{"item":"k47","mode":"replica-search+real","speed":{"replica_markets_per_s_first_measurement":487.30615257709843,"replica_markets_per_s_repeated":[522.8,526.3,520.8,516.0,522.9],"T_markets_per_s":659.9194439998305,"processes":6,"cpus":6,"single_process_markets_per_s":92.7,"scope":"512 10000-step markets, J5 port inside the replica, warmed numba, fork pool, compile excluded","decision":"first (cold) 512-market timing was 487/s, five repeats 516-526/s; search run at the steady-state rate","generation_seconds":15.5,"real_engine_markets_per_s":2.75},"search":{"library":"cma (pycma) 4.5.0","es_seed":747,"popsize":16,"dims":219,"weights":178,"constants":41,"markets_per_generation":512,"train_seeds":"1338000000 + gen*512 .. +511 for gen 0..174, each used once, shared by the population and T","fitness":"mean replica edge minus T edge on the generation seeds","start":"J5 frozen params and constants (z = 0)","parameterization":"w = w0 + 0.03*rms(block)*z per block (W1,b1,W2,b2); constants c = c0*2^(0.02 z) with exponent clipped to [-1,1], decays d = 1-(1-d0)*2^(0.02 z), integers (ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP) rounded","sigma0":1.0,"sigma_cap":"sigma <= 0.5^(minutes/30) after every generation","minutes":45.25,"generations":175,"final_sigma":0.3520259455342695,"monitor":"CMA mean on seeds 30000000..30002047 (T on the same seeds) at start and every 5 search-minutes; frozen = best monitored point, J5 included","frozen_point":{"gain":2.3628791813169854,"se":0.02956189726654255,"minutes":45.18738991419474,"gen":175,"sigma":0.3520259455342695},"segments":"6 segments of <= 7.5 minutes each plus a 0.5-minute smoke segment, state pickled after every generation"},"curve":[[0.0,2.3568067935702803,1.0],[5.07,2.33153680083773,0.796986336402673],[10.2,2.328332807054009,0.7240543320159878],[15.13,2.3342318612096387,0.663217678244164],[20.01,2.332013308919133,0.6237026104195187],[25.15,2.3391875917182174,0.5593223231726772],[30.24,2.3412048878889524,0.4972094624489452],[35.22,2.336347543374683,0.4432194129679804],[40.19,2.3480749515268506,0.3951564425868182],[45.19,2.3628791813169854,0.3520259455342695]],"curve_note":"rows are [search minutes, monitor gain over T on 2048 seeds (se about 0.029), CMA sigma in z units]; row 0 is J5 itself","gates":{"A":{"passed":true,"what":"J5's port (IA port b29cd2a0 with J5 weights/constants/anchor) vs J5 code dd53db1f, EVM fees via pyrevm on replayed replica callbacks","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":7.150837958336438e-05,"fees_above_0_01_bps":0,"threshold_bps":0.01},"B":{"seeds":[7672000,7672511],"n":512,"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"tolerance":0.15,"passed":true,"J5_minus_T":2.3559031741062504,"IA_minus_T":1.4903959661301307,"mean_edge":{"J5":526.9012071351585,"IA":526.0356999271823,"T":524.5453039610522},"what":"replica J5 minus IA on seeds 7672000..7672511 vs the real +0.876 (J5 artifact), tolerance 0.15"},"C":{"passed":true,"what":"frozen candidate Solidity vs the port with the frozen (1e-6-rounded weights, WAD/integer-rounded constants) values","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":6.79507756160859e-05,"fees_above_0_1_bps":0,"threshold_bps":0.1}},"holdout":{"n":8192,"seeds":[40000000,40008191],"over_T":2.2990269541009445,"over_T_se":0.013732606685024297,"over_base":-0.008517114560603077,"over_base_se":0.005295434574417922,"base":"J5","J5_over_T":2.307544068661547,"J5_over_T_se":0.013528690579041706,"mean_edge":{"candidate":527.2718627868195,"T":524.9728358327186,"J5":527.2803799013801},"retail_edge_delta_over_base":0.2616622100626167,"arb_edge_delta_over_base":-0.2701793246232199},"real":{"seeds":[8484000,8485023],"chunk":64,"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs (BASELINE_SETTINGS/BASELINE_VARIANCE draws from numpy default_rng(seed)) with seed = market seed; seeds used once","vs_IB":{"n":1024,"mean_diff":0.557461731467046,"se":0.034851184042424405,"sum":570.8408130222551,"sumsq":1590.5838355249457,"worst5":[{"seed":8484262,"diff":-17.182359736519743},{"seed":8484357,"diff":-3.087927659550189},{"seed":8484095,"diff":-3.0611066110462843},{"seed":8484971,"diff":-1.75089114887885},{"seed":8484697,"diff":-1.6925149852188497}],"wins":781,"losses":243,"retail_volume_delta":{"n":1024,"mean_diff":228.03546340787364,"se":8.934925870318711},"arb_volume_delta":{"n":1024,"mean_diff":22.243302989724704,"se":5.495528612785232},"note":"retail/arb deltas are gross Y volumes from the Rust result (arb_volume_y, retail_volume_y); the Rust LightweightSimResult exposes no retail/arb edge split, so edge-split deltas below come from the replica on the same seeds and are labelled replica"},"mean_edge":{"candidate":528.422224171261,"IB":527.8647624397939,"candidate_se":2.785640980994866,"IB_se":2.7879113016924806},"replica_same_seeds":{"candidate_minus_J5":{"edge":{"mean":-0.022201379819483835,"se":0.013770707126962796},"retail_edge":{"mean":0.25852532523585936,"se":0.014138436044685124},"arb_edge":{"mean":-0.2807267050553433,"se":0.0064185844331106825}},"candidate_minus_T":{"edge":{"mean":2.2986200170380746,"se":0.03553465376347883},"retail_edge":{"mean":4.78105060533538,"se":0.040703323161731274},"arb_edge":{"mean":-2.4824305882973046,"se":0.021784005527316103}}}},"gas":{"candidate":{"afterSwap_peak":238060,"afterInitialize_peak":243234,"OOG":0,"other_failures":0,"afterSwap_calls":11109993,"afterSwap_peak_ok":true},"IB":{"afterSwap_peak":237130,"afterInitialize_peak":243227,"OOG":0,"other_failures":0,"afterSwap_calls":11042407,"afterSwap_peak_ok":true},"source":"amm_sim_rs.gas_stats() after gas_stats_reset() per 64-seed chunk, Submission role; peaks are max_ok_gas"},"valid":true,"code_zb64":"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","code_sha256":"0abbcf0797ca99a4b6a2f1be10a6da16981fad69e1ae3e10da7f6ddf4c506efc","params":{"architecture":"19-8-2 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1.395287,220.617911,228.148131,0.412565,274.335453],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,0.0,-1.0,-0.618293,-2.037262,-0.803057,-0.808615,-0.823811,0.001772],"weight_fixed_point_scale":1000000,"constants_fixed_point":"WAD 1e18, integer constants as integers","unchanged_from":"IA/J5"}},"seeds":{"gate_A_C":[310000,310049],"gate_B":[7672000,7672511],"speed":[500000,500511],"train":[1338000000,1338089599],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[8484000,8485023]},"notes":["All hashes checked: J5 artifact fe2320b5 (code_zb64 -> dd53db1f), IA df0ddfdf (port_zb64 -> b29cd2a0), IB afd5183e (code_zb64 -> 30194182), replica e8a7a2af (replica_source -> 1e4c44b4), HA 2801efc8, wheel aedb6828, checkout 6b6921f8.","J5's port = IA's port text with its three anchor literals (674., 0.712696..., 1.295240...) read from W[NW..NW+2] and TH passed as an argument; TH[name] = J5's value for the 38 named constants. T = same port with W[0]=0 and T's values; IA = IA's params with T's values. No port was rebuilt.","Freeze self-test: regenerating J5.sol from J5 params with this generator reproduces the J5 source byte for byte; the frozen candidate changes only the head literals, the 38 declared constants and the three anchor literals.","Search outcome: with 6 CPUs the replica ran 175 generations in 45.25 minutes (J5 itself was trained for 1496). The monitored CMA mean stayed 0.01-0.03 below J5 until the last point (45.19 min: 2.3629 vs J5 2.3568, se 0.030), which was frozen per the rule; on the 8192-seed holdout the candidate is -0.009 se 0.005 vs J5, i.e. indistinguishable from J5 and no improvement.","Real result: candidate minus IB on 1024 fresh seeds is reported in real.vs_IB with sum and sumsq; IB is the comparison the brief names. The candidate is effectively J5 (holdout -0.009 vs J5), so this is also a J5-vs-IB measurement within about 0.01.","The real engine result object (LightweightSimResult) exposes edges, pnl, arb_volume_y, retail_volume_y and average_fees but no retail/arb edge split; real retail/arb deltas are therefore reported as gross Y volume deltas, and the replica edge split on the same seeds is given separately and labelled replica.","Speed gate: the first 512-market timing (cold pool) was 487 markets/s, below 500; five immediate repeats measured 516-526/s and the search was sized to that rate, so the search was run rather than real-only mode. Both numbers are reported.","All numbers are local measurements from this run; the real engine ran about 3 markets/s (64-seed chunks of 21-35 s)."]}