{"item":"j052","mode":"search","speed":{"replica_markets_per_s":812.4195155225971,"n":512,"procs":6,"seeds":[2031999488,2031999999],"threshold":500,"scope":"512 replica 10000-step markets, T3 port, fork pool of 6 (all cores), warmed Numba; machine shared (load average ~48 on 6 cores), so search throughput was ~3x lower"},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"threshold_bps":0.01,"passed":true,"what":"T3's port (CG port with T3's weights and constants, anchors from the parameter vector) vs T3 code EVM fees; callbacks recorded from replica markets run with T3's port"},"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":5.76454659700909e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with the frozen values (weights 1e-6, constants WAD-rounded / integers)"}},"search_settings":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants","start":"T3's params (weights and 41 constants); z=0 reproduces T3's Solidity byte for byte through the freeze code","weights":"w = w0 + 0.03 * rms(block of T3) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays (names containing DECAY) d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded","population":32,"es_seed":852,"sigma0":0.5,"sigma_cap":"sigma0 * 0.5^(minutes/40), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 2032000000 up, none reused","train_seed_range":[2032000000,2032013823],"fitness":"mean edge minus T on the generation markets","generations":27,"search_minutes":30.6,"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":[[0.0,2.5846,0.5],[6.25,2.583,0.4422],[10.42,2.5869,0.4174],[15.44,2.5799,0.3827],[20.92,2.5817,0.3479],[25.62,2.5906,0.3207],[30.6,2.5883,0.2942]],"best_monitor":{"gain_over_T":2.5905549543059525,"se":0.02989298683810019,"generation":22,"minutes":25.62,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.5408833989821415,"se":0.013632304214092363,"n":8192},"over_base":{"mean":0.007787092619446781,"se":0.003214123843226824,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192}},"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; pair = candidate minus T3","block1":{"seeds":[8904000,8905023],"n":1024,"mean_diff":0.01602752253857953,"se":0.008646793684569597,"sum":16.41218307950544,"sumsq":78.58540999247683,"wins":543,"losses":481,"median":0.015442925181616829,"worst5":[[8904886,-1.168306222303272],[8904830,-1.1335181555800773],[8904580,-1.0478804370547437],[8904495,-0.9705215679119874],[8904775,-0.8988693600997522]],"best5":[[8904076,2.0490996995609976],[8904585,1.2597005886237298],[8904206,1.257460775909749],[8904665,1.2093824774495943],[8904511,1.0448237821465227]],"means":{"candidate_edge":527.2440262772836,"T3_edge":527.227998754745},"retail_delta":null,"arb_delta":null,"pnl_delta":0.015535419870694511,"retail_volume_y_delta":-95.14635204787545,"arb_volume_y_delta":-53.39014605001963},"block2":null,"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but not a retail/arb split of edge, so retail_delta and arb_delta are null; volume deltas (Y units, mean per market) are given instead."},"gas":{"source":"amm_sim_rs.gas_stats(), reset per 64-market chunk and summed; Submission role only","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":11081302,"ok":11081302,"max_ok_gas":237606,"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}},"T3":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11092081,"ok":11092081,"max_ok_gas":237600,"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}},"candidate_afterSwap_peak":237606,"T3_afterSwap_peak":237600,"candidate_failed_calls":0,"limit":245000},"valid":true,"code_zb64":"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","code_sha256":"0f43026f966c03c8fa0dcbd82d1bab4d558a9cd2656a3f6b8bc4cfb5a2b1735e","params":{"W1":[[-0.103583,0.739402,-0.5063,2.978067,-2.322159,0.570665,-1.487029,2.31854,-5.294941,-1.770169,-0.828677,-0.13718,0.435359,-2.162829,-0.481748,-0.223632,-1.223407,-0.08037,1.444116],[0.705233,0.789875,1.985726,2.715126,-0.139336,-0.268589,-0.435716,0.423146,-0.347181,0.18119,-0.100749,-1.831015,0.175142,-0.149242,-0.049387,1.015448,0.365485,0.056723,1.073814],[1.125673,3.812364,-1.183159,0.729845,0.969409,2.174187,-1.779811,1.020644,1.299784,-0.690216,0.430234,-0.047222,-0.389549,0.379621,0.284095,1.157641,-2.497539,-0.455924,-2.196056],[0.371101,-1.394568,0.984147,-0.368955,-1.024247,-0.32303,0.112119,0.05985,0.773588,0.146784,0.167192,-1.807233,-0.303182,0.221626,0.283844,-1.116669,1.088943,-0.470163,-0.794741],[1.32519,0.519453,4.873711,-0.018116,-1.977018,-1.24127,-1.14057,-0.639795,-0.447992,0.588535,-0.00149,-2.385215,-0.031018,-1.100274,0.337212,-0.685788,2.247498,-0.07703,0.473417],[1.274648,-1.92801,0.503811,-1.370867,3.631271,1.397532,3.76932,0.487392,-0.537322,0.07981,0.015047,3.646131,0.582643,-1.191762,0.174184,0.49532,-1.805473,-0.302754,-1.606694],[-1.122424,1.103072,-0.004767,-0.715669,2.588763,0.800849,-1.212984,2.252616,1.210829,-1.531191,1.240211,1.169567,1.414482,-1.120667,-1.066578,-1.434862,0.964002,-0.905469,2.47217],[-2.509889,-2.714046,3.386131,3.612336,-0.245079,-0.93663,-1.73787,2.473719,0.446161,-0.938134,2.450492,-2.156313,1.366822,0.08872,0.696439,1.000756,-0.375687,-1.824688,1.221858]],"b1":[1.932497,-1.641516,-4.344669,-0.83191,-1.51771,-2.237797,-0.580941,0.420216],"W2":[[0.208778,-2.101389,0.945837,-0.688107,-3.169495,-0.75182,-0.958284,0.9089],[0.470886,-2.045191,-1.76293,3.483494,0.324081,-2.194953,0.895824,-0.173483]],"b2":[1.509379,3.030347],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001164564629276928,"DIR_DECAY":0.7315191217657322,"ACT_DECAY":0.38488502070580055,"SIZE_DECAY":0.4813107426511124,"TOX_DECAY":0.9282284039571325,"SIGMA_DECAY":0.7306021476740914,"LAMBDA_DECAY":0.9919443408621462,"SIZE_BLEND_DECAY":0.8428328803817696,"TOX_BLEND_DECAY":0.24269807356383932,"ACT_BLEND_DECAY":0.987093447557005,"PHAT_ALPHA":0.2530175894451277,"PHAT_ALPHA_RETAIL":0.05449511899075818,"PHAT_ALPHA_SAME":0.14681109384020466,"DIR_IMPACT_MULT":4.0,"GATE_SIGMA_MULT":6.768669672340797,"MIN_GATE":0.030347270311942558,"TRADE_TOX_BOOST":0.30552655078522306,"STALE_ATTRACT_FRAC":0.6937821541870635,"RET_CAP":0.023033616214918756,"TOX_CAP":0.2067486948802881,"TRADE_RATIO_CAP":0.1839882036717517,"LAMBDA_CAP":1.160453924637486,"STEP_COUNT_CAP":64.0,"BASE_FEE":0.000395857435652354,"SIGMA_COEF":0.20671399611360197,"LAMBDA_COEF":0.00126563823646731,"FLOW_SIZE_COEF":0.5050735956982247,"TOX_COEF":0.030584994475580763,"TOX_QUAD_COEF":1.5765064465076293,"ACT_COEF":8.545631426061107,"DIR_COEF":0.001761508571119788,"DIR_TOX_COEF":0.00757333373569891,"STALE_DIR_COEF":0.7505304143372948,"SIGMA_TOX_COEF":0.0600471973964365,"TAIL_KNEE":0.053379805120508106,"TAIL_SLOPE_PROTECT":0.8626881190390674,"TAIL_SLOPE_ATTRACT":0.8453969710850835,"ANCHOR_COUNT_CAP":708.0,"ANCHOR_LINEAR_K":0.6838149870856842,"ANCHOR_QUADRATIC_K":1.1078950884334149},"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":{"speed":[2031999488,2031999999],"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[2032000000,2032013823],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[8904000,8905023]},"notes":["All supplied files matched their sha256: artifact JSONs 2801efc8 (HA), 2333ecf2 (T3), ebbd90c6 (CG), e8a7a2af (replica); T3 code_zb64 decoded cb6d9455, CG port_zb64 decoded b29cd2a0, replica_source 1e4c44b4, HA code 99e3a2ec; setup wheel aedb6828; checkout 6b6921f8. No port was rebuilt.","Port used as given in the replica STRATEGY block; only changes: the three anchor literals (674., 0.712696..., 1.295240...) read W[NW], W[NW+1], W[NW+2], and TH = W[NW+3:] so weights, anchors and constants form one parameter vector. T = same vector with head off (W[0]=0) and T's constants. Gate B reproduced T3's reported gate B value exactly (+1.920372).","Replica speed 812 markets/s (>=500), so mode search. The machine was shared with other jobs (load average about 48 on 6 cores), so a generation (33 x 512 markets) took about 60-75 s instead of the ~21 s the speed figure implies.","Brief deviation: the search ran 30.6 minutes (27 generations, 5 segments under 8 minutes, state saved under scratch), not the required 45. Tool calls on this machine stalled for minutes at a time, and finishing 45 minutes would have left no reliable time for freeze, gates, holdout and the 1,024-seed real block before the run deadline. Two early segments were killed at the 8-minute command limit; state was saved per generation, so no completed generation was lost.","Monitor curve stayed flat within noise: T3 at start +2.5846 over T, best monitored point +2.5906 (25.6 min, generation 22), se about 0.03. With only 27 generations at population 32 the search barely moved from T3.","Frozen = the 25.6-minute monitored CMA mean, weights rounded to 1e-6, non-integer constants to WAD integers, integer constants rounded, as T3 does. The freeze rewrites only the named constant declarations, the three anchor literals and the _head body of T3's code; at z=0 it reproduces T3's code byte for byte. Scaling and shell unchanged.","Replica holdout (8192 seeds, evaluated once): candidate +2.541 se 0.014 over T, +0.0078 se 0.0032 over T3.","Real engine block 1 (seeds 8904000..8905023, each arm alone vs Vanilla, chunks of 64): candidate minus T3 +0.016 se 0.0086, 543 wins / 481 losses. This is not a significant improvement over T3. T3's arm ran concurrently with search segments (CPU sharing only).","Second real block (8906000..8907023) not run: about 40 minutes remained after block 1, but each 1,024-seed arm took about 15 minutes here and tool calls were stalling, so it was skipped to keep the submission safe.","Step 3 (T3 vs HA, real-only mode) does not apply because the mode is search; no comparison to HA and no leaderboard placement is claimed.","Gas: candidate afterSwap peak 237606 (<=245000), afterInitialize peak 243234, 0 OOG/revert/halt/tx_error/bad_return in 11.08M afterSwap calls. Retail/arb edge deltas are null: run_batch does not split edge into retail and arb; pnl and volume deltas are given instead."]}