{"item":"p03","mode":"real-only","speed":{"n_markets":512,"seconds":1.8379330784082413,"markets_per_second":278.5737990217915,"processes":8},"search":{"skipped":true,"reason":"Measured replica throughput below 500 markets/s; task requires real-only mode. Frozen J2 retained.","generations":0,"minutes":0,"requested_settings_if_fast_enough":{"optimizer":"pycma CMA-ES","dimensions":219,"weights":178,"constants":41,"population":16,"es_seed":753,"sigma0":1,"weights_map":"w=w0+0.03*rms(block)*z","constants_map":"c=c0*2^clip(0.02*z,-1,1); decays d=1-(1-d0)*2^clip(0.02*z,-1,1); integer constants rounded","sigma_cap":"sigma0*0.5^(minutes/30)","train_seed_start":1356000000,"markets_per_generation":512,"minimum_minutes":45}},"curve":[[0,2.3098681827481586,null]],"gates":{"A":{"passed":true,"max_fee_diff_bps":3.6581638820573636e-05,"callbacks":100000,"sequences":50,"callbacks_per_sequence":2000,"fees_over_threshold":0,"seconds":214.96903525292873,"seeds":[310000,310049],"threshold_bps":0.01},"B":{"passed":true,"replica_mean":0.4947719567338702,"se":0.028895513557431324,"reference":0.578,"abs_error":0.08322804326612976,"tolerance":0.15,"seeds":[7660000,7660511]},"C":{"passed":true,"max_fee_diff_bps":3.6581638820573636e-05,"callbacks":100000,"sequences":50,"callbacks_per_sequence":2000,"fees_over_threshold":0,"seconds":214.96903525292873,"seeds":[310000,310049],"threshold_bps":0.1,"note":"Candidate is unchanged frozen J2; same measured callback differential applies."},"extreme_reserve_stress":{"seed":310037,"callback":1424,"timestamp":4900,"reserveX":0.11907007276821104,"reserveY":8398415.964241983,"spot":70533390.70843473,"error":"afterSwap failed: Revert { gas_used: 44122, output: 0x4e487b710000000000000000000000000000000000000000000000000000000000000012 }"}},"holdout":{"n":8192,"over_T":{"mean":2.2745025612746907,"se":0.012716083215165725},"over_base":{"mean":0.0,"se":0.0},"seeds":[40000000,40008191]},"real":{"vs_IB":{"n":960,"mean_diff":0.500225006389314,"se":0.02567624413899569,"sum":480.2160061337415,"sumsq":847.165939263362,"worst5":[[8508266,-8.977308281245882],[8508601,-2.743087685345131],[8508478,-1.530257019106216],[8508803,-1.499842193938889],[8508184,-1.40671292909758]]},"mean_edge_paired":{"j2":529.3627716286296,"ib":528.8625466222403},"mean_edge_all_completed":{"j2":529.3627716286296,"ib":528.8236895905865},"retail_delta":{"mean":-95.31809331511322,"unit":"retail volume Y; engine exposes no retail edge split"},"arb_delta":{"mean":-270.3663449990118,"unit":"arb volume Y; engine exposes no arb edge split"},"pnl_delta":0.513511871018674,"n":960,"requested_n":1024,"completed_markets":{"j2":960,"ib":1024},"missing":{"j2":[8508064,8508127]},"seed_ranges_paired":[[8508000,8508063],[8508128,8509023]],"seeds":[8508000,8509023],"chunk_size":64,"workers":8,"method":"Each arm separately against VanillaStrategy at 30 bps using amm_sim_rs.run_batch(X, Vanilla, configs, 8); MatchRunner._build_configs draw order and values, offset both RNG seeds and engine seeds."},"gas":{"j2":{"callbacks":{"afterInitialize":{"calls":960,"ok":960,"max_ok_gas":243227,"sum_ok_gas":233497920,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":10355370,"ok":10355370,"max_ok_gas":234818,"sum_ok_gas":1399207387082,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":960,"ok":960,"max_ok_gas":21735,"sum_ok_gas":20865600,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"afterSwap_peak":234818,"oog":0,"seconds":726.176986951381},"ib":{"callbacks":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243227,"sum_ok_gas":249064448,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11044701,"ok":11044701,"max_ok_gas":234864,"sum_ok_gas":1493241842588,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21735,"sum_ok_gas":22256640,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"afterSwap_peak":234864,"oog":0,"seconds":842.399462852627}},"valid":false,"measurement_checks_passed":true,"incomplete_reason":"One J2 batch (8508064..8508127) timed out before saving results. It was not rerun, preserving the no-reuse rule. Paired statistics cover the other 960 prescribed seeds.","code_zb64":"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","code_sha256":"4da9e3ae826b3b6f9170948bd2c2c0a494e78521414341656425b76e71c0f964","params":{"hidden_units":8,"input_count":19,"layout":"flat vector = W1 (8x19 row-major), b1(8), W2 (2x8 row-major: bid row then ask row), b2(2)","weight_fixed_point_scale":1000000,"W1":[[0.445554,1.831324,-1.040387,3.57563,-2.871655,-1.125417,-0.980848,1.671103,-4.857271,-0.30915,2.251669,-0.436571,0.629338,1.646159,0.411383,-1.043033,0.304095,0.12769,0.236045],[0.694797,1.404783,2.71969,2.981394,0.830912,-1.038859,-0.062569,-0.258257,-0.348863,-0.003674,-0.073259,-0.59753,0.4469,-1.120086,-0.885385,0.942064,0.210988,-0.379376,0.202583],[1.080722,3.140287,0.438431,0.677228,0.943276,1.590737,-1.512266,1.136593,1.035088,-0.772027,0.037215,-3.326067,-0.20503,0.08878,0.301154,0.445212,-0.618005,-0.942819,-1.235886],[-0.80678,-0.817058,1.316333,-0.245215,-0.391132,1.193358,-0.854622,1.711165,-1.988525,-0.309654,0.183891,-2.518531,-1.423381,0.625049,0.051747,0.408248,1.917162,0.546661,2.015645],[0.237667,0.990691,2.745454,-0.127338,-1.9758,0.338682,1.598224,0.944716,-0.252802,0.108438,-0.019243,-1.571208,0.07233,-0.528951,-0.138831,-1.315554,2.774764,-0.728196,-0.205376],[2.611891,-0.930042,1.638326,-0.545064,2.099614,1.135761,0.252322,0.154179,-0.531793,0.313972,-0.244229,3.600533,0.720213,-0.763182,-0.937447,0.782542,0.13998,1.253531,0.285473],[-1.246117,1.517939,0.460005,-2.853296,1.598767,-0.022729,-0.502316,0.011118,0.956657,0.006915,0.715821,0.208148,-0.975104,0.690446,0.537977,0.534487,1.0776,0.815545,-0.24418],[-2.23755,-2.071537,2.938283,2.597091,-0.547616,-2.611873,-0.761346,3.559367,0.979269,-1.721303,2.723505,-2.508997,0.283304,0.787304,-0.453901,2.109594,0.828401,0.259997,-0.910424]],"b1":[2.359976,-2.260143,-2.816152,-2.518466,-0.74886,-1.889437,-2.375918,-1.150277],"W2":[[0.315152,-1.858691,0.373927,-0.249583,-2.390555,-0.453889,-2.417243,0.477616],[-0.174621,-1.711149,-1.564852,0.027943,1.681371,-1.029083,0.51435,0.588671]],"b2":[1.712085,3.062789],"feature_order":["sigmaHat","lambdaHat","sizeHat","toxEma","actEma","direction","(spot-staleHat)/staleHat","signed_trade_ratio","arb_probability","first_in_step","uncertainty","min(silent,8)/8","anchor_mean","raw_amountY","step_trade_count","prev_bid_fee","prev_ask_fee","steps_since_arb_like_print","router_implied_vanilla_spot"],"feature_multipliers":[1000,2,500,500,500,1,500,500,2,2,1000000,1,500,0.05,0.5,333.333333,333.333333,0.125,500],"feature_offsets":[-1,-1,-1,-1,-1,-1,0,0,-1,-1,-1,0,-1,-1,-0.5,-1,-1,-1,0],"feature_clip":[-4,4],"hidden_relu_clip":[0,4],"output_unit_fee":0.0001,"constants":{"ELAPSED_CAP":8.0,"SIGNAL_THRESHOLD":0.0013854377185288048,"DIR_DECAY":0.7536179458150956,"ACT_DECAY":0.5105606218595506,"SIZE_DECAY":0.5170573050434105,"TOX_DECAY":0.9214077945829855,"SIGMA_DECAY":0.6382608174544921,"LAMBDA_DECAY":0.9905194080339591,"SIZE_BLEND_DECAY":0.8477680127902912,"TOX_BLEND_DECAY":0.2873062616204054,"ACT_BLEND_DECAY":0.9846929980242156,"PHAT_ALPHA":0.26063589044117047,"PHAT_ALPHA_RETAIL":0.05407820315683984,"PHAT_ALPHA_SAME":0.12552925013266608,"DIR_IMPACT_MULT":4.0,"GATE_SIGMA_MULT":6.535584182452031,"MIN_GATE":0.02952442509307281,"TRADE_TOX_BOOST":0.3003636425809546,"STALE_ATTRACT_FRAC":0.9219630565530705,"RET_CAP":0.023149186481384237,"TOX_CAP":0.21267173238458287,"TRADE_RATIO_CAP":0.21074201928793737,"LAMBDA_CAP":1.7937527409278327,"STEP_COUNT_CAP":72.0,"BASE_FEE":0.00038472650875923006,"SIGMA_COEF":0.21594930956377834,"LAMBDA_COEF":0.0012111032972437364,"FLOW_SIZE_COEF":0.452817087844089,"TOX_COEF":0.027361021992977384,"TOX_QUAD_COEF":1.359886300217684,"ACT_COEF":8.094761933890501,"DIR_COEF":0.0019111710135336626,"DIR_TOX_COEF":0.008968531406625064,"STALE_DIR_COEF":0.7419175631763605,"SIGMA_TOX_COEF":0.05104513185695475,"TAIL_KNEE":0.05518879897344705,"TAIL_SLOPE_PROTECT":0.8412641461847422,"TAIL_SLOPE_ATTRACT":0.8347673567652536,"ANCHOR_CAP":701.0,"ANCHOR_LIN":0.7132753422431618,"ANCHOR_QUAD":1.2680104144844226},"scaling":{"weights_fixed_point":1000000,"features_fixed_point":1000000,"output_unit_fee":0.0001,"constant_representation":"WAD literals except integer ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_CAP; original J2 Solidity retained byte-for-byte"}},"seeds":{"speed":[1355999000,1355999511],"callback_parity":[310000,310049],"replica_calibration":[7660000,7660511],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"training":null,"real":[8508000,8509023]},"notes":["A concurrent 64-market J2 batch exceeded a 220-second local subprocess timeout. Its results and gas were not saved. No rerun or replacement seeds were used; subsequent segments ran serially. This prevents full validation on all 1024 prescribed real seeds.","No learned update: the speed gate selected real-only mode. All final code and parameters are original frozen J2.","192 offset engine configs (three 64-seed ranges starting 8508000, 8508128, 8508960) were checked to match canonical market_config draws, engine seeds, and pinned defaults exactly.","All downloaded artifact and decoded file sha256 values matched the brief. Pinned checkout and specified setup completed; engine wheel checksum matched.","Gate A/C use 50 independent deployments of 2000 callbacks with elapsed draws [0,0,0,1,1,2,8,13], random trade side, amount=min(lognormal(-4,1.5),0.25,reserveX*0.005). Thresholds are absolute bid/ask fee differences in bps.","An earlier synthetic stress attempt with amount=min(lognormal(-2,1.5),reserveX*0.15) produced an EVM division-by-zero revert in sequence 310037 at an extreme reserve imbalance (spot about 70.5 million). This is an observed limitation outside the bounded parity test, not a real-engine OOG.","An initial 32-market setup probe offset config RNG seeds but mistakenly left engine seeds 0..31. It was discarded, corrected before the specified real seeds were run, and excluded from every reported statistic and gas total.","Retail and arb deltas are engine-reported volume Y, not edge decompositions. Paired edge statistics include sum and sumsq for merging.","Over_base holdout is identically zero because candidate is J2. Monitor row sigma is null because no optimizer was initialized.","All numeric performance, parity, gas, and speed values in this result were measured locally; source artifacts supply the frozen inputs and reference calibration, not independent certification of these measurements."]}