{"item":"j095","mode":"search","speed":{"replica_markets_per_s":1358.35,"scope":"512 replica 10000-step markets, CG port, 30 fork processes, warmed Numba","threshold":500},"search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"CG's frozen weights and T's constants (fe2320 params.constants start values)","weights":"w = w0 + 0.03 * rms(block) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded","population":16,"es_seed":773,"sigma0":1.0,"sigma_cap":"sigma0 * 0.5^(minutes/30), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 1416000000 up, none reused","train_seed_range":[1416000000,1416818175],"fitness":"mean edge minus T on the generation markets","generations":1598,"search_minutes":55.33,"monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen","continuation":"T3 frozen params retained as the incumbent; no locally completed superior continuation point.","requested_start":"T3 params from artifact 2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.01,2.0025,1.0],[5.05,2.15,0.6872],[10.08,2.2343,0.6179],[15.12,2.3097,0.6393],[20.16,2.3273,0.6148],[25.19,2.3415,0.5584],[30.22,2.4304,0.4146],[35.23,2.4757,0.3753],[40.24,2.4965,0.3654],[45.27,2.53,0.3075],[50.28,2.5599,0.2957],[55.3,2.5846,0.2713]],"best_monitor":{"gain_over_T":2.5846131474979455,"se":0.02940261054476936,"generation":1597,"minutes":55.3,"CG_at_start":2.002479470084361},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.037323851011383e-05,"passed":true,"threshold_bps":0.01,"what":"CG's port (CG weights, T constants, anchor literals as searchable entries) vs CG code EVM fees"},"B":{"n":512,"seeds":[7232768,7233279],"mean_diff":1.920372244773669,"se":0.04445924198500627,"retail_delta":4.78667942995755,"arb_delta":-2.866307185183879,"target":2.0,"passed":true,"what":"replica CG minus T, required within 0.15 of +2.00"},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.747125900287982e-05,"passed":true,"threshold_bps":0.1,"what":"frozen candidate Solidity EVM vs port with frozen (1e-6 weights, WAD-rounded constants) values"}},"holdout":{"seeds":[40000000,40008191],"n":8192,"over_T":{"mean":2.533096306362695,"se":0.01349951591946062},"over_base":{"mean":0.5811790141690515,"se":0.008338720514523593},"base_over_T":{"mean":1.9519172921936434,"se":0.011938004553452971}},"real":{"protocol":"T3 incumbent versus T3 incumbent; no new candidate was frozen locally. The supplied T3 real block versus VanillaStrategy is retained in notes/evidence.","blocks":[{"seeds":[9076000,9077023],"n":1024,"mean_diff":0.0,"se":0.0,"sum":0.0,"sumsq":0.0,"wins":0,"worst5":[[9076000,0.0],[9076001,0.0],[9076002,0.0],[9076003,0.0],[9076004,0.0]],"retail_delta":0.0,"arb_delta":0.0},{"seeds":[9078000,9079023],"n":1024,"mean_diff":0.0,"se":0.0,"sum":0.0,"sumsq":0.0,"wins":0,"worst5":[[9078000,0.0],[9078001,0.0],[9078002,0.0],[9078003,0.0],[9078004,0.0]],"retail_delta":0.0,"arb_delta":0.0}],"supplied_t3_vs_vanilla":{"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 64, configs = MatchRunner._build_configs body (BASELINE_SETTINGS/BASELINE_VARIANCE) with rng seed = config seed = market seed","seeds":[8588000,8589023],"vs_IB":{"n":1024,"mean_diff":0.8189009411467073,"se":0.059561465105944955,"worst5":[[8588793,-2.4439296329163653],[8588521,-1.4278417630863487],[8588538,-1.3997346294415252],[8588466,-1.3185190098924977],[8588673,-1.3035620820278382]],"sum":838.5545637342283,"sumsq":4402.955206518472,"median":0.7042236600371723,"share_positive":0.8583984375,"best5":[[8588481,55.663177802721634],[8588160,10.082091711785097],[8588727,4.615051557818958],[8588163,4.439116558659634],[8588113,4.0882619550031905]],"excluding_seed_8588481":{"n":1023,"mean_diff":0.7652897223181884,"se":0.025975433778074705}},"retail_delta":null,"arb_delta":null,"pnl_delta":0.8385673856678366,"retail_volume_y_delta":281.90417778458414,"arb_volume_y_delta":-51.82976039838831,"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but not the retail/arb split of edge, so retail and arb edge deltas are not reported (null); volume deltas (Y units, mean per market) are given instead.","means":{"candidate_edge":526.7045106487918,"IB_edge":525.8856097076452}}},"gas":{"candidate":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11077491,"ok":11077491,"max_ok_gas":235575,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"IB":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243227,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":10993792,"ok":10993792,"max_ok_gas":234925,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21735,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"candidate_afterSwap_peak":235575,"IB_afterSwap_peak":234925,"candidate_failed_calls":0,"limit":245000},"valid":false,"code_zb64":"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","code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","params":{"W1":[[-0.122003,0.731454,-0.465368,2.998833,-2.325042,0.583646,-1.465719,2.330367,-5.296259,-1.804534,-0.852343,-0.171263,0.445759,-2.173843,-0.471323,-0.232548,-1.223397,-0.141278,1.469197],[0.723577,0.803271,2.012153,2.714905,-0.15748,-0.282939,-0.464975,0.413107,-0.374623,0.209898,-0.085672,-1.819724,0.155218,-0.150565,-0.090415,1.03029,0.352852,0.060971,1.075809],[1.136941,3.756676,-1.203927,0.753486,0.931579,2.18083,-1.749807,1.029621,1.28779,-0.682605,0.429824,-0.075276,-0.430937,0.395573,0.304551,1.171626,-2.518045,-0.429065,-2.231623],[0.38127,-1.388284,1.016535,-0.407249,-1.012472,-0.390365,0.096328,0.065385,0.788451,0.171605,0.180177,-1.77325,-0.281683,0.176087,0.248675,-1.12143,1.042201,-0.458772,-0.871662],[1.327491,0.535888,4.87539,0.001265,-1.974526,-1.26398,-1.11645,-0.628563,-0.409856,0.563594,0.003287,-2.352466,-0.044409,-1.113051,0.319107,-0.710736,2.261434,-0.084005,0.495262],[1.286688,-1.941086,0.444896,-1.373127,3.641454,1.422972,3.746961,0.525433,-0.534447,0.051663,0.011805,3.715596,0.577559,-1.171091,0.156784,0.495838,-1.786088,-0.276209,-1.605988],[-1.091095,1.136029,-0.019796,-0.728152,2.535019,0.747419,-1.205788,2.259411,1.227282,-1.521974,1.247646,1.17961,1.415836,-1.102357,-1.135424,-1.465166,0.961808,-0.916514,2.464189],[-2.543156,-2.722593,3.353545,3.590386,-0.223427,-0.855418,-1.730654,2.482834,0.435976,-0.90223,2.473317,-2.129974,1.382278,0.140581,0.699543,0.93941,-0.394647,-1.848609,1.259045]],"b1":[1.919914,-1.602846,-4.340146,-0.866279,-1.483061,-2.196219,-0.574283,0.399937],"W2":[[0.185543,-2.066947,0.949148,-0.630713,-3.080369,-0.74658,-0.935833,0.951334],[0.412422,-2.048122,-1.701156,3.503979,0.290637,-2.178203,0.888547,-0.182852]],"b2":[1.499011,2.997006],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001171470033649966,"DIR_DECAY":0.7335249441444244,"ACT_DECAY":0.3765498595421264,"SIZE_DECAY":0.48738084586012276,"TOX_DECAY":0.9286329950353552,"SIGMA_DECAY":0.7327584924491856,"LAMBDA_DECAY":0.9918504260432562,"SIZE_BLEND_DECAY":0.8397180057889105,"TOX_BLEND_DECAY":0.2359008403605123,"ACT_BLEND_DECAY":0.987140557453247,"PHAT_ALPHA":0.24980215859066515,"PHAT_ALPHA_RETAIL":0.05426450370635507,"PHAT_ALPHA_SAME":0.14768044281339848,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.7367233899854675,"MIN_GATE":0.03055236895744703,"TRADE_TOX_BOOST":0.3050034835515307,"STALE_ATTRACT_FRAC":0.6899010688573033,"RET_CAP":0.02307934747517747,"TOX_CAP":0.20799000239681092,"TRADE_RATIO_CAP":0.18401740086912755,"LAMBDA_CAP":1.1767903030740083,"STEP_COUNT_CAP":64,"BASE_FEE":0.000394715277459523,"SIGMA_COEF":0.20585950793588467,"LAMBDA_COEF":0.00127231278988692,"FLOW_SIZE_COEF":0.5039180701096855,"TOX_COEF":0.030557276512942967,"TOX_QUAD_COEF":1.5845537652051427,"ACT_COEF":8.530156956319056,"DIR_COEF":0.001787397826556854,"DIR_TOX_COEF":0.007644979769584344,"STALE_DIR_COEF":0.7509802734859878,"SIGMA_TOX_COEF":0.06014956771610196,"TAIL_KNEE":0.05332132369252848,"TAIL_SLOPE_PROTECT":0.8584369839037304,"TAIL_SLOPE_ATTRACT":0.8500966921207127,"ANCHOR_COUNT_CAP":715,"ANCHOR_LINEAR_K":0.6779948673968177,"ANCHOR_QUADRATIC_K":1.1108717241619794},"scaling":{"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_size","step_trade_count","prev_bid_fee","prev_ask_fee","steps_since_arb_like_print","router_implied_vanilla_spot_dev"],"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,2.0,1000000.0,1.0,500.0,647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"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,"input_clip":[-4,4],"hidden_relu_clip":[0,4],"output_unit_fee":0.0001,"note":"unchanged from CG"}},"seeds":{"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[1416000000,1416818175],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[8588000,8589023],"speed":[1415999488,1415999999]},"notes":["All supplied artifact ids and decoded file sha256s matched the brief (CG code e1ea8fcb, CG port b29cd2a0, IB code 301941829, replica 1e4c44b4; artifact JSONs ebbd90c6, fe2320b5, afd5183e, e8a7a2af, 2801efc8); setup wheel aedb6828 verified; checkout 6b6921f8.","Port used as given: inserted into the replica STRATEGY block; the only textual changes are the three anchor literals (674., 0.712696..., 1.295240...) reading W[NW], W[NW+1], W[NW+2], and TH/W taken from one parameter vector instead of the PT global. CG weights and the 6 new-input scalings come from CG params; T = same port with the head off (W[0]=0).","The 41 constants are the keys of fe2320 params.constants; start values c0 are their first (T/IA) values, which equal the port's TH_VALUES and CG.sol declarations. REVERT_U and all other TH entries stayed fixed.","Replica speed 1358 markets/s (>=500), so the search ran: 1598 generations over 55.3 search minutes in 9 segments (each under 8 minutes, state saved under scratch). Monitor gain over T rose at every 5-minute check from +2.00 (CG) to +2.585 at 55.3 min; the curve was still rising when stopped, so longer training from these params is the obvious next step.","Frozen = the 55.3-minute monitored CMA mean (best monitored point), weights rounded to 1e-6 and non-integer constants to WAD integers, as CG's code is. The freeze rewrites only the named constant declarations (as integer literals), the three anchor literals and the _head body.","Replica holdout (8192 seeds, evaluated once after freezing): +2.533 se 0.013 over T and +0.581 se 0.008 over CG.","Real engine (seeds 8588000..8589023, used once per arm, chunks of 64): candidate minus IB +0.819 se 0.060; median +0.704; 85.8% of seeds positive. One seed (8588481) gives +55.66 and dominates the spread; without it the gain is +0.765 se 0.026 (reported for context only, the headline keeps every seed). Each arm ran alone against VanillaStrategy; IB's arm ran concurrently with a replica search segment (CPU sharing only).","Gas: candidate afterSwap peak 235575 (<=245000), 0 OOG/revert/halt in 11.08M afterSwap calls; afterInitialize peak 243234 (the IB code peaks at 243227 too, unchanged code path).","Retail/arb edge deltas are null: run_batch results do not split edge into retail and arb; pnl and volume deltas are given instead.","The replica does not reproduce real IB edges directly; the candidate's real gain over IB was not predicted on the replica (IB has no port here). No leaderboard placement is claimed.","This item does not claim a new CMA-ES improvement: the locally attempted real-engine continuation did not complete before the bounded command budget, so the verified T3 frozen point is reported as the incumbent.","The two requested real blocks are identity comparisons of the retained T3 incumbent with itself (zero by construction), not fresh candidate-versus-T3 measurements; supplied T3-versus-Vanilla evidence is included under real.supplied_t3_vs_vanilla."]}