{"item":"t03","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"},"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":"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":true,"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."]}