{"item":"p09","mode":"search","speed":{"replica_markets_per_s_T_512":946.8929544047376,"replica_markets_per_s_J2_512":941.7546471699952,"scope":"ib_port strategy plugged into the replica STRATEGY block, 4-process fork pool on 4 cores, 10000 steps, warmed numba"},"search":{"optimizer":"pycma CMA-ES","es_seed":759,"population":16,"dimensions":219,"weights":178,"constants":41,"start":"J2 frozen params (CMA mean z=0)","map":"w = w0 + 0.05*rms(block)*z (blocks W1,b1,W2,b2); c = c0*2^e, decays d = 1-(1-d0)*2^e, e = clip(0.03 z,-1,1); integers (ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_CAP) rounded","sigma0":1.0,"sigma_cap":"sigma <= 0.5^(minutes/30) after each generation","train_seeds":"1374000000..1374157695, 512 per generation shared by population and T, none reused","fitness":"mean edge minus T mean edge on the same 512 seeds","generations":308,"minutes":45.60274201234182,"monitor_seeds":"30000000..30002047, CMA mean, at start and every 5 min","frozen":{"monitor_gain_over_T":2.3379956818037497,"at_minute":45.13368748426438,"at_generation":305,"J2_monitor_gain_over_T":2.3098681827481586}},"curve":{"columns":["minutes","monitor_gain_over_T (CMA mean, 2048 seeds)","sigma","se","generation"],"rows":[[0.0,2.3098681827481586,1.0,0.02865635979451274,0],[5.02,2.1503511611612205,0.7575198474182111,0.02793426129765997,32],[10.01,2.186286512568267,0.6992677606698073,0.02915503702496594,65],[15.12,2.2466136956852223,0.6380198880304839,0.029006340010284026,100],[20.08,2.2274445456601257,0.5687589906149547,0.028604834907357473,134],[25.11,2.2383008004748004,0.561700334913872,0.02796550904842583,169],[30.04,2.27361113464423,0.5013341578174536,0.02877359432173441,202],[35.03,2.317419299111024,0.44662383447077364,0.028307060208216238,236],[40.01,2.3265424686310263,0.39812321208398654,0.029260821882365916,270],[45.13,2.3379956818037497,0.3536357591049886,0.028584806926118138,305]]},"gates":{"A":{"sequences":50,"seeds":[310000,310049],"callbacks":99474,"max_fee_diff_bps":0.29060348427628785,"n_over_0.01bps":3,"secs":10.133087396621704,"what":"J2 port (IB port with J2 weights, 38 named constants and 3 anchor entries) vs J2 code on EVM; 2000 synthetic callbacks per sequence (t from 1, steps in {0,0,0,1,1,2,8,13}, lognormal(-2,1.5) sizes capped at 15% of reserve X)","threshold_bps":0.01,"passed":false,"note":"3 callbacks above 0.01 bps and sequence 310037 reverted in the EVM (Panic 0x12, division by zero) at callback 1424, t=4901, where the float port continues; the remaining 99,471 callbacks agree. These synthetic sequences reach states the real engine did not: J2 and the candidate ran 1024 real markets with 0 reverts. Not investigated further for lack of time."},"B":{"what":"replica J2 minus IB, seeds 7660000..7660511","replica_mean":0.4947719567338702,"se":0.028895513557431324,"reference":0.578,"abs_error":0.08322804326612976,"tolerance":0.15,"passed":true},"C":{"sequences":50,"seeds":[310000,310049],"callbacks":99474,"max_fee_diff_bps":2.7043708432952784,"n_over_0.01bps":3,"secs":10.719728708267212,"what":"frozen candidate Solidity vs frozen port, same 50 sequences as A","threshold_bps":0.1,"passed":false,"note":"same 3 callbacks and the same seq 310037 revert as gate A (max 2.70 bps); all other callbacks within threshold"}},"holdout":{"n":8192,"seeds":"40000000..40008191, used once","over_T":[2.3017191425985084,0.012635693459677827],"over_base":[0.02721658132381751,0.005359106236774548],"J2_over_T":[2.2745025612746907,0.012716083215165725],"mean_edge":{"cand":527.2745549753171,"J2":527.2473383939932,"T":524.9728358327186},"format":"[mean, se]; base=J2"},"real":{"seeds":"8532000..8533023 (1024), chunks of 64, each strategy alone vs VanillaStrategy via amm_sim_rs.run_batch(X, Vanilla, configs, 8); configs per MatchRunner._build_configs body with seed i","vs_IB":{"n":1024,"mean_diff":0.5538995813499482,"se":0.02324065458770895,"sum":567.193171302347,"sumsq":879.9802536705479,"worst5":[[8532649,-2.352175936634353],[8532417,-1.7949719636320651],[8532226,-1.6776306456359862],[8532144,-1.6231240164324845],[8532468,-1.5087672911224672]]},"retail_volume_y_delta_vs_IB":-65.63503871564427,"arb_volume_y_delta_vs_IB":-312.46367565925567,"pnl_delta_vs_IB":0.5698294358253335,"mean_edge":{"cand":528.0743094567549,"IB":527.520409875405},"retail_arb_note":"the engine result exposes edges, pnl, retail_volume_y and arb_volume_y but no retail/arb edge split, so retail and arb deltas are volume (Y) deltas"},"gas":{"cand":{"afterSwap_peak":237079,"afterInitialize_peak":243247,"OOG":0,"other_failures":0,"afterSwap_calls":11047120},"IB":{"afterSwap_peak":237118,"afterInitialize_peak":243227,"OOG":0,"other_failures":0,"afterSwap_calls":11039317},"limit":245000},"valid":false,"gas_valid":true,"valid_note":"gas and OOG checks pass on the real engine (0 OOG, peak within 245000), but gates A and C did not pass strictly on this item's synthetic sequences, so the candidate is not marked valid","code_zb64":"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","code_sha256":"8c64590946c6da931cb5d3ec869c11f0354a3614459be87b0e53ce3d1a9dbbaf","params":{"W1":[[-0.087174,2.000922,-1.516303,3.877124,-3.075182,-0.893082,-1.34515,2.078196,-4.869689,-0.808148,1.775745,-0.27768,0.729613,1.962755,-0.157484,-1.681175,0.568611,0.012019,0.424571],[0.818623,1.307259,2.402461,2.85152,1.084317,-1.731849,0.062957,-0.157285,0.026246,-0.045536,-0.047733,-0.392412,0.24495,-1.058287,-0.101197,0.827385,0.276694,-0.469419,0.283254],[0.79102,3.289892,0.928519,0.679301,0.868796,1.859917,-1.521409,1.186583,0.635198,-0.651721,0.289522,-3.314932,-0.341034,-0.001771,-0.15718,0.582414,-0.022666,-1.288852,-1.150656],[-0.68521,-0.549454,1.10511,-0.153063,-0.113564,1.646122,-1.230695,1.829593,-1.893729,-0.530702,0.010542,-2.82349,-1.263637,1.155686,0.618961,0.536131,1.679604,-0.134021,2.199821],[0.030112,1.10693,2.560344,0.238519,-2.017391,1.004116,1.359288,0.79725,-0.352916,0.169007,0.025738,-1.511687,0.040208,-0.709262,0.20643,-1.215623,3.284026,-0.786242,-0.251767],[2.666697,-1.389689,1.777348,-0.554216,1.878412,0.427269,1.005088,0.351556,-0.611615,0.678636,0.055368,3.219645,0.362305,-0.579674,-0.785796,1.284531,0.590431,1.469503,0.615463],[-1.395223,1.347941,0.825559,-2.659992,2.151671,-0.306389,-0.992914,0.03083,1.473248,-0.270336,0.403663,-0.086226,-1.108694,0.861013,0.443699,0.423708,0.805798,0.771989,-0.627947],[-2.368737,-2.040876,3.028602,2.787625,-0.640432,-2.73466,-0.976063,3.230117,1.297408,-1.821118,3.264119,-3.25087,0.246632,0.407139,-0.425611,1.70686,0.966928,0.518052,-0.918747]],"b1":[1.467245,-1.954753,-2.306274,-2.704938,-0.349843,-2.684431,-2.082347,-1.342022],"W2":[[0.425598,-2.081813,0.673049,-0.242909,-2.430694,-0.723336,-2.566147,0.171306],[0.200248,-2.305671,-1.994595,-0.10222,1.276718,-0.890279,0.273352,0.61347]],"b2":[2.220573,2.792587],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001335347621336615,"DIR_DECAY":0.7350718150830601,"ACT_DECAY":0.5543397554459999,"SIZE_DECAY":0.5258265158973541,"TOX_DECAY":0.93638623701273,"SIGMA_DECAY":0.612661479121631,"LAMBDA_DECAY":0.9909617090976223,"SIZE_BLEND_DECAY":0.8322785851781076,"TOX_BLEND_DECAY":0.393230101742748,"ACT_BLEND_DECAY":0.9835516027618444,"PHAT_ALPHA":0.26338914290414345,"PHAT_ALPHA_RETAIL":0.0480615060803492,"PHAT_ALPHA_SAME":0.1253103049384465,"DIR_IMPACT_MULT":4.0,"GATE_SIGMA_MULT":6.688061020865773,"MIN_GATE":0.029378250136228468,"TRADE_TOX_BOOST":0.3038193840549743,"STALE_ATTRACT_FRAC":0.8535364776461855,"RET_CAP":0.023083487075005998,"TOX_CAP":0.21881217435391406,"TRADE_RATIO_CAP":0.2297688286993247,"LAMBDA_CAP":1.6068245789550613,"STEP_COUNT_CAP":83.0,"BASE_FEE":0.000368432933558191,"SIGMA_COEF":0.19787641224568756,"LAMBDA_COEF":0.001249044529580878,"FLOW_SIZE_COEF":0.442115047550622,"TOX_COEF":0.03231757918603376,"TOX_QUAD_COEF":1.5321574390750088,"ACT_COEF":8.33009828821492,"DIR_COEF":0.002112015644865239,"DIR_TOX_COEF":0.00860879297357197,"STALE_DIR_COEF":0.7602327127364059,"SIGMA_TOX_COEF":0.04519720725299712,"TAIL_KNEE":0.05539983593607262,"TAIL_SLOPE_PROTECT":0.8365940085621404,"TAIL_SLOPE_ATTRACT":0.8903108188211247,"ANCHOR_CAP":756.0,"ANCHOR_LIN":0.7785734790843084,"ANCHOR_QUAD":1.0650195312978075},"scaling":{"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,"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}},"seeds":{"speed":"1373999488..1373999999 (T), 7660000..7660511 (J2)","gateB":"7660000..7660511","gates_A_C_sequences":"310000..310049","train":"1374000000 up","monitor":"30000000..30002047","holdout":"40000000..40008191","real":"8532000..8533023","real_probe":"7999000..7999007 (J2 only, timing)"},"notes":["All input sha256 matched: J2 json, J2 code, IB json, IB code, IB port, replica source. IB port used as given; J2 port = IB port TH with J2 head weights, 38 named constants and 3 anchor entries.","Replica J2 holdout over T reproduces the J2 item exactly (2.27450 on 40000000..40008191), and J2 monitor at minute 0 matches (2.3099 vs 2.3098).","The CMA mean first fell below J2 (sigma0=1 is large around a tuned point) and recovered to +2.338 at 45.1 min, slightly above J2 (+2.310). The holdout gain over J2 is only +0.027 se 0.005.","Constant literals are generated as round(v*1e18) via decimal repr of the float; regenerating J2 from its params reproduces J2.sol except differences of at most ~1e-16 relative in a few WAD literals (e.g. ACT_DECAY ...550600 vs ...550660).","This is far from the ~+3.1 over HA the brief says the top 10 needs; no leaderboard placement is claimed."]}