{"item":"k14","batch":"r6-j5-joint","mode":"search+real (search found no improvement over J5; frozen point = J5 itself, byte-identical code)","speed":{"replica_markets_per_s_J5":842.7209514962228,"replica_markets_per_s_T":958.804029867838,"scope":"512 x 10000-step replica markets, 28 processes, warmed numba, pool start included; above 500/s so the search ran","search_throughput_note":"in the search (persistent pool, 17 x 512 markets per generation) a generation took about 9-13 s on this machine"},"search":{"library":"cma (pycma)","es_seed":714,"popsize":16,"dims":219,"sigma0":1.0,"start":"J5's frozen params (W1, b1, W2, b2 and J5's 41 constant values), z = 0","parameterization":"w = w0 + 0.05*rms(block)*z per block (W1, b1, W2, b2); constants c = c0*2^x, decays 1-d = (1-d0)*2^x, x = 0.03*z clipped to [-1,1]; ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded","markets_per_generation":512,"train_seeds":"1239000000 + gen*512 .. +511, gen 0..216, each used once, shared by population and T","fitness":"mean replica edge minus T edge on the generation seeds","sigma_cap":"sigma <= 1.0*0.5^(search_minutes/30) after every generation","search_minutes":45.02646214839378,"generations":217,"final_sigma":0.3533372921914037,"monitor":"CMA mean vs T on seeds 30000000..30002047 at start and every 5 search-minutes","frozen_point":{"source":"start point (J5)","minutes":0.0,"generation":0,"monitor_gain_over_T":2.3568067935702803,"monitor_se":0.029496769330094277},"segments":"run in segments of at most 7.5 wall minutes with pickled CMA state"},"curve_columns":["minutes","monitor_gain_over_T","monitor_se","sigma"],"curve":[[0.0,2.3568067935702803,0.029496769330094277,1.0],[5.12,2.2891001059659777,0.029457765567330936,0.7711551266170222],[10.1,2.291238490823896,0.0289289429382084,0.7262846569889799],[15.14,2.249044402943346,0.02941114048336698,0.6771856191331932],[20.0,2.3119511217033852,0.029197311104352232,0.6298830564003549],[25.17,2.3305425922382494,0.02886856056577631,0.5590375689518596],[30.04,2.328535952083778,0.02853907352841477,0.4995833013096069],[35.23,2.3139864745255094,0.02864082069533541,0.4430794488545095],[40.14,2.3118529726075403,0.02838343389788434,0.39559691759481436],[45.03,2.3153008554513193,0.02841682116780142,0.3533372921914037]],"gates":{"A":{"name":"A","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.0025170256143236536,"fees_above_0_01_bps":0,"init_max_diff_bps":0.0,"what":"J5's port (IA port, J5 weights, TH = J5's 38 named values, anchor literals = J5's ANCHOR_*) vs J5 code EVM fees (pyrevm)","threshold_bps":0.01,"passed":true},"B":{"seeds":[7672000,7672511],"n":512,"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"passed":true,"J5_minus_T":[2.3559031741062504,0.04904331091020273],"IA_minus_T":[1.4903959661301307,0.04232724264040335],"interval":[0.726,1.026]},"C":{"name":"C","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.0025170256143236536,"fees_above_0_01_bps":0,"init_max_diff_bps":0.0,"what":"frozen Solidity (== J5.sol, sha256 dd53db1f...) vs frozen port (weights 1e-6, constants WAD-truncated as in the code)","threshold_bps":0.1,"passed":true}},"holdout":{"n":8192,"seeds":[40000000,40008191],"over_T":2.307544068661547,"over_T_se":0.013528690579041706,"over_base":0.0,"over_base_se":0.0,"base":"J5","J5_over_T":2.307544068661547,"J5_over_T_se":0.013528690579041706},"real":{"seeds":[8352000,8353023],"chunk":64,"chunks":{"J5":16,"IB":16},"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(bytecode, Vanilla, configs, 8); configs as MatchRunner._build_configs with BASELINE_SETTINGS/BASELINE_VARIANCE, rng and config seed = market seed","vs_IB":{"n":1024,"mean_diff":0.5972591279933415,"se":0.02542907951277411,"sum":611.5933470651817,"sumsq":1042.6667282332623,"worst5":[{"seed":8352657,"diff":-2.7748620225299874},{"seed":8352348,"diff":-2.033483331435491},{"seed":8352658,"diff":-1.9549981493050836},{"seed":8352370,"diff":-1.8795398790562103},{"seed":8352428,"diff":-1.7480665718552473}],"retail_volume_delta_Y":70.92153850455314,"arb_volume_delta_Y":-173.6351215347319,"retail_arb_edge_delta":null,"retail_arb_edge_note":"not computed: the edge split into retail and arb needs per-step data that this run did not record; volume deltas (Y units, per market) given instead"},"mean_edge":{"candidate_J5":527.6009669785868,"IB":527.0037078505935}},"gas":{"J5":{"afterSwap_peak":238268,"afterInitialize_peak":243234,"afterSwap_calls":11072492,"OOG":0,"other_failures":0,"valid":true,"per_callback":{"afterInitialize":{"calls":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11072492,"max_ok_gas":238268,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}}},"IB":{"afterSwap_peak":237739,"afterInitialize_peak":243227,"afterSwap_calls":11033201,"OOG":0,"other_failures":0,"valid":true,"per_callback":{"afterInitialize":{"calls":1024,"max_ok_gas":243227,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11033201,"max_ok_gas":237739,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"max_ok_gas":21735,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}}},"source":"amm_sim_rs.gas_stats(), reset before each 64-seed chunk, Submission role, summed calls / max of max_ok_gas"},"valid":true,"code_zb64":"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","code_sha256":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c","params":{"architecture":"19-8-2 as IA/J5 (ReLU clipped [0,4], inputs clipped [-4,4], output bps added to T-path fees)","W1":[[1.15129,-0.996585,-1.360612,2.864062,-2.166269,1.89742,-0.696507,2.175748,-3.58687,-2.449428,-0.696308,-0.558013,0.414019,-1.949829,-1.111019,0.52261,0.039733,-0.631826,0.495709],[0.86271,0.254613,1.646103,3.037976,1.718562,0.780098,-0.197718,-0.184908,-0.437817,0.190946,-0.202232,-1.333669,0.413344,-0.244053,-0.058662,1.013436,-0.128968,0.139462,0.195157],[1.729115,2.575792,-0.147932,1.629057,1.061114,4.271396,-1.566701,1.396977,1.6111,-1.150991,0.180765,-1.441042,-0.441326,0.394615,0.291057,1.177919,-1.248081,0.126277,-1.173105],[-0.664494,-0.965412,1.563603,-0.425824,-1.598845,1.349881,0.036501,0.697289,-0.445311,0.369449,0.32802,-0.940209,-2.098654,0.833946,-0.08927,0.548337,3.384914,0.014411,-0.487982],[1.022564,0.779154,4.569973,0.12783,-2.062091,-2.137189,-0.453636,-0.91211,-0.260035,0.136344,0.045042,-1.584326,0.291057,-1.076427,-0.006439,-0.275677,2.576729,-0.043329,-0.250119],[1.274221,-2.125229,0.477101,-0.440908,2.15979,0.969918,2.157772,1.49217,-0.795849,0.290526,0.042831,3.728527,0.655144,-0.751888,0.053949,1.711916,-0.967529,-0.845371,0.51631],[-2.154359,0.323503,0.502496,-1.692203,2.351653,1.316477,-0.470729,1.546865,1.607024,-0.69916,0.730603,1.579664,0.852441,0.6062,-0.560468,-0.257002,1.122865,-0.208801,1.201277],[-3.431737,-1.947345,4.449738,3.631164,-1.291438,-1.559901,-1.265114,0.949285,2.503463,-0.876593,2.612494,-1.483027,0.781478,-0.841417,0.463619,0.746681,0.865164,-1.373002,1.526777]],"b1":[0.497572,-0.831682,-2.767245,-0.125743,-1.222987,-1.550949,-0.777339,-0.161961],"W2":[[0.037931,-2.360691,0.520992,-0.817009,-3.147262,-0.447985,0.471992,0.567987],[0.587518,-2.30336,-1.969661,2.252433,0.778349,-1.707478,0.144538,0.56426]],"b2":[0.8623,1.118605],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001168085308968538,"DIR_DECAY":0.6708732125720838,"ACT_DECAY":0.49682908632969613,"SIZE_DECAY":0.4728256252769685,"TOX_DECAY":0.935365149604538,"SIGMA_DECAY":0.6696245950727084,"LAMBDA_DECAY":0.987870739046352,"SIZE_BLEND_DECAY":0.8483380461513357,"TOX_BLEND_DECAY":0.24478681527482282,"ACT_BLEND_DECAY":0.9846490771136527,"PHAT_ALPHA":0.247625310137791,"PHAT_ALPHA_RETAIL":0.0507874078770196,"PHAT_ALPHA_SAME":0.14851350675375644,"DIR_IMPACT_MULT":5.0,"GATE_SIGMA_MULT":5.424109880048015,"MIN_GATE":0.02752861145289368,"TRADE_TOX_BOOST":0.29535921748716293,"STALE_ATTRACT_FRAC":0.7339436627363265,"RET_CAP":0.02077647001542073,"TOX_CAP":0.18285021586819034,"TRADE_RATIO_CAP":0.2114237530741308,"LAMBDA_CAP":1.3277634863952608,"STEP_COUNT_CAP":56.0,"BASE_FEE":0.00051082991832555,"SIGMA_COEF":0.19158029221698078,"LAMBDA_COEF":0.001362871137046423,"FLOW_SIZE_COEF":0.47371206396001814,"TOX_COEF":0.02450003373115383,"TOX_QUAD_COEF":1.322845864299775,"ACT_COEF":8.240528322972024,"DIR_COEF":0.003178306275011696,"DIR_TOX_COEF":0.0104643196179574,"STALE_DIR_COEF":0.7451429374420652,"SIGMA_TOX_COEF":0.045521188875803024,"TAIL_KNEE":0.04944397677675635,"TAIL_SLOPE_PROTECT":0.8769115691956163,"TAIL_SLOPE_ATTRACT":0.8632618839360807,"ANCHOR_COUNT_CAP":564.0,"ANCHOR_LINEAR_K":0.7532823694587746,"ANCHOR_QUADRATIC_K":1.301162029835076},"scaling":{"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,"note":"unchanged from IA/J5 params"}},"seeds":{"train":[1239000000,1239111103],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"gate_B":[7672000,7672511],"gates_A_C":[310000,310049],"real":[8352000,8353023],"speed":[900000,900511],"real_probe":[7000000,7000007]},"inputs_sha256":{"J5_artifact":"fe2320b5c091489337b3eb06bcbaea19bf4a8af09d959d67504ba63184f1dab6","J5_code":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c","IA_artifact":"df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df","IA_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","IB_artifact":"afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557","IB_code":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","replica_artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","HA_artifact":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","wheel":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a"},"notes":["All input sha256 values verified (artifact downloads equal their ids; decoded J5 code, IA port, IB code and replica source match the brief). Setup ran under test/scratch/amm (checkout 6b6921f8); nothing written outside the item path except scratch.","J5's port: IA's port used as given; its three anchor literals read W[NW..NW+2]; TH and W are passed inside the replica's parameter array. T = zero head with T's values; IA = IA params with T's values. No port rebuilt.","Freeze self-test: regenerating code from J5 params reproduced J5.sol byte for byte (sha256 dd53db1f...).","Start monitor of J5 (+2.3568 over T) and holdout J5 over T (+2.30754 se 0.01353) reproduce the J5 artifact figures (2.35683, 2.307544).","The CMA mean never exceeded J5 on the monitor in 45 search-minutes / 217 generations (range +2.249..+2.331 vs +2.357), so the best monitored point is J5 itself and holdout over_base is exactly 0. With sigma0 = 1 in z units the mean is perturbed far from J5 early and only partly recovers; a smaller sigma0 or more generations would be needed to test whether J5 can be improved locally.","Real result is J5 vs IB on fresh seeds 8352000..8353023 (1024 paired markets, 16 chunks of 64). One 8-seed probe of IB on 7000000..7000007 was run to check the harness; not part of any reported figure.","Gate C is the same harness as gate A: the frozen code is J5.sol, the frozen port uses WAD-truncated constants and 1e-6 weights.","Gate harness: 50 sequences of 2000 afterSwap callbacks; trades drawn with a lognormal size, buys/sells (X-in, Y-in, X-out) and timestamp gaps 0..13, executed in the replica pool and fed to the EVM as TradeInfo."]}