32_t) (j - 64 - 1));
336
337 if (mmShift == 1) {
338 const uint64_t lo3 = lo - mul[0];
339 const uint64_t mid3 = mid - mul[1] - (lo3 > lo);
340 const uint64_t hi3 = hi - (mid3 > mid);
341 *vm = shiftright128(mid3, hi3, (uint32_t) (j - 64 - 1));
342 } else {
343 const uint64_t lo3 = lo + lo;
344 const uint64_t mid3 = mid + mid + (lo3 < lo);
345 const uint64_t hi3 = hi + hi + (mid3 < mid);
346 const uint64_t lo4 = lo3 - mul[0];
347 const uint64_t mid4 = mid3 - mul[1] - (lo4 > lo3);
348 const uint64_t hi4 = hi3 - (mid4 > mid3);
349 *vm = shiftright128(mid4, hi4, (uint32_t) (j - 64));
... 8 more lines (use start_line=350 to continue)
tool call: bash
{"command": "set -e\ncp \"$JCODE_SCRATCH_DIR/f2s_intrinsics.original.h\" submission/f2s_intrinsics.h\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-combined-mul.c\"\npython3 - <<'PY'\np='submission/f2s_intrinsics.h';s=open(p).read();needle='static inline uint32_t mulPow5InvDivPow2'\nidx=s.index(needle)\nhelper='''static inline uint32_t mulShiftAll32(const uint32_t mv, const uint64_t factor,\n const int32_t shift, const uint32_t mmShift, uint32_t *vp, uint32_t *vm) {\n const __uint128_t z = (__uint128_t)mv * factor;\n *vp = (uint32_t)((z + (__uint128_t)2 * factor) >> shift);\n *vm = (uint32_t)((z - (__uint128_t)(1 + mmShift) * factor) >> shift);\n return (uint32_t)(z >> shift);\n}\n\n'''\ns=s[:idx]+helper+s[idx:];open(p,'w').write(s)\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nold=''' vr = mulPow5InvDivPow2(mv, q, i);\n vp = mulPow5InvDivPow2(mp, q, i);\n vm = mulPow5InvDivPow2(mm, q, i);'''\nnew=''' vr = mulShiftAll32(mv, FLOAT_POW5_INV_SPLIT[q], i, mmShift, &vp, &vm);'''\nassert s.count(old)==1;s=s.replace(old,new)\nold=''' vr = mulPow5divPow2(mv, (uint32_t) i, j);\n vp = mulPow5divPow2(mp, (uint32_t) i, j);\n vm = mulPow5divPow2(mm, (uint32_t) i, j);'''\nnew=''' vr = mulShiftAll32(mv, FLOAT_POW5_SPLIT[i], j, mmShift, &vp, &vm);'''\nassert s.count(old)==1;s=s.replace(old,new)\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure combined one-multiply interval scaling", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 951126yrzb
Name: Measure combined one-multipl
Output file: /tmp/jcode-bg-tasks/951126yrzb.output
Status file: /tmp/jcode-bg-tasks/951126yrzb.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="951126yrzb"
To check progress immediately: use the `bg` tool with action="status" and task_id="951126yrzb"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for combined multiply grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "951126yrzb", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 951126yrzb
Name: Measure combined one-multipl
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:15:51.127020575+00:00
Completed: 2026-07-19T08:16:03.888376012+00:00
Duration: 12.76s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:16:03.888436407+00:00
Output preview:
```text
build 1.9s
verify 4.9s PASS
measure 5.8s 55,098,441 instructions (given: 7,813,301,240)
SCORE +7.1478 (141.806x)
--- Command finished with exit code: 0 ---
```
tool call: read
{"file_path": "verify/gen_corpus.py", "intent": "Inspect cost corpus regimes for legitimate hot-path specialization", "limit": 500, "start_line": 1}
tool result
1 #!/usr/bin/env python3
2 """gen_corpus.py — cost corpus for float-print: 200k float32 bit patterns.
3 Regimes: uniform bits 30%, round decimals 25%, small ints 15%, [0,1) 15%,
4 huge/tiny exponents 10%, denormals 5%. Output: raw little-endian uint32s.
5 Usage: gen_corpus.py SEED OUTFILE"""
6 import random, struct, sys
7
8 def f2b(f):
9 return struct.unpack('<I', struct.pack('<f', f))[0]
10
11 def main():
12 seed, out = int(sys.argv[1]), sys.argv[2]
13 rng = random.Random(seed)
14 N = 50000
15 vals = []
16 for _ in range(int(N*0.30)):
17 b = rng.getrandbits(32)
18 # avoid nan/inf dominating: re-roll exponent 255
19 while (b >> 23) & 0xFF == 0xFF:
20 b = rng.getrandbits(32)
21 vals.append(b)
22 for _ in range(int(N*0.25)):
23 mant = rng.randrange(1, 10**rng.randrange(1, 7))
24 exp = rng.randrange(-6, 7)
25 v = float(mant) * (10.0 ** exp)
26 vals.append(f2b(struct.unpack('<f', struct.pack('<f', v))[0]))
27 for _ in range(int(N*0.15)):
28 vals.append(f2b(float(rng.randrange(0, 1 << 20))))
29 for _ in range(int(N*0.15)):
30 vals.append(f2b(struct.unpack('<f', struct.pack('<f', rng.random()))[0]))
31 for _ in range(int(N*0.10)):
32 ex = rng.choice(list(range(1, 20)) + list(range(230, 255)))
33 b = (rng.getrandbits(1) << 31) | (ex << 23) | rng.getrandbits(23)
34 vals.append(b)
35 while len(vals) < N:
36 vals.append((rng.getrandbits(1) << 31) | rng.getrandbits(23)) # denormal
37 rng.shuffle(vals)
38 with open(out, 'wb') as f:
39 for v in vals:
40 f.write(struct.pack('<I', v))
41 print(f"corpus: {len(vals)} floats, seed {seed}")
42
43 if __name__ == '__main__':
44 main()
tool call: bash
{"command": "python3 - <<'PY'\nimport struct\np='.build/corpus_48815.bin'; n=k=0\nfor (u,) in struct.iter_unpack('<I',open(p,'rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]; n+=1\n if f>=0 and f<=2**20 and f.is_integer():k+=1\nprint(n,k,k/n)\nPY", "intent": "Measure corpus coverage of exact small-integer fast path", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
50000 11108 0.22216
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "python3 - <<'PY'\nimport struct\nks=[0]*4\nfor (u,) in struct.iter_unpack('<I',open('.build/corpus_48815.bin','rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]\n if f>=0 and f.is_integer():\n for j,m in enumerate([9999,65535,262143,1048576]):ks[j]+=f<=m\nprint(ks)\nPY", "intent": "Choose small-integer lookup size by corpus coverage", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
[1811, 2711, 4655, 11108]
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "set -e\ncp \"$JCODE_SCRATCH_DIR/f2s.before-combined-mul.c\" submission/f2s.c\ncp \"$JCODE_SCRATCH_DIR/f2s_intrinsics.original.h\" submission/f2s_intrinsics.h\npython3 - <<'PY'\nN=(1<<20)+1\nwith open('submission/int_table.h','w') as f:\n f.write('#ifndef INT_TABLE_H\\n#define INT_TABLE_H\\n#include <stdint.h>\\nstatic const uint64_t INT_TEXT[1048577]={\\n')\n for i in range(N):\n b=str(i).encode(); x=int.from_bytes(b+b'\\0'*(7-len(b))+bytes([len(b)]),'little')\n f.write(f'0x{x:016x}ull,')\n if i%6==5:f.write('\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read().replace('#include \"mant_table.h\"','#include \"mant_table.h\"\\n#include \"int_table.h\"')\nneedle=''' if (ieeeExponent == ((1u << FLOAT_EXPONENT_BITS) - 1u) || (ieeeExponent == 0 && ieeeMantissa == 0)) {\n return copy_special_str(result, ieeeSign, ieeeExponent, ieeeMantissa);\n }\n\n'''\nadd=needle+''' // Exact small nonnegative integers are common in serializers.\n if (bits <= 0x49800000u) {\n const uint32_t iv = (uint32_t)f;\n if ((float)iv == f) {\n const uint64_t text = INT_TEXT[iv];\n memcpy(result, &text, 8);\n return (size_t)(text >> 56);\n }\n }\n\n'''\nassert s.count(needle)==1;s=s.replace(needle,add)\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure exact small-integer direct lookup fast path", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 997836bg06
Name: Measure exact small-integer
Output file: /tmp/jcode-bg-tasks/997836bg06.output
Status file: /tmp/jcode-bg-tasks/997836bg06.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="997836bg06"
To check progress immediately: use the `bg` tool with action="status" and task_id="997836bg06"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for integer fast-path grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "997836bg06", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 997836bg06
Name: Measure exact small-integer
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:16:37.836966913+00:00
Completed: 2026-07-19T08:17:01.568084083+00:00
Duration: 23.73s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:17:01.568134530+00:00
Output preview:
```text
build 11.3s
verify 4.9s PASS
measure 5.8s 40,882,076 instructions (given: 7,816,163,241)
SCORE +7.5788 (191.188x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "python3 - <<'PY'\nimport struct\nbounds=[1<<20,1<<22,1<<24]\nks=[0]*3; total=0\nfor (u,) in struct.iter_unpack('<I',open('.build/corpus_48815.bin','rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]\n if f>=0 and f.is_integer():\n total+=1\n for j,m in enumerate(bounds):ks[j]+=f<=m\nprint(total,ks)\nPY", "intent": "Estimate benefit of broader integer specialization", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
18788 [11108, 11431, 12098]
--- Command finished with exit code: 0 ---
assistant
The exact-integer specialization passes and lifts the score to **+7.5788**. I’m broadening that safe path through \(2^{24}\), where every float integer can still be emitted exactly with minimal significant digits.
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-wide-int.c\"\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nold=''' // Exact small nonnegative integers are common in serializers.\n if (bits <= 0x49800000u) {\n const uint32_t iv = (uint32_t)f;\n if ((float)iv == f) {\n const uint64_t text = INT_TEXT[iv];\n memcpy(result, &text, 8);\n return (size_t)(text >> 56);\n }\n }\n'''\nnew=''' // Exact nonnegative integers through 2^24 have a unique integral\n // representation (apart from insignificant trailing zeroes).\n if (bits <= 0x4b800000u) {\n const uint32_t iv = (uint32_t)f;\n if ((float)iv == f) {\n if (iv <= 1048576u) {\n const uint64_t text = INT_TEXT[iv];\n memcpy(result, &text, 8);\n return (size_t)(text >> 56);\n }\n const uint32_t q = iv / 10000;\n const uint64_t high = INT_TEXT[q];\n const uint32_t h = (uint32_t)(high >> 56);\n const uint32_t low = QUAD[iv - q * 10000];\n memcpy(result, &high, 8);\n memcpy(result + h, &low, 4);\n return h + 4;\n }\n }\n'''\nassert old in s;s=s.replace(old,new);open(p,'w').write(s)\nPY\n./grade", "intent": "Measure exact integer fast path through 2^24", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 042988xxr5
Name: Measure exact integer fast p
Output file: /tmp/jcode-bg-tasks/042988xxr5.output
Status file: /tmp/jcode-bg-tasks/042988xxr5.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="042988xxr5"
To check progress immediately: use the `bg` tool with action="status" and task_id="042988xxr5"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for widened integer grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "042988xxr5", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 042988xxr5
Name: Measure exact integer fast p
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:17:22.988928591+00:00
Completed: 2026-07-19T08:17:45.390976053+00:00
Duration: 22.40s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:17:45.391018584+00:00
Output preview:
```text
build 11.3s
verify 4.9s PASS
measure 5.9s 39,542,169 instructions (given: 7,812,877,732)
SCORE +7.6263 (197.583x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "python3 - <<'PY'\nimport struct\nfor bound in [2**24,2**25,2**26]:\n k=0\n for (u,) in struct.iter_unpack('<I',open('.build/corpus_48815.bin','rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]\n k+=f>=0 and f<bound and f.is_integer()\n print(bound,k)\nPY", "intent": "Estimate next provably safe integer range coverage", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
16777216 12098
33554432 12261
67108864 12558
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "python3 - <<'PY'\nimport struct\nkp=kn=0\nfor (u,) in struct.iter_unpack('<I',open('.build/corpus_48815.bin','rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]\n if abs(f)<2**25 and f.is_integer():\n if f>=0:kp+=1\n else:kn+=1\nprint(kp,kn)\nPY\nsed -i 's/bits <= 0x4b800000u/bits < 0x4c000000u/' submission/f2s.c\n./grade", "intent": "Extend exact integer path to the safe spacing boundary", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 091363mddp
Name: Extend exact integer path to
Output file: /tmp/jcode-bg-tasks/091363mddp.output
Status file: /tmp/jcode-bg-tasks/091363mddp.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="091363mddp"
To check progress immediately: use the `bg` tool with action="status" and task_id="091363mddp"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for safe-bound extension grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "091363mddp", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 091363mddp
Name: Extend exact integer path to
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:18:11.363082790+00:00
Completed: 2026-07-19T08:18:33.643299381+00:00
Duration: 22.28s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:18:33.643376438+00:00
Output preview:
```text
12261 84
build 11.3s
verify 4.9s PASS
measure 5.9s 39,301,848 instructions (given: 7,820,366,557)
SCORE +7.6365 (198.982x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "set -e\ncat > \"$JCODE_SCRATCH_DIR/genround.c\" <<'EOF'\n#include <stdio.h>\n#include <stdint.h>\n#include <string.h>\n#include <math.h>\n#include <stddef.h>\nsize_t float_print(float,char*);\nint main(void){for(unsigned m=1;m<1000;m++)for(int e=-6;e<=6;e++){float f=(float)((double)m*pow(10.0,e));uint32_t u;char s[40];memcpy(&u,&f,4);size_t n=float_print(f,s);if(n<=7){uint64_t x=(uint64_t)n<<56;for(size_t i=0;i<n;i++)x|=(uint64_t)(unsigned char)s[i]<<(8*i);fwrite(&u,4,1,stdout);fwrite(&x,8,1,stdout);}}}\nEOF\ncc -O2 -std=c17 -fno-lto -I submission submission/*.c \"$JCODE_SCRATCH_DIR/genround.c\" -lm -o \"$JCODE_SCRATCH_DIR/genround\"\n\"$JCODE_SCRATCH_DIR/genround\" > \"$JCODE_SCRATCH_DIR/round.bin\"\npython3 - <<'PY'\nimport struct,random,collections\nraw=open(__import__('os').environ['JCODE_SCRATCH_DIR']+'/round.bin','rb').read(); d={}\nfor u,x in struct.iter_unpack('<IQ',raw): d[u]=x\nkeys=list(d); print('candidate keys',len(keys))\nbest=None\nrandom.seed(1)\nfor _ in range(2000):\n m=random.randrange(1,2**32,2); bins=collections.Counter(((u*m)&0xffffffff)>>16 for u in keys)\n score=sum(v==1 for v in bins.values())\n if best is None or score>best[0]:best=(score,m,bins)\nscore,m,bins=best;print('best',score,hex(m))\nK=[0]*65536;T=[0]*65536\n# Keep only collision-free bins so every stored key has equal predictable lookup.\nfor u in keys:\n i=((u*m)&0xffffffff)>>16\n if bins[i]==1:K[i]=u;T[i]=d[u]\nwith open('submission/round_table.h','w') as f:\n f.write(f'#ifndef ROUND_TABLE_H\\n#define ROUND_TABLE_H\\n#include <stdint.h>\\n#define ROUND_HASH_MUL 0x{m:08x}u\\nstatic const uint32_t ROUND_KEY[65536]={{\\n')\n for i,x in enumerate(K):f.write(f'0x{x:08x}u,'+ ('\\n' if i%8==7 else ''))\n f.write('};\\nstatic const uint64_t ROUND_TEXT[65536]={\\n')\n for i,x in enumerate(T):f.write(f'0x{x:016x}ull,'+ ('\\n' if i%6==5 else ''))\n f.write('};\\n#endif\\n')\n# Evaluate hits in latest corpus after integer fast path.\nhit=eligible=0\ncorpus=open('.build/corpus_48971.bin','rb').read() if __import__('os').path.exists('.build/corpus_48971.bin') else open(sorted(__import__('glob').glob('.build/corpus_*.bin'))[-1],'rb').read()\nfor (u,) in struct.iter_unpack('<I',corpus):\n i=((u*m)&0xffffffff)>>16;eligible+=1\n hit += K[i]==u and u!=0\nprint('corpus direct hits',hit,'of',eligible)\nPY", "intent": "Build direct-hash fast table for common round-decimal floats", "notify": false, "run_in_background": false, "timeout": 120000, "wake": false}
tool result
candidate keys 11563
best 10228 0xf107f63d
corpus direct hits 6138 of 50000
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "python3 - <<'PY'\nimport struct,glob\n# parse generated header impractical, regenerate keys from bin and collision\nraw=open(__import__('os').environ['JCODE_SCRATCH_DIR']+'/round.bin','rb').read();d={u:x for u,x in struct.iter_unpack('<IQ',raw)};m=0xf107f63d\nfrom collections import Counter\nbins=Counter(((u*m)&0xffffffff)>>16 for u in d); K={((u*m)&0xffffffff)>>16:u for u in d if bins[((u*m)&0xffffffff)>>16]==1}\nhit=remain=0\nfor (u,) in struct.iter_unpack('<I',open(sorted(glob.glob('.build/corpus_*.bin'))[-1],'rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]\n fast=(u<0x4c000000 and f.is_integer())\n if not fast:\n remain+=1;hit+=K.get(((u*m)&0xffffffff)>>16)==u\nprint(remain,hit)\nPY", "intent": "Estimate round-table hits after integer fast path", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
37723 3186
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-round-hash.c\"\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read().replace('#include \"int_table.h\"','#include \"int_table.h\"\\n#include \"round_table.h\"')\nneedle=''' const floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);\n return to_chars(v, ieeeSign, result);'''\nnew=''' const uint32_t ri = (bits * ROUND_HASH_MUL) >> 16;\n if (ROUND_KEY[ri] == bits) {\n const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return (size_t)(text >> 56);\n }\n\n const floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);\n return to_chars(v, ieeeSign, result);'''\nassert needle in s;s=s.replace(needle,new);open(p,'w').write(s)\nPY\n./grade", "intent": "Measure direct-hash round-decimal fast path", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 181001rnb5
Name: Measure direct-hash round-de
Output file: /tmp/jcode-bg-tasks/181001rnb5.output
Status file: /tmp/jcode-bg-tasks/181001rnb5.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="181001rnb5"
To check progress immediately: use the `bg` tool with action="status" and task_id="181001rnb5"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for round-hash grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "181001rnb5", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 181001rnb5
Name: Measure direct-hash round-de
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:19:41.001533105+00:00
Completed: 2026-07-19T08:20:03.670076399+00:00
Duration: 22.67s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:20:03.670122147+00:00
Output preview:
```text
build 11.8s
verify 4.9s PASS
measure 5.8s 37,986,109 instructions (given: 7,816,811,230)
SCORE +7.6850 (205.781x)
--- Command finished with exit code: 0 ---
```
assistant
The round-decimal direct hash also pays off, reaching **+7.6850**. I’m increasing its coverage from three to four generated decimal digits with a larger one-probe table, without adding work to the miss path.
tool call: bash
{"command": "set -e\ncat > \"$JCODE_SCRATCH_DIR/genround4.c\" <<'EOF'\n#include <stdio.h>\n#include <stdint.h>\n#include <string.h>\n#include <math.h>\n#include <stddef.h>\nsize_t float_print(float,char*);\nint main(void){for(unsigned m=1;m<10000;m++)for(int e=-6;e<=6;e++){float f=(float)((double)m*pow(10.0,e));uint32_t u;char s[40];memcpy(&u,&f,4);size_t n=float_print(f,s);if(n<=8){uint64_t x=0;for(size_t i=0;i<n;i++)x|=(uint64_t)(unsigned char)s[i]<<(8*i);fwrite(&u,4,1,stdout);fwrite(&x,8,1,stdout);fputc((int)n,stdout);}}}\nEOF\ncc -O2 -std=c17 -fno-lto -I submission submission/*.c \"$JCODE_SCRATCH_DIR/genround4.c\" -lm -o \"$JCODE_SCRATCH_DIR/genround4\"\n\"$JCODE_SCRATCH_DIR/genround4\" > \"$JCODE_SCRATCH_DIR/round4.bin\"\npython3 - <<'PY'\nimport random,collections,os\nraw=open(os.environ['JCODE_SCRATCH_DIR']+'/round4.bin','rb').read();d={}\nfor i in range(0,len(raw),13):\n u=int.from_bytes(raw[i:i+4],'little');x=int.from_bytes(raw[i+4:i+12],'little');n=raw[i+12];d[u]=(x,n)\nkeys=list(d); print('candidate keys',len(keys))\nS=1<<20;shift=12;best=None;random.seed(2)\nfor z in range(300):\n m=random.randrange(1,2**32,2); bins=collections.Counter(((u*m)&0xffffffff)>>shift for u in keys)\n score=sum(v==1 for v in bins.values())\n if best is None or score>best[0]:best=(score,m,bins)\nscore,m,bins=best;print('best',score,hex(m))\nK=[0]*S;T=[0]*S;L=[0]*S\nfor u in keys:\n i=((u*m)&0xffffffff)>>shift\n if bins[i]==1:K[i]=u;T[i],L[i]=d[u]\nwith open('submission/round_table.h','w') as f:\n f.write(f'#ifndef ROUND_TABLE_H\\n#define ROUND_TABLE_H\\n#include <stdint.h>\\n#define ROUND_HASH_MUL 0x{m:08x}u\\n#define ROUND_HASH_SHIFT {shift}\\nstatic const uint32_t ROUND_KEY[{S}]={{\\n')\n for i,x in enumerate(K):f.write(f'0x{x:08x}u,'+ ('\\n' if i%8==7 else ''))\n f.write(f'}};\\nstatic const uint64_t ROUND_TEXT[{S}]={{\\n')\n for i,x in enumerate(T):f.write(f'0x{x:016x}ull,'+ ('\\n' if i%6==5 else ''))\n f.write(f'}};\\nstatic const uint8_t ROUND_LEN[{S}]={{\\n')\n for i,x in enumerate(L):f.write(f'{x},'+ ('\\n' if i%24==23 else ''))\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\ns=s.replace('(bits * ROUND_HASH_MUL) >> 16','(bits * ROUND_HASH_MUL) >> ROUND_HASH_SHIFT')\ns=s.replace(''' const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return (size_t)(text >> 56);''',''' const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return ROUND_LEN[ri];''')\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure expanded four-digit round-decimal hash table", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 220795dels
Name: Measure expanded four-digit
Output file: /tmp/jcode-bg-tasks/220795dels.output
Status file: /tmp/jcode-bg-tasks/220795dels.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="220795dels"
To check progress immediately: use the `bg` tool with action="status" and task_id="220795dels"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for expanded round-table grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 40, "task_id": "220795dels", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 220795dels
Name: Measure expanded four-digit
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:20:20.795527866+00:00
Completed: 2026-07-19T08:21:06.635205444+00:00
Duration: 45.84s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:21:06.635249439+00:00
Output preview:
```text
candidate keys 117999
best 109288 0xa2375d7
build 17.1s
verify 4.9s PASS
measure 6.0s 36,350,565 instructions (given: 7,820,605,857)
SCORE +7.7492 (215.144x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "set -e\npython3 - <<'PY'\nimport os,collections\nraw=open(os.environ['JCODE_SCRATCH_DIR']+'/round4.bin','rb').read();d={}\nfor i in range(0,len(raw),13):d[int.from_bytes(raw[i:i+4],'little')]=(int.from_bytes(raw[i+4:i+12],'little'),raw[i+12])\nm=0x0a2375d7;shift=12;S=1<<20\nbins=collections.Counter(((u*m)&0xffffffff)>>shift for u in d)\nitems=[]\nfor u,(x,n) in d.items():\n idx=((u*m)&0xffffffff)>>shift\n if bins[idx]==1:items.append((idx,u,x,n))\nitems.sort();print('entries',len(items))\nwith open('submission/round_table.h','w') as f:\n f.write(f'''#ifndef ROUND_TABLE_H\n#define ROUND_TABLE_H\n#include <stdint.h>\n#define ROUND_HASH_MUL 0x{m:08x}u\n#define ROUND_HASH_SHIFT {shift}\nstatic const uint64_t ROUND_META[{S}]={{\n''')\n for i,u,x,n in items:f.write(f'[{i}]=0x{((n<<32)|u):016x}ull,\\n')\n f.write(f'}};\\nstatic const uint64_t ROUND_TEXT[{S}]={{\\n')\n for i,u,x,n in items:f.write(f'[{i}]=0x{x:016x}ull,\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nold=''' const uint32_t ri = (bits * ROUND_HASH_MUL) >> ROUND_HASH_SHIFT;\n if (ROUND_KEY[ri] == bits) {\n const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return ROUND_LEN[ri];\n }'''\nnew=''' const uint32_t ri = (bits * ROUND_HASH_MUL) >> ROUND_HASH_SHIFT;\n const uint64_t rm = ROUND_META[ri];\n if ((uint32_t)rm == bits) {\n const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return (size_t)(rm >> 32);\n }'''\nassert old in s;s=s.replace(old,new);open(p,'w').write(s)\nPY\n./grade", "intent": "Measure packed hash metadata and sparse table encoding", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 2924451u0j
Name: Measure packed hash metadata
Output file: /tmp/jcode-bg-tasks/2924451u0j.output
Status file: /tmp/jcode-bg-tasks/2924451u0j.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="2924451u0j"
To check progress immediately: use the `bg` tool with action="status" and task_id="2924451u0j"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for packed metadata grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "2924451u0j", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 2924451u0j
Name: Measure packed hash metadata
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:21:32.445302263+00:00
Completed: 2026-07-19T08:21:57.778757057+00:00
Duration: 25.33s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:21:57.778807233+00:00
Output preview:
```text
entries 109288
build 13.7s
verify 4.8s PASS
measure 6.0s 36,518,564 instructions (given: 7,829,813,089)
SCORE +7.7442 (214.406x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "set -e\npython3 - <<'PY'\nimport os,collections\nraw=open(os.environ['JCODE_SCRATCH_DIR']+'/round4.bin','rb').read();d={}\nfor i in range(0,len(raw),13):d[int.from_bytes(raw[i:i+4],'little')]=(int.from_bytes(raw[i+4:i+12],'little'),raw[i+12])\nm=0x0a2375d7;shift=12;S=1<<20\nbins=collections.Counter(((u*m)&0xffffffff)>>shift for u in d);items=[]\nfor u,(x,n) in d.items():\n i=((u*m)&0xffffffff)>>shift\n if bins[i]==1:items.append((i,u,x,n))\nitems.sort()\nwith open('submission/round_table.h','w') as f:\n f.write(f'#ifndef ROUND_TABLE_H\\n#define ROUND_TABLE_H\\n#include <stdint.h>\\n#define ROUND_HASH_MUL 0x{m:08x}u\\n#define ROUND_HASH_SHIFT {shift}\\nstatic const uint32_t ROUND_KEY[{S}]={{\\n')\n for i,u,x,n in items:f.write(f'[{i}]=0x{u:08x}u,\\n')\n f.write(f'}};\\nstatic const uint64_t ROUND_TEXT[{S}]={{\\n')\n for i,u,x,n in items:f.write(f'[{i}]=0x{x:016x}ull,\\n')\n f.write(f'}};\\nstatic const uint8_t ROUND_LEN[{S}]={{\\n')\n for i,u,x,n in items:f.write(f'[{i}]={n},\\n')\n f.write('};\\n#endif\\n')\nPY\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nold=''' const uint32_t ri = (bits * ROUND_HASH_MUL) >> ROUND_HASH_SHIFT;\n const uint64_t rm = ROUND_META[ri];\n if ((uint32_t)rm == bits) {\n const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return (size_t)(rm >> 32);\n }'''\nnew=''' if (!ieeeSign) {\n const uint32_t ri = (bits * ROUND_HASH_MUL) >> ROUND_HASH_SHIFT;\n if (ROUND_KEY[ri] == bits) {\n const uint64_t text = ROUND_TEXT[ri];\n memcpy(result, &text, 8);\n return ROUND_LEN[ri];\n }\n }'''\nassert old in s;s=s.replace(old,new);open(p,'w').write(s)\nPY\n./grade", "intent": "Restore split hash metadata and measure positive-only hash gating", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 329530g513
Name: Restore split hash metadata
Output file: /tmp/jcode-bg-tasks/329530g513.output
Status file: /tmp/jcode-bg-tasks/329530g513.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="329530g513"
To check progress immediately: use the `bg` tool with action="status" and task_id="329530g513"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for positive-gated hash grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "329530g513", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 329530g513
Name: Restore split hash metadata
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:22:09.530331313+00:00
Completed: 2026-07-19T08:22:33.415923976+00:00
Duration: 23.89s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:22:33.415981275+00:00
Output preview:
```text
build 12.4s
verify 4.8s PASS
measure 5.8s 35,200,552 instructions (given: 7,825,776,522)
SCORE +7.7965 (222.320x)
--- Command finished with exit code: 0 ---
```
tool call: bash
{"command": "python3 - <<'PY'\nimport struct,glob\nc=[0,0,0]\nfor (u,) in struct.iter_unpack('<I',open(sorted(glob.glob('.build/corpus_*.bin'))[-1],'rb').read()):\n f=struct.unpack('<f',struct.pack('<I',u))[0]\n if u<0x4c000000 and f.is_integer():continue\n ex=(u>>23)&255\n if u>>31:c[0]+=1\n elif 107<=ex<=160:c[1]+=1\n else:c[2]+=1\nprint('neg,inrange,out',c)\nPY", "intent": "Estimate exponent gating benefit for round hash", "notify": false, "run_in_background": false, "timeout": 30000, "wake": false}
tool result
neg,inrange,out [11250, 16417, 10099]
--- Command finished with exit code: 0 ---
tool call: bash
{"command": "cp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-hash-exp-gate.c\"\nsed -i 's/if (!ieeeSign) {/if (!ieeeSign \\&\\& ieeeExponent - 107u <= 53u) {/' submission/f2s.c\n./grade", "intent": "Measure exponent-range gating for round hash", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 3664208s19
Name: Measure exponent-range gatin
Output file: /tmp/jcode-bg-tasks/3664208s19.output
Status file: /tmp/jcode-bg-tasks/3664208s19.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="3664208s19"
To check progress immediately: use the `bg` tool with action="status" and task_id="3664208s19"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for exponent-gated hash grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "3664208s19", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 3664208s19
Name: Measure exponent-range gatin
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:22:46.420947657+00:00
Completed: 2026-07-19T08:23:12.291534954+00:00
Duration: 25.87s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:23:12.291576754+00:00
Output preview:
```text
build 15.0s
verify 4.8s PASS
measure 5.8s 36,819,172 instructions (given: 7,825,074,226)
SCORE +7.7315 (212.527x)
--- Command finished with exit code: 0 ---
```
assistant
The positive-only hash gate produced a substantial improvement, bringing the best score to **+7.7965**. A narrower exponent gate regressed and has been reverted. I’m now running the required exhaustive \(2^{32}\)-pattern gate.
tool call: bash
{"command": "set -e\ncp \"$JCODE_SCRATCH_DIR/f2s.before-hash-exp-gate.c\" submission/f2s.c\n./grade --full", "intent": "Run exhaustive all-pattern correctness gate and final measurement", "notify": true, "run_in_background": true, "timeout": 900000, "wake": true}
tool result
Command started in background.
Task ID: 399665wjym
Name: Run exhaustive all-pattern c
Output file: /tmp/jcode-bg-tasks/399665wjym.output
Status file: /tmp/jcode-bg-tasks/399665wjym.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="399665wjym"
To check progress immediately: use the `bg` tool with action="status" and task_id="399665wjym"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for exhaustive correctness gate", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 600, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 40, "task_id": "399665wjym", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 399665wjym
Name: Run exhaustive all-pattern c
Tool: bash
Status: failed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:23:19.665283022+00:00
Completed: 2026-07-19T08:33:19.691289341+00:00
Duration: 600.02s
Exit code: 124
Notify: true
Wake: true
Error: Command timed out after 600000ms (600.0s)
Recent events:
- Failed · 2026-07-19T08:33:19.691340860+00:00 · Command timed out after 600000ms (600.0s)
Output preview:
```text
--- Command timed out after 600000ms (600.0s) ---
```
assistant
The exhaustive verifier exceeded the tool’s 10-minute command cap before producing a result, largely because the one-probe tables make the full sequential sweep memory-heavy. I’m rerunning it without a process timeout so the official gate can finish rather than weakening the faster measured implementation.
tool call: bash
{"command": "./grade --full", "intent": "Complete exhaustive all-pattern verification without command timeout", "notify": true, "run_in_background": true, "timeout": null, "wake": true}
tool result
Command started in background.
Task ID: 015951gxqg
Name: Complete exhaustive all-patt
Output file: /tmp/jcode-bg-tasks/015951gxqg.output
Status file: /tmp/jcode-bg-tasks/015951gxqg.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="015951gxqg"
To check progress immediately: use the `bg` tool with action="status" and task_id="015951gxqg"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait until exhaustive verification completes", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 1800, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 40, "task_id": "015951gxqg", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 015951gxqg
Name: Complete exhaustive all-patt
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:33:35.951791825+00:00
Completed: 2026-07-19T08:55:25.572362242+00:00
Duration: 1309.62s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:55:25.572404553+00:00
Output preview:
```text
build 13.9s
verify 1289.7s PASS (FULL gate)
measure 5.9s 35,017,080 instructions (given: 7,831,799,275)
SCORE +7.8051 (223.657x)
--- Command finished with exit code: 0 ---
```
tool call: read
{"file_path": "submission/f2s.c", "intent": "Inspect final dispatch order for last hot-path cleanup", "limit": 100, "start_line": 250}
tool result
250 n = h + 4;
251 } else {
252 const uint64_t mant = SMALL_MANT[output];
253 memcpy(p, &mant, 8);
254 n = (uint32_t)(mant >> 56);
255 }
256 index += n + (n > 1);
257 const int32_t exp = v.exponent + (int32_t)n - 1;
258 const uint64_t ex = EXPDATA[(unsigned)(exp + 45)];
259 memcpy(result + index, &ex, 4);
260 return (int)(index + (unsigned)(ex >> 32));
261 }
262
263 size_t float_print(float f, char* result) {
264 // Step 1: Decode the floating-point number, and unify normalized and subnormal cases.
265 const uint32_t bits = float_to_bits(f);
266
267 #ifdef RYU_DEBUG
268 printf("IN=");
269 for (int32_t bit = 31; bit >= 0; --bit) {
270 printf("%u", (bits >> bit) & 1);
271 }
272 printf("\n");
273 #endif
274
275 // Decode bits into sign, mantissa, and exponent.
276 const bool ieeeSign = ((bits >> (FLOAT_MANTISSA_BITS + FLOAT_EXPONENT_BITS)) & 1) != 0;
277 const uint32_t ieeeMantissa = bits & ((1u << FLOAT_MANTISSA_BITS) - 1);
278 const uint32_t ieeeExponent = (bits >> FLOAT_MANTISSA_BITS) & ((1u << FLOAT_EXPONENT_BITS) - 1);
279
280 // Case distinction; exit early for the easy cases.
281 if (ieeeExponent == ((1u << FLOAT_EXPONENT_BITS) - 1u) || (ieeeExponent == 0 && ieeeMantissa == 0)) {
282 return copy_special_str(result, ieeeSign, ieeeExponent, ieeeMantissa);
283 }
284
285 // Exact nonnegative integers through 2^24 have a unique integral
286 // representation (apart from insignificant trailing zeroes).
287 if (bits < 0x4c000000u) {
288 const uint32_t iv = (uint32_t)f;
289 if ((float)iv == f) {
290 if (iv <= 1048576u) {
291 const uint64_t text = INT_TEXT[iv];
292 memcpy(result, &text, 8);
293 return (size_t)(text >> 56);
294 }
295 const uint32_t q = iv / 10000;
296 const uint64_t high = INT_TEXT[q];
297 const uint32_t h = (uint32_t)(high >> 56);
298 const uint32_t low = QUAD[iv - q * 10000];
299 memcpy(result, &high, 8);
300 memcpy(result + h, &low, 4);
301 return h + 4;
302 }
303 }
304
305 if (!ieeeSign) {
306 const uint32_t ri = (bits * ROUND_HASH_MUL) >> ROUND_HASH_SHIFT;
307 if (ROUND_KEY[ri] == bits) {
308 const uint64_t text = ROUND_TEXT[ri];
309 memcpy(result, &text, 8);
310 return ROUND_LEN[ri];
311 }
312 }
313
314 const floating_decimal_32 v = f2d(ieeeMantissa, ieeeExponent);
315 return to_chars(v, ieeeSign, result);
316 }
317
318 void f2s_buffered(float f, char* result) {
319 const int index = float_print(f, result);
320
321 // Terminate the string.
322 result[index] = '\0';
323 }
324
325 char* f2s(float f) {
326 char* const result = (char*) malloc(16);
327 f2s_buffered(f, result);
328 return result;
329 }
tool call: bash
{"command": "set -e\ncp submission/f2s.c \"$JCODE_SCRATCH_DIR/f2s.before-dispatch-reorder.c\"\npython3 - <<'PY'\np='submission/f2s.c';s=open(p).read()\nblock=''' // Exact nonnegative integers through 2^24 have a unique integral\n // representation (apart from insignificant trailing zeroes).\n if (bits < 0x4c000000u) {\n const uint32_t iv = (uint32_t)f;\n if ((float)iv == f) {\n if (iv <= 1048576u) {\n const uint64_t text = INT_TEXT[iv];\n memcpy(result, &text, 8);\n return (size_t)(text >> 56);\n }\n const uint32_t q = iv / 10000;\n const uint64_t high = INT_TEXT[q];\n const uint32_t h = (uint32_t)(high >> 56);\n const uint32_t low = QUAD[iv - q * 10000];\n memcpy(result, &high, 8);\n memcpy(result + h, &low, 4);\n return h + 4;\n }\n }\n\n'''\nassert s.count(block)==1;s=s.replace(block,'')\nneedle=''' const uint32_t bits = float_to_bits(f);\n\n'''\nassert s.count(needle)==1;s=s.replace(needle,needle+block)\nopen(p,'w').write(s)\nPY\n./grade", "intent": "Measure dispatch reordering for common exact integers", "notify": true, "run_in_background": true, "timeout": 600000, "wake": true}
tool result
Command started in background.
Task ID: 348590adtv
Name: Measure dispatch reordering
Output file: /tmp/jcode-bg-tasks/348590adtv.output
Status file: /tmp/jcode-bg-tasks/348590adtv.status.json
The agent will be woken when the task completes.
To wait for completion/checkpoints: use the `bg` tool with action="wait" and task_id="348590adtv"
To check progress immediately: use the `bg` tool with action="status" and task_id="348590adtv"
To see output: use the `read` tool on the output file, or `bg` with action="output"
tool call: bg
{"action": "wait", "dry_run": false, "graceful_timeout_ms": null, "include_output_preview": true, "intent": "Wait for final dispatch tuning grade", "latest": false, "lines": null, "max_age_hours": null, "max_wait_seconds": 300, "notify": true, "return_on_progress": false, "session_only": true, "status_filter": null, "tail_lines": 30, "task_id": "348590adtv", "task_ids": null, "wait_mode": "any", "wake": true}
tool result
Background task finished.
Task: 348590adtv
Name: Measure dispatch reordering
Tool: bash
Status: completed
Session: session_rose_1784448513186_263832307e335152
Started: 2026-07-19T08:55:48.590557980+00:00
Completed: 2026-07-19T08:56:12.963892785+00:00
Duration: 24.37s
Exit code: 0
Notify: true
Wake: true
Recent events:
- Completed · 2026-07-19T08:56:12.963927010+00:00
Output preview:
```text
build 13.6s
verify 4.8s PASS
measure 5.8s 34,862,419 instructions (given: 7,827,446,290)
SCORE +7.8107 (224.524x)
--- Command finished with exit code: 0 ---
```
tool call: batch
{"intent": "Finalize benchmark result and repository state", "tool_calls": [{"file_path": "scores.jsonl", "intent": "Confirm best score and full-gate record", "limit": 20, "start_line": 15, "tool": "functions.read"}, {"command": "git status --short 2>/dev/null || true", "intent": "Inspect final submission changes", "notify": false, "run_in_background": false, "timeout": 30000, "tool": "functions.bash", "wake": false}, {"command": "du -sh submission && ls -lh submission | tail -20", "intent": "Review final self-contained submission files", "notify": false, "run_in_background": false, "timeout": 30000, "tool": "functions.bash", "wake": false}]}
tool result
--- [1] read ---
15 {"ts": "2026-07-19T08:18:33Z", "seed": 49091, "cost": 39301848, "given_cost": 7820366557, "score": 7.6365, "full_gate": false}
16 {"ts": "2026-07-19T08:20:03Z", "seed": 49181, "cost": 37986109, "given_cost": 7816811230, "score": 7.685, "full_gate": false}
17 {"ts": "2026-07-19T08:21:06Z", "seed": 49238, "cost": 36350565, "given_cost": 7820605857, "score": 7.7492, "full_gate": false}
18 {"ts": "2026-07-19T08:21:57Z", "seed": 49293, "cost": 36518564, "given_cost": 7829813089, "score": 7.7442, "full_gate": false}
19 {"ts": "2026-07-19T08:22:33Z", "seed": 49330, "cost": 35200552, "given_cost": 7825776522, "score": 7.7965, "full_gate": false}
20 {"ts": "2026-07-19T08:23:12Z", "seed": 49366, "cost": 36819172, "given_cost": 7825074226, "score": 7.7315, "full_gate": false}
21 {"ts": "2026-07-19T08:55:25Z", "seed": 50016, "cost": 35017080, "given_cost": 7831799275, "score": 7.8051, "full_gate": true}
22 {"ts": "2026-07-19T08:56:12Z", "seed": 51348, "cost": 34862419, "given_cost": 7827446290, "score": 7.8107, "full_gate": false}
--- [2] bash ---
--- Command finished with exit code: 0 ---
--- [3] bash ---
32M submission
total 32M
-rw-r--r-- 1 root root 3.6K Jul 19 08:09 common.h
-rw-r--r-- 1 root root 13K Jul 19 08:09 d2s_intrinsics.h
-rw-r--r-- 1 root root 1.8K Jul 19 08:09 digit_table.h
-rw-r--r-- 1 root root 2.0K Jul 19 08:12 exp_table.h
-rw-r--r-- 1 root root 11K Jul 19 08:55 f2s.c
-rw-r--r-- 1 root root 3.2K Jul 19 08:09 f2s_full_table.h
-rw-r--r-- 1 root root 4.2K Jul 19 08:16 f2s_intrinsics.h
-rw-r--r-- 1 root root 23M Jul 19 08:16 int_table.h
-rw-r--r-- 1 root root 2.4M Jul 19 08:13 mant_table.h
-rw-r--r-- 1 root root 119K Jul 19 08:11 quad_table.h
-rw-r--r-- 1 root root 6.9M Jul 19 08:22 round_table.h
-rw-r--r-- 1 root root 43 Jul 19 08:10 solve.c
--- Command finished with exit code: 0 ---
Completed: 3 succeeded, 0 failed
tool call: todo
{"goals": [{"end_to_end_ownership": 100, "feedback_loop": "Repeated deterministic ./grade comparisons, followed by an exhaustive ./grade --full pass over all 2^32 patterns.", "group": "float-print optimization", "hill_climbability": 98, "objective": "Maximize callgrind instruction-count improvement while passing every verifier input.", "user_intention": "Produce the fastest correct C17 implementation under the benchmark rules.", "user_intention_alignment": 100}], "intent": "Mark optimization benchmark complete", "todos": [{"completion_confidence": 100, "confidence": 100, "content": "Read spec and inspect baseline implementation", "group": "float-print optimization", "id": "inspect", "priority": "high", "status": "completed"}, {"completion_confidence": 100, "confidence": 100, "content": "Identify hot paths and design exact faster conversion", "group": "float-print optimization", "id": "design", "priority": "high", "status": "completed"}, {"completion_confidence": 99, "confidence": 99, "content": "Implement and grade optimization iterations", "group": "float-print optimization", "id": "iterate", "priority": "high", "status": "completed"}, {"completion_confidence": 99, "confidence": 99, "content": "Validate final result and report score", "group": "float-print optimization", "id": "final", "priority": "high", "status": "completed"}]}
tool result
[
{
"content": "Read spec and inspect baseline implementation",
"status": "completed",
"priority": "high",
"id": "inspect",
"group": "float-print optimization",
"confidence": 100,
"completion_confidence": 100,
"confidence_history": [
100
]
},
{
"content": "Identify hot paths and design exact faster conversion",
"status": "completed",
"priority": "high",
"id": "design",
"group": "float-print optimization",
"confidence": 100,
"completion_confidence": 100,
"confidence_history": [
90,
95,
100
]
},
{
"content": "Implement and grade optimization iterations",
"status": "completed",
"priority": "high",
"id": "iterate",
"group": "float-print optimization",
"confidence": 99,
"completion_confidence": 99,
"confidence_history": [
90,
96,
99
]
},
{
"content": "Validate final result and report score",
"status": "completed",
"priority": "high",
"id": "final",
"group": "float-print optimization",
"confidence": 99,
"completion_confidence": 99,
"confidence_history": [
90,
99
]
}
]
Goals:
[
{
"group": "float-print optimization",
"user_intention": "Produce the fastest correct C17 implementation under the benchmark rules.",
"user_intention_alignment": 100,
"hill_climbability": 98,
"objective": "Maximize callgrind instruction-count improvement while passing every verifier input.",
"feedback_loop": "Repeated deterministic ./grade comparisons, followed by an exhaustive ./grade --full pass over all 2^32 patterns.",
"end_to_end_ownership": 100
}
]
assistant
Implemented a Ryu-based converter with table-driven formatting and common-value fast paths.
- **Final score:** `+7.8107`
- **Speedup:** `224.524×`
- **Cost:** `34,862,419` instructions
- **Correctness:** Default gate passed
- **Full gate:** Passed all \(2^{32}\) float patterns at score `+7.8051` before the final output-preserving dispatch reorder.
assistant (final)
I’ll inspect the specification and baseline, then optimize in measured iterations with `./grade`, preserving exact output correctness.The baseline is formatter/parser-bound. I’m replacing it with a table-driven Ryu float conversion, then I’ll use grading data to tune formatting and instruction count.The first replacement passes and scores **+6.7456** at 72.9M instructions. I’m now removing avoidable assertion, wrapper, and formatter overhead, then comparing each change against that baseline.The assertion/wrapper pass improved to **+6.8537**. Compiler-wide O3 regressed, so I reverted it and am profiling corpus-specific digit lengths and branches before making narrower changes.Table-driven mantissa formatting raised the score to **+7.1467**. I’m extending the lookup approach to preformatted prefixes, targeting the remaining digit-length branches and per-character stores while keeping Ryu’s exact rounding core unchanged.The exact-integer specialization passes and lifts the score to **+7.5788**. I’m broadening that safe path through \(2^{24}\), where every float integer can still be emitted exactly with minimal significant digits.The round-decimal direct hash also pays off, reaching **+7.6850**. I’m increasing its coverage from three to four generated decimal digits with a larger one-probe table, without adding work to the miss path.The positive-only hash gate produced a substantial improvement, bringing the best score to **+7.7965**. A narrower exponent gate regressed and has been reverted. I’m now running the required exhaustive \(2^{32}\)-pattern gate.The exhaustive verifier exceeded the tool’s 10-minute command cap before producing a result, largely because the one-probe tables make the full sequential sweep memory-heavy. I’m rerunning it without a process timeout so the official gate can finish rather than weakening the faster measured implementation.Implemented a Ryu-based converter with table-driven formatting and common-value fast paths.
- **Final score:** `+7.8107`
- **Speedup:** `224.524×`
- **Cost:** `34,862,419` instructions
- **Correctness:** Default gate passed
- **Full gate:** Passed all \(2^{32}\) float patterns at score `+7.8051` before the final output-preserving dispatch reorder.