{"item":"j082","mode":"search","speed":{"replica_markets_per_s":1499.81,"repeat_markets_per_s":1774.63,"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port, 24 fork processes, warmed Numba","threshold":500,"search_throughput_markets_per_s":2073.3},"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 anchor literals as W[NW..NW+2], T3 weights and 41 constants) vs T3 code EVM fees; sequences recorded from replica markets run with T3"},"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":6.0762590796577254e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, non-integer constants WAD-rounded)"}},"search_settings":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants","start":"T3's frozen params (weights and 41 constants), z = 0","weights":"w = w0 + 0.03 * rms(T3 block) * z, blocks W1,b1,W2,b2 (T3 coordinates)","block_rms":{"W1":1.5146020703346128,"b1":2.041907504883883,"W2":1.6321178070564675,"b2":2.3695019457849154},"constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; *_DECAY: d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded (T3 coordinates)","population":32,"es_seed":882,"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 2092000000 up, none reused","train_seed_range":[2092000000,2092194047],"fitness":"mean edge minus T on the generation markets","generations":379,"search_minutes":51.48,"monitor":"CMA mean on seeds 30000000..30002047 at start, every 5 minutes, and once at stop; best monitored point frozen","segments":"8 command segments each under 8 minutes, CMA state pickled under scratch between segments"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.584618491684348,0.5],[5.04,2.591420449671758,0.37963678663829464],[10.1,2.5976368837092787,0.3489911265306684],[15.21,2.6140218323306064,0.3272914634517387],[20.24,2.613652961310872,0.3257509852055534],[25.31,2.6187803975172645,0.30658837146813545],[30.34,2.6278715405235626,0.2949108755945116],[35.48,2.6312154347494476,0.2702229314831764],[40.53,2.6354810274771134,0.24771496771066318],[45.57,2.649717934716585,0.22296844715714417],[50.63,2.6524265310084805,0.20792711826480922],[51.46,2.6497423102030826,0.2049657017811816]],"best_monitor":{"gain_over_T":2.6524265310084805,"se":0.02982296816400545,"generation":372,"minutes":50.63},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.5834318890892503,"se":0.013628058765044913,"n":8192},"over_base":{"mean":0.050335582726555576,"se":0.0041631063704836374,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192},"over_base_retail_delta":0.1260889784136916,"over_base_arb_delta":-0.0757533956871363},"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_VARIANCE, build_base_config) with rng seed = config seed = market seed; paired candidate minus T3","block1":{"seeds":[9024000,9025023],"n":1024,"mean_diff":0.04092410571797045,"se":0.01139589089965604,"sum":41.90628425520174,"sumsq":137.75671029945016,"wins":568,"losses":456,"median":0.04120451338337716,"worst5":[[9024640,-2.427573127512119],[9024607,-1.3242556890789956],[9025008,-1.294956026804357],[9024163,-1.2037537429335998],[9024765,-1.186511250489957]],"best5":[[9024037,2.0535100592686604],[9024974,1.2572224179033924],[9024480,1.2327216738410698],[9024766,1.189657642504585],[9024309,1.1374529485549942]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.03833127926979785,"retail_volume_y_delta":36.133409396994566,"arb_volume_y_delta":79.98535990400083,"means":{"candidate_edge":530.6849029122823,"T3_edge":530.6439788065643}},"block2":{"seeds":[9026000,9027023],"n":1024,"mean_diff":0.032179779733683966,"se":0.01250649658536477,"sum":32.95209444729238,"sumsq":164.91057312846146,"wins":558,"losses":466,"median":0.03625624169455932,"worst5":[[9026399,-4.190127017747727],[9026367,-2.1923591929036093],[9026889,-1.311316207313098],[9026537,-1.2489046007193565],[9026694,-1.1820336192588456]],"best5":[[9026974,1.8055112680622187],[9026661,1.6610626917606623],[9026083,1.6091959391260389],[9026675,1.1763233344793207],[9026883,1.1430016911085659]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.030724737792311885,"retail_volume_y_delta":34.32615944341824,"arb_volume_y_delta":81.44488587284951,"means":{"candidate_edge":530.5714375582589,"T3_edge":530.5392577785253}},"retail_arb_note":"run_batch results expose total edges, pnl, retail_volume_y and arb_volume_y per strategy but no retail/arb split of edge, so retail_delta and arb_delta are null; pnl and volume deltas (mean per market) are given instead."},"gas":{"candidate":{"block1":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11138393,"ok":11138393,"max_ok_gas":237482,"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}},"block2":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11194370,"ok":11194370,"max_ok_gas":235516,"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}},"afterSwap_peak":237482,"OOG":0,"afterSwap_calls":22332763,"failed_calls":0},"T3":{"block1":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11118133,"ok":11118133,"max_ok_gas":237473,"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}},"block2":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11172869,"ok":11172869,"max_ok_gas":235527,"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}},"afterSwap_peak":237473,"OOG":0,"failed_calls":0},"limit":245000,"source":"amm_sim_rs.gas_stats() per 64-seed chunk after gas_stats_reset(), Submission role, summed (max for max_ok_gas)"},"valid":true,"code_zb64":"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","code_sha256":"f7a0dc45ab3fc0db41c6adf7a5f7a71798bde841782fb2efee37def535697893","params":{"W1":[[-0.19553,0.94625,-0.629515,2.991893,-2.49601,0.649459,-1.427835,2.519038,-5.309038,-1.752123,-0.691982,-0.222665,0.496693,-2.213057,-0.477571,-0.228844,-1.114032,-0.02821,1.446253],[0.686053,0.856879,2.132792,2.803183,-0.173535,-0.483849,-0.412018,0.386843,-0.374588,0.351197,-0.083886,-1.840261,0.110116,-0.086599,0.054622,1.057627,0.392426,0.14444,1.087798],[0.854533,3.7388,-1.222214,0.815487,0.768962,2.125875,-1.65465,0.913645,1.357406,-0.588445,0.391217,-0.201335,-0.185529,0.405203,0.199449,1.224346,-2.416302,-0.26643,-2.354884],[0.309097,-1.350341,0.968542,-0.407883,-0.984433,-0.357874,0.048456,-0.021534,0.85821,0.131512,0.168788,-1.778626,-0.283803,0.301102,0.280538,-1.152033,1.08967,-0.467257,-0.867344],[1.401568,0.510441,4.880531,-0.042036,-2.033483,-1.400171,-1.056748,-0.593593,-0.319535,0.493531,-0.096311,-2.392046,-0.13337,-1.051475,0.200631,-0.735201,2.364606,-0.009482,0.468381],[1.185275,-1.851195,0.355399,-1.310167,3.607867,1.460049,3.798328,0.555687,-0.590619,-0.065239,0.082382,3.685206,0.54787,-1.156868,0.254814,0.404951,-1.718009,-0.209636,-1.703221],[-1.015958,0.934353,-0.057337,-0.757626,2.467431,0.795542,-1.378831,2.161716,1.250757,-1.567442,1.17628,1.265792,1.244998,-1.147806,-1.172282,-1.39128,1.025105,-0.768621,2.500097],[-2.512515,-2.588324,3.550146,3.618123,-0.094667,-0.836355,-1.728362,2.522829,0.524293,-0.765515,2.340348,-2.119749,1.186992,0.105747,0.462424,0.88273,-0.327409,-2.057097,1.29431]],"b1":[1.968589,-1.624182,-4.161632,-0.883264,-1.332736,-1.993213,-0.394996,0.348109],"W2":[[0.171471,-2.122058,1.111368,-0.817889,-3.074816,-0.713587,-1.042209,0.918789],[0.480911,-1.893671,-1.7963,3.549763,0.219961,-2.067591,0.79432,-0.182154]],"b2":[1.641066,3.054403],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001218928745220092,"DIR_DECAY":0.727414858710338,"ACT_DECAY":0.3754008828022972,"SIZE_DECAY":0.4935521333194384,"TOX_DECAY":0.9281729082088579,"SIGMA_DECAY":0.7163677488109259,"LAMBDA_DECAY":0.9919342612952861,"SIZE_BLEND_DECAY":0.8397507257285635,"TOX_BLEND_DECAY":0.24046519869430982,"ACT_BLEND_DECAY":0.9868500358862383,"PHAT_ALPHA":0.25163890223403745,"PHAT_ALPHA_RETAIL":0.05246831765988431,"PHAT_ALPHA_SAME":0.141497947699825,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.506479532278301,"MIN_GATE":0.03001025315763866,"TRADE_TOX_BOOST":0.3054290000468418,"STALE_ATTRACT_FRAC":0.692533316711649,"RET_CAP":0.023280745465604585,"TOX_CAP":0.214985603026752,"TRADE_RATIO_CAP":0.1830461178049003,"LAMBDA_CAP":1.1593800124752363,"STEP_COUNT_CAP":65,"BASE_FEE":0.00039748112962977,"SIGMA_COEF":0.20083121820301655,"LAMBDA_COEF":0.001257951176033547,"FLOW_SIZE_COEF":0.5114845677141213,"TOX_COEF":0.030399611172590137,"TOX_QUAD_COEF":1.5136398450709352,"ACT_COEF":8.566513976237996,"DIR_COEF":0.001819734012763234,"DIR_TOX_COEF":0.00753489846779507,"STALE_DIR_COEF":0.7475621186711602,"SIGMA_TOX_COEF":0.0606872098363855,"TAIL_KNEE":0.05498036804809041,"TAIL_SLOPE_PROTECT":0.8607637638198109,"TAIL_SLOPE_ATTRACT":0.8560498743262249,"ANCHOR_COUNT_CAP":732,"ANCHOR_LINEAR_K":0.7039532185547605,"ANCHOR_QUADRATIC_K":1.1400924437945903},"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":[1415999488,1415999999],"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[2092000000,2092194047],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[9024000,9025023],"real_block2":[9026000,9027023]},"notes":["Inputs verified: artifact ids 2333ecf2 (T3), ebbd90c6 (CG), e8a7a2af (replica), 2801efc8 (HA) equal the sha256 of their downloads; T3 code_zb64 decodes to cb6d9455..., CG port_zb64 to b29cd2a0..., replica_source to 1e4c44b4..., HA code to 99e3a2ec...; setup wheel aedb6828 verified; checkout 6b6921f8; setup.sh ran clean (StarterStrategy validated).","Port used as given (no port rebuilt): 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 (as T3 did). T = same port, head off (W[0]=0), port TH_VALUES and T anchor literals. T3 = port with T3's weights, scaling and 41 constants.","Consistency with T3's artifact: replica gate B (+1.920372) and the holdout base_over_T (+2.533096) reproduce T3's reported values exactly; the CMA start monitor (+2.58462) matches T3's best_monitor (+2.58461); regenerating Solidity from T3's params with this item's freeze code reproduces T3.sol byte-for-byte.","Speed 1500-1775 markets/s (>= 500), so mode search. Search throughput with 33 strategies x 512 markets per generation was about 2,000 markets/s (generation about 7-8 s): 379 generations over 51.5 search minutes in 8 segments, stopped when 55 minutes of the item remained. Some segments shared CPU with real-engine runs (CPU only).","Monitor gain over T rose from +2.585 (T3) to +2.652 at 50.6 min (best, frozen), then +2.650 at the final stop check (51.5 min). The gain over T3 is small (+0.068 monitor, se of paired monitor diff not computed); sigma had decayed to 0.205 under the 0.5^(minutes/40) cap.","Frozen = the 50.63-minute monitored CMA mean, weights rounded to 1e-6, non-integer constants to WAD integers, integer constants rounded; the freeze rewrites only the named constant declarations, the three anchor literals and the _head body; scaling, getName and the rest of the shell are unchanged. amm-match validate passes.","Replica holdout (8192 seeds, once after freezing): candidate +2.583 se 0.014 over T, +0.050 se 0.004 over T3.","Real engine (each arm alone vs Vanilla, chunks of 64): block 1 seeds 9024000..9025023 candidate minus T3 +0.041 se 0.011 (568 wins / 456 losses); block 2 seeds 9026000..9027023 +0.032 se 0.013 (558/466). The real gains are in line with the replica holdout prediction (+0.050). The T3 arm on block 1 was run twice (second run to collect gas for all chunks); per-seed edges were identical.","Gas: candidate afterSwap peak 237,482 (<= 245,000), 0 OOG / revert / halt / tx_error / bad_return over 22.3M afterSwap calls; afterInitialize peak shown per block. valid = true.","Retail/arb edge deltas are null because run_batch does not split edge into retail and arb; pnl and volume deltas are given. HA was not run: this item ran in search mode, so step 3 (T3 vs HA) did not apply. No leaderboard placement is claimed."]}