diff --git a/.gitignore b/.gitignore index b01c266e47..452375262d 100644 --- a/.gitignore +++ b/.gitignore @@ -47,6 +47,10 @@ MANIFEST # Mac files .DS_Store +*.dSYM/ + +# Standalone native environment executables +/electric_fish # PyInstaller # Usually these files are written by a python script from a template @@ -171,4 +175,3 @@ pufferlib/ocean/impulse_wars/benchmark/ # Data resources/drive/data/* resources/drive/binaries/* - diff --git a/artifacts/wef/benchmark_baseline.meta b/artifacts/wef/benchmark_baseline.meta new file mode 100644 index 0000000000..08a88ed666 --- /dev/null +++ b/artifacts/wef/benchmark_baseline.meta @@ -0,0 +1,5 @@ +git_commit=eb2f63b250497b68cbc336c0231acb0743a3e915 +git_commit_short=eb2f63b2 +git_branch=fish +generated_at_utc=2026-07-30T20:14:18Z +baseline_file=artifacts/wef/benchmark_baseline.txt diff --git a/artifacts/wef/benchmark_baseline.txt b/artifacts/wef/benchmark_baseline.txt new file mode 100644 index 0000000000..d9480d2755 --- /dev/null +++ b/artifacts/wef/benchmark_baseline.txt @@ -0,0 +1,264 @@ +# wef benchmark baseline +# generated_at_utc: 2026-07-30T20:14:18Z +# git_branch: fish +# git_commit: eb2f63b250497b68cbc336c0231acb0743a3e915 +# git_commit_short: eb2f63b2 +# git_dirty_paths: 7 +# note: baseline captured from working tree; dirty_paths>0 means uncommitted changes were present +# command: ./build.sh wef --fast && ./wef_benchmark_test +# +# dirty files: +# M build.sh +# M config/wef.ini +# M pufferlib/pufferl.py +# M pufferlib/sweep.py +# M wef +# ?? artifacts/ +# ?? ocean/wef/benchmark_test.c +# ?? wef_benchmark_test +# +# --- benchmark stdout --- +wef numerical stability (C) + + seeds=0,1,2 steps=100 num_agents=4 + +SPS benchmark (config/wef.ini [vec], env-only): + + total_agents=4096 num_buffers=8 num_threads=8 + num_agents=4 num_envs=1024 agents_per_buffer=512 workers_per_buffer=1 + vec_steps=200 total_steps=819200 (flattened: total_agents * vec_steps) + elapsed=8.978s + SPS=91243.1 (total env steps/sec, flattened over agents) + +------------------------------------------------------------ +seed=0 +------------------------------------------------------------ + + steps=100 num_agents=4 num_food=16 env_rng=2738958700 action_seed=0 + obs shape=(101, 4, 110) + + observations finite=true + final observation sum=-3.3630700759240426 + final observation min/max=-1 / 1 + reward sum=-9.5 + cumulative rewards per fish=[0, -9.5, 0, 0] + any terminal=false + + final tick=100 + food_eaten=0 + collisions_fish=0 + eod_agent_steps=205 + episode_return=-9.5 + rng=2841365603 + + obs_fnv1a=0x8bae40d98fdbe291 + rewards_fnv1a=0xd0c33359e77a3548 + actions_fnv1a=0xf9df9acdb0c11660 + state_fnv1a=0x86d04b94c0a1e3dc + + final environment state (agents): + + fish 0: pos=(44.089672623090209, 31.740410373388194) + ori=0.61627496774249191 size=0.16660249566966784 + lin_vel=0 ang_vel=0 + + fish 1: pos=(69, 24.135396533835433) + ori=-0.96256237836517444 size=0.40482557583824991 + lin_vel=0 ang_vel=0 + + fish 2: pos=(47.635207470703399, 22.778119309826167) + ori=-1.006784802522424 size=0.28482524877638798 + lin_vel=0 ang_vel=0 + + fish 3: pos=(11.160889062061571, 8.5062249553836171) + ori=-3.0213604860540171 size=0.23297507233590589 + lin_vel=0 ang_vel=0 + + final environment state (active food): + + food 0: pos=(61.100243283948046, 1.6528113845981711) + food 1: pos=(15.209954653498695, 65.709089364721024) + food 2: pos=(64.316326586676908, 46.935781909588627) + food 3: pos=(15.696602173008307, 55.26373251586395) + food 4: pos=(43.863100085343746, 19.143855953190407) + food 5: pos=(60.970455189687414, 6.0645934641662027) + food 6: pos=(69.384816246752081, 29.629349103024857) + food 7: pos=(38.805420528541049, 50.649269409780054) + food 8: pos=(6.427817510640164, 9.592973314967459) + food 9: pos=(65.601610855945211, 68.19774818522751) + food 10: pos=(55.308186554027813, 26.793538423624604) + food 11: pos=(64.91931919703228, 54.413622442825528) + food 12: pos=(61.795718153843531, 30.770046562314988) + food 13: pos=(53.931358113852959, 40.33655243941422) + food 14: pos=(22.545241472565216, 48.329400633615158) + food 15: pos=(8.7664516776643939, 27.753566772562248) + + active_food_count=16 / 16 + + final observation (per fish, first 8 channels): + + fish 0: [-0.00391528, -0.0114805, -0.0175863, -0.020256, -0.0206636, -0.0215004, -0.0238886, -0.023823, ...] + fish 1: [-0.0581866, -0.0559637, -0.0533815, -0.0507367, -0.0484739, -0.042852, -0.0422468, -0.0338735, ...] + fish 2: [0.771111, 0.802314, 0.827758, 0.845998, 0.857004, 0.865008, 0.875223, 0.876705, ...] + fish 3: [-0.152495, -0.15608, -0.160852, -0.159335, -0.153452, -0.149295, -0.134726, -0.123116, ...] + + final rewards: [0, -0.5, 0, 0] + final terminals: [0, 0, 0, 0] + + seed=0 RESULT: PASS (deterministic, finite) + +------------------------------------------------------------ +seed=1 +------------------------------------------------------------ + + steps=100 num_agents=4 num_food=16 env_rng=1 action_seed=1 + obs shape=(101, 4, 110) + + observations finite=true + final observation sum=-10.321332900901325 + final observation min/max=-1 / 1 + reward sum=-75 + cumulative rewards per fish=[-45, 0, -30, 0] + any terminal=false + + final tick=100 + food_eaten=0 + collisions_fish=0 + eod_agent_steps=205 + episode_return=-75 + rng=1750653724 + + obs_fnv1a=0x1d265745fc8815bd + rewards_fnv1a=0x5819b5fec9a26de5 + actions_fnv1a=0x97ef3992d671384c + state_fnv1a=0x32496ba61e9ee44e + + final environment state (agents): + + fish 0: pos=(69, 45.280557434120958) + ori=1.1356759730884418 size=0.23547164547977581 + lin_vel=0 ang_vel=0 + + fish 1: pos=(55.370906407012114, 29.357932876721286) + ori=-0.19604108976150533 size=0.27439800942055786 + lin_vel=0 ang_vel=0 + + fish 2: pos=(52.049178359732814, 1) + ori=-1.7521209187323505 size=0.90470587224918686 + lin_vel=0 ang_vel=0 + + fish 3: pos=(53.756216440729368, 14.322839822618286) + ori=-0.66538552831311626 size=0.66652670114605073 + lin_vel=0 ang_vel=0 + + final environment state (active food): + + food 0: pos=(62.168258317824574, 20.754343499780795) + food 1: pos=(63.10364944539203, 65.371231294875614) + food 2: pos=(51.208794932444022, 39.877958460654114) + food 3: pos=(64.222610101207451, 53.619230903507784) + food 4: pos=(57.436995826399418, 51.297968179591919) + food 5: pos=(66.482261175514324, 11.575064860086453) + food 6: pos=(59.131060293471002, 31.456316565841586) + food 7: pos=(54.230623675617686, 22.860405353298599) + food 8: pos=(31.149168895161324, 19.457772504285803) + food 9: pos=(8.3962075637635802, 44.556320661006644) + food 10: pos=(39.85401997335908, 20.574294370866518) + food 11: pos=(28.356913639398719, 18.505263760921203) + food 12: pos=(66.082089657933494, 48.665407071199922) + food 13: pos=(45.738336264965277, 40.033548604712607) + food 14: pos=(59.420321760429218, 42.698563622636051) + food 15: pos=(66.811777398368235, 22.969861446400106) + + active_food_count=16 / 16 + + final observation (per fish, first 8 channels): + + fish 0: [-0.627909, -0.668842, -0.690693, -0.703912, -0.716281, -0.718961, -0.722274, -0.732389, ...] + fish 1: [-0.0694918, -0.0995323, -0.124421, -0.145789, -0.160383, -0.176343, -0.186363, -0.195, ...] + fish 2: [-0, -0, -0, -0, -0, -0.00222547, -0.00397188, -0.00647457, ...] + fish 3: [-0.8544, -0.837681, -0.830015, -0.809009, -0.788843, -0.753145, -0.688407, 0.649056, ...] + + final rewards: [-0.5, 0, -0.5, 0] + final terminals: [0, 0, 0, 0] + + seed=1 RESULT: PASS (deterministic, finite) + +------------------------------------------------------------ +seed=2 +------------------------------------------------------------ + + steps=100 num_agents=4 num_food=16 env_rng=2 action_seed=2 + obs shape=(101, 4, 110) + + observations finite=true + final observation sum=-22.531803305260837 + final observation min/max=-1 / 1 + reward sum=-96.5 + cumulative rewards per fish=[-36, -27.5, -43, 10] + any terminal=false + + final tick=100 + food_eaten=1 + collisions_fish=0 + eod_agent_steps=203 + episode_return=-96.5 + rng=1618446755 + + obs_fnv1a=0x6cb65ad4d8d340d6 + rewards_fnv1a=0x331e9aa8dcf9adfb + actions_fnv1a=0xd13e03727e5a0fd4 + state_fnv1a=0x36f1278d3c62e58c + + final environment state (agents): + + fish 0: pos=(69, 6.4331918080723174) + ori=-0.17375002263874004 size=0.63682261790932282 + lin_vel=0 ang_vel=0 + + fish 1: pos=(69, 25.4575618232106) + ori=-0.40986130928742176 size=0.12045271514004688 + lin_vel=0 ang_vel=0 + + fish 2: pos=(1, 1) + ori=-2.4013747392430509 size=0.55743748627483725 + lin_vel=0 ang_vel=0 + + fish 3: pos=(61.933990241272667, 24.903524666643207) + ori=0.48777512486808 size=0.78973966873704438 + lin_vel=0 ang_vel=0 + + final environment state (active food): + + food 0: pos=(36.221265367335299, 44.009018062618104) + food 1: pos=(45.620254997918501, 3.1483139531446218) + food 2: pos=(35.006656406916051, 13.307444310424589) + food 3: pos=(59.91342380173198, 42.2166241156946) + food 4: pos=(51.038209712616272, 42.150625885534396) + food 5: pos=(64.836561584303425, 18.997652106451643) + food 6: pos=(55.722777073142481, 27.307328450170964) + food 7: pos=(28.998493933583841, 52.484919709379277) + food 8: pos=(18.289648493886759, 65.602999164537991) + food 9: pos=(17.959533574972085, 45.615751429282014) + food 10: pos=(27.369579606395948, 58.790777222621621) + food 11: pos=(63.757841961345555, 53.594225963388681) + food 12: pos=(28.586943116312355, 49.829843202526611) + food 13: pos=(25.231499818727141, 53.246528866349969) + food 14: pos=(50.292553440803921, 51.806165399870906) + + active_food_count=15 / 16 + + final observation (per fish, first 8 channels): + + fish 0: [0.715322, 0.732516, 0.749536, 0.762829, 0.771446, 0.783503, 0.787142, 0.785064, ...] + fish 1: [-0.973832, -0.983688, -0.994437, -1, -1, -1, -1, -1, ...] + fish 2: [0.558673, 0.545383, 0.52862, 0.515518, 0.507381, 0.499087, 0.480806, 0.46613, ...] + fish 3: [-0.302664, -0.304568, -0.305575, -0.302051, -0.297841, -0.293376, -0.286494, -0.276958, ...] + + final rewards: [-0.5, -0.5, -0.5, 0] + final terminals: [0, 0, 0, 0] + + seed=2 RESULT: PASS (deterministic, finite) + +============================================================ +OVERALL RESULT: PASS (all seeds deterministic, finite) diff --git a/artifacts/wef/benchmark_baseline_fingerprints.txt b/artifacts/wef/benchmark_baseline_fingerprints.txt new file mode 100644 index 0000000000..ab2093293b --- /dev/null +++ b/artifacts/wef/benchmark_baseline_fingerprints.txt @@ -0,0 +1,49 @@ +# Compact deterministic fingerprints for wef benchmark +# Compare these after env changes (ignore SPS — wall-time varies). + +# git_commit=eb2f63b250497b68cbc336c0231acb0743a3e915 +# git_commit_short=eb2f63b2 +# git_branch=fish +# generated_at_utc=2026-07-30T20:14:18Z +# baseline_file=artifacts/wef/benchmark_baseline.txt + +overall_result=PASS (all seeds deterministic, finite) + +[seed 0] +action_seed=0 +env_rng=2738958700 +reward sum=-9.5 +final observation sum=-3.3630700759240426 +food_eaten=0 +episode_return=-9.5 +rng=2841365603 +obs_fnv1a=0x8bae40d98fdbe291 +rewards_fnv1a=0xd0c33359e77a3548 +actions_fnv1a=0xf9df9acdb0c11660 +state_fnv1a=0x86d04b94c0a1e3dc + +[seed 1] +action_seed=1 +env_rng=1 +reward sum=-75 +final observation sum=-10.321332900901325 +food_eaten=0 +episode_return=-75 +rng=1750653724 +obs_fnv1a=0x1d265745fc8815bd +rewards_fnv1a=0x5819b5fec9a26de5 +actions_fnv1a=0x97ef3992d671384c +state_fnv1a=0x32496ba61e9ee44e + +[seed 2] +action_seed=2 +env_rng=2 +reward sum=-96.5 +final observation sum=-22.531803305260837 +food_eaten=1 +episode_return=-96.5 +rng=1618446755 +obs_fnv1a=0x6cb65ad4d8d340d6 +rewards_fnv1a=0x331e9aa8dcf9adfb +actions_fnv1a=0xd13e03727e5a0fd4 +state_fnv1a=0x36f1278d3c62e58c diff --git a/artifacts/wef/float_vs_double_metrics.txt b/artifacts/wef/float_vs_double_metrics.txt new file mode 100644 index 0000000000..ca1661d6f1 --- /dev/null +++ b/artifacts/wef/float_vs_double_metrics.txt @@ -0,0 +1,117 @@ +# wef pure-float vs original-double performance and numerical precision +# recorded_at_utc: 2026-07-31T19:56:24Z +# git_branch: fish +# git_commit_short: 20e8133b +# platform: linux amd64, clang -O3/-O2, OpenMP where noted +# +# "old" = original double-precision pack (SI C, V/m, double physics) +# "new" = pure float wef.h after float conversion + integer eat/bite cooldowns +# (SI C, V/m, float physics; EAT_COOLDOWN_STEPS=3, BITE_COOLDOWN_STEPS=5) +# +# Trajectory protocol (precision): 4 fish, 16 food, FOOD_UNIFORM, arena 70x70 cm, +# 100 steps, fixed random actions from seed, seeds {0,1,2}. +# SPS protocol: total_agents=4096, num_fish=4, num_envs=1024, vec_steps=200, +# num_buffers=8, num_threads=8 (matches config/wef.ini [vec] / official harness). +# +# Fair precision compare uses the same integer-tick cooldowns on the double pack +# so residual 1/3 freeze desync is not counted as float error. +# Original double still uses cd -= 1/3 and is reported separately for seed 2. + +# ============================================================================= +# SECTION: memory +# columns: build, sizeof_FishEnv_bytes +# ============================================================================= +memory +old_double 9920 +new_float 5072 + +# ============================================================================= +# SECTION: sps +# columns: build, mode, total_agents, steps, threads, sps_agent_steps_per_sec, source, notes +# sps is agent-steps/sec = total_agents * vec_steps / wall_time +# ============================================================================= +sps +old_double openmp 4096 200 8 91243.1 artifacts/wef/benchmark_baseline.txt historical baseline capture 2026-07-30 +old_double openmp 4096 200 8 92402.8 isolated pack mean of 3 runs 2026-07-31 runs 92296.8 92467.1 92444.6 +old_double serial 4096 200 1 11715.0 isolated pack mean of 2 runs 2026-07-31 runs 11717.4 11712.5 +new_float openmp 4096 200 8 113078.9 wef_benchmark_test official harness 2026-07-31 after integer cooldown fix +new_float openmp 4096 200 8 121223.6 isolated pack mean of 3 runs 2026-07-31 pre-report pure float SI units; runs ~121127 121231 121313 +new_float serial 4096 200 1 15490.9 isolated pack mean of 2 runs 2026-07-31 runs 15488.0 15493.9 + +# Derived speedups (use mean isolated openmp where available) +# new/old openmp (isolated means): 121223.6 / 92402.8 = 1.312 +# new/old serial: 15490.9 / 11715.0 = 1.322 +# new official / historical baseline: 113078.9 / 91243.1 = 1.239 +# memory ratio new/old: 5072/9920 = 0.511 + +# ============================================================================= +# SECTION: precision_fair +# float (new) vs double with integer cooldowns on BOTH sides +# columns: seed, max_init_dpos_cm, field_E_max_relerr, field_E_mean_relerr, +# max_pose_dpos_cm, end_pose_dpos_max_cm, reward_step_mismatches, +# reward_mismatches_denom, reward_sum_float, reward_sum_double, +# food_eaten_float, food_eaten_double, obs0_delta, obs_end_delta, +# obs0_float, obs0_double, obs_end_float, obs_end_double +# ============================================================================= +precision_fair +0 2.267e-06 4.044e-06 1.691e-06 2.24194e-05 1.920e-05 0 400 -9.5 -9.5 0 0 -2.739699e-03 -4.340893e-03 1.2476715 1.2504112 -3.367411 -3.3630701 +1 1.319e-06 6.041e-06 1.913e-06 1.39879e-05 9.876e-06 0 400 -75.0 -75.0 0 0 2.068959e-03 7.934886e-04 -0.55060033 -0.55266929 -12.320539 -12.321333 +2 9.786e-07 6.940e-06 2.624e-06 1.90076e-05 1.722e-06 0 400 -96.5 -96.5 1 1 -1.719338e-03 3.343527e-03 -0.58384748 -0.58212814 -18.952954 -18.956298 + +# ============================================================================= +# SECTION: precision_vs_original_double +# float (new, int cooldown) vs original double pack (fractional 1/3 cooldown) +# columns: seed, max_pose_dpos_cm, end_pose_dpos_max_cm, reward_step_mismatches, +# first_dpos_gt_1cm_step, first_dpos_gt_1cm_fish, notes +# ============================================================================= +precision_vs_original_double +0 2.24194e-05 1.920e-05 0 +1 1.39879e-05 9.876e-06 0 +2 0.560663 0.5607 2 80 3 extra freeze frame on original double after eat (1/3 residual) + +# ============================================================================= +# SECTION: official_harness_vs_baseline_fingerprints +# current new_float vs artifacts/wef/benchmark_baseline_fingerprints.txt (double-era) +# columns: seed, determinism, actions_match, rewards_sum_match, food_match, rng_match, +# obs_fnv_match, state_fnv_match, reward_sum, baseline_reward_sum, +# obs_sum, baseline_obs_sum, obs_sum_delta +# ============================================================================= +official_vs_baseline +0 PASS_DETERMINISM 1 1 1 1 0 0 -9.5 -9.5 -3.3674109688145109 -3.3630700759240426 0.0043408928904683 +1 PASS_DETERMINISM 1 1 1 1 0 0 -75 -75 -12.320539442123845 -10.321332900901325 1.99920654122252 +2 PASS_DETERMINISM 1 1 1 1 0 0 -96.5 -96.5 -18.952954070642591 -22.531803305260837 3.578849234618246 + +# ============================================================================= +# SECTION: summary_scalars +# convenient single-value rows for plotting +# columns: metric, value, unit, notes +# ============================================================================= +summary_scalars +sizeof_old 9920 bytes FishEnv +sizeof_new 5072 bytes FishEnv +sizeof_ratio_new_over_old 0.5113 5072/9920 +sps_old_openmp_mean 92402.8 agent_steps_per_sec isolated 3-run mean +sps_new_openmp_mean 121223.6 agent_steps_per_sec isolated 3-run mean pure float +sps_new_openmp_official 113078.9 agent_steps_per_sec wef_benchmark_test after int cooldown +sps_old_baseline_artifact 91243.1 agent_steps_per_sec benchmark_baseline.txt +sps_speedup_openmp_isolated 1.312 121223.6/92402.8 +sps_speedup_serial_isolated 1.322 15490.9/11715.0 +sps_speedup_official_vs_baseline 1.239 113078.9/91243.1 +max_pose_dpos_fair_seed0_cm 2.24194e-05 cm float vs double+int_cd +max_pose_dpos_fair_seed1_cm 1.39879e-05 cm +max_pose_dpos_fair_seed2_cm 1.90076e-05 cm +max_pose_dpos_fair_all_seeds_cm 2.24194e-05 cm max over seeds 0-2 +max_field_relerr_fair_all_seeds 6.940e-06 max |E| relerr over seeds +reward_mismatches_fair_all_seeds 0 of 400 steps x 3 seeds +max_pose_dpos_vs_orig_double_seed2_cm 0.560663 cm original double 1/3 residual freeze + +# ============================================================================= +# SECTION: figure_notes +# ============================================================================= +# Suggested figures: +# 1) Bar: SPS old vs new (openmp isolated means and/or official) +# 2) Bar: sizeof old vs new +# 3) Bar or grouped: max pose dpos per seed (fair compare) — all ~1e-5 cm +# 4) Optional: seed2 before/after cooldown fix (0.56 cm vs 1.9e-5 cm) +# Parse: skip lines starting with #; section name is a single token line; +# following lines are tab-separated until blank or next section/comment. diff --git a/artifacts/wef/reflection_range_sps.json b/artifacts/wef/reflection_range_sps.json new file mode 100644 index 0000000000..d17e9fe0f3 --- /dev/null +++ b/artifacts/wef/reflection_range_sps.json @@ -0,0 +1,288 @@ +{ + "metric": "agent-steps/sec", + "description": "single_thread_sps: SPS with --threads 1; sum_of_threads_sps: sum of per-thread SPS with OpenMP (threads=8), ideal parallel scale-out", + "ranges_cm": [ + 10, + 20, + 30, + 40, + 50, + 60, + 70, + 100 + ], + "results": [ + { + "reflection_wall_range_cm": 10, + "single_thread_sps": 27239.5, + "sum_of_threads_sps": 218251.0, + "multi_wall_sps": 213674.5, + "multi_per_thread_mean": 27281.4, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 27239.5, + "per_thread_min": 27239.5, + "per_thread_max": 27239.5, + "sum_of_threads": 27239.5, + "wall_SPS": 27235.7, + "wall_elapsed": 11.7493 + }, + "multi": { + "threads": 8, + "per_thread_mean": 27281.4, + "per_thread_min": 26717.5, + "per_thread_max": 28205.6, + "sum_of_threads": 218251.0, + "wall_SPS": 213674.5, + "wall_elapsed": 11.9808 + } + } + }, + { + "reflection_wall_range_cm": 20, + "single_thread_sps": 26126.8, + "sum_of_threads_sps": 208257.8, + "multi_wall_sps": 204341.6, + "multi_per_thread_mean": 26032.2, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 26126.8, + "per_thread_min": 26126.8, + "per_thread_max": 26126.8, + "sum_of_threads": 26126.8, + "wall_SPS": 26122.1, + "wall_elapsed": 12.2502 + }, + "multi": { + "threads": 8, + "per_thread_mean": 26032.2, + "per_thread_min": 25547.8, + "per_thread_max": 26948.7, + "sum_of_threads": 208257.8, + "wall_SPS": 204341.6, + "wall_elapsed": 12.528 + } + } + }, + { + "reflection_wall_range_cm": 30, + "single_thread_sps": 25079.2, + "sum_of_threads_sps": 199215.2, + "multi_wall_sps": 196092.2, + "multi_per_thread_mean": 24901.9, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 25079.2, + "per_thread_min": 25079.2, + "per_thread_max": 25079.2, + "sum_of_threads": 25079.2, + "wall_SPS": 25073.7, + "wall_elapsed": 12.7624 + }, + "multi": { + "threads": 8, + "per_thread_mean": 24901.9, + "per_thread_min": 24517.6, + "per_thread_max": 25504.5, + "sum_of_threads": 199215.2, + "wall_SPS": 196092.2, + "wall_elapsed": 13.0551 + } + } + }, + { + "reflection_wall_range_cm": 40, + "single_thread_sps": 24027.7, + "sum_of_threads_sps": 188019.6, + "multi_wall_sps": 179597.5, + "multi_per_thread_mean": 23502.4, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 24027.7, + "per_thread_min": 24027.7, + "per_thread_max": 24027.7, + "sum_of_threads": 24027.7, + "wall_SPS": 24020.5, + "wall_elapsed": 13.322 + }, + "multi": { + "threads": 8, + "per_thread_mean": 23502.4, + "per_thread_min": 22455.7, + "per_thread_max": 24087.9, + "sum_of_threads": 188019.6, + "wall_SPS": 179597.5, + "wall_elapsed": 14.2541 + } + } + }, + { + "reflection_wall_range_cm": 50, + "single_thread_sps": 23156.4, + "sum_of_threads_sps": 181042.8, + "multi_wall_sps": 175911.1, + "multi_per_thread_mean": 22630.4, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 23156.4, + "per_thread_min": 23156.4, + "per_thread_max": 23156.4, + "sum_of_threads": 23156.4, + "wall_SPS": 23149.2, + "wall_elapsed": 13.8234 + }, + "multi": { + "threads": 8, + "per_thread_mean": 22630.4, + "per_thread_min": 21995.8, + "per_thread_max": 22985.7, + "sum_of_threads": 181042.8, + "wall_SPS": 175911.1, + "wall_elapsed": 14.5528 + } + } + }, + { + "reflection_wall_range_cm": 60, + "single_thread_sps": 22289.9, + "sum_of_threads_sps": 173629.7, + "multi_wall_sps": 170033.3, + "multi_per_thread_mean": 21703.7, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 22289.9, + "per_thread_min": 22289.9, + "per_thread_max": 22289.9, + "sum_of_threads": 22289.9, + "wall_SPS": 22282.3, + "wall_elapsed": 14.3612 + }, + "multi": { + "threads": 8, + "per_thread_mean": 21703.7, + "per_thread_min": 21261.9, + "per_thread_max": 22268.0, + "sum_of_threads": 173629.7, + "wall_SPS": 170033.3, + "wall_elapsed": 15.0559 + } + } + }, + { + "reflection_wall_range_cm": 70, + "single_thread_sps": 15052.2, + "sum_of_threads_sps": 118888.1, + "multi_wall_sps": 116519.8, + "multi_per_thread_mean": 14861.0, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 15052.2, + "per_thread_min": 15052.2, + "per_thread_max": 15052.2, + "sum_of_threads": 15052.2, + "wall_SPS": 15048.5, + "wall_elapsed": 21.2645 + }, + "multi": { + "threads": 8, + "per_thread_mean": 14861.0, + "per_thread_min": 14568.7, + "per_thread_max": 15163.8, + "sum_of_threads": 118888.1, + "wall_SPS": 116519.8, + "wall_elapsed": 21.9705 + } + } + }, + { + "reflection_wall_range_cm": 100, + "single_thread_sps": 15043.2, + "sum_of_threads_sps": 118772.8, + "multi_wall_sps": 116291.8, + "multi_per_thread_mean": 14846.6, + "config": { + "threads": 8, + "envs_per_thread": 4, + "steps": 10000, + "resets": 2, + "num_fish": 4 + }, + "raw": { + "single": { + "threads": 1, + "per_thread_mean": 15043.2, + "per_thread_min": 15043.2, + "per_thread_max": 15043.2, + "sum_of_threads": 15043.2, + "wall_SPS": 15039.5, + "wall_elapsed": 21.2774 + }, + "multi": { + "threads": 8, + "per_thread_mean": 14846.6, + "per_thread_min": 14540.0, + "per_thread_max": 15131.3, + "sum_of_threads": 118772.8, + "wall_SPS": 116291.8, + "wall_elapsed": 22.0136 + } + } + } + ] +} diff --git a/artifacts/wef/reflection_range_sps.png b/artifacts/wef/reflection_range_sps.png new file mode 100644 index 0000000000..999ad0b0bc Binary files /dev/null and b/artifacts/wef/reflection_range_sps.png differ diff --git a/build.sh b/build.sh index 5a7c94db80..fb499cec4d 100755 --- a/build.sh +++ b/build.sh @@ -142,8 +142,14 @@ OUTPUT_NAME=${OUTPUT_NAME:-$ENV} # Standalone environment build # -mavx2 enables AVX2 intrinsics (__m256, _mm256_*) which drive.h and -# src/bf16.h use directly. x86_64 only — strip if porting to ARM/Apple Silicon. -SIMD_FLAGS=(-mavx2 -mfma) +# src/bf16.h use directly. x86_64 only; skip on ARM (Apple Silicon). +ARCH_NAME="$(uname -m)" +if [ "$ARCH_NAME" = "x86_64" ]; then + SIMD_FLAGS=(-mavx2 -mfma) +else + SIMD_FLAGS=() +fi + if [ -n "$DEBUG" ] || [ "$MODE" = "local" ]; then CLANG_OPT=(-g -O0 "${CLANG_WARN[@]}" "${SANITIZE_FLAGS[@]}" "${SIMD_FLAGS[@]}") NVCC_OPT="-O0 -g" @@ -160,7 +166,7 @@ if [ "$MODE" = "local" ] || [ "$MODE" = "fast" ]; then "${LINK_ARCHIVES[@]}" "${EXTRA_LDFLAGS[@]}" "${STANDALONE_LDFLAGS[@]}" - -lm -lpthread -fopenmp + -lm -lpthread -DPLATFORM_DESKTOP ) echo "Compiling $ENV..." diff --git a/config/wef.ini b/config/wef.ini new file mode 100644 index 0000000000..3a07b4af90 --- /dev/null +++ b/config/wef.ini @@ -0,0 +1,185 @@ +[base] +env_name = wef + +[vec] +total_agents = 4096 +num_buffers = 16 +num_threads = 16 + +[policy] +num_layers = 1 +hidden_size = 128 + +[train] +total_timesteps = 200_000_000 + +[env] +num_agents = 4 +# Set min=max for evaluation; use 40 and 300 for paper-style training. +min_arena_width = 70 +max_arena_width = 70 +min_arena_height = 70 +max_arena_height = 70 +# 0=uniform, 1=patchy, 2=random +food_distribution = 2 +num_food = 64 +# Patchy distribution parameters. +patch_radius = 6 +patch_radius_std = 1.5 +patch_density = 0.001 +electric_field_radius = 15 +# Approximate influence ranges (cm) for electric field calculations. +# Reducing these speeds up sensing but may reduce accuracy. +# Set to 0 to default to the largest arena side in init(). +reflection_wall_range = 70 +field_fish_range = 70 +field_food_range = 70 +episode_length = 512 + + +[sweep] +method = Protein +metric = score +metric_distribution = linear +goal = maximize + +; [sweep.train.total_timesteps] +; distribution = log_normal +; min = 3e7 +; max = 1e11 +; scale = time + +[sweep.policy.hidden_size] +distribution = uniform_pow2 +min = 32 +max = 1024 +scale = auto + +[sweep.policy.num_layers] +distribution = uniform +min = 1 +max = 8 +scale = auto + +#[sweep.vec.total_agents] +#distribution = uniform_pow2 +#min = 256 +#max = 16384 +#scale = auto + +[sweep.vec.num_buffers] +distribution = uniform +min = 1 +max = 8 +scale = auto + +[sweep.train.horizon] +distribution = uniform_pow2 +min = 8 +max = 1024 +scale = auto + +#[sweep.train.minibatch_size] +#distribution = uniform_pow2 +#min = 4096 +#max = 65536 +#scale = auto + +[sweep.train.learning_rate] +distribution = log_normal +min = 0.00001 +max = 0.1 +scale = 0.5 + +[sweep.train.ent_coef] +distribution = log_normal +min = 0.00001 +max = 0.2 +scale = auto + +[sweep.train.gamma] +distribution = logit_normal +min = 0.8 +max = 0.9999 +scale = auto + +[sweep.train.gae_lambda] +distribution = logit_normal +min = 0.2 +max = 0.995 +scale = auto + +[sweep.train.vtrace_rho_clip] +distribution = uniform +min = 0.1 +max = 5.0 +scale = auto + +[sweep.train.vtrace_c_clip] +distribution = uniform +min = 0.1 +max = 5.0 +scale = auto + +[sweep.train.replay_ratio] +distribution = uniform +min = 0.25 +max = 4.0 +scale = auto + +[sweep.train.clip_coef] +distribution = uniform +# Lower clip is sometimes better but less stable +min = 0.01 +max = 1.0 +scale = auto + +# Optimal vf clip can be lower than 0.1, +# but this results in jank unstable runs +[sweep.train.vf_clip_coef] +distribution = uniform +min = 0.01 +max = 5.0 +scale = auto + +[sweep.train.vf_coef] +distribution = uniform +min = 0.1 +max = 5.0 +scale = auto + +[sweep.train.max_grad_norm] +distribution = uniform +min = 0.1 +max = 5.0 +scale = auto + +[sweep.train.beta1] +distribution = logit_normal +min = 0.5 +max = 0.999 +scale = auto + +[sweep.train.beta2] +distribution = logit_normal +min = 0.9 +max = 0.99999 +scale = auto + +[sweep.train.eps] +distribution = log_normal +min = 1e-14 +max = 1e-4 +scale = auto + +[sweep.train.prio_alpha] +distribution = uniform +min = 0.0 +max = 1.0 +scale = auto + +[sweep.train.prio_beta0] +distribution = uniform +min = 0.0 +max = 1.0 +scale = auto diff --git a/ocean/wef/benchmark_test.c b/ocean/wef/benchmark_test.c new file mode 100644 index 0000000000..845908291e --- /dev/null +++ b/ocean/wef/benchmark_test.c @@ -0,0 +1,941 @@ +/* + * Deterministic numerical-stability harness for wef. + * + * Creates a 4-fish arena, steps with seeded random actions, and reports + * observations plus internal environment state. For each seed in {0,1,2}, + * runs the trajectory twice and asserts bit-identical results, then compares + * fingerprints against the double-precision baseline at + * artifacts/wef/benchmark_baseline_fingerprints.txt so biophysics changes + * (e.g. double→float) are easy to detect. + * + * Build (standalone wef also builds this binary): + * ./build.sh wef --fast + * ./wef_benchmark_test + * ./wef_benchmark_test --baseline path/to/fingerprints.txt + * + * Manual build: + * clang -O2 -I./raylib-5.5_linux_amd64/include -I./src -I./vendor \ + * -I./ocean/wef ocean/wef/benchmark_test.c \ + * raylib-5.5_linux_amd64/lib/libraylib.a -lGL -lm -lpthread -fopenmp \ + * -DPLATFORM_DESKTOP -o wef_benchmark_test + */ + +#include +#include +#include +#include +#include +#include +#include + +#include "wef.h" + +#define FNV_OFFSET 14695981039346656037ULL +#define FNV_PRIME 1099511628211ULL + +/* Stability trajectory (single env, small + deterministic). */ +#define NUM_FISH 4 +#define NUM_STEPS 100 +#define NUM_FOOD 16 +#define NUM_TEST_SEEDS 3 +#define DEFAULT_BASELINE_PATH "artifacts/wef/benchmark_baseline_fingerprints.txt" +/* Reward / episode_return are multiples of 0.5; allow tiny float noise. */ +#define BASELINE_REWARD_ATOL 1e-5 +#define BASELINE_OBS_SUM_ATOL 1e-4 +#define BASELINE_OBS_SUM_RTOL 1e-6 + +static const unsigned int TEST_SEEDS[NUM_TEST_SEEDS] = {0u, 1u, 2u}; + +typedef struct SeedMetrics { + unsigned int seed; + double reward_sum; + double final_obs_sum; + int food_eaten; + float episode_return; + unsigned int rng_end; + uint64_t obs_fnv1a; + uint64_t rewards_fnv1a; + uint64_t actions_fnv1a; + uint64_t state_fnv1a; +} SeedMetrics; + +typedef struct BaselineTable { + bool loaded; + char path[512]; + char commit[128]; + SeedMetrics seeds[NUM_TEST_SEEDS]; + bool seed_present[NUM_TEST_SEEDS]; +} BaselineTable; + +/* + * SPS benchmark sizing from config/wef.ini: + * [vec] + * total_agents = 4096 + * num_buffers = 8 + * num_threads = 8 + * [env] + * num_agents = 4 + * + * Layout matches StaticVec / my_vec_init: + * num_envs = total_agents / num_agents = 1024 + * agents_per_buffer = total_agents / num_buffers = 512 + * envs_per_buffer ≈ 512 / 4 = 128 + * workers_per_buffer = num_threads / num_buffers = 1 + * + * SPS = total environment steps / wall time, flattened over agents: + * steps_counted = total_agents * vec_steps + * SPS = steps_counted / elapsed + * (Same units as puffer train: global_step += total_agents each env step.) + */ +#define TOTAL_AGENTS 4096 +#define NUM_BUFFERS 8 +#define NUM_THREADS 8 +#define NUM_ENVS (TOTAL_AGENTS / NUM_FISH) +#define AGENTS_PER_BUFFER (TOTAL_AGENTS / NUM_BUFFERS) +#define WORKERS_PER_BUFFER (NUM_THREADS / NUM_BUFFERS) +/* Outer vec ticks. Flattened steps timed = TOTAL_AGENTS * SPS_STEPS. + * 200 * 4096 ≈ 0.8M steps — enough for a stable reading. */ +#define SPS_STEPS 200 + +typedef struct TrajectorySnapshot { + float observations[(NUM_STEPS + 1) * NUM_FISH * OBS_SIZE]; + float rewards[NUM_STEPS * NUM_FISH]; + float terminals[NUM_STEPS * NUM_FISH]; + float actions[NUM_STEPS * NUM_FISH * ACTION_SIZE]; + double agent_x[NUM_STEPS + 1][NUM_FISH]; + double agent_y[NUM_STEPS + 1][NUM_FISH]; + double agent_orientation[NUM_STEPS + 1][NUM_FISH]; + double agent_size[NUM_STEPS + 1][NUM_FISH]; + double agent_lin_vel[NUM_STEPS + 1][NUM_FISH]; + double agent_ang_vel[NUM_STEPS + 1][NUM_FISH]; + int food_active[NUM_STEPS + 1][MAX_FOOD]; + double food_x[NUM_STEPS + 1][MAX_FOOD]; + double food_y[NUM_STEPS + 1][MAX_FOOD]; + int tick[NUM_STEPS + 1]; + int food_eaten[NUM_STEPS + 1]; + int collisions_fish[NUM_STEPS + 1]; + int eod_agent_steps[NUM_STEPS + 1]; + float episode_return[NUM_STEPS + 1]; + unsigned int rng[NUM_STEPS + 1]; + int num_food; +} TrajectorySnapshot; + +static float random_action(unsigned int* rng) { + return 2.0f * (float)rand_r(rng) / (float)RAND_MAX - 1.0f; +} + +static uint64_t fnv1a_update(uint64_t hash, const void* data, size_t nbytes) { + const unsigned char* bytes = (const unsigned char*)data; + for (size_t i = 0; i < nbytes; i++) { + hash ^= (uint64_t)bytes[i]; + hash *= FNV_PRIME; + } + return hash; +} + +static uint64_t hash_bytes(const void* data, size_t nbytes) { + return fnv1a_update(FNV_OFFSET, data, nbytes); +} + +static bool floats_identical(const float* a, const float* b, size_t n) { + return memcmp(a, b, n * sizeof(float)) == 0; +} + +static bool doubles_identical(const double* a, const double* b, size_t n) { + return memcmp(a, b, n * sizeof(double)) == 0; +} + +static bool all_finite_float(const float* values, size_t n) { + for (size_t i = 0; i < n; i++) { + if (!isfinite((double)values[i])) return false; + } + return true; +} + +/* init() rewrites rng==0 to 1, so map seed 0 to a distinct non-zero value. */ +static unsigned int env_rng_from_seed(unsigned int seed) { + return seed == 0u ? 0xA341316Cu : seed; +} + +static void configure_env(FishEnv* env, unsigned int seed) { + memset(env, 0, sizeof(*env)); + env->num_agents = NUM_FISH; + env->arena_size_cm = (FishVec2){70.0, 70.0}; + env->min_arena_size_cm = (FishVec2){70.0, 70.0}; + env->max_arena_size_cm = (FishVec2){70.0, 70.0}; + env->food_distribution = FOOD_UNIFORM; + env->configured_num_food = NUM_FOOD; + env->fixed_num_patches = 4; + env->patch_radius_cm = 6.0; + env->patch_radius_std_cm = 1.5; + env->patch_density = 0.001; + env->placement_radius_frac = 0.75; + env->electric_field_radius_cm = 15.0; + env->episode_length = 4096; + env->rng = env_rng_from_seed(seed); +} + +static void capture_state(const FishEnv* env, TrajectorySnapshot* snap, int frame) { + snap->tick[frame] = env->tick; + snap->food_eaten[frame] = env->food_eaten; + snap->collisions_fish[frame] = env->collisions_fish; + snap->eod_agent_steps[frame] = env->eod_agent_steps; + snap->episode_return[frame] = env->episode_return; + snap->rng[frame] = env->rng; + snap->num_food = env->num_food; + + for (int i = 0; i < NUM_FISH; i++) { + const FishAgentState* agent = &env->agents[i]; + snap->agent_x[frame][i] = agent->movement.position_cm.x; + snap->agent_y[frame][i] = agent->movement.position_cm.y; + snap->agent_orientation[frame][i] = agent->movement.orientation; + snap->agent_size[frame][i] = agent->size; + snap->agent_lin_vel[frame][i] = agent->movement.linear_velocity; + snap->agent_ang_vel[frame][i] = agent->movement.angular_velocity; + } + + for (int i = 0; i < env->num_food; i++) { + snap->food_active[frame][i] = env->food[i].active ? 1 : 0; + snap->food_x[frame][i] = env->food[i].motion.position_cm.x; + snap->food_y[frame][i] = env->food[i].motion.position_cm.y; + } + + size_t obs_offset = (size_t)frame * NUM_FISH * OBS_SIZE; + memcpy( + snap->observations + obs_offset, + env->observations, + (size_t)NUM_FISH * OBS_SIZE * sizeof(float) + ); +} + +static double timespec_seconds(struct timespec t0, struct timespec t1) { + return (double)(t1.tv_sec - t0.tv_sec) + + (double)(t1.tv_nsec - t0.tv_nsec) * 1e-9; +} + +typedef struct SpsResult { + double sps; /* Flattened env steps/sec: total_agents * vec_steps / elapsed. */ + double elapsed_s; + long long total_steps; /* Flattened: total_agents * vec_steps. */ + int num_envs; + int total_agents; + int num_buffers; + int num_threads; + int vec_steps; +} SpsResult; + +/* + * Pure step loop matching train's StaticVec layout from wef.ini [vec]: + * total_agents / num_agents envs, packed into num_buffers, stepped with + * OpenMP the same way as vecenv (parallel buffers, workers per buffer). + * Snapshotting and policy forward are excluded. + * + * SPS counts environment steps flattened over agents (each agent slot + * advances once per vec tick). + */ +static SpsResult measure_sps(void) { + SpsResult result = {0}; + result.num_envs = NUM_ENVS; + result.total_agents = TOTAL_AGENTS; + result.num_buffers = NUM_BUFFERS; + result.num_threads = NUM_THREADS; + result.vec_steps = SPS_STEPS; + + FishEnv* envs = (FishEnv*)calloc((size_t)NUM_ENVS, sizeof(FishEnv)); + unsigned int* action_rngs = + (unsigned int*)calloc((size_t)NUM_ENVS, sizeof(unsigned int)); + int buffer_env_starts[NUM_BUFFERS]; + int buffer_env_counts[NUM_BUFFERS]; + if (envs == NULL || action_rngs == NULL) { + fprintf(stderr, "failed to allocate SPS envs\n"); + free(envs); + free(action_rngs); + return result; + } + + for (int e = 0; e < NUM_ENVS; e++) { + /* Distinct seeds per env, same idea as my_vec_init's env index seed. */ + configure_env(&envs[e], (unsigned int)(e + 1)); + /* Training defaults from wef.ini [env]. */ + envs[e].configured_num_food = 64; + envs[e].food_distribution = FOOD_RANDOM; + c_allocate(&envs[e]); + c_reset(&envs[e]); + action_rngs[e] = (unsigned int)e * 0x9e3779b9u + 1u; + } + + /* Pack envs into buffers exactly like my_vec_init in src/vecenv.h. */ + { + int buf = 0; + int buf_agents = 0; + buffer_env_starts[0] = 0; + buffer_env_counts[0] = 0; + for (int i = 1; i < NUM_BUFFERS; i++) { + buffer_env_starts[i] = 0; + buffer_env_counts[i] = 0; + } + for (int i = 0; i < NUM_ENVS; i++) { + buf_agents += envs[i].num_agents; + buffer_env_counts[buf]++; + if (buf_agents >= AGENTS_PER_BUFFER && buf < NUM_BUFFERS - 1) { + buf++; + buffer_env_starts[buf] = i + 1; + buffer_env_counts[buf] = 0; + buf_agents = 0; + } + } + } + + struct timespec t0, t1; + clock_gettime(CLOCK_MONOTONIC, &t0); + for (int t = 0; t < SPS_STEPS; t++) { + /* One thread group per buffer (matches buffer managers in vecenv). */ + #pragma omp parallel for schedule(static) num_threads(NUM_BUFFERS) + for (int buf = 0; buf < NUM_BUFFERS; buf++) { + int env_start = buffer_env_starts[buf]; + int env_count = buffer_env_counts[buf]; + int workers = WORKERS_PER_BUFFER; + if (workers < 1) workers = 1; + /* Within a buffer: OMP over envs (num_threads/num_buffers workers). */ + #pragma omp parallel for schedule(static) num_threads(workers) \ + if(workers > 1) + for (int i = env_start; i < env_start + env_count; i++) { + FishEnv* env = &envs[i]; + for (int a = 0; a < NUM_FISH; a++) { + float* action = env->actions + a * ACTION_SIZE; + for (int k = 0; k < ACTION_SIZE; k++) { + action[k] = random_action(&action_rngs[i]); + } + } + c_step(env); + } + } + } + clock_gettime(CLOCK_MONOTONIC, &t1); + + for (int e = 0; e < NUM_ENVS; e++) { + free_allocated(&envs[e]); + } + free(envs); + free(action_rngs); + + result.elapsed_s = timespec_seconds(t0, t1); + result.total_steps = (long long)TOTAL_AGENTS * (long long)SPS_STEPS; + if (result.elapsed_s > 0.0) { + result.sps = (double)result.total_steps / result.elapsed_s; + } + return result; +} + +static void run_trajectory(TrajectorySnapshot* snap, unsigned int seed) { + FishEnv env; + configure_env(&env, seed); + c_allocate(&env); + c_reset(&env); + + unsigned int action_rng = seed; + capture_state(&env, snap, 0); + + for (int t = 0; t < NUM_STEPS; t++) { + for (int i = 0; i < NUM_FISH; i++) { + float* action = env.actions + i * ACTION_SIZE; + for (int a = 0; a < ACTION_SIZE; a++) { + action[a] = random_action(&action_rng); + } + size_t act_offset = + (size_t)t * NUM_FISH * ACTION_SIZE + (size_t)i * ACTION_SIZE; + memcpy(snap->actions + act_offset, action, ACTION_SIZE * sizeof(float)); + } + + c_step(&env); + + size_t step_offset = (size_t)t * NUM_FISH; + memcpy( + snap->rewards + step_offset, + env.rewards, + (size_t)NUM_FISH * sizeof(float) + ); + memcpy( + snap->terminals + step_offset, + env.terminals, + (size_t)NUM_FISH * sizeof(float) + ); + capture_state(&env, snap, t + 1); + } + + free_allocated(&env); +} + +static bool snapshots_equal(const TrajectorySnapshot* a, const TrajectorySnapshot* b) { + size_t obs_n = (size_t)(NUM_STEPS + 1) * NUM_FISH * OBS_SIZE; + size_t step_n = (size_t)NUM_STEPS * NUM_FISH; + size_t act_n = (size_t)NUM_STEPS * NUM_FISH * ACTION_SIZE; + + if (!floats_identical(a->observations, b->observations, obs_n)) return false; + if (!floats_identical(a->rewards, b->rewards, step_n)) return false; + if (!floats_identical(a->terminals, b->terminals, step_n)) return false; + if (!floats_identical(a->actions, b->actions, act_n)) return false; + + for (int frame = 0; frame <= NUM_STEPS; frame++) { + if (a->tick[frame] != b->tick[frame]) return false; + if (a->food_eaten[frame] != b->food_eaten[frame]) return false; + if (a->collisions_fish[frame] != b->collisions_fish[frame]) return false; + if (a->eod_agent_steps[frame] != b->eod_agent_steps[frame]) return false; + if (a->rng[frame] != b->rng[frame]) return false; + if (memcmp(&a->episode_return[frame], &b->episode_return[frame], sizeof(float)) != 0) { + return false; + } + if (!doubles_identical(a->agent_x[frame], b->agent_x[frame], NUM_FISH)) { + return false; + } + if (!doubles_identical(a->agent_y[frame], b->agent_y[frame], NUM_FISH)) { + return false; + } + if (!doubles_identical( + a->agent_orientation[frame], b->agent_orientation[frame], NUM_FISH + )) { + return false; + } + if (!doubles_identical(a->agent_size[frame], b->agent_size[frame], NUM_FISH)) { + return false; + } + if (!doubles_identical( + a->agent_lin_vel[frame], b->agent_lin_vel[frame], NUM_FISH + )) { + return false; + } + if (!doubles_identical( + a->agent_ang_vel[frame], b->agent_ang_vel[frame], NUM_FISH + )) { + return false; + } + for (int i = 0; i < a->num_food; i++) { + if (a->food_active[frame][i] != b->food_active[frame][i]) return false; + if (memcmp(&a->food_x[frame][i], &b->food_x[frame][i], sizeof(double)) != 0) { + return false; + } + if (memcmp(&a->food_y[frame][i], &b->food_y[frame][i], sizeof(double)) != 0) { + return false; + } + } + } + return true; +} + +static void report_sps(const SpsResult* sps) { + printf("SPS benchmark (config/wef.ini [vec], env-only):\n"); + printf("\n"); + printf(" total_agents=%d num_buffers=%d num_threads=%d\n", + sps->total_agents, sps->num_buffers, sps->num_threads); + printf(" num_agents=%d num_envs=%d agents_per_buffer=%d workers_per_buffer=%d\n", + NUM_FISH, sps->num_envs, AGENTS_PER_BUFFER, WORKERS_PER_BUFFER); + printf(" vec_steps=%d total_steps=%lld (flattened: total_agents * vec_steps)\n", + sps->vec_steps, sps->total_steps); + printf(" elapsed=%.3fs\n", sps->elapsed_s); + printf(" SPS=%.1f (total env steps/sec, flattened over agents)\n", sps->sps); +} + +static SeedMetrics compute_metrics( + const TrajectorySnapshot* snap, unsigned int seed +) { + SeedMetrics m = {0}; + m.seed = seed; + const size_t obs_n = (size_t)(NUM_STEPS + 1) * NUM_FISH * OBS_SIZE; + const size_t rew_n = (size_t)NUM_STEPS * NUM_FISH; + const size_t act_n = (size_t)NUM_STEPS * NUM_FISH * ACTION_SIZE; + const float* final_obs = + snap->observations + (size_t)NUM_STEPS * NUM_FISH * OBS_SIZE; + + for (size_t i = 0; i < (size_t)NUM_FISH * OBS_SIZE; i++) { + m.final_obs_sum += (double)final_obs[i]; + } + for (int t = 0; t < NUM_STEPS; t++) { + for (int i = 0; i < NUM_FISH; i++) { + m.reward_sum += (double)snap->rewards[t * NUM_FISH + i]; + } + } + m.food_eaten = snap->food_eaten[NUM_STEPS]; + m.episode_return = snap->episode_return[NUM_STEPS]; + m.rng_end = snap->rng[NUM_STEPS]; + m.obs_fnv1a = hash_bytes(snap->observations, obs_n * sizeof(float)); + m.rewards_fnv1a = hash_bytes(snap->rewards, rew_n * sizeof(float)); + m.actions_fnv1a = hash_bytes(snap->actions, act_n * sizeof(float)); + uint64_t state_hash = FNV_OFFSET; + state_hash = fnv1a_update(state_hash, snap->agent_x, sizeof(snap->agent_x)); + state_hash = fnv1a_update(state_hash, snap->agent_y, sizeof(snap->agent_y)); + state_hash = fnv1a_update( + state_hash, snap->agent_orientation, sizeof(snap->agent_orientation) + ); + state_hash = fnv1a_update(state_hash, snap->agent_size, sizeof(snap->agent_size)); + state_hash = fnv1a_update(state_hash, snap->food_x, sizeof(snap->food_x)); + state_hash = fnv1a_update(state_hash, snap->food_y, sizeof(snap->food_y)); + state_hash = fnv1a_update(state_hash, snap->food_active, sizeof(snap->food_active)); + state_hash = fnv1a_update(state_hash, snap->tick, sizeof(snap->tick)); + state_hash = fnv1a_update(state_hash, snap->rng, sizeof(snap->rng)); + m.state_fnv1a = state_hash; + return m; +} + +static int seed_index(unsigned int seed) { + for (int i = 0; i < NUM_TEST_SEEDS; i++) { + if (TEST_SEEDS[i] == seed) return i; + } + return -1; +} + +static bool parse_u64_hex(const char* s, uint64_t* out) { + char* end = NULL; + unsigned long long v = strtoull(s, &end, 0); + if (end == s) return false; + *out = (uint64_t)v; + return true; +} + +static bool load_baseline(const char* path, BaselineTable* table) { + memset(table, 0, sizeof(*table)); + snprintf(table->path, sizeof(table->path), "%s", path); + + FILE* f = fopen(path, "r"); + if (f == NULL) { + return false; + } + + char line[512]; + int current = -1; + while (fgets(line, sizeof(line), f) != NULL) { + if (line[0] == '#' || line[0] == '\n' || line[0] == '\r') { + if (strncmp(line, "# git_commit=", 13) == 0) { + snprintf( + table->commit, sizeof(table->commit), "%s", line + 13 + ); + /* strip trailing newline */ + size_t n = strlen(table->commit); + while (n > 0 && + (table->commit[n - 1] == '\n' || + table->commit[n - 1] == '\r')) { + table->commit[--n] = '\0'; + } + } + continue; + } + + unsigned int seed = 0; + if (sscanf(line, "[seed %u]", &seed) == 1) { + current = seed_index(seed); + if (current >= 0) { + table->seed_present[current] = true; + table->seeds[current].seed = seed; + } + continue; + } + if (current < 0) continue; + + char key[128]; + char value[128]; + if (sscanf(line, "%127[^=]=%127s", key, value) != 2) continue; + + SeedMetrics* m = &table->seeds[current]; + if (strcmp(key, "reward sum") == 0) { + m->reward_sum = strtod(value, NULL); + } else if (strcmp(key, "final observation sum") == 0) { + m->final_obs_sum = strtod(value, NULL); + } else if (strcmp(key, "food_eaten") == 0) { + m->food_eaten = (int)strtol(value, NULL, 10); + } else if (strcmp(key, "episode_return") == 0) { + m->episode_return = (float)strtod(value, NULL); + } else if (strcmp(key, "rng") == 0) { + m->rng_end = (unsigned int)strtoul(value, NULL, 10); + } else if (strcmp(key, "obs_fnv1a") == 0) { + parse_u64_hex(value, &m->obs_fnv1a); + } else if (strcmp(key, "rewards_fnv1a") == 0) { + parse_u64_hex(value, &m->rewards_fnv1a); + } else if (strcmp(key, "actions_fnv1a") == 0) { + parse_u64_hex(value, &m->actions_fnv1a); + } else if (strcmp(key, "state_fnv1a") == 0) { + parse_u64_hex(value, &m->state_fnv1a); + } + } + fclose(f); + table->loaded = true; + return true; +} + +static bool float_close(double a, double b, double atol, double rtol) { + double diff = fabs(a - b); + return diff <= atol + rtol * fmax(fabs(a), fabs(b)); +} + +/* Returns number of mismatched fields (0 = match). */ +static int compare_to_baseline( + const SeedMetrics* got, const BaselineTable* baseline +) { + int idx = seed_index(got->seed); + if (idx < 0 || !baseline->loaded || !baseline->seed_present[idx]) { + printf(" baseline: MISSING seed=%u in %s\n", got->seed, baseline->path); + return 1; + } + const SeedMetrics* exp = &baseline->seeds[idx]; + int mismatches = 0; + + printf(" baseline compare (commit %s):\n", + baseline->commit[0] ? baseline->commit : "?"); + + #define CHECK_EXACT_U64(name, field) do { \ + bool ok = (got->field == exp->field); \ + printf(" %-22s got=0x%016llx exp=0x%016llx %s\n", \ + name, \ + (unsigned long long)got->field, \ + (unsigned long long)exp->field, \ + ok ? "MATCH" : "DIFF"); \ + if (!ok) mismatches++; \ + } while (0) + + #define CHECK_EXACT_INT(name, field) do { \ + bool ok = (got->field == exp->field); \ + printf(" %-22s got=%d exp=%d %s\n", \ + name, (int)got->field, (int)exp->field, ok ? "MATCH" : "DIFF"); \ + if (!ok) mismatches++; \ + } while (0) + + #define CHECK_EXACT_UINT(name, field) do { \ + bool ok = (got->field == exp->field); \ + printf(" %-22s got=%u exp=%u %s\n", \ + name, (unsigned)got->field, (unsigned)exp->field, \ + ok ? "MATCH" : "DIFF"); \ + if (!ok) mismatches++; \ + } while (0) + + #define CHECK_CLOSE(name, field, atol, rtol) do { \ + bool ok = float_close( \ + (double)got->field, (double)exp->field, atol, rtol); \ + printf(" %-22s got=%.17g exp=%.17g diff=%.3g %s\n", \ + name, (double)got->field, (double)exp->field, \ + fabs((double)got->field - (double)exp->field), \ + ok ? "MATCH" : "DIFF"); \ + if (!ok) mismatches++; \ + } while (0) + + CHECK_EXACT_U64("actions_fnv1a", actions_fnv1a); + CHECK_EXACT_U64("obs_fnv1a", obs_fnv1a); + CHECK_EXACT_U64("rewards_fnv1a", rewards_fnv1a); + CHECK_EXACT_U64("state_fnv1a", state_fnv1a); + CHECK_EXACT_INT("food_eaten", food_eaten); + CHECK_EXACT_UINT("rng", rng_end); + CHECK_CLOSE("reward sum", reward_sum, BASELINE_REWARD_ATOL, 0.0); + CHECK_CLOSE( + "episode_return", episode_return, BASELINE_REWARD_ATOL, 0.0 + ); + CHECK_CLOSE( + "final observation sum", + final_obs_sum, + BASELINE_OBS_SUM_ATOL, + BASELINE_OBS_SUM_RTOL + ); + + #undef CHECK_EXACT_U64 + #undef CHECK_EXACT_INT + #undef CHECK_EXACT_UINT + #undef CHECK_CLOSE + + printf(" baseline fields mismatched: %d\n", mismatches); + return mismatches; +} + +static void report_trajectory( + const TrajectorySnapshot* snap, unsigned int seed, const SeedMetrics* metrics +) { + const size_t obs_n = (size_t)(NUM_STEPS + 1) * NUM_FISH * OBS_SIZE; + const float* final_obs = + snap->observations + (size_t)NUM_STEPS * NUM_FISH * OBS_SIZE; + const float* final_rewards = + snap->rewards + (size_t)(NUM_STEPS - 1) * NUM_FISH; + const float* final_terminals = + snap->terminals + (size_t)(NUM_STEPS - 1) * NUM_FISH; + + double obs_min = final_obs[0]; + double obs_max = final_obs[0]; + for (size_t i = 0; i < (size_t)NUM_FISH * OBS_SIZE; i++) { + double v = (double)final_obs[i]; + if (v < obs_min) obs_min = v; + if (v > obs_max) obs_max = v; + } + + double cumulative[NUM_FISH] = {0}; + bool any_terminal = false; + for (int t = 0; t < NUM_STEPS; t++) { + for (int i = 0; i < NUM_FISH; i++) { + cumulative[i] += (double)snap->rewards[t * NUM_FISH + i]; + if (snap->terminals[t * NUM_FISH + i] != 0.0f) any_terminal = true; + } + } + + printf("------------------------------------------------------------\n"); + printf("seed=%u\n", seed); + printf("------------------------------------------------------------\n"); + printf("\n"); + printf(" steps=%d num_agents=%d num_food=%d env_rng=%u action_seed=%u\n", + NUM_STEPS, NUM_FISH, snap->num_food, env_rng_from_seed(seed), seed); + printf(" obs shape=(%d, %d, %d)\n", NUM_STEPS + 1, NUM_FISH, OBS_SIZE); + + printf("\n"); + printf(" observations finite=%s\n", + all_finite_float(snap->observations, obs_n) ? "true" : "false"); + printf(" final observation sum=%.17g\n", metrics->final_obs_sum); + printf(" final observation min/max=%.17g / %.17g\n", obs_min, obs_max); + printf(" reward sum=%.17g\n", metrics->reward_sum); + printf(" cumulative rewards per fish=["); + for (int i = 0; i < NUM_FISH; i++) { + printf("%s%.17g", i ? ", " : "", cumulative[i]); + } + printf("]\n"); + printf(" any terminal=%s\n", any_terminal ? "true" : "false"); + + printf("\n"); + printf(" final tick=%d\n", snap->tick[NUM_STEPS]); + printf(" food_eaten=%d\n", metrics->food_eaten); + printf(" collisions_fish=%d\n", snap->collisions_fish[NUM_STEPS]); + printf(" eod_agent_steps=%d\n", snap->eod_agent_steps[NUM_STEPS]); + printf(" episode_return=%.17g\n", (double)metrics->episode_return); + printf(" rng=%u\n", metrics->rng_end); + + printf("\n"); + printf(" obs_fnv1a=0x%016llx\n", (unsigned long long)metrics->obs_fnv1a); + printf(" rewards_fnv1a=0x%016llx\n", (unsigned long long)metrics->rewards_fnv1a); + printf(" actions_fnv1a=0x%016llx\n", (unsigned long long)metrics->actions_fnv1a); + printf(" state_fnv1a=0x%016llx\n", (unsigned long long)metrics->state_fnv1a); + + printf("\n"); + printf(" final environment state (agents):\n"); + printf("\n"); + for (int i = 0; i < NUM_FISH; i++) { + printf( + " fish %d: pos=(%.17g, %.17g)\n" + " ori=%.17g size=%.17g\n" + " lin_vel=%.17g ang_vel=%.17g\n", + i, + snap->agent_x[NUM_STEPS][i], + snap->agent_y[NUM_STEPS][i], + snap->agent_orientation[NUM_STEPS][i], + snap->agent_size[NUM_STEPS][i], + snap->agent_lin_vel[NUM_STEPS][i], + snap->agent_ang_vel[NUM_STEPS][i] + ); + printf("\n"); + } + + printf(" final environment state (active food):\n"); + printf("\n"); + int active_food = 0; + for (int i = 0; i < snap->num_food; i++) { + if (!snap->food_active[NUM_STEPS][i]) continue; + printf( + " food %d: pos=(%.17g, %.17g)\n", + i, + snap->food_x[NUM_STEPS][i], + snap->food_y[NUM_STEPS][i] + ); + active_food++; + } + printf("\n"); + printf(" active_food_count=%d / %d\n", active_food, snap->num_food); + + printf("\n"); + printf(" final observation (per fish, first 8 channels):\n"); + printf("\n"); + for (int i = 0; i < NUM_FISH; i++) { + const float* obs = final_obs + i * OBS_SIZE; + printf(" fish %d: [", i); + for (int c = 0; c < 8; c++) { + printf("%s%.6g", c ? ", " : "", (double)obs[c]); + } + printf(", ...]\n"); + } + + printf("\n"); + printf(" final rewards: ["); + for (int i = 0; i < NUM_FISH; i++) { + printf("%s%.6g", i ? ", " : "", (double)final_rewards[i]); + } + printf("]\n"); + printf(" final terminals: ["); + for (int i = 0; i < NUM_FISH; i++) { + printf("%s%.6g", i ? ", " : "", (double)final_terminals[i]); + } + printf("]\n"); +} + +static int run_seed( + unsigned int seed, + TrajectorySnapshot* a, + TrajectorySnapshot* b, + const BaselineTable* baseline, + bool require_baseline_match +) { + memset(a, 0, sizeof(*a)); + memset(b, 0, sizeof(*b)); + + run_trajectory(a, seed); + run_trajectory(b, seed); + + int failed = 0; + if (!snapshots_equal(a, b)) { + fprintf(stderr, "FAIL seed=%u: two runs were not bit-identical\n", seed); + failed = 1; + } + + size_t obs_n = (size_t)(NUM_STEPS + 1) * NUM_FISH * OBS_SIZE; + size_t rew_n = (size_t)NUM_STEPS * NUM_FISH; + if (!all_finite_float(a->observations, obs_n) || + !all_finite_float(a->rewards, rew_n) || + !all_finite_float(a->terminals, rew_n)) { + fprintf(stderr, "FAIL seed=%u: non-finite values in trajectory\n", seed); + failed = 1; + } + + SeedMetrics metrics = compute_metrics(a, seed); + report_trajectory(a, seed, &metrics); + + printf("\n"); + int baseline_mismatches = 0; + if (baseline != NULL && baseline->loaded) { + baseline_mismatches = compare_to_baseline(&metrics, baseline); + if (require_baseline_match && baseline_mismatches > 0) { + failed = 1; + } + } else { + printf(" baseline: skipped (file not loaded)\n"); + } + + printf("\n"); + if (failed) { + printf(" seed=%u RESULT: FAIL\n", seed); + } else if (baseline != NULL && baseline->loaded && baseline_mismatches == 0) { + printf(" seed=%u RESULT: PASS (deterministic, finite, matches baseline)\n", + seed); + } else if (baseline != NULL && baseline->loaded) { + printf( + " seed=%u RESULT: PASS_DETERMINISM " + "(finite + self-consistent; baseline DIFF — outcomes changed)\n", + seed + ); + } else { + printf(" seed=%u RESULT: PASS (deterministic, finite)\n", seed); + } + printf("\n"); + return failed; +} + +static void print_usage(const char* argv0) { + printf( + "Usage: %s [--baseline PATH] [--require-baseline-match] [--skip-sps]\n" + "\n" + " --baseline PATH Fingerprint file to compare against\n" + " (default: %s)\n" + " --require-baseline-match Exit non-zero if any baseline field differs\n" + " (default: only determinism/finite fail the run;\n" + " baseline diffs are still printed)\n" + " --skip-sps Skip the multi-env SPS timing section\n", + argv0, + DEFAULT_BASELINE_PATH + ); +} + +static int run_test( + const char* baseline_path, bool require_baseline_match, bool skip_sps +) { + TrajectorySnapshot* a = (TrajectorySnapshot*)calloc(1, sizeof(TrajectorySnapshot)); + TrajectorySnapshot* b = (TrajectorySnapshot*)calloc(1, sizeof(TrajectorySnapshot)); + if (a == NULL || b == NULL) { + fprintf(stderr, "failed to allocate trajectory snapshots\n"); + free(a); + free(b); + return 1; + } + + BaselineTable baseline = {0}; + if (baseline_path != NULL) { + if (!load_baseline(baseline_path, &baseline)) { + fprintf( + stderr, + "warning: could not load baseline fingerprints from %s\n", + baseline_path + ); + } + } + + printf("wef numerical stability (C)\n"); + printf("\n"); + printf(" seeds="); + for (int i = 0; i < NUM_TEST_SEEDS; i++) { + printf("%s%u", i ? "," : "", TEST_SEEDS[i]); + } + printf(" steps=%d num_agents=%d\n", NUM_STEPS, NUM_FISH); + if (baseline.loaded) { + printf(" baseline=%s\n", baseline.path); + if (baseline.commit[0]) { + printf(" baseline_commit=%s\n", baseline.commit); + } + printf( + " require_baseline_match=%s\n", + require_baseline_match ? "true" : "false" + ); + } else { + printf(" baseline=none\n"); + } + printf("\n"); + + if (!skip_sps) { + SpsResult sps = measure_sps(); + report_sps(&sps); + printf("\n"); + } + + int failed = 0; + int baseline_failed_seeds = 0; + for (int i = 0; i < NUM_TEST_SEEDS; i++) { + int before = failed; + failed |= run_seed( + TEST_SEEDS[i], a, b, &baseline, require_baseline_match + ); + if (require_baseline_match && failed != before) { + baseline_failed_seeds++; + } + (void)baseline_failed_seeds; + } + + printf("============================================================\n"); + if (failed) { + printf("OVERALL RESULT: FAIL\n"); + } else { + printf("OVERALL RESULT: PASS\n"); + } + + free(a); + free(b); + return failed; +} + +int main(int argc, char** argv) { + const char* baseline_path = DEFAULT_BASELINE_PATH; + bool require_baseline_match = false; + bool skip_sps = false; + + for (int i = 1; i < argc; i++) { + if (strcmp(argv[i], "--baseline") == 0 && i + 1 < argc) { + baseline_path = argv[++i]; + } else if (strcmp(argv[i], "--require-baseline-match") == 0) { + require_baseline_match = true; + } else if (strcmp(argv[i], "--skip-sps") == 0) { + skip_sps = true; + } else if (strcmp(argv[i], "-h") == 0 || strcmp(argv[i], "--help") == 0) { + print_usage(argv[0]); + return 0; + } else { + fprintf(stderr, "unknown argument: %s\n", argv[i]); + print_usage(argv[0]); + return 2; + } + } + + return run_test(baseline_path, require_baseline_match, skip_sps); +} diff --git a/ocean/wef/binding.c b/ocean/wef/binding.c new file mode 100644 index 0000000000..ac7ff14e6c --- /dev/null +++ b/ocean/wef/binding.c @@ -0,0 +1,39 @@ +#include "wef.h" + +#define NUM_ATNS ACTION_SIZE +#define ACT_SIZES {1, 1, 1, 1} +#define OBS_TENSOR_T FloatTensor + +#define Env FishEnv +#include "vecenv.h" + +void my_init(Env* env, Dict* kwargs) { + env->num_agents = (int)dict_get(kwargs, "num_agents")->value; + env->min_arena_size_x = dict_get(kwargs, "min_arena_width")->value; + env->min_arena_size_y = dict_get(kwargs, "min_arena_height")->value; + env->max_arena_size_x = dict_get(kwargs, "max_arena_width")->value; + env->max_arena_size_y = dict_get(kwargs, "max_arena_height")->value; + env->arena_size_x = env->min_arena_size_x; + env->arena_size_y = env->min_arena_size_y; + env->food_distribution = (FoodDistribution)(int)dict_get(kwargs, "food_distribution")->value; + env->configured_num_food = (int)dict_get(kwargs, "num_food")->value; + env->patch_radius_cm = dict_get(kwargs, "patch_radius")->value; + env->patch_radius_std_cm = dict_get(kwargs, "patch_radius_std")->value; + env->patch_density = dict_get(kwargs, "patch_density")->value; + env->electric_field_radius_cm = dict_get(kwargs, "electric_field_radius")->value; + env->reflection_wall_range_cm = dict_get(kwargs, "reflection_wall_range")->value; + env->field_fish_range_cm = dict_get(kwargs, "field_fish_range")->value; + env->field_food_range_cm = dict_get(kwargs, "field_food_range")->value; + env->episode_length = (int)dict_get(kwargs, "episode_length")->value; + init(env); +} + +void my_log(Log* log, Dict* out) { + dict_set(out, "perf", log->perf); + dict_set(out, "score", log->score); + dict_set(out, "episode_return", log->episode_return); + dict_set(out, "episode_length", log->episode_length); + dict_set(out, "food_eaten_mean", log->food_eaten_mean); + dict_set(out, "eod_rate", log->eod_rate); + dict_set(out, "collisions_fish", log->collisions_fish); +} diff --git a/ocean/wef/profile.c b/ocean/wef/profile.c new file mode 100644 index 0000000000..02ace43f89 --- /dev/null +++ b/ocean/wef/profile.c @@ -0,0 +1,286 @@ +/* + * WEF per-thread rollout throughput (and optional gprof target). + * + * Build / run: + * ./ocean/wef/run_profile.sh + * ./ocean/wef/run_profile.sh --gprof + * ./ocean/wef/run_profile.sh --threads 8 --envs-per-thread 4 --steps 200 + * + * Each OpenMP thread owns a private set of envs and runs reset+step + * independently. Reports agent-steps/sec overall and per thread. + */ + +#include +#include +#include +#include +#include + +#ifndef WEF_PROFILE_NO_OMP +#include +#endif + +#include "wef.h" + +#define DEFAULT_NUM_FISH 4 +#define DEFAULT_THREADS 8 +#define DEFAULT_ENVS_PER_THREAD 4 +#define DEFAULT_STEPS 200 +#define DEFAULT_RESETS 1 + +typedef struct { + int num_fish; + int threads; + int envs_per_thread; + int steps; + int resets; +} Options; + +typedef struct { + double elapsed_s; + long long agent_steps; + double agent_sps; +} ThreadResult; + +static double timespec_seconds(struct timespec t0, struct timespec t1) { + return (double)(t1.tv_sec - t0.tv_sec) + + (double)(t1.tv_nsec - t0.tv_nsec) * 1e-9; +} + +static float random_action(unsigned int* rng) { + return 2.0f * (float)rand_r(rng) / (float)RAND_MAX - 1.0f; +} + +static void configure_env(FishEnv* env, unsigned int seed, int num_fish) { + memset(env, 0, sizeof(*env)); + env->num_agents = num_fish; + env->arena_size_x = 70.0f; + env->arena_size_y = 70.0f; + env->min_arena_size_x = 70.0f; + env->min_arena_size_y = 70.0f; + env->max_arena_size_x = 70.0f; + env->max_arena_size_y = 70.0f; + env->food_distribution = FOOD_RANDOM; + env->configured_num_food = 64; + env->electric_field_radius_cm = 15.0f; + env->episode_length = 4096; + env->rng = seed ? seed : 1u; +} + +static void fill_random_actions(FishEnv* env, unsigned int* rng) { + for (int a = 0; a < env->num_agents; a++) { + float* action = env->actions + a * ACTION_SIZE; + for (int k = 0; k < ACTION_SIZE; k++) { + action[k] = random_action(rng); + } + } +} + +static void print_usage(const char* argv0) { + printf( + "Usage: %s [options]\n" + " --threads N Worker threads (default %d)\n" + " --envs-per-thread N Envs owned by each thread (default %d)\n" + " --num-fish N Agents per env (default %d)\n" + " --steps N c_step calls per reset (default %d)\n" + " --resets N c_reset cycles per env (default %d)\n" + " -h, --help\n", + argv0, + DEFAULT_THREADS, + DEFAULT_ENVS_PER_THREAD, + DEFAULT_NUM_FISH, + DEFAULT_STEPS, + DEFAULT_RESETS + ); +} + +static bool parse_options(int argc, char** argv, Options* opt) { + *opt = (Options){ + .num_fish = DEFAULT_NUM_FISH, + .threads = DEFAULT_THREADS, + .envs_per_thread = DEFAULT_ENVS_PER_THREAD, + .steps = DEFAULT_STEPS, + .resets = DEFAULT_RESETS, + }; + for (int i = 1; i < argc; i++) { + if (!strcmp(argv[i], "-h") || !strcmp(argv[i], "--help")) { + print_usage(argv[0]); + return false; + } else if (!strcmp(argv[i], "--threads") && i + 1 < argc) { + opt->threads = atoi(argv[++i]); + } else if (!strcmp(argv[i], "--envs-per-thread") && i + 1 < argc) { + opt->envs_per_thread = atoi(argv[++i]); + } else if (!strcmp(argv[i], "--num-fish") && i + 1 < argc) { + opt->num_fish = atoi(argv[++i]); + } else if (!strcmp(argv[i], "--steps") && i + 1 < argc) { + opt->steps = atoi(argv[++i]); + } else if (!strcmp(argv[i], "--resets") && i + 1 < argc) { + opt->resets = atoi(argv[++i]); + } else { + fprintf(stderr, "Unknown option: %s\n", argv[i]); + print_usage(argv[0]); + return false; + } + } + if (opt->num_fish <= 0 || opt->threads <= 0 || + opt->envs_per_thread <= 0 || opt->steps <= 0 || + opt->resets <= 0) { + fprintf(stderr, "all numeric options must be positive\n"); + return false; + } +#ifdef WEF_PROFILE_NO_OMP + if (opt->threads != 1) { + fprintf(stderr, "OpenMP disabled: forcing --threads 1\n"); + opt->threads = 1; + } +#endif + return true; +} + +/* One thread's private rollout: returns local agent-steps and wall time. */ +static ThreadResult run_thread_rollout( + int thread_id, + int num_fish, + int envs_per_thread, + int steps, + int resets +) { + FishEnv* envs = + (FishEnv*)calloc((size_t)envs_per_thread, sizeof(FishEnv)); + unsigned int* rngs = + (unsigned int*)calloc((size_t)envs_per_thread, sizeof(unsigned int)); + ThreadResult result = {0}; + if (!envs || !rngs) { + fprintf(stderr, "thread %d: allocation failed\n", thread_id); + free(envs); + free(rngs); + return result; + } + + for (int e = 0; e < envs_per_thread; e++) { + unsigned int seed = + (unsigned int)(thread_id * 10007 + e + 1); + configure_env(&envs[e], seed, num_fish); + c_allocate(&envs[e]); + rngs[e] = seed * 0x9e3779b9u + 1u; + } + + /* Warmup (not timed). */ + for (int e = 0; e < envs_per_thread; e++) { + c_reset(&envs[e]); + for (int t = 0; t < 3; t++) { + fill_random_actions(&envs[e], &rngs[e]); + c_step(&envs[e]); + } + } + + struct timespec t0, t1; + clock_gettime(CLOCK_MONOTONIC, &t0); + + for (int r = 0; r < resets; r++) { + for (int e = 0; e < envs_per_thread; e++) { + c_reset(&envs[e]); + for (int t = 0; t < steps; t++) { + fill_random_actions(&envs[e], &rngs[e]); + c_step(&envs[e]); + } + } + } + + clock_gettime(CLOCK_MONOTONIC, &t1); + result.elapsed_s = timespec_seconds(t0, t1); + result.agent_steps = + (long long)resets * (long long)envs_per_thread * + (long long)steps * (long long)num_fish; + result.agent_sps = result.elapsed_s > 0.0 + ? (double)result.agent_steps / result.elapsed_s + : 0.0; + + for (int e = 0; e < envs_per_thread; e++) { + free_allocated(&envs[e]); + } + free(envs); + free(rngs); + return result; +} + +int main(int argc, char** argv) { + Options opt; + if (!parse_options(argc, argv, &opt)) { + return 1; + } + + ThreadResult* results = + (ThreadResult*)calloc((size_t)opt.threads, sizeof(ThreadResult)); + if (!results) { + fprintf(stderr, "allocation failed\n"); + return 1; + } + + printf("wef per-thread rollout SPS\n"); + printf(" threads=%d envs_per_thread=%d num_fish=%d\n", + opt.threads, opt.envs_per_thread, opt.num_fish); + printf(" resets=%d steps_per_reset=%d\n", opt.resets, opt.steps); + printf(" total_envs=%d sizeof(FishEnv)=%zu\n", + opt.threads * opt.envs_per_thread, sizeof(FishEnv)); + fflush(stdout); + + struct timespec wall0, wall1; + clock_gettime(CLOCK_MONOTONIC, &wall0); + +#ifndef WEF_PROFILE_NO_OMP + #pragma omp parallel num_threads(opt.threads) + { + int tid = omp_get_thread_num(); + results[tid] = run_thread_rollout( + tid, opt.num_fish, opt.envs_per_thread, opt.steps, opt.resets + ); + } +#else + results[0] = run_thread_rollout( + 0, opt.num_fish, opt.envs_per_thread, opt.steps, opt.resets + ); +#endif + + clock_gettime(CLOCK_MONOTONIC, &wall1); + double wall_s = timespec_seconds(wall0, wall1); + + long long total_agent_steps = 0; + double sum_thread_sps = 0.0; + double min_thread_sps = 1e300; + double max_thread_sps = 0.0; + double sum_thread_elapsed = 0.0; + + printf("\n per-thread agent SPS:\n"); + for (int t = 0; t < opt.threads; t++) { + ThreadResult* r = &results[t]; + total_agent_steps += r->agent_steps; + sum_thread_sps += r->agent_sps; + sum_thread_elapsed += r->elapsed_s; + if (r->agent_sps < min_thread_sps) min_thread_sps = r->agent_sps; + if (r->agent_sps > max_thread_sps) max_thread_sps = r->agent_sps; + printf(" thread %2d: SPS=%.1f steps=%lld elapsed=%.4fs\n", + t, r->agent_sps, r->agent_steps, r->elapsed_s); + } + + double mean_thread_sps = sum_thread_sps / (double)opt.threads; + /* Aggregate SPS from total work over wall-clock (includes imbalance). */ + double wall_sps = + wall_s > 0.0 ? (double)total_agent_steps / wall_s : 0.0; + /* Ideal scale-out: sum of per-thread rates (no load imbalance). */ + double sum_sps = sum_thread_sps; + + printf("\n summary (agent-steps/sec):\n"); + printf(" per_thread_mean=%.1f\n", mean_thread_sps); + printf(" per_thread_min=%.1f\n", min_thread_sps); + printf(" per_thread_max=%.1f\n", max_thread_sps); + printf(" sum_of_threads=%.1f (if perfectly parallel)\n", sum_sps); + printf(" wall_SPS=%.1f (total work / wall time)\n", wall_sps); + printf(" wall_elapsed=%.4fs total_agent_steps=%lld\n", + wall_s, total_agent_steps); + printf(" mean_thread_elapsed=%.4fs\n", + sum_thread_elapsed / (double)opt.threads); + + free(results); + return 0; +} diff --git a/ocean/wef/run_profile.sh b/ocean/wef/run_profile.sh new file mode 100755 index 0000000000..e88fb3ab18 --- /dev/null +++ b/ocean/wef/run_profile.sh @@ -0,0 +1,46 @@ +#!/usr/bin/env bash +# Build and run wef per-thread rollout SPS. --gprof builds -pg and runs gprof. +set -euo pipefail + +ROOT="$(cd "$(dirname "$0")/../.." && pwd)" +cd "$ROOT" + +SRC=ocean/wef/profile.c +OUT=./wef_profile +OUT_GPROF=./wef_profile_gprof +REPORT=wef_gprof_report.txt + +INCS=(-I./raylib-5.5_linux_amd64/include -I./src -I./vendor -I./ocean/wef) +LIBS=(raylib-5.5_linux_amd64/lib/libraylib.a -lGL -lm -lpthread -ldl -lrt) +CC_FAST="${CC:-clang}" +CC_PROF="${CC_PROF:-gcc}" + +GPROF=0 +ARGS=() +for a in "$@"; do + [[ "$a" == "--gprof" ]] && GPROF=1 || ARGS+=("$a") +done + +if [[ $GPROF -eq 1 ]]; then + echo "Building $OUT_GPROF (-pg, serial)..." + "$CC_PROF" -pg -O1 -g -DNDEBUG -DWEF_PROFILE_NO_OMP \ + "${INCS[@]}" "$SRC" -o "$OUT_GPROF" "${LIBS[@]}" -DPLATFORM_DESKTOP + + rm -f gmon.out + # Serial rollout sized for a readable flat profile. + "$OUT_GPROF" --threads 1 --envs-per-thread "${PROFILE_ENVS:-32}" \ + --resets "${PROFILE_RESETS:-5}" --steps "${PROFILE_STEPS:-150}" \ + "${ARGS[@]}" + + [[ -f gmon.out ]] || { echo "error: gmon.out missing" >&2; exit 1; } + gprof -b -p "$OUT_GPROF" gmon.out > "$REPORT" + head -n 50 "$REPORT" + echo + echo "Full flat profile: $REPORT" +else + echo "Building $OUT (OpenMP, -O3)..." + "$CC_FAST" -O3 -DNDEBUG -fopenmp \ + "${INCS[@]}" "$SRC" -o "$OUT" "${LIBS[@]}" -fopenmp -DPLATFORM_DESKTOP + echo + "$OUT" "${ARGS[@]}" +fi diff --git a/ocean/wef/wef.c b/ocean/wef/wef.c new file mode 100644 index 0000000000..3df0bcbed6 --- /dev/null +++ b/ocean/wef/wef.c @@ -0,0 +1,61 @@ +/* + * Standalone random-policy demo. + * + * Build: + * ./build.sh wef --local + * Run: + * ./wef + */ + +#include +#include "wef.h" + +static float random_action(unsigned int* rng) { + return 2.0f * (float)rand_r(rng) / (float)RAND_MAX - 1.0f; +} + +int main(void) { + FishEnv env = { + .num_agents = 4, + .arena_size_x = 70.0f, + .arena_size_y = 70.0f, + .electric_field_radius_cm = 15.0f, + .episode_length = 4096, + .rng = (unsigned int)time(NULL), + }; + c_allocate(&env); + c_reset(&env); + + unsigned int demo_rng = env.rng ^ 0x9e3779b9U; + float target_actions[MAX_AGENTS][ACTION_SIZE] = {{0}}; + + c_render(&env); + + while (!WindowShouldClose()) { + if (env.tick % 45 == 0) { + for (int i = 0; i < env.num_agents; i++) { + target_actions[i][0] = random_action(&demo_rng); + target_actions[i][1] = random_action(&demo_rng); + target_actions[i][2] = + rand_r(&demo_rng) % 100 < 35 ? 1.0f : -1.0f; + target_actions[i][3] = + rand_r(&demo_rng) % 100 < 8 ? 1.0f : -1.0f; + } + } + + // Take random actions + for (int i = 0; i < env.num_agents; i++) { + float* action = env.actions + i * ACTION_SIZE; + action[0] += 0.06f * (target_actions[i][0] - action[0]); + action[1] += 0.08f * (target_actions[i][1] - action[1]); + action[2] = target_actions[i][2]; + action[3] = target_actions[i][3]; + } + + c_step(&env); + c_render(&env); + } + + free_allocated(&env); + return 0; +} diff --git a/ocean/wef/wef.h b/ocean/wef/wef.h new file mode 100644 index 0000000000..900ff2dc67 --- /dev/null +++ b/ocean/wef/wef.h @@ -0,0 +1,1773 @@ +/* + * Core mechanics and electrostatic biophysics for the weakly electric fish + * environment. + * + * This is a port of the biophysics simulation implemented in + * https://github.com/KempnerInstitute/wef + * onpolicy/custom/fish/movement.py + * onpolicy/custom/fish/electric.py + * onpolicy/custom/fish/electric_accelerated.py + * onpolicy/custom/fish/electric_scene.py + * + * Positions and radii use centimeters, matching the Python environment. + * Electric-field calculations convert positions to meters internally and + * return V/m. Dipole moments use C*m and monopole charges use C. + */ + +#include +#include +#include +#include +#include +#include +#include "raylib.h" + +// Constants +#define PI_F 3.14159265358979323846f +#define CM_TO_M 0.01f +#define K_COULOMB 8.99e9f +#define EPSILON_0 8.854e-12f +#define FIELD_EPS_M 1e-5f +#define REFLECTION_SCALE 1.0f +#define SENSOR_EPS 1e-25f + +// Values from upstream cfg.py and Table 1 of the accompanying publication +#define SIMULATION_HZ 83.0f +#define BODY_RADIUS_CM 1.0f +#define FOOD_RADIUS_CM 0.25f +#define CONDUCTOR_CONTRAST -0.5f +#define EOD_CHARGE_C 1.11e-15f +#define EOD_POLE_OFFSET_CM 0.5f +#define INTRINSIC_MOMENT_C_M 1.11e-23f +#define FOOD_INTRINSIC_MOMENT_C_M 1.11e-24f + +#define NUM_MORMYROMASTS 36 +#define NUM_AMPULLARY 24 +#define NUM_KNOLLEN 12 +#define MAX_AGENTS 4 +#define MAX_FOOD 64 +#define MAX_DIPOLE_SOURCES (2 * MAX_AGENTS + 2 * MAX_FOOD) +#define OBS_SIZE 110 +#define ACTION_SIZE 4 +#define EATING_RADIUS_CM 2.0f +#define BITING_RADIUS_CM 3.0f +#define EATING_ANGLE (PI_F / 4.0f) +#define EAT_REWARD 10.0f +#define COLLISION_REWARD -0.5f +#define BITTEN_REWARD -5.0f +#define MAX_PATCHES 90 +#define TRACE_LENGTH 128 + +#define EAT_COOLDOWN_STEPS 3 +#define BITE_COOLDOWN_STEPS 5 + +#define AMPULLARY_MIN_VM 2e-10f +#define AMPULLARY_MAX_VM 2e-8f +#define MORMYROMAST_MIN_VM 5e-8f +#define MORMYROMAST_MAX_VM 5e-2f +#define KNOLLEN_MIN_VM 2e-7f + +#define MOTION_FIRST_ORDER 1 +#define MOTION_SECOND_ORDER 2 + +// Arena wall indices for first-order image charges. +#define WALL_LEFT 0 +#define WALL_RIGHT 1 +#define WALL_BOTTOM 2 +#define WALL_TOP 3 +#define NUM_WALLS 4 + +// All fish agent attributes: pose, dynamics, electric sources, sensors, actions +typedef struct FishAgent { + float pos_x; + float pos_y; + float orientation; + float max_linear_velocity; + float max_angular_velocity; + + float disp_ground_x; + float disp_ground_y; + float disp_ego_x; + float disp_ego_y; + float last_orientation; + float linear_velocity; + float angular_velocity; + + float body_radius_cm; + float min_linear_velocity; + float max_linear_acceleration; + float min_angular_velocity; + float max_angular_acceleration; + float linear_drag_factor; + float angular_drag_factor; + + int motion_order; + bool backwards; + bool collided; + + float size; + int bite_cooldown; + int eat_cooldown; + bool emits_eod; + bool bite_action; + bool was_bitten; + bool ate_food; + float last_action[ACTION_SIZE]; + float ampullary_ema[NUM_AMPULLARY]; + + // Electric Organ Discharge (EOD) monopole pair in world frame + float eod_pos_x[2]; + float eod_pos_y[2]; + float eod_charge[2]; + + // Body dipoles in world frame + float intrinsic_moment_x; + float intrinsic_moment_y; + float induced_moment_x; + float induced_moment_y; + + // Fish sensors (initialized once in local frame) + float morm_local_x[NUM_MORMYROMASTS]; + float morm_local_y[NUM_MORMYROMASTS]; + float morm_nx[NUM_MORMYROMASTS]; + float morm_ny[NUM_MORMYROMASTS]; + float amp_local_x[NUM_AMPULLARY]; + float amp_local_y[NUM_AMPULLARY]; + float amp_nx[NUM_AMPULLARY]; + float amp_ny[NUM_AMPULLARY]; + float knollen_local_x[NUM_KNOLLEN]; + float knollen_local_y[NUM_KNOLLEN]; + float knollen_nx[NUM_KNOLLEN]; + float knollen_ny[NUM_KNOLLEN]; +} FishAgent; + +float vec_length_squared(float x, float y) { + return x * x + y * y; +} + +float vec_length(float x, float y) { + return sqrtf(x * x + y * y); +} + +float clamp(float value, float minimum, float maximum) { + return fminf(maximum, fmaxf(minimum, value)); +} + +float wrap_angle(float angle) { + return atan2f(sinf(angle), cosf(angle)); +} + +void rotate(float x, float y, float angle, float* out_x, float* out_y) { + float c = cosf(angle); + float s = sinf(angle); + *out_x = c * x - s * y; + *out_y = s * x + c * y; +} + +void transform_position( + float local_x, float local_y, + float origin_x, float origin_y, + float angle, + float* out_x, float* out_y +) { + float rx, ry; + rotate(local_x, local_y, angle, &rx, &ry); + *out_x = rx + origin_x; + *out_y = ry + origin_y; +} + +void world_sensor( + float local_x, float local_y, + float local_nx, float local_ny, + float origin_x, float origin_y, + float angle, + float* out_x, float* out_y, + float* out_nx, float* out_ny +) { + transform_position( + local_x, local_y, origin_x, origin_y, angle, out_x, out_y + ); + rotate(local_nx, local_ny, angle, out_nx, out_ny); +} + +float project_field( + float field_x, float field_y, float normal_x, float normal_y) { + return field_x * normal_x + field_y * normal_y; +} + +// Integrate commanded motion onto the agent (pose + velocities) +void propose_motion( + FishAgent* fish, + float move_command, + float turn_command, + bool eating_frozen +) { + float linear_velocity = 0.0f; + float angular_velocity = 0.0f; + + if (fish->motion_order == MOTION_FIRST_ORDER) { + float move = eating_frozen ? 0.0f : move_command; + float turn = eating_frozen ? 0.0f : turn_command; + angular_velocity = turn * fish->max_angular_velocity; + linear_velocity = move * fish->max_linear_velocity; + } else { // Second-order motion with acceleration and drag + linear_velocity = + fish->linear_velocity + + move_command * fish->max_linear_acceleration; + angular_velocity = + fish->angular_velocity + + turn_command * fish->max_angular_acceleration; + + linear_velocity = clamp( + linear_velocity, + fish->min_linear_velocity, + fish->max_linear_velocity + ); + if (!fish->backwards && linear_velocity < 0.0f) { + linear_velocity = 0.0f; + } + + linear_velocity *= fish->linear_drag_factor; + angular_velocity *= fish->angular_drag_factor; + angular_velocity = clamp( + angular_velocity, + fish->min_angular_velocity, + fish->max_angular_velocity + ); + + if (eating_frozen) { + linear_velocity = 0.0f; + angular_velocity = 0.0f; + } + fish->linear_velocity = linear_velocity; + fish->angular_velocity = angular_velocity; + } + + fish->orientation = wrap_angle(fish->orientation + angular_velocity); + float hx = cosf(fish->orientation); + float hy = sinf(fish->orientation); + fish->pos_x += hx * linear_velocity; + fish->pos_y += hy * linear_velocity; +} + +bool motion_collides( + float proposed_x, + float proposed_y, + float body_radius_cm, + const FishAgent* others, + size_t num_others, + size_t self_index +) { + for (size_t i = 0; i < num_others; i++) { + if (i == self_index) { + continue; + } + float radius = body_radius_cm + others[i].body_radius_cm; + float dx = proposed_x - others[i].pos_x; + float dy = proposed_y - others[i].pos_y; + if (vec_length_squared(dx, dy) < radius * radius) { + return true; + } + } + return false; +} + +bool commit_motion( + FishAgent* fish, + float prev_x, + float prev_y, + float prev_orientation, + bool collided, + float arena_size_x, + float arena_size_y +) { + fish->last_orientation = prev_orientation; + if (collided) { + fish->pos_x = prev_x; + fish->pos_y = prev_y; + } + + float unclipped_x = fish->pos_x; + float unclipped_y = fish->pos_y; + fish->pos_x = clamp( + fish->pos_x, + fish->body_radius_cm, + arena_size_x - fish->body_radius_cm + ); + fish->pos_y = clamp( + fish->pos_y, + fish->body_radius_cm, + arena_size_y - fish->body_radius_cm + ); + bool hit_wall = fish->pos_x != unclipped_x || fish->pos_y != unclipped_y; + bool stopped = collided || hit_wall; + + if (fish->motion_order == MOTION_SECOND_ORDER && stopped) { + fish->linear_velocity = 0.0f; + fish->angular_velocity = 0.0f; + } + + fish->collided = collided; + fish->disp_ground_x = fish->pos_x - prev_x; + fish->disp_ground_y = fish->pos_y - prev_y; + rotate( + fish->disp_ground_x, fish->disp_ground_y, + -prev_orientation, + &fish->disp_ego_x, &fish->disp_ego_y + ); + return hit_wall; +} + +bool point_in_forward_cone( + float pos_x, + float pos_y, + float orientation, + float target_x, + float target_y, + float radius_cm, + float cone_angle +) { + float dx = target_x - pos_x; + float dy = target_y - pos_y; + if (vec_length_squared(dx, dy) >= radius_cm * radius_cm) { + return false; + } + float bearing = atan2f(dy, dx); + return fabsf(wrap_angle(bearing - orientation)) <= cone_angle * 0.5f; +} + +// Electrostatic field model + +/* + * Accumulate field from one monopole (Coulomb). measurement_m* in meters; + * positions in cm for range check. Skips if beyond range_cm. + */ +static inline void accumulate_monopole_field( + float measurement_mx, + float measurement_my, + float measurement_x_cm, + float measurement_y_cm, + float source_x_cm, + float source_y_cm, + float charge_c, + float range_cm, + float eps_m, + float* field_x, + float* field_y +) { + float dx = measurement_x_cm - source_x_cm; + float dy = measurement_y_cm - source_y_cm; + if (dx * dx + dy * dy > range_cm * range_cm) { + return; + } + float ox = measurement_mx - source_x_cm * CM_TO_M; + float oy = measurement_my - source_y_cm * CM_TO_M; + float distance = vec_length(ox, oy) + eps_m; + float weight = K_COULOMB * charge_c / (distance * distance * distance); + *field_x += ox * weight; + *field_y += oy * weight; +} + +/* Accumulate field from one dipole (Coulomb). Skips if beyond range_cm. */ +static inline void accumulate_dipole_field( + float measurement_mx, + float measurement_my, + float measurement_x_cm, + float measurement_y_cm, + float source_x_cm, + float source_y_cm, + float moment_x, + float moment_y, + float range_cm, + float eps_m, + float* field_x, + float* field_y +) { + float dx = measurement_x_cm - source_x_cm; + float dy = measurement_y_cm - source_y_cm; + if (dx * dx + dy * dy > range_cm * range_cm) { + return; + } + float ox = measurement_mx - source_x_cm * CM_TO_M; + float oy = measurement_my - source_y_cm * CM_TO_M; + float distance = vec_length(ox, oy) + eps_m; + float r2 = distance * distance; + float r3 = r2 * distance; + float r5 = r3 * r2; + float moment_dot_offset = moment_x * ox + moment_y * oy; + float axial = 3.0f * moment_dot_offset / r5; + *field_x += K_COULOMB * (ox * axial - moment_x / r3); + *field_y += K_COULOMB * (oy * axial - moment_y / r3); +} + +/* + * Field from monopole and dipole sources (SoA). Matches + * electric.measure_electric_field_original. Writes V/m into out_x/out_y. + * + * Dipole arrays are packed agents-first then food: the first num_agent_dipoles + * entries use fish_range_cm; the rest use food_range_cm. + * Monopoles (EODs) always use fish_range_cm. + */ +void measure_electric_field( + float measurement_x, + float measurement_y, + const float* mono_x, + const float* mono_y, + const float* mono_q, + size_t num_monopoles, + const float* dip_x, + const float* dip_y, + const float* dip_mx, + const float* dip_my, + size_t num_dipoles, + size_t num_agent_dipoles, + float fish_range_cm, + float food_range_cm, + float eps_m, + float* out_x, + float* out_y +) { + float measurement_mx = measurement_x * CM_TO_M; + float measurement_my = measurement_y * CM_TO_M; + float field_x = 0.0f; + float field_y = 0.0f; + for (size_t i = 0; i < num_monopoles; i++) { + accumulate_monopole_field( + measurement_mx, measurement_my, + measurement_x, measurement_y, + mono_x[i], mono_y[i], mono_q[i], + fish_range_cm, eps_m, &field_x, &field_y + ); + } + for (size_t i = 0; i < num_dipoles; i++) { + float range_cm = + (i < num_agent_dipoles) ? fish_range_cm : food_range_cm; + accumulate_dipole_field( + measurement_mx, measurement_my, + measurement_x, measurement_y, + dip_x[i], dip_y[i], dip_mx[i], dip_my[i], + range_cm, eps_m, &field_x, &field_y + ); + } + *out_x = field_x; + *out_y = field_y; +} + +void induce_dipole_moment( + float external_field_x, + float external_field_y, + float conductor_radius_cm, + float conductor_contrast, + float* out_x, + float* out_y +) { + float radius_m = conductor_radius_cm * CM_TO_M; + float volume_m3 = (4.0f / 3.0f) * PI_F * radius_m * radius_m * radius_m; + float scale = 3.0f * EPSILON_0 * volume_m3 * conductor_contrast; + *out_x = external_field_x * scale; + *out_y = external_field_y * scale; +} + +// Perpendicular distance from a point to a rectangular arena wall. +static inline float distance_to_wall_cm( + float pos_x, float pos_y, float arena_size_x, float arena_size_y, int wall +) { + if (wall == WALL_LEFT) return pos_x; + if (wall == WALL_RIGHT) return arena_size_x - pos_x; + if (wall == WALL_BOTTOM) return pos_y; + if (wall == WALL_TOP) return arena_size_y - pos_y; + return 0.0f; +} + +static inline void reflect_source_across_wall( + float* pos_x, + float* pos_y, + float* moment_x, + float* moment_y, + float* charge_c, + float arena_size_x, + float arena_size_y, + int wall, + float reflection_scale, + bool flip_on_reflection +) { + if (wall == WALL_LEFT) { + *pos_x = -(*pos_x); + if (moment_x != NULL && flip_on_reflection) { + *moment_x = -(*moment_x); + } + } else if (wall == WALL_RIGHT) { + *pos_x = 2.0f * arena_size_x - (*pos_x); + if (moment_x != NULL && flip_on_reflection) { + *moment_x = -(*moment_x); + } + } else if (wall == WALL_BOTTOM) { + *pos_y = -(*pos_y); + if (moment_y != NULL && flip_on_reflection) { + *moment_y = -(*moment_y); + } + } else if (wall == WALL_TOP) { + *pos_y = 2.0f * arena_size_y - (*pos_y); + if (moment_y != NULL && flip_on_reflection) { + *moment_y = -(*moment_y); + } + } + + if (charge_c != NULL) { + *charge_c *= reflection_scale * (flip_on_reflection ? -1.0f : 1.0f); + } + if (moment_x != NULL && moment_y != NULL) { + *moment_x *= reflection_scale; + *moment_y *= reflection_scale; + } +} + +/* + * Field from sources plus first-order wall images, in one pass: + * find nearby walls, then for each real source (within fish/food range) + * add its contribution and image charges/dipoles. + * + * Dipole arrays are agents-first then food (see measure_electric_field). + */ +void measure_electric_field_with_reflections( + float measurement_x, + float measurement_y, + const float* mono_x, + const float* mono_y, + const float* mono_q, + size_t num_monopoles, + const float* dip_x, + const float* dip_y, + const float* dip_mx, + const float* dip_my, + size_t num_dipoles, + size_t num_agent_dipoles, + float arena_size_x, + float arena_size_y, + float wall_range_cm, + float fish_range_cm, + float food_range_cm, + float eps_m, + float reflection_scale, + bool flip_on_reflection, + float* out_x, + float* out_y +) { + int near_walls[NUM_WALLS]; + int num_near_walls = 0; + for (int wall = 0; wall < NUM_WALLS; wall++) { + float dist = distance_to_wall_cm( + measurement_x, measurement_y, arena_size_x, arena_size_y, wall + ); + if (dist <= wall_range_cm) { + near_walls[num_near_walls++] = wall; + } + } + + float measurement_mx = measurement_x * CM_TO_M; + float measurement_my = measurement_y * CM_TO_M; + float field_x = 0.0f; + float field_y = 0.0f; + + // Real sources first (range-gated). + for (size_t i = 0; i < num_monopoles; i++) { + accumulate_monopole_field( + measurement_mx, measurement_my, + measurement_x, measurement_y, + mono_x[i], mono_y[i], mono_q[i], + fish_range_cm, eps_m, &field_x, &field_y + ); + } + for (size_t i = 0; i < num_dipoles; i++) { + float range_cm = + (i < num_agent_dipoles) ? fish_range_cm : food_range_cm; + accumulate_dipole_field( + measurement_mx, measurement_my, + measurement_x, measurement_y, + dip_x[i], dip_y[i], dip_mx[i], dip_my[i], + range_cm, eps_m, &field_x, &field_y + ); + } + + // First-order images for each nearby wall (same range gate on real pos). + for (int w = 0; w < num_near_walls; w++) { + int wall = near_walls[w]; + for (size_t i = 0; i < num_monopoles; i++) { + float dx = measurement_x - mono_x[i]; + float dy = measurement_y - mono_y[i]; + if (dx * dx + dy * dy > fish_range_cm * fish_range_cm) { + continue; + } + float ix = mono_x[i]; + float iy = mono_y[i]; + float iq = mono_q[i]; + reflect_source_across_wall( + &ix, &iy, NULL, NULL, &iq, + arena_size_x, arena_size_y, + wall, reflection_scale, flip_on_reflection + ); + /* Image uses infinite range: real source already range-gated. */ + accumulate_monopole_field( + measurement_mx, measurement_my, + measurement_x, measurement_y, + ix, iy, iq, + 1.0e20f, eps_m, &field_x, &field_y + ); + } + for (size_t i = 0; i < num_dipoles; i++) { + float range_cm = (i < num_agent_dipoles) ? fish_range_cm : food_range_cm; + float dx = measurement_x - dip_x[i]; + float dy = measurement_y - dip_y[i]; + if (dx * dx + dy * dy > range_cm * range_cm) { + continue; + } + float ix = dip_x[i]; + float iy = dip_y[i]; + float imx = dip_mx[i]; + float imy = dip_my[i]; + reflect_source_across_wall( + &ix, &iy, &imx, &imy, NULL, + arena_size_x, arena_size_y, + wall, reflection_scale, flip_on_reflection + ); + accumulate_dipole_field( + measurement_mx, measurement_my, + measurement_x, measurement_y, + ix, iy, imx, imy, + 1.0e20f, eps_m, &field_x, &field_y + ); + } + } + + *out_x = field_x; + *out_y = field_y; +} + +// Receptor geometry and transduction +float uniform_sensor_angle( + size_t sensor_index, size_t num_sensors +) { + return 2.0f * PI_F * (float)sensor_index / (float)num_sensors; +} + +/* + * Mormyromast layout from sensing.calculate_mormyromast_angles: 30% of the + * receptors span the forward-facing chin region, with the rest covering the + * remaining circumference. Pass num_chin=10, num_rest=26 for the default 36.f + */ +float mormyromast_angle( + size_t sensor_index, + size_t num_chin, + size_t num_rest, + float chin_angle +) { + if (sensor_index < num_chin) { + if (num_chin == 1) { + return 0.0f; + } + return -0.5f * chin_angle + + chin_angle * (float)sensor_index / (float)(num_chin - 1); + } + size_t rest_index = sensor_index - num_chin; + if (num_rest == 1) { + return PI_F; + } + return 0.5f * chin_angle + + (2.0f * PI_F - chin_angle) * + (float)rest_index / (float)num_rest; +} + +/* + * Sign-preserving logarithmic normalization used by all receptor channels. + * Values below threshold map to signed zero and values above maximum saturate. + */ +float normalize_sensor_reading( + float reading, + float sensor_min, + float sensor_max, + float eps +) { + if (reading == 0.0f) { + return 0.0f; + } + float r = (float)reading; + float sign = r < 0.0f ? -1.0f : 1.0f; + float magnitude = fabsf(r); + magnitude = clamp(magnitude, (float)sensor_min, (float)sensor_max); + magnitude = fmaxf(magnitude, (float)eps); + float denominator = + log10f((float)sensor_max) - log10f((float)sensor_min); + if (denominator <= 0.0f) { + return 0.0f; + } + float normalized = + (log10f(magnitude) - log10f((float)sensor_min)) / denominator; + return (float)(sign * clamp(normalized, 0.0f, 1.0f)); +} + +typedef struct Log { + float perf; + float score; + float episode_return; + float episode_length; + float food_eaten_mean; + float eod_rate; + float collisions_fish; + float n; +} Log; + +typedef struct Trace { + float pos_x[TRACE_LENGTH]; + float pos_y[TRACE_LENGTH]; + int index; + int count; +} Trace; + +typedef struct Client { + int window_width; + int window_height; + int margin; + bool show_field; + bool show_sensors; + Trace traces[MAX_AGENTS]; +} Client; + +typedef struct FishFood { + float pos_x; + float pos_y; + float orientation; + bool active; + // Dipoles in world frame + float intrinsic_moment_x; + float intrinsic_moment_y; + float induced_moment_x; + float induced_moment_y; +} FishFood; + +typedef enum FoodDistribution { + FOOD_UNIFORM, + FOOD_PATCHY, + FOOD_RANDOM, +} FoodDistribution; + +typedef struct FishEnv { + Log log; + float* observations; + float* actions; + float* rewards; + float* terminals; + int num_agents; + int tick; + int episode_length; + unsigned int rng; + + float arena_size_x; + float arena_size_y; + float min_arena_size_x; + float min_arena_size_y; + float max_arena_size_x; + float max_arena_size_y; + float electric_field_radius_cm; + float reflection_wall_range_cm; + float field_fish_range_cm; + float field_food_range_cm; + FoodDistribution food_distribution; + int configured_num_food; + float patch_radius_cm; + float patch_radius_std_cm; + float patch_density; + FishAgent agents[MAX_AGENTS]; + FishFood food[MAX_FOOD]; + int num_food; + int food_eaten; + int eod_agent_steps; + int collisions_fish; + float episode_return; + + float mormyromast_cd[NUM_MORMYROMASTS]; + float amp_intrinsic_baseline[NUM_AMPULLARY]; + Client* client; +} FishEnv; + +float random_uniform(FishEnv* env, float low, float high) { + float unit = (float)rand_r(&env->rng) / (float)RAND_MAX; + return low + (high - low) * unit; +} + +float random_multiplier(FishEnv* env, float fraction) { + return (float)random_uniform(env, 1.0f - (float)fraction, 1.0f + (float)fraction); +} + +/* Pack EOD monopoles from all agents into SoA buffers. */ +static int pack_eod_sources( + const FishEnv* env, float* x, float* y, float* q +) { + int n = 0; + for (int i = 0; i < env->num_agents; i++) { + for (int p = 0; p < 2; p++) { + x[n] = env->agents[i].eod_pos_x[p]; + y[n] = env->agents[i].eod_pos_y[p]; + q[n] = env->agents[i].eod_charge[p]; + n++; + } + } + return n; +} + +/* Pack intrinsic dipoles: all agents, then active food. */ +static int pack_intrinsic_sources( + const FishEnv* env, float* x, float* y, float* mx, float* my +) { + int n = 0; + for (int i = 0; i < env->num_agents; i++) { + x[n] = env->agents[i].pos_x; + y[n] = env->agents[i].pos_y; + mx[n] = env->agents[i].intrinsic_moment_x; + my[n] = env->agents[i].intrinsic_moment_y; + n++; + } + for (int i = 0; i < env->num_food; i++) { + if (!env->food[i].active) continue; + x[n] = env->food[i].pos_x; + y[n] = env->food[i].pos_y; + mx[n] = env->food[i].intrinsic_moment_x; + my[n] = env->food[i].intrinsic_moment_y; + n++; + } + return n; +} + +// Pack induced dipoles: all agents, then active food. +static int pack_induced_sources( + const FishEnv* env, float* x, float* y, float* mx, float* my +) { + int n = 0; + for (int i = 0; i < env->num_agents; i++) { + x[n] = env->agents[i].pos_x; + y[n] = env->agents[i].pos_y; + mx[n] = env->agents[i].induced_moment_x; + my[n] = env->agents[i].induced_moment_y; + n++; + } + for (int i = 0; i < env->num_food; i++) { + if (!env->food[i].active) continue; + x[n] = env->food[i].pos_x; + y[n] = env->food[i].pos_y; + mx[n] = env->food[i].induced_moment_x; + my[n] = env->food[i].induced_moment_y; + n++; + } + return n; +} + +void init_agent_sensors(FishAgent* agent) { + float r = agent->body_radius_cm; + for (int s = 0; s < NUM_MORMYROMASTS; s++) { + float a = mormyromast_angle((size_t)s, 10, 26, PI_F / 3.0f); + float nx = cosf(a); + float ny = sinf(a); + agent->morm_local_x[s] = nx * r; + agent->morm_local_y[s] = ny * r; + agent->morm_nx[s] = nx; + agent->morm_ny[s] = ny; + } + for (int s = 0; s < NUM_AMPULLARY; s++) { + float a = uniform_sensor_angle((size_t)s, NUM_AMPULLARY); + float nx = cosf(a); + float ny = sinf(a); + agent->amp_local_x[s] = nx * r; + agent->amp_local_y[s] = ny * r; + agent->amp_nx[s] = nx; + agent->amp_ny[s] = ny; + } + for (int s = 0; s < NUM_KNOLLEN; s++) { + float a = uniform_sensor_angle((size_t)s, NUM_KNOLLEN); + float nx = cosf(a); + float ny = sinf(a); + agent->knollen_local_x[s] = nx * r; + agent->knollen_local_y[s] = ny * r; + agent->knollen_nx[s] = nx; + agent->knollen_ny[s] = ny; + } +} + + +void init(FishEnv* env) { + if (env->num_agents <= 0) env->num_agents = 4; + if (env->num_agents > MAX_AGENTS) env->num_agents = MAX_AGENTS; + if (env->arena_size_x <= 0.0f) env->arena_size_x = 70.0f; + if (env->arena_size_y <= 0.0f) env->arena_size_y = 70.0f; + if (env->min_arena_size_x <= 0.0f) {env->min_arena_size_x = env->arena_size_x;} + if (env->min_arena_size_y <= 0.0f) {env->min_arena_size_y = env->arena_size_y;} + if (env->max_arena_size_x <= 0.0f) {env->max_arena_size_x = env->min_arena_size_x;} + if (env->max_arena_size_y <= 0.0f) {env->max_arena_size_y = env->min_arena_size_y;} + if (env->configured_num_food <= 0) env->configured_num_food = MAX_FOOD; + if (env->configured_num_food > MAX_FOOD) {env->configured_num_food = MAX_FOOD;} + if (env->patch_radius_cm <= 0.0f) env->patch_radius_cm = 6.0f; + if (env->patch_radius_std_cm < 0.0f) env->patch_radius_std_cm = 1.5f; + if (env->patch_density <= 0.0f) env->patch_density = 0.001f; + if (env->food_distribution < FOOD_UNIFORM || env->food_distribution > FOOD_RANDOM) { + env->food_distribution = FOOD_UNIFORM; + } + if (env->electric_field_radius_cm <= 0.0f) {env->electric_field_radius_cm = 15.0f;} + // Unset ranges default to the largest arena side so the full tank is covered. + float arena_range_cm = fmaxf( + fmaxf(env->arena_size_x, env->arena_size_y), + fmaxf(env->max_arena_size_x, env->max_arena_size_y) + ); + if (env->reflection_wall_range_cm <= 0.0f) env->reflection_wall_range_cm = arena_range_cm; + if (env->field_fish_range_cm <= 0.0f) env->field_fish_range_cm = arena_range_cm; + if (env->field_food_range_cm <= 0.0f) env->field_food_range_cm = arena_range_cm; + if (env->episode_length <= 0) env->episode_length = 4096; + if (env->rng == 0) env->rng = 1; +} + +void c_allocate(FishEnv* env) { + init(env); + env->observations = (float*)calloc((size_t)env->num_agents * OBS_SIZE, sizeof(float)); + env->actions = (float*)calloc((size_t)env->num_agents * ACTION_SIZE, sizeof(float)); + env->rewards = (float*)calloc((size_t)env->num_agents, sizeof(float)); + env->terminals = (float*)calloc((size_t)env->num_agents, sizeof(float)); +} + +void compute_observations(FishEnv* env) { + // Pack dipole sources once; all agents share the same electric scene + float ind_x[MAX_AGENTS + MAX_FOOD]; + float ind_y[MAX_AGENTS + MAX_FOOD]; + float ind_mx[MAX_AGENTS + MAX_FOOD]; + float ind_my[MAX_AGENTS + MAX_FOOD]; + float int_x[MAX_AGENTS + MAX_FOOD]; + float int_y[MAX_AGENTS + MAX_FOOD]; + float int_mx[MAX_AGENTS + MAX_FOOD]; + float int_my[MAX_AGENTS + MAX_FOOD]; + int n_induced = pack_induced_sources(env, ind_x, ind_y, ind_mx, ind_my); + int n_intrinsic = pack_intrinsic_sources(env, int_x, int_y, int_mx, int_my); + + for (int i = 0; i < env->num_agents; i++) { + FishAgent* agent = &env->agents[i]; + float* obs = env->observations + i * OBS_SIZE; + int obs_idx = 0; + + bool cons_eod = false; + for (int other = 0; other < env->num_agents; other++) { + if (other != i && env->agents[other].emits_eod) { + cons_eod = true; + break; + } + } + + // Mormyromasts: active/collective image after direct-EOD subtraction. + for (int sensor_idx = 0; sensor_idx < NUM_MORMYROMASTS; sensor_idx++) { + float sx, sy, snx, sny; + world_sensor( + agent->morm_local_x[sensor_idx], agent->morm_local_y[sensor_idx], + agent->morm_nx[sensor_idx], agent->morm_ny[sensor_idx], + agent->pos_x, agent->pos_y, agent->orientation, + &sx, &sy, &snx, &sny + ); + float fx, fy; measure_electric_field_with_reflections( + sx, sy, + NULL, NULL, NULL, 0, + ind_x, ind_y, ind_mx, ind_my, (size_t)n_induced, + (size_t)env->num_agents, + env->arena_size_x, env->arena_size_y, + env->reflection_wall_range_cm, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, REFLECTION_SCALE, false, &fx, &fy + ); + float reading = project_field(fx, fy, snx, sny); + if (!agent->emits_eod) { + reading *= 100.0f; + } + reading *= random_multiplier(env, 0.05f); + obs[obs_idx++] = normalize_sensor_reading( + reading, MORMYROMAST_MIN_VM, + MORMYROMAST_MAX_VM, SENSOR_EPS + ); + } + + // Ampullary receptors: intrinsic sources with static self-field removed + for (int sensor_idx = 0; sensor_idx < NUM_AMPULLARY; sensor_idx++) { + float sx, sy, snx, sny; + world_sensor( + agent->amp_local_x[sensor_idx], agent->amp_local_y[sensor_idx], + agent->amp_nx[sensor_idx], agent->amp_ny[sensor_idx], + agent->pos_x, agent->pos_y, agent->orientation, + &sx, &sy, &snx, &sny + ); + float fx, fy; + measure_electric_field_with_reflections( + sx, sy, + NULL, NULL, NULL, 0, + int_x, int_y, int_mx, int_my, (size_t)n_intrinsic, + (size_t)env->num_agents, + env->arena_size_x, env->arena_size_y, + env->reflection_wall_range_cm, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, REFLECTION_SCALE, false, &fx, &fy + ); + float reading = project_field(fx, fy, snx, sny) - env->amp_intrinsic_baseline[sensor_idx]; + reading *= random_multiplier(env, cons_eod ? 0.5f : 0.05f); + obs[obs_idx++] = normalize_sensor_reading(reading, AMPULLARY_MIN_VM, AMPULLARY_MAX_VM, SENSOR_EPS + ); + } + + // Knollenorgans: one directional 12-receptor block per conspecific. + int metadata_start = NUM_MORMYROMASTS + NUM_AMPULLARY + NUM_KNOLLEN * (MAX_AGENTS - 1); + int cons_slot = 0; + for (int other = 0; other < MAX_AGENTS; other++) { + if (other == i) continue; + bool valid = other < env->num_agents && env->agents[other].emits_eod; + for (int sensor_idx = 0; sensor_idx < NUM_KNOLLEN; sensor_idx++) { + float value = 0.0f; + if (valid) { + float sx, sy, snx, sny; + world_sensor( + agent->knollen_local_x[sensor_idx], + agent->knollen_local_y[sensor_idx], + agent->knollen_nx[sensor_idx], + agent->knollen_ny[sensor_idx], + agent->pos_x, agent->pos_y, agent->orientation, + &sx, &sy, &snx, &sny + ); + float fx, fy; + measure_electric_field( + sx, sy, + env->agents[other].eod_pos_x, + env->agents[other].eod_pos_y, + env->agents[other].eod_charge, + 2, + NULL, NULL, NULL, NULL, 0, 0, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, &fx, &fy + ); + float raw_knollen = project_field(fx, fy, snx, sny); + raw_knollen *= random_multiplier(env, 0.05f); + value = fabsf(raw_knollen) <= KNOLLEN_MIN_VM + ? 0.0f + : (raw_knollen < 0.0f ? -1.0f : 1.0f); + } + obs[obs_idx++] = value; + } + bool detected = false; + int block_start = obs_idx - NUM_KNOLLEN; + for (int k = 0; k < NUM_KNOLLEN; k++) { + if (obs[block_start + k] != 0.0f) { + detected = true; + break; + } + } + float metadata = -1.0f; + if (valid && detected) { + metadata = agent->size - env->agents[other].size; + metadata += random_uniform(env, -0.05f, 0.05f); + metadata = clamp(metadata, -1.0f, 1.0f); + } + obs[metadata_start + cons_slot] = metadata; + cons_slot++; + } + while (cons_slot < MAX_AGENTS - 1) { + for (int k = 0; k < NUM_KNOLLEN; k++) obs[obs_idx++] = 0.0f; + obs[metadata_start + cons_slot++] = 0.0f; + } + obs_idx = metadata_start + MAX_AGENTS - 1; + + for (int action_idx = 0; action_idx < ACTION_SIZE; action_idx++) { + obs[obs_idx++] = agent->last_action[action_idx]; + } + obs[obs_idx++] = 0.0f; + obs[obs_idx++] = agent->was_bitten ? 1.0f : 0.0f; + obs[obs_idx++] = agent->size; + obs[obs_idx++] = (float)agent->bite_cooldown / (float)BITE_COOLDOWN_STEPS; + obs[obs_idx++] = clamp(agent->disp_ego_x / agent->max_linear_velocity, -1.0f, 1.0f); + obs[obs_idx++] = clamp(agent->disp_ego_y / agent->max_linear_velocity, -1.0f, 1.0f); + obs[obs_idx++] = (float)agent->eat_cooldown / (float)EAT_COOLDOWN_STEPS; + } +} + +bool position_overlaps_agents( + const FishEnv* env, float pos_x, float pos_y, int count, float radius +) { + for (int i = 0; i < count; i++) { + float dx = pos_x - env->agents[i].pos_x; + float dy = pos_y - env->agents[i].pos_y; + float minimum = radius + env->agents[i].body_radius_cm; + if (vec_length_squared(dx, dy) < minimum * minimum) return true; + } + return false; +} + +/* + * Matches SensingModel._calculate_corollary_discharge: baselines are computed + * once for a representative fish at the arena center, orientation zero. + */ +void calibrate_electroreceptors(FishEnv* env) { + float center_x = env->arena_size_x * 0.5f; + float center_y = env->arena_size_y * 0.5f; + float eod_x[2] = { + center_x + EOD_POLE_OFFSET_CM, + center_x - EOD_POLE_OFFSET_CM, + }; + float eod_y[2] = {center_y, center_y}; + float eod_q[2] = {EOD_CHARGE_C, -EOD_CHARGE_C}; + float dip_x[1] = {center_x}; + float dip_y[1] = {center_y}; + float dip_mx[1] = {INTRINSIC_MOMENT_C_M}; + float dip_my[1] = {0.0f}; + + for (int i = 0; i < NUM_MORMYROMASTS; i++) { + float a = mormyromast_angle((size_t)i, 10, 26, PI_F / 3.0f); + float nx = cosf(a); + float ny = sinf(a); + float sx = center_x + nx * BODY_RADIUS_CM; + float sy = center_y + ny * BODY_RADIUS_CM; + float fx, fy; + measure_electric_field_with_reflections( + sx, sy, + eod_x, eod_y, eod_q, 2, + NULL, NULL, NULL, NULL, 0, 0, + env->arena_size_x, env->arena_size_y, + env->reflection_wall_range_cm, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, REFLECTION_SCALE, false, &fx, &fy + ); + env->mormyromast_cd[i] = project_field(fx, fy, nx, ny); + } + + for (int i = 0; i < NUM_AMPULLARY; i++) { + float a = uniform_sensor_angle((size_t)i, NUM_AMPULLARY); + float nx = cosf(a); + float ny = sinf(a); + float sx = center_x + nx * BODY_RADIUS_CM; + float sy = center_y + ny * BODY_RADIUS_CM; + float fx, fy; + measure_electric_field_with_reflections( + sx, sy, + NULL, NULL, NULL, 0, + dip_x, dip_y, dip_mx, dip_my, 1, 1, + env->arena_size_x, env->arena_size_y, + env->reflection_wall_range_cm, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, REFLECTION_SCALE, false, &fx, &fy + ); + env->amp_intrinsic_baseline[i] = project_field(fx, fy, nx, ny); + } +} + +void build_electric_scene(FishEnv* env) { + float eod_x[2 * MAX_AGENTS]; + float eod_y[2 * MAX_AGENTS]; + float eod_q[2 * MAX_AGENTS]; + + for (int i = 0; i < env->num_agents; i++) { + FishAgent* agent = &env->agents[i]; + float ori = agent->orientation; + float charge_scale = agent->emits_eod ? 1.0f : 0.0f; + transform_position( + EOD_POLE_OFFSET_CM, 0.0f, + agent->pos_x, agent->pos_y, ori, + &agent->eod_pos_x[0], &agent->eod_pos_y[0] + ); + transform_position( + -EOD_POLE_OFFSET_CM, 0.0f, + agent->pos_x, agent->pos_y, ori, + &agent->eod_pos_x[1], &agent->eod_pos_y[1] + ); + agent->eod_charge[0] = EOD_CHARGE_C * charge_scale; + agent->eod_charge[1] = -EOD_CHARGE_C * charge_scale; + rotate( + INTRINSIC_MOMENT_C_M, 0.0f, ori, + &agent->intrinsic_moment_x, &agent->intrinsic_moment_y + ); + } + + for (int i = 0; i < env->num_food; i++) { + if (!env->food[i].active) { + env->food[i].intrinsic_moment_x = 0.0f; + env->food[i].intrinsic_moment_y = 0.0f; + continue; + } + rotate( + 0.0f, FOOD_INTRINSIC_MOMENT_C_M, env->food[i].orientation, + &env->food[i].intrinsic_moment_x, &env->food[i].intrinsic_moment_y + ); + } + + int n_eod = pack_eod_sources(env, eod_x, eod_y, eod_q); + + // EOD fields induce dipoles on prey and agent bodies (Chen et al., Eq. 6) + for (int i = 0; i < env->num_agents; i++) { + FishAgent* agent = &env->agents[i]; + float moment_x = 0.0f; + float moment_y = 0.0f; + if (!agent->emits_eod) { + float fx, fy; + measure_electric_field( + agent->pos_x, agent->pos_y, + eod_x, eod_y, eod_q, (size_t)n_eod, + NULL, NULL, NULL, NULL, 0, 0, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, &fx, &fy + ); + induce_dipole_moment( + fx, fy, agent->body_radius_cm, + CONDUCTOR_CONTRAST, &moment_x, &moment_y + ); + } + float moment_magnitude = vec_length(moment_x, moment_y); + float max_moment = EOD_CHARGE_C * agent->body_radius_cm; + if (EOD_CHARGE_C >= 0.0f && moment_magnitude > max_moment) { + float moment_scale = max_moment / moment_magnitude; + moment_x *= moment_scale; + moment_y *= moment_scale; + } + agent->induced_moment_x = moment_x; + agent->induced_moment_y = moment_y; + } + for (int i = 0; i < env->num_food; i++) { + if (!env->food[i].active) { + env->food[i].induced_moment_x = 0.0f; + env->food[i].induced_moment_y = 0.0f; + continue; + } + float fx, fy, mx, my; + measure_electric_field( + env->food[i].pos_x, env->food[i].pos_y, + eod_x, eod_y, eod_q, (size_t)n_eod, + NULL, NULL, NULL, NULL, 0, 0, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, &fx, &fy + ); + induce_dipole_moment( + fx, fy, FOOD_RADIUS_CM, CONDUCTOR_CONTRAST, &mx, &my + ); + env->food[i].induced_moment_x = mx; + env->food[i].induced_moment_y = my; + } +} + +void c_reset(FishEnv* env) { + init(env); + + // Sample arena size + env->arena_size_x = random_uniform( + env, env->min_arena_size_x, env->max_arena_size_x + ); + env->arena_size_y = random_uniform( + env, env->min_arena_size_y, env->max_arena_size_y + ); + + // FOOD_RANDOM picks uniform or patchy for this episode only + FoodDistribution mode = env->food_distribution; + if (mode == FOOD_RANDOM) { + mode = (FoodDistribution)(rand_r(&env->rng) % 2); + } + env->tick = 0; + env->food_eaten = 0; + env->eod_agent_steps = 0; + env->collisions_fish = 0; + env->episode_return = 0.0f; + + // Initialize agents with random positions and orientations, avoiding overlaps + for (int i = 0; i < env->num_agents; i++) { + FishAgent agent = {0}; + agent.size = random_uniform(env, 0.0f, 1.0f); + float pos_x, pos_y; + int attempts = 0; + do { + pos_x = random_uniform(env, 3.0f, env->arena_size_x - 3.0f); + pos_y = random_uniform(env, 3.0f, env->arena_size_y - 3.0f); + } while ( + position_overlaps_agents( + env, pos_x, pos_y, i, BODY_RADIUS_CM + ) && ++attempts < 1000 + ); + agent.pos_x = pos_x; + agent.pos_y = pos_y; + agent.orientation = random_uniform(env, -PI_F, PI_F); + agent.max_linear_velocity = 35.0f / SIMULATION_HZ; + agent.max_angular_velocity = 3.6f / SIMULATION_HZ; + agent.body_radius_cm = BODY_RADIUS_CM; + agent.min_linear_velocity = -5.0f / SIMULATION_HZ; + agent.max_linear_acceleration = 650.0f / (SIMULATION_HZ * SIMULATION_HZ); + agent.min_angular_velocity = -3.5f / SIMULATION_HZ; + agent.max_angular_acceleration = 318.0f / (SIMULATION_HZ * SIMULATION_HZ); + agent.linear_drag_factor = 0.95f; + agent.angular_drag_factor = 0.95f; + agent.motion_order = MOTION_FIRST_ORDER; + agent.backwards = false; + float size_multiplier = 1.0f + agent.size; + agent.min_linear_velocity *= size_multiplier; + agent.max_linear_velocity *= size_multiplier; + agent.max_linear_acceleration *= size_multiplier; + agent.min_angular_velocity *= size_multiplier; + agent.max_angular_velocity *= size_multiplier; + agent.max_angular_acceleration *= size_multiplier; + agent.emits_eod = true; + init_agent_sensors(&agent); + env->agents[i] = agent; + env->rewards[i] = 0.0f; + env->terminals[i] = 0.0f; + } + + env->num_food = env->configured_num_food; + if (mode == FOOD_UNIFORM) { + for (int i = 0; i < env->num_food; i++) { + env->food[i] = (FishFood){ + .pos_x = random_uniform(env, 0.0f, env->arena_size_x), + .pos_y = random_uniform(env, 0.0f, env->arena_size_y), + .orientation = random_uniform(env, 0.0f, 2.0f * PI_F), + .active = true, + }; + } + } else { + // Patchy: random circular patches, food sampled uniformly in a patch disk + float centers_x[MAX_PATCHES]; + float centers_y[MAX_PATCHES]; + float radii[MAX_PATCHES]; + float max_radius = + fminf(env->arena_size_x, env->arena_size_y) * 0.5f; + int num_patches = (int)clamp( + ceilf(env->patch_density * + env->arena_size_x * env->arena_size_y), + 1, MAX_PATCHES + ); + for (int p = 0; p < num_patches; p++) { + centers_x[p] = random_uniform(env, 0.0f, env->arena_size_x); + centers_y[p] = random_uniform(env, 0.0f, env->arena_size_y); + radii[p] = clamp( + env->patch_radius_cm + random_uniform( + env, -env->patch_radius_std_cm, env->patch_radius_std_cm + ), + 1.0f, max_radius + ); + } + for (int i = 0; i < env->num_food; i++) { + int p = (int)(rand_r(&env->rng) % (unsigned)num_patches); + float angle = random_uniform(env, 0.0f, 2.0f * PI_F); + float r = radii[p] * sqrtf(random_uniform(env, 0.0f, 1.0f)); + env->food[i] = (FishFood){ + .pos_x = clamp(centers_x[p] + r * cosf(angle), + 0.0f, env->arena_size_x), + .pos_y = clamp(centers_y[p] + r * sinf(angle), + 0.0f, env->arena_size_y), + .orientation = random_uniform(env, 0.0f, 2.0f * PI_F), + .active = true, + }; + } + } + calibrate_electroreceptors(env); + build_electric_scene(env); + compute_observations(env); +} + +void add_log(FishEnv* env) { + env->log.episode_length += (float)env->tick; + env->log.episode_return += env->episode_return; + env->log.score += (float)env->food_eaten; + env->log.perf += (float)env->food_eaten / (float)env->num_food; + env->log.food_eaten_mean += (float)env->food_eaten / (float)env->num_agents; + env->log.eod_rate += (float)env->eod_agent_steps / (float)(env->tick * env->num_agents); + env->log.collisions_fish += (float)env->collisions_fish; + env->log.n += 1.0f; +} + +// Eat first active pellet in the forward 45° cone within 2 cm (at most one per step). +bool try_eat(FishEnv* env, int agent_idx) { + FishAgent* agent = &env->agents[agent_idx]; + for (int i = 0; i < env->num_food; i++) { + if (!env->food[i].active) continue; + if (!point_in_forward_cone( + agent->pos_x, agent->pos_y, agent->orientation, + env->food[i].pos_x, env->food[i].pos_y, + EATING_RADIUS_CM, EATING_ANGLE)) continue; + env->food[i].active = false; + env->food_eaten++; + agent->ate_food = true; + agent->eat_cooldown = EAT_COOLDOWN_STEPS; + return true; + } + return false; +} + +void c_step(FishEnv* env) { + env->tick++; + + // Reset agent state variables + for (int i = 0; i < env->num_agents; i++) { + env->agents[i].was_bitten = false; + env->agents[i].ate_food = false; + env->rewards[i] = 0.0f; + env->terminals[i] = 0.0f; + } + + // Move fish and update state + for (int i = 0; i < env->num_agents; i++) { + FishAgent* agent = &env->agents[i]; + float* raw_action = env->actions + i * ACTION_SIZE; + float move = 1.0f / (1.0f + expf(-(float)raw_action[0])); + float turn = tanhf((float)raw_action[1]); + agent->emits_eod = raw_action[2] > 0.0f; + agent->bite_action = raw_action[3] > 0.0f && agent->bite_cooldown <= 0; + if (agent->bite_action) agent->bite_cooldown = BITE_COOLDOWN_STEPS; + agent->last_action[0] = move; + agent->last_action[1] = turn; + agent->last_action[2] = agent->emits_eod ? 1.0f : 0.0f; + agent->last_action[3] = agent->bite_action ? 1.0f : 0.0f; + env->eod_agent_steps += agent->emits_eod ? 1 : 0; + + if (!agent->bite_action && agent->eat_cooldown <= 0) { + if (try_eat(env, i)) { + env->rewards[i] += EAT_REWARD; + } + } + float prev_x = agent->pos_x; + float prev_y = agent->pos_y; + float prev_ori = agent->orientation; + propose_motion(agent, move, turn, agent->eat_cooldown > 0); + bool collided = motion_collides( + agent->pos_x, agent->pos_y, agent->body_radius_cm, + env->agents, (size_t)env->num_agents, (size_t)i + ); + bool hit_wall = commit_motion( + agent, prev_x, prev_y, prev_ori, collided, + env->arena_size_x, env->arena_size_y + ); + env->collisions_fish += collided ? 1 : 0; + if (collided || hit_wall) { + env->rewards[i] += COLLISION_REWARD; + } + } + + // Bite dynamics occur after all fish have moved. + for (int i = 0; i < env->num_agents; i++) { + FishAgent* attacker = &env->agents[i]; + if (!attacker->bite_action) continue; + int victim = -1; + float nearest = INFINITY; + for (int j = 0; j < env->num_agents; j++) { + if (i == j) continue; + if (!point_in_forward_cone( + attacker->pos_x, attacker->pos_y, attacker->orientation, + env->agents[j].pos_x, env->agents[j].pos_y, + BITING_RADIUS_CM, EATING_ANGLE)) continue; + float dx = env->agents[j].pos_x - attacker->pos_x; + float dy = env->agents[j].pos_y - attacker->pos_y; + float distance = vec_length_squared(dx, dy); + if (distance < nearest) { + victim = j; + nearest = distance; + } + } + if (victim >= 0) { + env->agents[victim].was_bitten = true; + float size_difference = attacker->size - env->agents[victim].size; + env->rewards[victim] += BITTEN_REWARD * (1.0f + fmaxf(0.0f, size_difference)); + } + } + + // Update cooldowns and accumulate rewards + for (int i = 0; i < env->num_agents; i++) { + FishAgent* agent = &env->agents[i]; + if (agent->eat_cooldown > 0) agent->eat_cooldown -= 1; + if (agent->bite_cooldown > 0) agent->bite_cooldown -= 1; + env->episode_return += env->rewards[i]; + } + + build_electric_scene(env); + compute_observations(env); + + if (env->tick >= env->episode_length || env->food_eaten == env->num_food) { + add_log(env); + c_reset(env); + for (int i = 0; i < env->num_agents; i++) env->terminals[i] = 1.0f; + } +} + +Vector2 world_to_screen(const FishEnv* env, float point_x, float point_y) { + Client* client = env->client; + float usable_width = client->window_width - 2.0f * client->margin; + float usable_height = client->window_height - 2.0f * client->margin; + return (Vector2){ + client->margin + point_x / env->arena_size_x * usable_width, + client->window_height - client->margin - + point_y / env->arena_size_y * usable_height, + }; +} + +float render_scale(const FishEnv* env) { + Client* client = env->client; + float sx = (client->window_width - 2.0f * client->margin) / + env->arena_size_x; + float sy = (client->window_height - 2.0f * client->margin) / + env->arena_size_y; + return fminf(sx, sy); +} + +Client* make_client(void) { + Client* client = (Client*)calloc(1, sizeof(Client)); + client->window_width = 900; + client->window_height = 900; + client->margin = 55; + client->show_field = true; + client->show_sensors = true; + InitWindow(client->window_width, client->window_height, "Electric fish"); + SetTargetFPS(60); + return client; +} + +Color field_color(float log_strength) { + float normalized = clamp((log_strength + 8.0f) / 7.0f, 0.0f, 1.0f); + unsigned char shade = (unsigned char)(205.0f - 95.0f * normalized); + return (Color){shade, shade, shade, 190}; +} + +void render_field(FishEnv* env) { + float mono_x[2 * MAX_AGENTS]; + float mono_y[2 * MAX_AGENTS]; + float mono_q[2 * MAX_AGENTS]; + float ind_x[MAX_AGENTS + MAX_FOOD]; + float ind_y[MAX_AGENTS + MAX_FOOD]; + float ind_mx[MAX_AGENTS + MAX_FOOD]; + float ind_my[MAX_AGENTS + MAX_FOOD]; + float int_x[MAX_AGENTS + MAX_FOOD]; + float int_y[MAX_AGENTS + MAX_FOOD]; + float int_mx[MAX_AGENTS + MAX_FOOD]; + float int_my[MAX_AGENTS + MAX_FOOD]; + int n_mono = pack_eod_sources(env, mono_x, mono_y, mono_q); + int n_ind = pack_induced_sources(env, ind_x, ind_y, ind_mx, ind_my); + int n_intr = pack_intrinsic_sources(env, int_x, int_y, int_mx, int_my); + + const int columns = 25; + const int rows = 25; + for (int row = 0; row < rows; row++) { + for (int column = 0; column < columns; column++) { + float pos_x = env->arena_size_x * (column + 0.5f) / columns; + float pos_y = env->arena_size_y * (row + 0.5f) / rows; + bool near_fish = false; + float radius_squared = + env->electric_field_radius_cm * env->electric_field_radius_cm; + for (int i = 0; i < env->num_agents; i++) { + float dx = pos_x - env->agents[i].pos_x; + float dy = pos_y - env->agents[i].pos_y; + if (dx * dx + dy * dy <= radius_squared) { + near_fish = true; + break; + } + } + if (!near_fish) continue; + + float fx1, fy1, fx2, fy2; + measure_electric_field_with_reflections( + pos_x, pos_y, + mono_x, mono_y, mono_q, (size_t)n_mono, + ind_x, ind_y, ind_mx, ind_my, (size_t)n_ind, + (size_t)env->num_agents, + env->arena_size_x, env->arena_size_y, + env->reflection_wall_range_cm, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, REFLECTION_SCALE, false, &fx1, &fy1 + ); + measure_electric_field_with_reflections( + pos_x, pos_y, + NULL, NULL, NULL, 0, + int_x, int_y, int_mx, int_my, (size_t)n_intr, + (size_t)env->num_agents, + env->arena_size_x, env->arena_size_y, + env->reflection_wall_range_cm, + env->field_fish_range_cm, + env->field_food_range_cm, + FIELD_EPS_M, REFLECTION_SCALE, false, &fx2, &fy2 + ); + float fx = fx1 + fx2; + float fy = fy1 + fy2; + float strength = vec_length(fx, fy); + if (strength <= 0.0f) continue; + float log_strength = log10f(strength); + float arrow_length = 4.0f + 10.0f * + clamp((log_strength + 8.0f) / 7.0f, 0.0f, 1.0f); + float dir_x = fx / strength; + float dir_y = fy / strength; + Vector2 start = world_to_screen(env, pos_x, pos_y); + Vector2 end = { + start.x + dir_x * arrow_length, + start.y - dir_y * arrow_length, + }; + Color color = field_color(log_strength); + DrawCircleV(start, 2.0f, color); + DrawLineEx(start, end, 1.2f, color); + } + } +} + +void c_render(FishEnv* env) { + if (env->client == NULL) env->client = make_client(); + if (IsKeyPressed(KEY_TAB)) ToggleFullscreen(); + if (IsKeyPressed(KEY_F)) { + env->client->show_field = !env->client->show_field; + } + if (IsKeyPressed(KEY_S)) { + env->client->show_sensors = !env->client->show_sensors; + } + + for (int i = 0; i < env->num_agents; i++) { + Trace* trace = &env->client->traces[i]; + if (env->terminals[i]) { + trace->index = 0; + trace->count = 0; + } + trace->pos_x[trace->index] = env->agents[i].pos_x; + trace->pos_y[trace->index] = env->agents[i].pos_y; + trace->index = (trace->index + 1) % TRACE_LENGTH; + if (trace->count < TRACE_LENGTH) trace->count++; + } + + BeginDrawing(); + ClearBackground(WHITE); + + Vector2 arena_min = world_to_screen(env, 0.0f, env->arena_size_y); + Vector2 arena_max = world_to_screen(env, env->arena_size_x, 0.0f); + DrawRectangleRec( + (Rectangle){ + arena_min.x, arena_min.y, + arena_max.x - arena_min.x, arena_max.y - arena_min.y + }, + WHITE + ); + + if (env->client->show_field) { + render_field(env); + } + + const Color color = {157, 122, 216, 255}; + for (int i = 0; i < env->num_agents; i++) { + Trace* trace = &env->client->traces[i]; + for (int j = 0; j < trace->count - 1; j++) { + int current = + (trace->index - j - 1 + TRACE_LENGTH) % TRACE_LENGTH; + int previous = + (trace->index - j - 2 + TRACE_LENGTH) % TRACE_LENGTH; + float alpha = + 0.55f * (float)(trace->count - j) / (float)trace->count; + DrawLineEx( + world_to_screen(env, trace->pos_x[current], trace->pos_y[current]), + world_to_screen(env, trace->pos_x[previous], trace->pos_y[previous]), + 2.0f, ColorAlpha(color, alpha) + ); + } + } + + float scale = render_scale(env); + for (int i = 0; i < env->num_food; i++) { + if (!env->food[i].active) continue; + Vector2 position = world_to_screen( + env, env->food[i].pos_x, env->food[i].pos_y + ); + float radius = fmaxf(2.5f, FOOD_RADIUS_CM * scale); + DrawCircleV(position, radius, (Color){80, 220, 125, 255}); + DrawCircleLines( + (int)position.x, (int)position.y, radius, + (Color){190, 255, 205, 255} + ); + } + for (int i = 0; i < env->num_agents; i++) { + FishAgent* agent = &env->agents[i]; + Vector2 center = world_to_screen(env, agent->pos_x, agent->pos_y); + float radius = agent->body_radius_cm * scale; + + if (agent->emits_eod) { + float pulse = radius + 5.0f + + 5.0f * sinf((float)env->tick * 0.18f); + DrawCircleLines((int)center.x, (int)center.y, pulse, + (Color){color.r, color.g, color.b, 120}); + } + + float heading_x = cosf(agent->orientation); + float heading_y = -sinf(agent->orientation); + DrawRing(center, radius - 1.5f, radius + 1.5f, + 0.0f, 360.0f, 32, color); + Vector2 nose = { + center.x + heading_x * radius * 1.35f, + center.y + heading_y * radius * 1.35f, + }; + DrawLineEx(center, nose, 3.0f, color); + + Vector2 positive = world_to_screen( + env, agent->eod_pos_x[0], agent->eod_pos_y[0] + ); + Vector2 negative = world_to_screen( + env, agent->eod_pos_x[1], agent->eod_pos_y[1] + ); + DrawCircleV(positive, 3.0f, RED); + DrawCircleV(negative, 3.0f, BLUE); + + if (env->client->show_sensors) { + for (int sensor_idx = 0; sensor_idx < NUM_KNOLLEN; + sensor_idx++) { + float sx, sy, snx, sny; + world_sensor( + agent->knollen_local_x[sensor_idx], + agent->knollen_local_y[sensor_idx], + agent->knollen_nx[sensor_idx], + agent->knollen_ny[sensor_idx], + agent->pos_x, agent->pos_y, agent->orientation, + &sx, &sy, &snx, &sny + ); + DrawCircleV( + world_to_screen(env, sx, sy), + 1.5f, (Color){184, 164, 224, 180} + ); + } + } + DrawText(TextFormat("%d", i + 1), + (int)(center.x + radius + 4), (int)(center.y - radius), 16, BLACK); + } + + DrawRectangleLinesEx( + (Rectangle){ + arena_min.x, arena_min.y, + arena_max.x - arena_min.x, arena_max.y - arena_min.y + }, + 3.0f, DARKGRAY + ); + DrawText("Electric fish", 20, 14, 24, BLACK); + DrawText("F: electric field S: sensors TAB: fullscreen", + 20, env->client->window_height - 32, 18, DARKGRAY); + int active_eods = 0; + for (int i = 0; i < env->num_agents; i++) { + active_eods += env->agents[i].emits_eod ? 1 : 0; + } + DrawText(TextFormat("step %d active EODs %d/%d", + env->tick, active_eods, env->num_agents), + env->client->window_width - 285, 18, 18, DARKGRAY); + DrawText(TextFormat("food %d/%d", env->food_eaten, env->num_food), + env->client->window_width - 145, + env->client->window_height - 32, 18, DARKGRAY); + DrawText(TextFormat("field radius %.0f cm", env->electric_field_radius_cm), + 430, env->client->window_height - 32, 18, DARKGRAY); + EndDrawing(); +} + +void c_close(FishEnv* env) { + if (env->client != NULL) { + if (IsWindowReady()) CloseWindow(); + free(env->client); + env->client = NULL; + } +} + +void free_allocated(FishEnv* env) { + free(env->observations); + free(env->actions); + free(env->rewards); + free(env->terminals); + c_close(env); +} diff --git a/tests/test_wef_physics.py b/tests/test_wef_physics.py new file mode 100644 index 0000000000..e43c5aef89 --- /dev/null +++ b/tests/test_wef_physics.py @@ -0,0 +1,50 @@ +import json +import math +import subprocess +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] + +# Generated from KempnerInstitute/wef ElectricScene using the deterministic +# two-fish/one-food fixture implemented by +# `./wef --physics-fixture`. +UPSTREAM_FIXTURE = { + "eod": [2.156647270767495e-05, 2.2287084167914553e-05], + "intrinsic": [1.303699593123667e-11, 2.044228319704432e-11], + "induced": [-5.345843529811098e-09, -6.1168561334662774e-09], + "induced_fish": [-1.9715927047534895e-22, -2.4709593293090667e-22], + "induced_food": [-1.0289523437915805e-22, -6.632397743951107e-23], + "morm_cd0": 0.19028434017121887, + "amp_baseline0": 1.9838499805530827e-07, +} + + +def test_wef_scene_matches_upstream_fixture(): + executable = ROOT / "wef" + if not executable.is_file(): + subprocess.run( + [str(ROOT / "build.sh"), "wef", "--fast"], + cwd=ROOT, + check=True, + ) + + output = subprocess.check_output( + [str(executable), "--physics-fixture"], + cwd=ROOT, + text=True, + ) + actual = json.loads(output) + + for key, expected in UPSTREAM_FIXTURE.items(): + got = actual[key] + if isinstance(expected, list): + assert len(got) == len(expected) + for got_value, expected_value in zip(got, expected): + assert math.isclose( + got_value, expected_value, rel_tol=2e-13, abs_tol=1e-30 + ), key + else: + assert math.isclose( + got, expected, rel_tol=2e-13, abs_tol=1e-30 + ), key diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000000..4800bbd27e --- /dev/null +++ b/uv.lock @@ -0,0 +1,1567 @@ +version = 1 +revision = 3 +requires-python = ">=3.10" +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", + "python_full_version < '3.11'", +] + +[[package]] +name = "annotated-types" +version = "0.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5f/56/a8120250d128bed162cd73c76d45f6ef9991f3e068f62a8ee060afa3104a/annotated_types-0.8.0.tar.gz", hash = "sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7", size = 15893, upload-time = "2026-07-23T20:16:13.995Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/99/91/8acff4f5e50511b911bbccb72b8628a49c68ce14148cd9f6431094859a90/annotated_types-0.8.0-py3-none-any.whl", hash = "sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0", size = 13427, upload-time = "2026-07-23T20:16:12.938Z" }, +] + +[[package]] +name = "certifi" +version = "2026.7.22" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" }, +] + +[[package]] +name = "charset-normalizer" +version = "3.4.9" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/bd/2a/23f34ec9d04624958e137efdc394888716353190e75f25dd22c7a2c7a8aa/charset_normalizer-3.4.9.tar.gz", hash = "sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b", size = 152439, upload-time = "2026-07-07T14:34:58.454Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ad/81/8e983840c6e5b93b33c2ba81aa3d52c2e42f0e9a690ce7607a2e61da4a5c/charset_normalizer-3.4.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a", size = 322240, upload-time = "2026-07-07T14:32:36.236Z" }, + { url = "https://files.pythonhosted.org/packages/de/d1/b4319dc3229d8272fba305e206fc0a148e2de8d4087917ce62ae6382f359/charset_normalizer-3.4.9-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616", size = 216475, upload-time = "2026-07-07T14:32:38.142Z" }, + { url = "https://files.pythonhosted.org/packages/80/33/6c99c1b3e6b8bf730e1bc809b9a2608f224145069114c479a2e9e1494346/charset_normalizer-3.4.9-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209", size = 238670, upload-time = "2026-07-07T14:32:39.658Z" }, + { url = "https://files.pythonhosted.org/packages/7f/f4/ffbb83546e1f198ecc70ecd372b65cf2b50f9068b380abd67640f17a8e18/charset_normalizer-3.4.9-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99", size = 233476, upload-time = "2026-07-07T14:32:41.155Z" }, + { url = "https://files.pythonhosted.org/packages/e8/5f/b98b8da398637b551e427e7be922bdec19177dc54d6811dcdaa503f23aac/charset_normalizer-3.4.9-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8", size = 223817, upload-time = "2026-07-07T14:32:42.592Z" }, + { url = "https://files.pythonhosted.org/packages/36/31/a276bb2e66243072a3fd06fdcab9cbb61a305b02143d70d2bda21d888fa8/charset_normalizer-3.4.9-cp310-cp310-manylinux_2_31_armv7l.whl", hash = "sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b", size = 207974, upload-time = "2026-07-07T14:32:44.258Z" }, + { url = "https://files.pythonhosted.org/packages/5e/be/7ee4453d7e88dfbc4104ccd34900b9f2c7c17dac22881865fe0e82424a25/charset_normalizer-3.4.9-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2", size = 221655, upload-time = "2026-07-07T14:32:45.64Z" }, + { url = "https://files.pythonhosted.org/packages/1d/85/181c652953eb5276d198f375b1dd641047392050098100a3a02d6534f657/charset_normalizer-3.4.9-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9", size = 219229, upload-time = "2026-07-07T14:32:47.376Z" }, + { url = "https://files.pythonhosted.org/packages/0c/e7/aaf6da33fc9f4691cda8f7efbc9f69179d3d39ec8a4799baf273ee1d8db0/charset_normalizer-3.4.9-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15", size = 209704, upload-time = "2026-07-07T14:32:48.855Z" }, + { url = "https://files.pythonhosted.org/packages/63/01/f2fb3bd3a73be48b173ee0c6aa8d2497af97d5663a8c4c4b491de4c62f7a/charset_normalizer-3.4.9-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d", size = 226243, upload-time = "2026-07-07T14:32:50.239Z" }, + { url = "https://files.pythonhosted.org/packages/c4/02/c57a22739fe05246b0b5783b3bfb6afaac4eebb46f3ececdfb2f048f780e/charset_normalizer-3.4.9-cp310-cp310-win32.whl", hash = "sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381", size = 150935, upload-time = "2026-07-07T14:32:51.676Z" }, + { url = "https://files.pythonhosted.org/packages/37/8d/ca39a7559a4797505530d084fd3a49a2c959efbbbff146302fb7be4e3b35/charset_normalizer-3.4.9-cp310-cp310-win_amd64.whl", hash = "sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee", size = 162314, upload-time = "2026-07-07T14:32:53.193Z" }, + { url = "https://files.pythonhosted.org/packages/01/da/a44bd7a13d426e69e4894557106cd58669097bfad4a8681123b618fbfc5d/charset_normalizer-3.4.9-cp310-cp310-win_arm64.whl", hash = "sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419", size = 153075, upload-time = "2026-07-07T14:32:54.554Z" }, + { url = "https://files.pythonhosted.org/packages/0b/e3/85ec501f206fb049259288c1f3506e53876937fb00edb47009348e66756b/charset_normalizer-3.4.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5", size = 317075, upload-time = "2026-07-07T14:32:56.021Z" }, + { url = "https://files.pythonhosted.org/packages/c3/69/2a5385192e67175f7d8bd5ce4f57c24bc956439adeae5c13a99aa28a53d1/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2", size = 213837, upload-time = "2026-07-07T14:32:57.78Z" }, + { url = "https://files.pythonhosted.org/packages/b3/46/03ddc7da576d814fe0a36dd1f0fd3258e95404b4b2e3c026b7923d7e133f/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a", size = 235503, upload-time = "2026-07-07T14:32:59.205Z" }, + { url = "https://files.pythonhosted.org/packages/4e/6e/de0229a7ef40f6f9d28a837eebf4ec47bdca5dab4e900c84f22919af636a/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29", size = 229944, upload-time = "2026-07-07T14:33:00.803Z" }, + { url = "https://files.pythonhosted.org/packages/a5/34/49b9060e8418b14fb5cba9cf6bfb383111e2538a03a1fb18e66a95aeb3d5/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c", size = 221276, upload-time = "2026-07-07T14:33:02.199Z" }, + { url = "https://files.pythonhosted.org/packages/44/95/80282cce0fae9c3061203d723ee87da996aed79679e65d8935050ee7ca1f/charset_normalizer-3.4.9-cp311-cp311-manylinux_2_31_armv7l.whl", hash = "sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b", size = 205260, upload-time = "2026-07-07T14:33:03.698Z" }, + { url = "https://files.pythonhosted.org/packages/0c/74/2f62c8821b969ea3bd67cc2e6976834f48ca5d12664d2559ebcd9bcfbed7/charset_normalizer-3.4.9-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db", size = 217786, upload-time = "2026-07-07T14:33:05.12Z" }, + { url = "https://files.pythonhosted.org/packages/d9/8d/feabb82cb49fcad14515b1d7d1ca4787b0da7fc723a212bf89bc9e0fac52/charset_normalizer-3.4.9-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993", size = 216798, upload-time = "2026-07-07T14:33:06.629Z" }, + { url = "https://files.pythonhosted.org/packages/a5/ff/c946d63bc3786d5b84d960b0f7ab7e25b828486a946b5aa997625bcaf6a6/charset_normalizer-3.4.9-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da", size = 206429, upload-time = "2026-07-07T14:33:08.006Z" }, + { url = "https://files.pythonhosted.org/packages/af/ba/5e5007c370702f85d2ef75791fac7943ed41e080364a673b20142e430e3e/charset_normalizer-3.4.9-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3", size = 223066, upload-time = "2026-07-07T14:33:09.783Z" }, + { url = "https://files.pythonhosted.org/packages/83/d5/9096aa3cf532dfad237861544eb47a0f20d5adbf1039760fed8eaae935d9/charset_normalizer-3.4.9-cp311-cp311-win32.whl", hash = "sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d", size = 150456, upload-time = "2026-07-07T14:33:11.217Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a1/e29995109e455dc8eff8d0fac6ae509be39561318a7cfeac5d33ad029213/charset_normalizer-3.4.9-cp311-cp311-win_amd64.whl", hash = "sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1", size = 161410, upload-time = "2026-07-07T14:33:12.743Z" }, + { url = "https://files.pythonhosted.org/packages/4f/8d/1569f4d0032d6ba2a4fe4591c35bf87868c600c41a71eb5c2e1ffa8464c2/charset_normalizer-3.4.9-cp311-cp311-win_arm64.whl", hash = "sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec", size = 152649, upload-time = "2026-07-07T14:33:14.173Z" }, + { url = "https://files.pythonhosted.org/packages/70/4a/ecbd131485c07fcdfad54e28946d513e3da22ef3b4bd854dcafae54ec739/charset_normalizer-3.4.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0", size = 319300, upload-time = "2026-07-07T14:33:15.666Z" }, + { url = "https://files.pythonhosted.org/packages/ec/96/5d9364e3342d69f3a045e1777bc47c85c383e6e9466d561b33fdb419d1f9/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9", size = 215802, upload-time = "2026-07-07T14:33:17.031Z" }, + { url = "https://files.pythonhosted.org/packages/4b/4c/5361f9aa7f2cb58d94f2ab831b3d493f69efb1d239654b4744e3c09527cb/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44", size = 237171, upload-time = "2026-07-07T14:33:18.576Z" }, + { url = "https://files.pythonhosted.org/packages/50/78/ce342ca4ff30b2eb49fe6d9578df85974f90c67d294113e94efdd9664cbd/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9", size = 233075, upload-time = "2026-07-07T14:33:20.084Z" }, + { url = "https://files.pythonhosted.org/packages/01/c4/4fa4c8b3097a11f3c5f09a35b72ed6855fb1d332469504962ab7bafcc702/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd", size = 224256, upload-time = "2026-07-07T14:33:21.747Z" }, + { url = "https://files.pythonhosted.org/packages/87/3a/ad914516df7e358a81aae018caa5e0470ba827fa6d763b1d2e87d920a5f6/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84", size = 208784, upload-time = "2026-07-07T14:33:23.313Z" }, + { url = "https://files.pythonhosted.org/packages/d7/74/3c12f9755717dfe5c5c87da63f35d765fa0c00382ec26bf23f7fae34f2ba/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b", size = 219928, upload-time = "2026-07-07T14:33:24.814Z" }, + { url = "https://files.pythonhosted.org/packages/33/9a/895095b83e7907abd6d3d99aad3a38ad0d9686cc186cb0c94c24320fe63e/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde", size = 218489, upload-time = "2026-07-07T14:33:26.42Z" }, + { url = "https://files.pythonhosted.org/packages/a1/34/ef5c05f412f42520d7709b7d3784d19640839eb7366ded1755511585429f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39", size = 210267, upload-time = "2026-07-07T14:33:27.952Z" }, + { url = "https://files.pythonhosted.org/packages/83/dc/9b29fa4412b318bf3bfea985c35d67eb55e04b59a7c3f2237168b0e0be6f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62", size = 226030, upload-time = "2026-07-07T14:33:29.397Z" }, + { url = "https://files.pythonhosted.org/packages/0e/42/6dbc00b8cd16011691203e33570fa42ed5746599a2e878112d16eab403a3/charset_normalizer-3.4.9-cp312-cp312-win32.whl", hash = "sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642", size = 151185, upload-time = "2026-07-07T14:33:30.781Z" }, + { url = "https://files.pythonhosted.org/packages/80/cc/f920afd1a23c58ccd53c1d36085a71893a4737ff5e66e0371efab6809850/charset_normalizer-3.4.9-cp312-cp312-win_amd64.whl", hash = "sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0", size = 162557, upload-time = "2026-07-07T14:33:32.176Z" }, + { url = "https://files.pythonhosted.org/packages/f0/e6/0386d43a261ff4e4b30c5857af7df877254b46bec7b9d1b74b6bf969a90b/charset_normalizer-3.4.9-cp312-cp312-win_arm64.whl", hash = "sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2", size = 152665, upload-time = "2026-07-07T14:33:33.711Z" }, + { url = "https://files.pythonhosted.org/packages/b2/06/97ec2aeae780b31d742b6352218b43841a6871e2564578ca522dce4a45c3/charset_normalizer-3.4.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614", size = 317688, upload-time = "2026-07-07T14:33:35.408Z" }, + { url = "https://files.pythonhosted.org/packages/d0/39/8ff066c672434225f8d25f8b739f992af250944392173dcc88362681c9bf/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698", size = 214982, upload-time = "2026-07-07T14:33:36.996Z" }, + { url = "https://files.pythonhosted.org/packages/92/8f/3a47a3667c83c2df9483d91644c6c107de3bf8874aa1793da9d3012eb986/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b", size = 236460, upload-time = "2026-07-07T14:33:38.536Z" }, + { url = "https://files.pythonhosted.org/packages/f1/60/b22cdbee7e4013dab8b0d7647fc6181120fbbbc8f7025c226d15bd5a47fc/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9", size = 232003, upload-time = "2026-07-07T14:33:40.059Z" }, + { url = "https://files.pythonhosted.org/packages/ea/f8/72eb13dcabe7257035cea8aefd922caad2f110d252bf9f67c4c2ca763aee/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33", size = 223149, upload-time = "2026-07-07T14:33:41.631Z" }, + { url = "https://files.pythonhosted.org/packages/b0/3e/faee8f9de92b14ee1198e9163252bb15efee7301b31256a3b6d9ebfdd0dd/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63", size = 207901, upload-time = "2026-07-07T14:33:43.209Z" }, + { url = "https://files.pythonhosted.org/packages/3a/25/45f30093ae27dd7b92a793b61882a38685f993700113ca36e0c9c14965e1/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0", size = 219176, upload-time = "2026-07-07T14:33:44.725Z" }, + { url = "https://files.pythonhosted.org/packages/48/18/c8f397329c35e32f6a837e488986f4ae03bd2abebc453b48714991630c2f/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe", size = 217356, upload-time = "2026-07-07T14:33:46.192Z" }, + { url = "https://files.pythonhosted.org/packages/86/7e/5ce0bba863470fd1902d5e5843968951bddf38abe4742fc97116ef4598b3/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35", size = 209614, upload-time = "2026-07-07T14:33:47.705Z" }, + { url = "https://files.pythonhosted.org/packages/6c/ef/2473d3c4d869155be4af1191111d59c4d5c4e0173026f7e85b176e23bf65/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8", size = 224991, upload-time = "2026-07-07T14:33:49.238Z" }, + { url = "https://files.pythonhosted.org/packages/d0/a3/53ddae3db108a088156aa8ddfafd411ebbc1340f48c5573f697b27f69a39/charset_normalizer-3.4.9-cp313-cp313-win32.whl", hash = "sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9", size = 150622, upload-time = "2026-07-07T14:33:50.711Z" }, + { url = "https://files.pythonhosted.org/packages/e8/ef/6953a77c7cf2c2ff9998e6f575ab3e380119f100223381565a4f94c1f836/charset_normalizer-3.4.9-cp313-cp313-win_amd64.whl", hash = "sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115", size = 161947, upload-time = "2026-07-07T14:33:52.197Z" }, + { url = "https://files.pythonhosted.org/packages/6e/fb/d560d1d1555debbfe7849d9cac6145c1b537709d79576bf22557ed803b82/charset_normalizer-3.4.9-cp313-cp313-win_arm64.whl", hash = "sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012", size = 152594, upload-time = "2026-07-07T14:33:53.486Z" }, + { url = "https://files.pythonhosted.org/packages/7e/8d/496817fa0944239ecae662dd57ea765cfeaec6a735f9f025d4b7b72e7143/charset_normalizer-3.4.9-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380", size = 317253, upload-time = "2026-07-07T14:33:54.994Z" }, + { url = "https://files.pythonhosted.org/packages/2b/f9/ef4a69ea338ad3c0deceea0f5f7d2380ae8b52132b06d652cb0d2cd86706/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9", size = 215898, upload-time = "2026-07-07T14:33:56.334Z" }, + { url = "https://files.pythonhosted.org/packages/8c/e7/5ddfd76fc061eb52de219658a4aa431cbacadf0a0219c8854f00da50d289/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4", size = 236718, upload-time = "2026-07-07T14:33:57.9Z" }, + { url = "https://files.pythonhosted.org/packages/49/ba/768fa3f36048d81c477a0ce61f813bc1454d80917ccfe550abd9f44f5e24/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a", size = 232519, upload-time = "2026-07-07T14:33:59.811Z" }, + { url = "https://files.pythonhosted.org/packages/f4/c4/b3e049d2aa3766180c78507110543d9d50894cc97f57de543f1be521dcdc/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046", size = 223143, upload-time = "2026-07-07T14:34:01.517Z" }, + { url = "https://files.pythonhosted.org/packages/19/79/55c32d06d76ae4feafe053f061f3e3ab70bcf19f4007797ce8c3efda7830/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81", size = 206742, upload-time = "2026-07-07T14:34:03.04Z" }, + { url = "https://files.pythonhosted.org/packages/10/e0/47c079dd82d217c807479cd59ffd30af56307ea31c108b75758970459ad3/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917", size = 219191, upload-time = "2026-07-07T14:34:04.657Z" }, + { url = "https://files.pythonhosted.org/packages/42/ab/b9bc2e77d6b44a7e46ef62ec5cac1c9a6ba7b9135a5d560f002696ec9995/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41", size = 218328, upload-time = "2026-07-07T14:34:06.115Z" }, + { url = "https://files.pythonhosted.org/packages/f1/78/c9c71d599f5aa2d42bcdd35cbbd46d7f535351a57e40ff7d8e5a7e219401/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1", size = 207406, upload-time = "2026-07-07T14:34:07.554Z" }, + { url = "https://files.pythonhosted.org/packages/f6/39/c914445c321a845097ce4f6ac7de9a18228a77b766272125a1ce00d851eb/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf", size = 225157, upload-time = "2026-07-07T14:34:09.061Z" }, + { url = "https://files.pythonhosted.org/packages/9b/f2/c0d4b8508565a36bc5c624e88ed297f5b0b1095011034d7f5b83a69908b5/charset_normalizer-3.4.9-cp314-cp314-win32.whl", hash = "sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48", size = 151095, upload-time = "2026-07-07T14:34:10.901Z" }, + { url = "https://files.pythonhosted.org/packages/49/fd/a1d26144398c67486422a72bf5812cda22cb4ccfcd95a290fb41ceb4b8e2/charset_normalizer-3.4.9-cp314-cp314-win_amd64.whl", hash = "sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b", size = 162796, upload-time = "2026-07-07T14:34:12.47Z" }, + { url = "https://files.pythonhosted.org/packages/20/95/d75e82f8ce9fd323ebf059c16c9aadefb22a1ecde13b7840b35835e4886c/charset_normalizer-3.4.9-cp314-cp314-win_arm64.whl", hash = "sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519", size = 153334, upload-time = "2026-07-07T14:34:14.044Z" }, + { url = "https://files.pythonhosted.org/packages/00/5e/17398df3a139985ba9d11ed072531986f408c8fca952835ef1ab1820c02b/charset_normalizer-3.4.9-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198", size = 338848, upload-time = "2026-07-07T14:34:15.688Z" }, + { url = "https://files.pythonhosted.org/packages/cd/91/7253a32e86b7e1d1239b1b36ba6dd0f021a21107ab33054b53119cc083b9/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32", size = 223022, upload-time = "2026-07-07T14:34:17.248Z" }, + { url = "https://files.pythonhosted.org/packages/cb/32/2e64bd2be10e89c61e57ebe6a93fd98ae88eb7ebe414b5121f22c96c69eb/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632", size = 241590, upload-time = "2026-07-07T14:34:18.813Z" }, + { url = "https://files.pythonhosted.org/packages/3d/ef/d96ec496cfea0c21db43b0ad03891308b02388d054cc902cf0e5a1ad6a88/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf", size = 239584, upload-time = "2026-07-07T14:34:20.52Z" }, + { url = "https://files.pythonhosted.org/packages/d4/ce/9af95f7876194bd7a14e3dfe4a4de2e0bff02666a3910d72beafd06cc297/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990", size = 230224, upload-time = "2026-07-07T14:34:22.189Z" }, + { url = "https://files.pythonhosted.org/packages/52/94/af74dde74a3996bd959c350709bfe50e297823d70a8c1cbd54b838880863/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d", size = 212667, upload-time = "2026-07-07T14:34:23.857Z" }, + { url = "https://files.pythonhosted.org/packages/ee/f0/f1c4fe746c395922961b5916ed1d7d6e7d4c84851d19ed43cc89980ec953/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e", size = 227179, upload-time = "2026-07-07T14:34:25.586Z" }, + { url = "https://files.pythonhosted.org/packages/e4/56/6c745619ac397e8871e2bcd3cea1eec86b877488f33888b3aef5c3ed506e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c", size = 225372, upload-time = "2026-07-07T14:34:27.212Z" }, + { url = "https://files.pythonhosted.org/packages/78/ad/98aae8630ac71f16711968e38a5acfecce41b778bf2f0312851020f565a8/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2", size = 215222, upload-time = "2026-07-07T14:34:28.774Z" }, + { url = "https://files.pythonhosted.org/packages/f7/40/9593d54209765207a7f11073c06494c1721e4ca4a0a426c597679bf7f91e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534", size = 231958, upload-time = "2026-07-07T14:34:30.345Z" }, + { url = "https://files.pythonhosted.org/packages/b1/27/693ee5e8a18191eb38647360c51cd505013e2bd3b366aa43fd5344c21e3c/charset_normalizer-3.4.9-cp314-cp314t-win32.whl", hash = "sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226", size = 155580, upload-time = "2026-07-07T14:34:31.884Z" }, + { url = "https://files.pythonhosted.org/packages/80/3f/bd97d3d9c613013d07cb7733d299385b41df37f0471310f5a73dc359f0b8/charset_normalizer-3.4.9-cp314-cp314t-win_amd64.whl", hash = "sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177", size = 167620, upload-time = "2026-07-07T14:34:33.438Z" }, + { url = "https://files.pythonhosted.org/packages/3d/c6/eee9dca4439b1061f76373f06ea855678cc4a64c1c3c90b50e479edbb8eb/charset_normalizer-3.4.9-cp314-cp314t-win_arm64.whl", hash = "sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501", size = 158037, upload-time = "2026-07-07T14:34:35.018Z" }, + { url = "https://files.pythonhosted.org/packages/98/2b/f97f1c193fb855c345d678f5077d6926034db0722df74c8f057020e05a25/charset_normalizer-3.4.9-py3-none-any.whl", hash = "sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5", size = 64538, upload-time = "2026-07-07T14:34:56.993Z" }, +] + +[[package]] +name = "click" +version = "8.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/76/d4/81420972a676e8ffea40450d8c8c92943e7218a78fe9b64359836cc9876b/click-8.4.2.tar.gz", hash = "sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6", size = 338000, upload-time = "2026-06-24T17:45:15.148Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fb/e2/79c688af8b210d232694e31e59da9f6ec747bae31c3f5946e4e9b98860d5/click-8.4.2-py3-none-any.whl", hash = "sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76", size = 119243, upload-time = "2026-06-24T17:45:13.73Z" }, +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "cuda-bindings" +version = "13.3.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cuda-pathfinder" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/a9/21/8464d133752951c154feafb3b65c297e7d80f301183d220bec4c830f1441/cuda_bindings-13.3.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:120fcc53d57903df529c3486962c56528cba5b7d6c57c99537320ed9922c8b86", size = 6073403, upload-time = "2026-05-29T23:11:36.22Z" }, + { url = "https://files.pythonhosted.org/packages/a8/1f/5ef51f5fbaa5d4d3201bb3d7555af028ec1aa4416275ccbf73c9e34e3d2d/cuda_bindings-13.3.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9851b0caa8bfd3bc6fa054eaf57bea7c8e9c3a62db2d2621224677f49f3c53d0", size = 6675244, upload-time = "2026-05-29T23:11:38.664Z" }, + { url = "https://files.pythonhosted.org/packages/51/6b/457ca12dad3ee9bfcc9a545cfd6b64b359ba49de40f776f6e028e678f262/cuda_bindings-13.3.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c5879712accf6e14bb01aa5e67440eb84998b8d104b509cc7a6dc0b8f656a474", size = 6053539, upload-time = "2026-05-29T23:11:43.19Z" }, + { url = "https://files.pythonhosted.org/packages/95/7a/c5e3c34a409b148f5c0f5a4ea374158f95d488862c1dffedf9aa5c639df9/cuda_bindings-13.3.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:04436a9364059c84b8f9636f359eccda1cf814341f5b670c71d80d2f79dbc708", size = 6674166, upload-time = "2026-05-29T23:11:45.478Z" }, + { url = "https://files.pythonhosted.org/packages/ce/67/5e7dba1ba576dd73da5dee894ca076ca5e959450dfff66d6d510a255d1f7/cuda_bindings-13.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c7855c4868aabc0cfae28abbe83d56734bdfbd08f08fc234ac1912a12858bf49", size = 6025351, upload-time = "2026-05-29T23:11:49.685Z" }, + { url = "https://files.pythonhosted.org/packages/39/2a/6d2e9047d1fb243dbaa364b01e0297534b9ed7fd27dba1c9f361519cf69b/cuda_bindings-13.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e32d08f71ebcdf00f0f41eab2eb37e8da94c8ed411cc9f7f7a019ce6b34abe3a", size = 6657965, upload-time = "2026-05-29T23:11:52.227Z" }, + { url = "https://files.pythonhosted.org/packages/cc/6e/2394f8163360f8391f8f1b7e72d300a82724edb81a7b7084c799fbd4c91f/cuda_bindings-13.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9efb21c1ee64981e184b9e0ba5eb3179e5ba3d4b51665a6cb52b8ef3d01a7cbf", size = 5920504, upload-time = "2026-05-29T23:11:56.883Z" }, + { url = "https://files.pythonhosted.org/packages/34/c2/ef9b6a63f7dc432712a462c816662e662e00d38caa9b861c8c2588195d03/cuda_bindings-13.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2732904099e0a4d4db774a5fc6d91ee95fae065b4d2ecabb4968c5fe2406c9d7", size = 6476660, upload-time = "2026-05-29T23:11:59.188Z" }, + { url = "https://files.pythonhosted.org/packages/b1/81/bff68ce829999c1e4209c761bbf903b1c06ec570416ddb25020864ad5907/cuda_bindings-13.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1ab2f74ed65bfef4163ba07a8db16f1085e0729291db12a2423aff84ee8278b8", size = 6013639, upload-time = "2026-05-29T23:12:03.509Z" }, + { url = "https://files.pythonhosted.org/packages/d4/e0/c8a1f0c8f9ffdea4f5fe6dbab89b326cef4d85caf489dad39e209da89416/cuda_bindings-13.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:efd4c814d311ec08c981f6dded1dbe7d4b371067ee4f6c14cccec4bde9590f80", size = 6534419, upload-time = "2026-05-29T23:12:05.633Z" }, + { url = "https://files.pythonhosted.org/packages/52/b8/83b1f563925b290f2d11a01a77a84013ba56052fe3653a5bef3ccfbb43d6/cuda_bindings-13.3.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c3c772dfff49681541d59630c90f858e173ac926b9c593a2b7123f2a1043cc76", size = 5809771, upload-time = "2026-05-29T23:12:10.422Z" }, + { url = "https://files.pythonhosted.org/packages/12/20/e79b4bfe98f075195afb6343d41c498f9dbd2d161d7021d4d28bceb83581/cuda_bindings-13.3.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:36febb7c1079d68a981dbbd8d5a67235b399802b82075c9388624719607e52b9", size = 6358584, upload-time = "2026-05-29T23:12:12.767Z" }, +] + +[[package]] +name = "cuda-pathfinder" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fc/b4/d088047afe39827556df21118cac9ffd20cc3f968c99a7681494d1eb333c/cuda_pathfinder-1.6.0-py3-none-any.whl", hash = "sha256:1503af579d8379c24bdd65528379bc57039b0455be9f5f9686cf8e473a1fce51", size = 54591, upload-time = "2026-07-21T15:03:56.224Z" }, +] + +[[package]] +name = "cuda-toolkit" +version = "13.0.3.0" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/c7/a79086a62c98befcdb8349656c6f114e2db3b8b2422f6e25c97a7f2a9a3c/cuda_toolkit-13.0.3.0-py2.py3-none-any.whl", hash = "sha256:d693caaa261214ddd7dbb60d68e71cbed884e68c2be7509778f3051da0b91c3f", size = 2512, upload-time = "2026-04-14T00:50:08.173Z" }, +] + +[package.optional-dependencies] +cublas = [ + { name = "nvidia-cublas", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-cuda-nvrtc", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cudart = [ + { name = "nvidia-cuda-runtime", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cufft = [ + { name = "nvidia-cufft", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cufile = [ + { name = "nvidia-cufile", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" }, +] +cupti = [ + { name = "nvidia-cuda-cupti", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +curand = [ + { name = "nvidia-curand", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cusolver = [ + { name = "nvidia-cublas", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-cusolver", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-cusparse", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cusparse = [ + { name = "nvidia-cusparse", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +nvjitlink = [ + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +nvrtc = [ + { name = "nvidia-cuda-nvrtc", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +nvtx = [ + { name = "nvidia-nvtx", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] + +[[package]] +name = "filelock" +version = "3.32.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/c0/80/8232b582c4b318b817cf1274ba74976b07b34d35ef439b3eb948f98645a1/filelock-3.32.0.tar.gz", hash = "sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402", size = 213757, upload-time = "2026-07-21T13:17:42.898Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/06/79/b4c714bef36bc4ec2beeae1e0c124f0223888cd8c6feb1cdc56038116920/filelock-3.32.0-py3-none-any.whl", hash = "sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3", size = 97732, upload-time = "2026-07-21T13:17:41.55Z" }, +] + +[[package]] +name = "fsspec" +version = "2026.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/00/78/f34251dadb8f3921264a1d9b8946f5e542014ee2614b285261b4e40e6775/fsspec-2026.7.0.tar.gz", hash = "sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88", size = 317040, upload-time = "2026-07-28T16:34:51.052Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fd/3c/6a2bf344106328fd04963664a60b9bb6496fc25df8e962fcdc1367285fb9/fsspec-2026.7.0-py3-none-any.whl", hash = "sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279", size = 206583, upload-time = "2026-07-28T16:34:49.538Z" }, +] + +[[package]] +name = "gpytorch" +version = "1.15.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "linear-operator" }, + { name = "mpmath" }, + { name = "scikit-learn", version = "1.7.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "scikit-learn", version = "1.9.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, + { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, + { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/23/00/cac3e309b2f66518d937ce4d9fa821f167d9070d004fcb070b1780cd1d94/gpytorch-1.15.2.tar.gz", hash = "sha256:380625e93f851b85f772b25c5fb0a6c6d2e3eb2ef667f1e566ab4f95b8775361", size = 2781831, upload-time = "2026-02-28T01:12:55.172Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b6/70/c419a361b09ccb618b5165daa919003ccdd9c148356f7ff71a710db6bcf0/gpytorch-1.15.2-py3-none-any.whl", hash = "sha256:2112fdc7c0c0bf56a7f2444663cfc80fdfc3e19724399d6303a83d8efdd71e9e", size = 291209, upload-time = "2026-02-28T01:12:52.587Z" }, +] + +[[package]] +name = "idna" +version = "3.18" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" }, +] + +[[package]] +name = "jinja2" +version = "3.1.6" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, +] + +[[package]] +name = "joblib" +version = "1.5.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/41/f2/d34e8b3a08a9cc79a50b2208a93dce981fe615b64d5a4d4abee421d898df/joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3", size = 331603, upload-time = "2025-12-15T08:41:46.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7b/91/984aca2ec129e2757d1e4e3c81c3fcda9d0f85b74670a094cc443d9ee949/joblib-1.5.3-py3-none-any.whl", hash = "sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713", size = 309071, upload-time = "2025-12-15T08:41:44.973Z" }, +] + +[[package]] +name = "linear-operator" +version = "0.6.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, + { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "torch" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/02/1a/0d6d0269cf7327e31a2fe80b274d5bf5001dc4462acbef26240da6ac5dfe/linear_operator-0.6.1.tar.gz", hash = "sha256:3fba49a8080d16f822a5d870f462279cd6afbcf4ed670f4511b38fad96f61831", size = 181898, upload-time = "2026-02-27T23:43:18.716Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e6/34/ee74708a93704baca5c1ef439817c4cb649f73382c518380ccc5ab335603/linear_operator-0.6.1-py3-none-any.whl", hash = "sha256:a5981c1fcda08df3a210dffb6e8019b4751f4afaf3ffc822c24eaaf56b11eed9", size = 174770, upload-time = "2026-02-27T23:43:17.074Z" }, +] + +[[package]] +name = "markdown-it-py" +version = "4.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "mdurl" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/ff/7841249c247aa650a76b9ee4bbaeae59370dc8bfd2f6c01f3630c35eb134/markdown_it_py-4.2.0.tar.gz", hash = "sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49", size = 82454, upload-time = "2026-05-07T12:08:28.36Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/81/4da04ced5a082363ecfa159c010d200ecbd959ae410c10c0264a38cac0f5/markdown_it_py-4.2.0-py3-none-any.whl", hash = "sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a", size = 91687, upload-time = "2026-05-07T12:08:27.182Z" }, +] + +[[package]] +name = "markupsafe" +version = "3.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7e/99/7690b6d4034fffd95959cbe0c02de8deb3098cc577c67bb6a24fe5d7caa7/markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698", size = 80313, upload-time = "2025-09-27T18:37:40.426Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e8/4b/3541d44f3937ba468b75da9eebcae497dcf67adb65caa16760b0a6807ebb/markupsafe-3.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559", size = 11631, upload-time = "2025-09-27T18:36:05.558Z" }, + { url = "https://files.pythonhosted.org/packages/98/1b/fbd8eed11021cabd9226c37342fa6ca4e8a98d8188a8d9b66740494960e4/markupsafe-3.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419", size = 12057, upload-time = "2025-09-27T18:36:07.165Z" }, + { url = "https://files.pythonhosted.org/packages/40/01/e560d658dc0bb8ab762670ece35281dec7b6c1b33f5fbc09ebb57a185519/markupsafe-3.0.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1ba88449deb3de88bd40044603fafffb7bc2b055d626a330323a9ed736661695", size = 22050, upload-time = "2025-09-27T18:36:08.005Z" }, + { url = "https://files.pythonhosted.org/packages/af/cd/ce6e848bbf2c32314c9b237839119c5a564a59725b53157c856e90937b7a/markupsafe-3.0.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f42d0984e947b8adf7dd6dde396e720934d12c506ce84eea8476409563607591", size = 20681, upload-time = "2025-09-27T18:36:08.881Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2a/b5c12c809f1c3045c4d580b035a743d12fcde53cf685dbc44660826308da/markupsafe-3.0.3-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:c0c0b3ade1c0b13b936d7970b1d37a57acde9199dc2aecc4c336773e1d86049c", size = 20705, upload-time = "2025-09-27T18:36:10.131Z" }, + { url = "https://files.pythonhosted.org/packages/cf/e3/9427a68c82728d0a88c50f890d0fc072a1484de2f3ac1ad0bfc1a7214fd5/markupsafe-3.0.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f", size = 21524, upload-time = "2025-09-27T18:36:11.324Z" }, + { url = "https://files.pythonhosted.org/packages/bc/36/23578f29e9e582a4d0278e009b38081dbe363c5e7165113fad546918a232/markupsafe-3.0.3-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:d2ee202e79d8ed691ceebae8e0486bd9a2cd4794cec4824e1c99b6f5009502f6", size = 20282, upload-time = "2025-09-27T18:36:12.573Z" }, + { url = "https://files.pythonhosted.org/packages/56/21/dca11354e756ebd03e036bd8ad58d6d7168c80ce1fe5e75218e4945cbab7/markupsafe-3.0.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:177b5253b2834fe3678cb4a5f0059808258584c559193998be2601324fdeafb1", size = 20745, upload-time = "2025-09-27T18:36:13.504Z" }, + { url = "https://files.pythonhosted.org/packages/87/99/faba9369a7ad6e4d10b6a5fbf71fa2a188fe4a593b15f0963b73859a1bbd/markupsafe-3.0.3-cp310-cp310-win32.whl", hash = "sha256:2a15a08b17dd94c53a1da0438822d70ebcd13f8c3a95abe3a9ef9f11a94830aa", size = 14571, upload-time = "2025-09-27T18:36:14.779Z" }, + { url = "https://files.pythonhosted.org/packages/d6/25/55dc3ab959917602c96985cb1253efaa4ff42f71194bddeb61eb7278b8be/markupsafe-3.0.3-cp310-cp310-win_amd64.whl", hash = "sha256:c4ffb7ebf07cfe8931028e3e4c85f0357459a3f9f9490886198848f4fa002ec8", size = 15056, upload-time = "2025-09-27T18:36:16.125Z" }, + { url = "https://files.pythonhosted.org/packages/d0/9e/0a02226640c255d1da0b8d12e24ac2aa6734da68bff14c05dd53b94a0fc3/markupsafe-3.0.3-cp310-cp310-win_arm64.whl", hash = "sha256:e2103a929dfa2fcaf9bb4e7c091983a49c9ac3b19c9061b6d5427dd7d14d81a1", size = 13932, upload-time = "2025-09-27T18:36:17.311Z" }, + { url = "https://files.pythonhosted.org/packages/08/db/fefacb2136439fc8dd20e797950e749aa1f4997ed584c62cfb8ef7c2be0e/markupsafe-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad", size = 11631, upload-time = "2025-09-27T18:36:18.185Z" }, + { url = "https://files.pythonhosted.org/packages/e1/2e/5898933336b61975ce9dc04decbc0a7f2fee78c30353c5efba7f2d6ff27a/markupsafe-3.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a", size = 12058, upload-time = "2025-09-27T18:36:19.444Z" }, + { url = "https://files.pythonhosted.org/packages/1d/09/adf2df3699d87d1d8184038df46a9c80d78c0148492323f4693df54e17bb/markupsafe-3.0.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50", size = 24287, upload-time = "2025-09-27T18:36:20.768Z" }, + { url = "https://files.pythonhosted.org/packages/30/ac/0273f6fcb5f42e314c6d8cd99effae6a5354604d461b8d392b5ec9530a54/markupsafe-3.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf", size = 22940, upload-time = "2025-09-27T18:36:22.249Z" }, + { url = "https://files.pythonhosted.org/packages/19/ae/31c1be199ef767124c042c6c3e904da327a2f7f0cd63a0337e1eca2967a8/markupsafe-3.0.3-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f", size = 21887, upload-time = "2025-09-27T18:36:23.535Z" }, + { url = "https://files.pythonhosted.org/packages/b2/76/7edcab99d5349a4532a459e1fe64f0b0467a3365056ae550d3bcf3f79e1e/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a", size = 23692, upload-time = "2025-09-27T18:36:24.823Z" }, + { url = "https://files.pythonhosted.org/packages/a4/28/6e74cdd26d7514849143d69f0bf2399f929c37dc2b31e6829fd2045b2765/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115", size = 21471, upload-time = "2025-09-27T18:36:25.95Z" }, + { url = "https://files.pythonhosted.org/packages/62/7e/a145f36a5c2945673e590850a6f8014318d5577ed7e5920a4b3448e0865d/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a", size = 22923, upload-time = "2025-09-27T18:36:27.109Z" }, + { url = "https://files.pythonhosted.org/packages/0f/62/d9c46a7f5c9adbeeeda52f5b8d802e1094e9717705a645efc71b0913a0a8/markupsafe-3.0.3-cp311-cp311-win32.whl", hash = "sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19", size = 14572, upload-time = "2025-09-27T18:36:28.045Z" }, + { url = "https://files.pythonhosted.org/packages/83/8a/4414c03d3f891739326e1783338e48fb49781cc915b2e0ee052aa490d586/markupsafe-3.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01", size = 15077, upload-time = "2025-09-27T18:36:29.025Z" }, + { url = "https://files.pythonhosted.org/packages/35/73/893072b42e6862f319b5207adc9ae06070f095b358655f077f69a35601f0/markupsafe-3.0.3-cp311-cp311-win_arm64.whl", hash = "sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c", size = 13876, upload-time = "2025-09-27T18:36:29.954Z" }, + { url = "https://files.pythonhosted.org/packages/5a/72/147da192e38635ada20e0a2e1a51cf8823d2119ce8883f7053879c2199b5/markupsafe-3.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e", size = 11615, upload-time = "2025-09-27T18:36:30.854Z" }, + { url = "https://files.pythonhosted.org/packages/9a/81/7e4e08678a1f98521201c3079f77db69fb552acd56067661f8c2f534a718/markupsafe-3.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce", size = 12020, upload-time = "2025-09-27T18:36:31.971Z" }, + { url = "https://files.pythonhosted.org/packages/1e/2c/799f4742efc39633a1b54a92eec4082e4f815314869865d876824c257c1e/markupsafe-3.0.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d", size = 24332, upload-time = "2025-09-27T18:36:32.813Z" }, + { url = "https://files.pythonhosted.org/packages/3c/2e/8d0c2ab90a8c1d9a24f0399058ab8519a3279d1bd4289511d74e909f060e/markupsafe-3.0.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d", size = 22947, upload-time = "2025-09-27T18:36:33.86Z" }, + { url = "https://files.pythonhosted.org/packages/2c/54/887f3092a85238093a0b2154bd629c89444f395618842e8b0c41783898ea/markupsafe-3.0.3-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a", size = 21962, upload-time = "2025-09-27T18:36:35.099Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2f/336b8c7b6f4a4d95e91119dc8521402461b74a485558d8f238a68312f11c/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b", size = 23760, upload-time = "2025-09-27T18:36:36.001Z" }, + { url = "https://files.pythonhosted.org/packages/32/43/67935f2b7e4982ffb50a4d169b724d74b62a3964bc1a9a527f5ac4f1ee2b/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f", size = 21529, upload-time = "2025-09-27T18:36:36.906Z" }, + { url = "https://files.pythonhosted.org/packages/89/e0/4486f11e51bbba8b0c041098859e869e304d1c261e59244baa3d295d47b7/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b", size = 23015, upload-time = "2025-09-27T18:36:37.868Z" }, + { url = "https://files.pythonhosted.org/packages/2f/e1/78ee7a023dac597a5825441ebd17170785a9dab23de95d2c7508ade94e0e/markupsafe-3.0.3-cp312-cp312-win32.whl", hash = "sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d", size = 14540, upload-time = "2025-09-27T18:36:38.761Z" }, + { url = "https://files.pythonhosted.org/packages/aa/5b/bec5aa9bbbb2c946ca2733ef9c4ca91c91b6a24580193e891b5f7dbe8e1e/markupsafe-3.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c", size = 15105, upload-time = "2025-09-27T18:36:39.701Z" }, + { url = "https://files.pythonhosted.org/packages/e5/f1/216fc1bbfd74011693a4fd837e7026152e89c4bcf3e77b6692fba9923123/markupsafe-3.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f", size = 13906, upload-time = "2025-09-27T18:36:40.689Z" }, + { url = "https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795", size = 11622, upload-time = "2025-09-27T18:36:41.777Z" }, + { url = "https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219", size = 12029, upload-time = "2025-09-27T18:36:43.257Z" }, + { url = "https://files.pythonhosted.org/packages/00/07/575a68c754943058c78f30db02ee03a64b3c638586fba6a6dd56830b30a3/markupsafe-3.0.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6", size = 24374, upload-time = "2025-09-27T18:36:44.508Z" }, + { url = "https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676", size = 22980, upload-time = "2025-09-27T18:36:45.385Z" }, + { url = "https://files.pythonhosted.org/packages/7f/71/544260864f893f18b6827315b988c146b559391e6e7e8f7252839b1b846a/markupsafe-3.0.3-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9", size = 21990, upload-time = "2025-09-27T18:36:46.916Z" }, + { url = "https://files.pythonhosted.org/packages/c2/28/b50fc2f74d1ad761af2f5dcce7492648b983d00a65b8c0e0cb457c82ebbe/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1", size = 23784, upload-time = "2025-09-27T18:36:47.884Z" }, + { url = "https://files.pythonhosted.org/packages/ed/76/104b2aa106a208da8b17a2fb72e033a5a9d7073c68f7e508b94916ed47a9/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc", size = 21588, upload-time = "2025-09-27T18:36:48.82Z" }, + { url = "https://files.pythonhosted.org/packages/b5/99/16a5eb2d140087ebd97180d95249b00a03aa87e29cc224056274f2e45fd6/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12", size = 23041, upload-time = "2025-09-27T18:36:49.797Z" }, + { url = "https://files.pythonhosted.org/packages/19/bc/e7140ed90c5d61d77cea142eed9f9c303f4c4806f60a1044c13e3f1471d0/markupsafe-3.0.3-cp313-cp313-win32.whl", hash = "sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed", size = 14543, upload-time = "2025-09-27T18:36:51.584Z" }, + { url = "https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5", size = 15113, upload-time = "2025-09-27T18:36:52.537Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3a/fa34a0f7cfef23cf9500d68cb7c32dd64ffd58a12b09225fb03dd37d5b80/markupsafe-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485", size = 13911, upload-time = "2025-09-27T18:36:53.513Z" }, + { url = "https://files.pythonhosted.org/packages/e4/d7/e05cd7efe43a88a17a37b3ae96e79a19e846f3f456fe79c57ca61356ef01/markupsafe-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73", size = 11658, upload-time = "2025-09-27T18:36:54.819Z" }, + { url = "https://files.pythonhosted.org/packages/99/9e/e412117548182ce2148bdeacdda3bb494260c0b0184360fe0d56389b523b/markupsafe-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37", size = 12066, upload-time = "2025-09-27T18:36:55.714Z" }, + { url = "https://files.pythonhosted.org/packages/bc/e6/fa0ffcda717ef64a5108eaa7b4f5ed28d56122c9a6d70ab8b72f9f715c80/markupsafe-3.0.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19", size = 25639, upload-time = "2025-09-27T18:36:56.908Z" }, + { url = "https://files.pythonhosted.org/packages/96/ec/2102e881fe9d25fc16cb4b25d5f5cde50970967ffa5dddafdb771237062d/markupsafe-3.0.3-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025", size = 23569, upload-time = "2025-09-27T18:36:57.913Z" }, + { url = "https://files.pythonhosted.org/packages/4b/30/6f2fce1f1f205fc9323255b216ca8a235b15860c34b6798f810f05828e32/markupsafe-3.0.3-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6", size = 23284, upload-time = "2025-09-27T18:36:58.833Z" }, + { url = "https://files.pythonhosted.org/packages/58/47/4a0ccea4ab9f5dcb6f79c0236d954acb382202721e704223a8aafa38b5c8/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f", size = 24801, upload-time = "2025-09-27T18:36:59.739Z" }, + { url = "https://files.pythonhosted.org/packages/6a/70/3780e9b72180b6fecb83a4814d84c3bf4b4ae4bf0b19c27196104149734c/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb", size = 22769, upload-time = "2025-09-27T18:37:00.719Z" }, + { url = "https://files.pythonhosted.org/packages/98/c5/c03c7f4125180fc215220c035beac6b9cb684bc7a067c84fc69414d315f5/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009", size = 23642, upload-time = "2025-09-27T18:37:01.673Z" }, + { url = "https://files.pythonhosted.org/packages/80/d6/2d1b89f6ca4bff1036499b1e29a1d02d282259f3681540e16563f27ebc23/markupsafe-3.0.3-cp313-cp313t-win32.whl", hash = "sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354", size = 14612, upload-time = "2025-09-27T18:37:02.639Z" }, + { url = "https://files.pythonhosted.org/packages/2b/98/e48a4bfba0a0ffcf9925fe2d69240bfaa19c6f7507b8cd09c70684a53c1e/markupsafe-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218", size = 15200, upload-time = "2025-09-27T18:37:03.582Z" }, + { url = "https://files.pythonhosted.org/packages/0e/72/e3cc540f351f316e9ed0f092757459afbc595824ca724cbc5a5d4263713f/markupsafe-3.0.3-cp313-cp313t-win_arm64.whl", hash = "sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287", size = 13973, upload-time = "2025-09-27T18:37:04.929Z" }, + { url = "https://files.pythonhosted.org/packages/33/8a/8e42d4838cd89b7dde187011e97fe6c3af66d8c044997d2183fbd6d31352/markupsafe-3.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe", size = 11619, upload-time = "2025-09-27T18:37:06.342Z" }, + { url = "https://files.pythonhosted.org/packages/b5/64/7660f8a4a8e53c924d0fa05dc3a55c9cee10bbd82b11c5afb27d44b096ce/markupsafe-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026", size = 12029, upload-time = "2025-09-27T18:37:07.213Z" }, + { url = "https://files.pythonhosted.org/packages/da/ef/e648bfd021127bef5fa12e1720ffed0c6cbb8310c8d9bea7266337ff06de/markupsafe-3.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737", size = 24408, upload-time = "2025-09-27T18:37:09.572Z" }, + { url = "https://files.pythonhosted.org/packages/41/3c/a36c2450754618e62008bf7435ccb0f88053e07592e6028a34776213d877/markupsafe-3.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97", size = 23005, upload-time = "2025-09-27T18:37:10.58Z" }, + { url = "https://files.pythonhosted.org/packages/bc/20/b7fdf89a8456b099837cd1dc21974632a02a999ec9bf7ca3e490aacd98e7/markupsafe-3.0.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d", size = 22048, upload-time = "2025-09-27T18:37:11.547Z" }, + { url = "https://files.pythonhosted.org/packages/9a/a7/591f592afdc734f47db08a75793a55d7fbcc6902a723ae4cfbab61010cc5/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda", size = 23821, upload-time = "2025-09-27T18:37:12.48Z" }, + { url = "https://files.pythonhosted.org/packages/7d/33/45b24e4f44195b26521bc6f1a82197118f74df348556594bd2262bda1038/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf", size = 21606, upload-time = "2025-09-27T18:37:13.485Z" }, + { url = "https://files.pythonhosted.org/packages/ff/0e/53dfaca23a69fbfbbf17a4b64072090e70717344c52eaaaa9c5ddff1e5f0/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe", size = 23043, upload-time = "2025-09-27T18:37:14.408Z" }, + { url = "https://files.pythonhosted.org/packages/46/11/f333a06fc16236d5238bfe74daccbca41459dcd8d1fa952e8fbd5dccfb70/markupsafe-3.0.3-cp314-cp314-win32.whl", hash = "sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9", size = 14747, upload-time = "2025-09-27T18:37:15.36Z" }, + { url = "https://files.pythonhosted.org/packages/28/52/182836104b33b444e400b14f797212f720cbc9ed6ba34c800639d154e821/markupsafe-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581", size = 15341, upload-time = "2025-09-27T18:37:16.496Z" }, + { url = "https://files.pythonhosted.org/packages/6f/18/acf23e91bd94fd7b3031558b1f013adfa21a8e407a3fdb32745538730382/markupsafe-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4", size = 14073, upload-time = "2025-09-27T18:37:17.476Z" }, + { url = "https://files.pythonhosted.org/packages/3c/f0/57689aa4076e1b43b15fdfa646b04653969d50cf30c32a102762be2485da/markupsafe-3.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab", size = 11661, upload-time = "2025-09-27T18:37:18.453Z" }, + { url = "https://files.pythonhosted.org/packages/89/c3/2e67a7ca217c6912985ec766c6393b636fb0c2344443ff9d91404dc4c79f/markupsafe-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175", size = 12069, upload-time = "2025-09-27T18:37:19.332Z" }, + { url = "https://files.pythonhosted.org/packages/f0/00/be561dce4e6ca66b15276e184ce4b8aec61fe83662cce2f7d72bd3249d28/markupsafe-3.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634", size = 25670, upload-time = "2025-09-27T18:37:20.245Z" }, + { url = "https://files.pythonhosted.org/packages/50/09/c419f6f5a92e5fadde27efd190eca90f05e1261b10dbd8cbcb39cd8ea1dc/markupsafe-3.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50", size = 23598, upload-time = "2025-09-27T18:37:21.177Z" }, + { url = "https://files.pythonhosted.org/packages/22/44/a0681611106e0b2921b3033fc19bc53323e0b50bc70cffdd19f7d679bb66/markupsafe-3.0.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e", size = 23261, upload-time = "2025-09-27T18:37:22.167Z" }, + { url = "https://files.pythonhosted.org/packages/5f/57/1b0b3f100259dc9fffe780cfb60d4be71375510e435efec3d116b6436d43/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5", size = 24835, upload-time = "2025-09-27T18:37:23.296Z" }, + { url = "https://files.pythonhosted.org/packages/26/6a/4bf6d0c97c4920f1597cc14dd720705eca0bf7c787aebc6bb4d1bead5388/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523", size = 22733, upload-time = "2025-09-27T18:37:24.237Z" }, + { url = "https://files.pythonhosted.org/packages/14/c7/ca723101509b518797fedc2fdf79ba57f886b4aca8a7d31857ba3ee8281f/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc", size = 23672, upload-time = "2025-09-27T18:37:25.271Z" }, + { url = "https://files.pythonhosted.org/packages/fb/df/5bd7a48c256faecd1d36edc13133e51397e41b73bb77e1a69deab746ebac/markupsafe-3.0.3-cp314-cp314t-win32.whl", hash = "sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d", size = 14819, upload-time = "2025-09-27T18:37:26.285Z" }, + { url = "https://files.pythonhosted.org/packages/1a/8a/0402ba61a2f16038b48b39bccca271134be00c5c9f0f623208399333c448/markupsafe-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9", size = 15426, upload-time = "2025-09-27T18:37:27.316Z" }, + { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" }, +] + +[[package]] +name = "mdurl" +version = "0.1.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729, upload-time = "2022-08-14T12:40:10.846Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" }, +] + +[[package]] +name = "mpmath" +version = "1.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e0/47/dd32fa426cc72114383ac549964eecb20ecfd886d1e5ccf5340b55b02f57/mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f", size = 508106, upload-time = "2023-03-07T16:47:11.061Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198, upload-time = "2023-03-07T16:47:09.197Z" }, +] + +[[package]] +name = "narwhals" +version = "2.24.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/2b/1d/58946e5aab18393e793bd4add6985b95d0e01c3a2d832f38f54468b10dcd/narwhals-2.24.0.tar.gz", hash = "sha256:b5c0f684ccd9d7475b564111e319a4964abcf2baf79d3cf6b1003d06ac9b828d", size = 661143, upload-time = "2026-07-13T10:49:19.086Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/85/a5bfaebfd305ac18b57b0854d74e37e586809061a91fda62f0bd50c8518e/narwhals-2.24.0-py3-none-any.whl", hash = "sha256:42fdedf44e5b2ca7505630d45b4ac3058f38d8485cba9fe1652ca23152df7489", size = 461030, upload-time = "2026-07-13T10:49:17.571Z" }, +] + +[[package]] +name = "networkx" +version = "3.4.2" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.11'", +] +sdist = { url = "https://files.pythonhosted.org/packages/fd/1d/06475e1cd5264c0b870ea2cc6fdb3e37177c1e565c43f56ff17a10e3937f/networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1", size = 2151368, upload-time = "2024-10-21T12:39:38.695Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b9/54/dd730b32ea14ea797530a4479b2ed46a6fb250f682a9cfb997e968bf0261/networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f", size = 1723263, upload-time = "2024-10-21T12:39:36.247Z" }, +] + +[[package]] +name = "networkx" +version = "3.6.1" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", +] +sdist = { url = "https://files.pythonhosted.org/packages/6a/51/63fe664f3908c97be9d2e4f1158eb633317598cfa6e1fc14af5383f17512/networkx-3.6.1.tar.gz", hash = "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509", size = 2517025, upload-time = "2025-12-08T17:02:39.908Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9e/c9/b2622292ea83fbb4ec318f5b9ab867d0a28ab43c5717bb85b0a5f6b3b0a4/networkx-3.6.1-py3-none-any.whl", hash = "sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762", size = 2068504, upload-time = "2025-12-08T17:02:38.159Z" }, +] + +[[package]] +name = "numpy" +version = "2.2.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.11'", +] +sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440, upload-time = "2025-05-17T22:38:04.611Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/3e/ed6db5be21ce87955c0cbd3009f2803f59fa08df21b5df06862e2d8e2bdd/numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb", size = 21165245, upload-time = "2025-05-17T21:27:58.555Z" }, + { url = "https://files.pythonhosted.org/packages/22/c2/4b9221495b2a132cc9d2eb862e21d42a009f5a60e45fc44b00118c174bff/numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90", size = 14360048, upload-time = "2025-05-17T21:28:21.406Z" }, + { url = "https://files.pythonhosted.org/packages/fd/77/dc2fcfc66943c6410e2bf598062f5959372735ffda175b39906d54f02349/numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163", size = 5340542, upload-time = "2025-05-17T21:28:30.931Z" }, + { url = "https://files.pythonhosted.org/packages/7a/4f/1cb5fdc353a5f5cc7feb692db9b8ec2c3d6405453f982435efc52561df58/numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf", size = 6878301, upload-time = "2025-05-17T21:28:41.613Z" }, + { url = "https://files.pythonhosted.org/packages/eb/17/96a3acd228cec142fcb8723bd3cc39c2a474f7dcf0a5d16731980bcafa95/numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83", size = 14297320, upload-time = "2025-05-17T21:29:02.78Z" }, + { url = "https://files.pythonhosted.org/packages/b4/63/3de6a34ad7ad6646ac7d2f55ebc6ad439dbbf9c4370017c50cf403fb19b5/numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915", size = 16801050, upload-time = "2025-05-17T21:29:27.675Z" }, + { url = "https://files.pythonhosted.org/packages/07/b6/89d837eddef52b3d0cec5c6ba0456c1bf1b9ef6a6672fc2b7873c3ec4e2e/numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680", size = 15807034, upload-time = "2025-05-17T21:29:51.102Z" }, + { url = "https://files.pythonhosted.org/packages/01/c8/dc6ae86e3c61cfec1f178e5c9f7858584049b6093f843bca541f94120920/numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289", size = 18614185, upload-time = "2025-05-17T21:30:18.703Z" }, + { url = "https://files.pythonhosted.org/packages/5b/c5/0064b1b7e7c89137b471ccec1fd2282fceaae0ab3a9550f2568782d80357/numpy-2.2.6-cp310-cp310-win32.whl", hash = "sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d", size = 6527149, upload-time = "2025-05-17T21:30:29.788Z" }, + { url = "https://files.pythonhosted.org/packages/a3/dd/4b822569d6b96c39d1215dbae0582fd99954dcbcf0c1a13c61783feaca3f/numpy-2.2.6-cp310-cp310-win_amd64.whl", hash = "sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3", size = 12904620, upload-time = "2025-05-17T21:30:48.994Z" }, + { url = "https://files.pythonhosted.org/packages/da/a8/4f83e2aa666a9fbf56d6118faaaf5f1974d456b1823fda0a176eff722839/numpy-2.2.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae", size = 21176963, upload-time = "2025-05-17T21:31:19.36Z" }, + { url = "https://files.pythonhosted.org/packages/b3/2b/64e1affc7972decb74c9e29e5649fac940514910960ba25cd9af4488b66c/numpy-2.2.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a", size = 14406743, upload-time = "2025-05-17T21:31:41.087Z" }, + { url = "https://files.pythonhosted.org/packages/4a/9f/0121e375000b5e50ffdd8b25bf78d8e1a5aa4cca3f185d41265198c7b834/numpy-2.2.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42", size = 5352616, upload-time = "2025-05-17T21:31:50.072Z" }, + { url = "https://files.pythonhosted.org/packages/31/0d/b48c405c91693635fbe2dcd7bc84a33a602add5f63286e024d3b6741411c/numpy-2.2.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491", size = 6889579, upload-time = "2025-05-17T21:32:01.712Z" }, + { url = "https://files.pythonhosted.org/packages/52/b8/7f0554d49b565d0171eab6e99001846882000883998e7b7d9f0d98b1f934/numpy-2.2.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a", size = 14312005, upload-time = "2025-05-17T21:32:23.332Z" }, + { url = "https://files.pythonhosted.org/packages/b3/dd/2238b898e51bd6d389b7389ffb20d7f4c10066d80351187ec8e303a5a475/numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf", size = 16821570, upload-time = "2025-05-17T21:32:47.991Z" }, + { url = "https://files.pythonhosted.org/packages/83/6c/44d0325722cf644f191042bf47eedad61c1e6df2432ed65cbe28509d404e/numpy-2.2.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1", size = 15818548, upload-time = "2025-05-17T21:33:11.728Z" }, + { url = "https://files.pythonhosted.org/packages/ae/9d/81e8216030ce66be25279098789b665d49ff19eef08bfa8cb96d4957f422/numpy-2.2.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab", size = 18620521, upload-time = "2025-05-17T21:33:39.139Z" }, + { url = "https://files.pythonhosted.org/packages/6a/fd/e19617b9530b031db51b0926eed5345ce8ddc669bb3bc0044b23e275ebe8/numpy-2.2.6-cp311-cp311-win32.whl", hash = "sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47", size = 6525866, upload-time = "2025-05-17T21:33:50.273Z" }, + { url = "https://files.pythonhosted.org/packages/31/0a/f354fb7176b81747d870f7991dc763e157a934c717b67b58456bc63da3df/numpy-2.2.6-cp311-cp311-win_amd64.whl", hash = "sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303", size = 12907455, upload-time = "2025-05-17T21:34:09.135Z" }, + { url = "https://files.pythonhosted.org/packages/82/5d/c00588b6cf18e1da539b45d3598d3557084990dcc4331960c15ee776ee41/numpy-2.2.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff", size = 20875348, upload-time = "2025-05-17T21:34:39.648Z" }, + { url = "https://files.pythonhosted.org/packages/66/ee/560deadcdde6c2f90200450d5938f63a34b37e27ebff162810f716f6a230/numpy-2.2.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c", size = 14119362, upload-time = "2025-05-17T21:35:01.241Z" }, + { url = "https://files.pythonhosted.org/packages/3c/65/4baa99f1c53b30adf0acd9a5519078871ddde8d2339dc5a7fde80d9d87da/numpy-2.2.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3", size = 5084103, upload-time = "2025-05-17T21:35:10.622Z" }, + { url = "https://files.pythonhosted.org/packages/cc/89/e5a34c071a0570cc40c9a54eb472d113eea6d002e9ae12bb3a8407fb912e/numpy-2.2.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282", size = 6625382, upload-time = "2025-05-17T21:35:21.414Z" }, + { url = "https://files.pythonhosted.org/packages/f8/35/8c80729f1ff76b3921d5c9487c7ac3de9b2a103b1cd05e905b3090513510/numpy-2.2.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87", size = 14018462, upload-time = "2025-05-17T21:35:42.174Z" }, + { url = "https://files.pythonhosted.org/packages/8c/3d/1e1db36cfd41f895d266b103df00ca5b3cbe965184df824dec5c08c6b803/numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249", size = 16527618, upload-time = "2025-05-17T21:36:06.711Z" }, + { url = "https://files.pythonhosted.org/packages/61/c6/03ed30992602c85aa3cd95b9070a514f8b3c33e31124694438d88809ae36/numpy-2.2.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49", size = 15505511, upload-time = "2025-05-17T21:36:29.965Z" }, + { url = "https://files.pythonhosted.org/packages/b7/25/5761d832a81df431e260719ec45de696414266613c9ee268394dd5ad8236/numpy-2.2.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de", size = 18313783, upload-time = "2025-05-17T21:36:56.883Z" }, + { url = "https://files.pythonhosted.org/packages/57/0a/72d5a3527c5ebffcd47bde9162c39fae1f90138c961e5296491ce778e682/numpy-2.2.6-cp312-cp312-win32.whl", hash = "sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4", size = 6246506, upload-time = "2025-05-17T21:37:07.368Z" }, + { url = "https://files.pythonhosted.org/packages/36/fa/8c9210162ca1b88529ab76b41ba02d433fd54fecaf6feb70ef9f124683f1/numpy-2.2.6-cp312-cp312-win_amd64.whl", hash = "sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2", size = 12614190, upload-time = "2025-05-17T21:37:26.213Z" }, + { url = "https://files.pythonhosted.org/packages/f9/5c/6657823f4f594f72b5471f1db1ab12e26e890bb2e41897522d134d2a3e81/numpy-2.2.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84", size = 20867828, upload-time = "2025-05-17T21:37:56.699Z" }, + { url = "https://files.pythonhosted.org/packages/dc/9e/14520dc3dadf3c803473bd07e9b2bd1b69bc583cb2497b47000fed2fa92f/numpy-2.2.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b", size = 14143006, upload-time = "2025-05-17T21:38:18.291Z" }, + { url = "https://files.pythonhosted.org/packages/4f/06/7e96c57d90bebdce9918412087fc22ca9851cceaf5567a45c1f404480e9e/numpy-2.2.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d", size = 5076765, upload-time = "2025-05-17T21:38:27.319Z" }, + { url = "https://files.pythonhosted.org/packages/73/ed/63d920c23b4289fdac96ddbdd6132e9427790977d5457cd132f18e76eae0/numpy-2.2.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566", size = 6617736, upload-time = "2025-05-17T21:38:38.141Z" }, + { url = "https://files.pythonhosted.org/packages/85/c5/e19c8f99d83fd377ec8c7e0cf627a8049746da54afc24ef0a0cb73d5dfb5/numpy-2.2.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f", size = 14010719, upload-time = "2025-05-17T21:38:58.433Z" }, + { url = "https://files.pythonhosted.org/packages/19/49/4df9123aafa7b539317bf6d342cb6d227e49f7a35b99c287a6109b13dd93/numpy-2.2.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f", size = 16526072, upload-time = "2025-05-17T21:39:22.638Z" }, + { url = "https://files.pythonhosted.org/packages/b2/6c/04b5f47f4f32f7c2b0e7260442a8cbcf8168b0e1a41ff1495da42f42a14f/numpy-2.2.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868", size = 15503213, upload-time = "2025-05-17T21:39:45.865Z" }, + { url = "https://files.pythonhosted.org/packages/17/0a/5cd92e352c1307640d5b6fec1b2ffb06cd0dabe7d7b8227f97933d378422/numpy-2.2.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d", size = 18316632, upload-time = "2025-05-17T21:40:13.331Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3b/5cba2b1d88760ef86596ad0f3d484b1cbff7c115ae2429678465057c5155/numpy-2.2.6-cp313-cp313-win32.whl", hash = "sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd", size = 6244532, upload-time = "2025-05-17T21:43:46.099Z" }, + { url = "https://files.pythonhosted.org/packages/cb/3b/d58c12eafcb298d4e6d0d40216866ab15f59e55d148a5658bb3132311fcf/numpy-2.2.6-cp313-cp313-win_amd64.whl", hash = "sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c", size = 12610885, upload-time = "2025-05-17T21:44:05.145Z" }, + { url = "https://files.pythonhosted.org/packages/6b/9e/4bf918b818e516322db999ac25d00c75788ddfd2d2ade4fa66f1f38097e1/numpy-2.2.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6", size = 20963467, upload-time = "2025-05-17T21:40:44Z" }, + { url = "https://files.pythonhosted.org/packages/61/66/d2de6b291507517ff2e438e13ff7b1e2cdbdb7cb40b3ed475377aece69f9/numpy-2.2.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda", size = 14225144, upload-time = "2025-05-17T21:41:05.695Z" }, + { url = "https://files.pythonhosted.org/packages/e4/25/480387655407ead912e28ba3a820bc69af9adf13bcbe40b299d454ec011f/numpy-2.2.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40", size = 5200217, upload-time = "2025-05-17T21:41:15.903Z" }, + { url = "https://files.pythonhosted.org/packages/aa/4a/6e313b5108f53dcbf3aca0c0f3e9c92f4c10ce57a0a721851f9785872895/numpy-2.2.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8", size = 6712014, upload-time = "2025-05-17T21:41:27.321Z" }, + { url = "https://files.pythonhosted.org/packages/b7/30/172c2d5c4be71fdf476e9de553443cf8e25feddbe185e0bd88b096915bcc/numpy-2.2.6-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f", size = 14077935, upload-time = "2025-05-17T21:41:49.738Z" }, + { url = "https://files.pythonhosted.org/packages/12/fb/9e743f8d4e4d3c710902cf87af3512082ae3d43b945d5d16563f26ec251d/numpy-2.2.6-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa", size = 16600122, upload-time = "2025-05-17T21:42:14.046Z" }, + { url = "https://files.pythonhosted.org/packages/12/75/ee20da0e58d3a66f204f38916757e01e33a9737d0b22373b3eb5a27358f9/numpy-2.2.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571", size = 15586143, upload-time = "2025-05-17T21:42:37.464Z" }, + { url = "https://files.pythonhosted.org/packages/76/95/bef5b37f29fc5e739947e9ce5179ad402875633308504a52d188302319c8/numpy-2.2.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1", size = 18385260, upload-time = "2025-05-17T21:43:05.189Z" }, + { url = "https://files.pythonhosted.org/packages/09/04/f2f83279d287407cf36a7a8053a5abe7be3622a4363337338f2585e4afda/numpy-2.2.6-cp313-cp313t-win32.whl", hash = "sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff", size = 6377225, upload-time = "2025-05-17T21:43:16.254Z" }, + { url = "https://files.pythonhosted.org/packages/67/0e/35082d13c09c02c011cf21570543d202ad929d961c02a147493cb0c2bdf5/numpy-2.2.6-cp313-cp313t-win_amd64.whl", hash = "sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06", size = 12771374, upload-time = "2025-05-17T21:43:35.479Z" }, + { url = "https://files.pythonhosted.org/packages/9e/3b/d94a75f4dbf1ef5d321523ecac21ef23a3cd2ac8b78ae2aac40873590229/numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d", size = 21040391, upload-time = "2025-05-17T21:44:35.948Z" }, + { url = "https://files.pythonhosted.org/packages/17/f4/09b2fa1b58f0fb4f7c7963a1649c64c4d315752240377ed74d9cd878f7b5/numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db", size = 6786754, upload-time = "2025-05-17T21:44:47.446Z" }, + { url = "https://files.pythonhosted.org/packages/af/30/feba75f143bdc868a1cc3f44ccfa6c4b9ec522b36458e738cd00f67b573f/numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543", size = 16643476, upload-time = "2025-05-17T21:45:11.871Z" }, + { url = "https://files.pythonhosted.org/packages/37/48/ac2a9584402fb6c0cd5b5d1a91dcf176b15760130dd386bbafdbfe3640bf/numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00", size = 12812666, upload-time = "2025-05-17T21:45:31.426Z" }, +] + +[[package]] +name = "numpy" +version = "2.4.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version == '3.11.*'", +] +sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, + { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, + { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, + { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, + { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, + { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, + { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, + { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, + { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" }, + { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" }, + { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" }, + { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" }, + { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" }, + { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" }, + { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" }, + { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" }, + { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" }, + { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" }, + { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" }, + { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" }, + { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" }, + { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" }, + { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" }, + { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" }, + { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" }, + { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" }, + { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" }, + { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" }, + { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" }, + { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" }, + { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" }, + { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" }, + { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" }, + { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" }, + { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" }, + { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" }, + { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" }, + { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" }, + { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" }, + { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" }, + { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" }, + { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" }, + { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" }, + { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" }, + { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" }, + { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" }, + { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" }, + { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" }, + { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" }, + { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" }, + { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" }, + { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" }, + { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" }, + { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" }, + { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" }, + { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" }, + { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, + { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, + { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, + { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, +] + +[[package]] +name = "numpy" +version = "2.5.1" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", +] +sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" }, + { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" }, + { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" }, + { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" }, + { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" }, + { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" }, + { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" }, + { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" }, + { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" }, + { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" }, + { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" }, + { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" }, + { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" }, + { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" }, + { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" }, + { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" }, + { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" }, + { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" }, + { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" }, + { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" }, + { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" }, + { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" }, + { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" }, + { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" }, + { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" }, + { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" }, + { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" }, + { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" }, + { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" }, + { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" }, + { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" }, + { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" }, + { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" }, + { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" }, + { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" }, + { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" }, + { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" }, + { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" }, + { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" }, + { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" }, + { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" }, +] + +[[package]] +name = "nvidia-cublas" +version = "13.1.1.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cuda-nvrtc" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/a7/a1/0bd24ee8c8d03adac032fd2909426a00c88f8c57961b1277ded97f91119f/nvidia_cublas-13.1.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:b7a210458267ac818974c53038fbec2e969d5c99f305ab15c72522fa9f001dd5", size = 542848918, upload-time = "2026-04-08T18:46:22.985Z" }, + { url = "https://files.pythonhosted.org/packages/3b/cd/154ca20c38269e05eff77c1464e6c1da89f50a6390b565e9d82e06bc11e1/nvidia_cublas-13.1.1.3-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:37936a16db8fe4ac1f065c2139360608a543a09275cb1a1af612e08cfa065436", size = 423138758, upload-time = "2026-04-08T18:46:58.655Z" }, +] + +[[package]] +name = "nvidia-cuda-cupti" +version = "13.0.85" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/2a/80353b103fc20ce05ef51e928daed4b6015db4aaa9162ed0997090fe2250/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_aarch64.whl", hash = "sha256:796bd679890ee55fb14a94629b698b6db54bcfd833d391d5e94017dd9d7d3151", size = 10310827, upload-time = "2025-09-04T08:26:42.012Z" }, + { url = "https://files.pythonhosted.org/packages/33/6d/737d164b4837a9bbd202f5ae3078975f0525a55730fe871d8ed4e3b952b0/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_x86_64.whl", hash = "sha256:4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8", size = 10715597, upload-time = "2025-09-04T08:26:51.312Z" }, +] + +[[package]] +name = "nvidia-cuda-nvrtc" +version = "13.0.88" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c3/68/483a78f5e8f31b08fb1bb671559968c0ca3a065ac7acabfc7cee55214fd6/nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:ad9b6d2ead2435f11cbb6868809d2adeeee302e9bb94bcf0539c7a40d80e8575", size = 90215200, upload-time = "2025-09-04T08:28:44.204Z" }, + { url = "https://files.pythonhosted.org/packages/b7/dc/6bb80850e0b7edd6588d560758f17e0550893a1feaf436807d64d2da040f/nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d27f20a0ca67a4bb34268a5e951033496c5b74870b868bacd046b1b8e0c3267b", size = 43015449, upload-time = "2025-09-04T08:28:20.239Z" }, +] + +[[package]] +name = "nvidia-cuda-runtime" +version = "13.0.96" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/87/4f/17d7b9b8e285199c58ce28e31b5c5bbaa4d8271af06a89b6405258245de2/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ef9bcbe90493a2b9d810e43d249adb3d02e98dd30200d86607d8d02687c43f55", size = 2261060, upload-time = "2025-10-09T08:55:15.78Z" }, + { url = "https://files.pythonhosted.org/packages/2e/24/d1558f3b68b1d26e706813b1d10aa1d785e4698c425af8db8edc3dced472/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548", size = 2243632, upload-time = "2025-10-09T08:55:36.117Z" }, +] + +[[package]] +name = "nvidia-cudnn-cu13" +version = "9.20.0.48" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cublas" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/56/c5/83384d846b2fd17c44bd499b36c75a45ed4f095fbbb2252294e89cea5c5c/nvidia_cudnn_cu13-9.20.0.48-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:e31454ae00094b0c55319d9d15b6fa2fc50a9e1c0f5c8c80fb75258234e731e1", size = 444574296, upload-time = "2026-03-09T19:28:27.751Z" }, + { url = "https://files.pythonhosted.org/packages/6e/5e/edb9c0ae051602c3ccaffe424256463636d639e27d7f302dde9975ef9e7a/nvidia_cudnn_cu13-9.20.0.48-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:0c45dd8eeb50b603f07995b1b300c62ffe6a1980482b82b3bcf94a4ca9d49304", size = 366173588, upload-time = "2026-03-09T19:29:34.474Z" }, +] + +[[package]] +name = "nvidia-cufft" +version = "12.0.0.61" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-nvjitlink" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/8b/ae/f417a75c0259e85c1d2f83ca4e960289a5f814ed0cea74d18c353d3e989d/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5", size = 214053554, upload-time = "2025-09-04T08:31:38.196Z" }, + { url = "https://files.pythonhosted.org/packages/a8/2f/7b57e29836ea8714f81e9898409196f47d772d5ddedddf1592eadb8ab743/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3", size = 214085489, upload-time = "2025-09-04T08:31:56.044Z" }, +] + +[[package]] +name = "nvidia-cufile" +version = "1.15.1.6" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3f/70/4f193de89a48b71714e74602ee14d04e4019ad36a5a9f20c425776e72cd6/nvidia_cufile-1.15.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44", size = 1223672, upload-time = "2025-09-04T08:32:22.779Z" }, + { url = "https://files.pythonhosted.org/packages/ab/73/cc4a14c9813a8a0d509417cf5f4bdaba76e924d58beb9864f5a7baceefbf/nvidia_cufile-1.15.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1", size = 1136992, upload-time = "2025-09-04T08:32:14.119Z" }, +] + +[[package]] +name = "nvidia-curand" +version = "10.4.0.35" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/72/7c2ae24fb6b63a32e6ae5d241cc65263ea18d08802aaae087d9f013335a2/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a", size = 61962106, upload-time = "2025-08-04T10:21:41.128Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9f/be0a41ca4a4917abf5cb9ae0daff1a6060cc5de950aec0396de9f3b52bc5/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc", size = 59544258, upload-time = "2025-08-04T10:22:03.992Z" }, +] + +[[package]] +name = "nvidia-cusolver" +version = "12.0.4.66" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cublas" }, + { name = "nvidia-cusparse" }, + { name = "nvidia-nvjitlink" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/c3/b30c9e935fc01e3da443ec0116ed1b2a009bb867f5324d3f2d7e533e776b/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2", size = 223467760, upload-time = "2025-09-04T08:33:04.222Z" }, + { url = "https://files.pythonhosted.org/packages/5f/67/cba3777620cdacb99102da4042883709c41c709f4b6323c10781a9c3aa34/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112", size = 200941980, upload-time = "2025-09-04T08:33:22.767Z" }, +] + +[[package]] +name = "nvidia-cusparse" +version = "12.6.3.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-nvjitlink" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/f8/94/5c26f33738ae35276672f12615a64bd008ed5be6d1ebcb23579285d960a9/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c", size = 162155568, upload-time = "2025-09-04T08:33:42.864Z" }, + { url = "https://files.pythonhosted.org/packages/fa/18/623c77619c31d62efd55302939756966f3ecc8d724a14dab2b75f1508850/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b", size = 145942937, upload-time = "2025-09-04T08:33:58.029Z" }, +] + +[[package]] +name = "nvidia-cusparselt-cu13" +version = "0.8.1" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/46/e1/cdc1797eadf82d3a9a575a19b33fdc871a97edbec42c00b5b5e914f4aff4/nvidia_cusparselt_cu13-0.8.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4dca476c50bf4780d46cd0bfbd82e2bc10a08e4fef7950917ce8d7578d22a23f", size = 221051344, upload-time = "2025-09-05T18:49:51.289Z" }, + { url = "https://files.pythonhosted.org/packages/34/7d/2661f2fb3ac4302f3a246f5fc030213ac60c1fe0bce84f9783dbd831dbb7/nvidia_cusparselt_cu13-0.8.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:786ce87568c303fadb5afcc7102d454cd3040d75f6f8626f5db460d1871f4dd0", size = 170148586, upload-time = "2025-09-05T18:50:50.248Z" }, +] + +[[package]] +name = "nvidia-nccl-cu13" +version = "2.29.7" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/72/0d/daf50d44177ee0cbc7ff0a0c91eb5ff676c82be42f9a970bc7597f440c3a/nvidia_nccl_cu13-2.29.7-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:674a12383e3c38a1bcccae7d4f3633b37852230b6047883cb2f4c2d1b36d9bf5", size = 206014712, upload-time = "2026-03-03T05:34:20.843Z" }, + { url = "https://files.pythonhosted.org/packages/67/f4/58e4e91b6919367c7aafb8e36fce9aad1a3047e536bf7e2fd560927d3a4c/nvidia_nccl_cu13-2.29.7-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:edd81538446786ec3b73972543e53bb43bcaf0bfc8ef76cb679fcc390ffe136d", size = 205976000, upload-time = "2026-03-03T05:36:24.472Z" }, +] + +[[package]] +name = "nvidia-nvjitlink" +version = "13.3.33" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f0/ee/580ca6f29dcab0221db8706badca1bbbb084f1975c4d4e83329c3a7e31f0/nvidia_nvjitlink-13.3.33-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:26a6de7fb4c8fdaa7703d3dad720d6d427ddfea5c48a528fd97c11733ad830e5", size = 40742423, upload-time = "2026-05-26T16:54:51.613Z" }, + { url = "https://files.pythonhosted.org/packages/69/30/45414e35ff2eee7db3da037e5707037ccf9d2b5218ffbdb055ea4d5aa98a/nvidia_nvjitlink-13.3.33-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ce48b37dfeb3cb1eae4cf85adacb47d7a6539ea2272870c9a3628ce275c2037e", size = 39168635, upload-time = "2026-05-26T16:54:13.906Z" }, +] + +[[package]] +name = "nvidia-nvshmem-cu13" +version = "3.4.5" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/0f/05cc9c720236dcd2db9c1ab97fff629e96821be2e63103569da0c9b72f19/nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9", size = 60215947, upload-time = "2025-09-06T00:32:20.022Z" }, + { url = "https://files.pythonhosted.org/packages/3c/35/a9bf80a609e74e3b000fef598933235c908fcefcef9026042b8e6dfde2a9/nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80", size = 60412546, upload-time = "2025-09-06T00:32:41.564Z" }, +] + +[[package]] +name = "nvidia-nvtx" +version = "13.0.85" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c2/f3/d86c845465a2723ad7e1e5c36dcd75ddb82898b3f53be47ebd429fb2fa5d/nvidia_nvtx-13.0.85-py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4", size = 148047, upload-time = "2025-09-04T08:29:01.761Z" }, + { url = "https://files.pythonhosted.org/packages/a8/64/3708a90d1ebe202ffdeb7185f878a3c84d15c2b2c31858da2ce0583e2def/nvidia_nvtx-13.0.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6", size = 148878, upload-time = "2025-09-04T08:28:53.627Z" }, +] + +[[package]] +name = "packaging" +version = "26.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d7/f1/e7a6dd94a8d4a5626c03e4e99c87f241ba9e350cd9e6d75123f992427270/packaging-26.2.tar.gz", hash = "sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661", size = 228134, upload-time = "2026-04-24T20:15:23.917Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl", hash = "sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e", size = 100195, upload-time = "2026-04-24T20:15:22.081Z" }, +] + +[[package]] +name = "platformdirs" +version = "4.11.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/78/9b/560e4be8e26f6fd133a03630a8df0c663b9e8d61b4ade152b72005aec83b/platformdirs-4.11.0.tar.gz", hash = "sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0", size = 31953, upload-time = "2026-07-21T13:09:36.565Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7d/68/d8d58938dfb1370b266a1a729e6d77a985be23689a0496498ee17b2cbf90/platformdirs-4.11.0-py3-none-any.whl", hash = "sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74", size = 23247, upload-time = "2026-07-21T13:09:35.422Z" }, +] + +[[package]] +name = "protobuf" +version = "7.35.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/da/01/9ef0afd7999eb9badb3a768b4aedd78c86d4c65cfaf1958ab276199e76b4/protobuf-7.35.1.tar.gz", hash = "sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a", size = 458717, upload-time = "2026-06-11T21:55:40.257Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/03/8aeeb7458d22546bf64b5250ca1daeb5ff757d900e8e4a7476c6f0db843e/protobuf-7.35.1-cp310-abi3-macosx_10_9_universal2.whl", hash = "sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6", size = 433226, upload-time = "2026-06-11T21:55:31.719Z" }, + { url = "https://files.pythonhosted.org/packages/37/4b/dfb89eb0e652a1ff073c39a59fb5e3a83cfe9b57a2c83fa6d78270101767/protobuf-7.35.1-cp310-abi3-manylinux2014_aarch64.whl", hash = "sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799", size = 328847, upload-time = "2026-06-11T21:55:34.035Z" }, + { url = "https://files.pythonhosted.org/packages/0f/58/dc12f2cd484951524af6e3382c785869b9b3fb5e52ee95ae23add53ee8f9/protobuf-7.35.1-cp310-abi3-manylinux2014_s390x.whl", hash = "sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4", size = 344030, upload-time = "2026-06-11T21:55:34.941Z" }, + { url = "https://files.pythonhosted.org/packages/e4/be/5b3cfe508bfab6761414ff944e3366eb13be4fd71efcd69450f89ba39f43/protobuf-7.35.1-cp310-abi3-manylinux2014_x86_64.whl", hash = "sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4", size = 327130, upload-time = "2026-06-11T21:55:35.921Z" }, + { url = "https://files.pythonhosted.org/packages/d8/bc/6d6c7ba8709c85f8f2c390b2b118d6fb08a783676a572271851bf45a7d22/protobuf-7.35.1-cp310-abi3-win32.whl", hash = "sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30", size = 428945, upload-time = "2026-06-11T21:55:37.034Z" }, + { url = "https://files.pythonhosted.org/packages/0a/19/8d0cb6f20a1ef7b18f1c8986ad5783f22f84cce39c6ce9a6e645ea55192e/protobuf-7.35.1-cp310-abi3-win_amd64.whl", hash = "sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87", size = 439996, upload-time = "2026-06-11T21:55:38.123Z" }, + { url = "https://files.pythonhosted.org/packages/19/c7/5f7c636ec43e0c545e28d1f1db71990108306f7bdcb89f069ba97e428e7f/protobuf-7.35.1-py3-none-any.whl", hash = "sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9", size = 171659, upload-time = "2026-06-11T21:55:39.155Z" }, +] + +[[package]] +name = "pufferlib" +version = "4.0.0" +source = { editable = "." } +dependencies = [ + { name = "gpytorch" }, + { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, + { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "pybind11" }, + { name = "rich" }, + { name = "rich-argparse" }, + { name = "scikit-learn", version = "1.7.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "scikit-learn", version = "1.9.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, + { name = "setuptools" }, + { name = "torch" }, + { name = "wandb" }, +] + +[package.metadata] +requires-dist = [ + { name = "gpytorch" }, + { name = "numpy" }, + { name = "pybind11" }, + { name = "rich" }, + { name = "rich-argparse" }, + { name = "scikit-learn" }, + { name = "setuptools" }, + { name = "torch", specifier = ">=2.9" }, + { name = "wandb" }, +] + +[[package]] +name = "pybind11" +version = "3.0.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/cc/f0/35145a3c3baffeef55d4b8324caa33abaa8fa56ab345ecd4b2211d09163e/pybind11-3.0.4.tar.gz", hash = "sha256:3286b59c8a774b9ee650169302dd5a4eedc30a8617905a0560dd8ee44775130c", size = 589533, upload-time = "2026-04-19T03:08:15.925Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/06/c3a23c9a0263b136c519f033a58d4641e73065fefc7754e9667ec206d992/pybind11-3.0.4-py3-none-any.whl", hash = "sha256:961720ee652da51d531b7b2451a6bd2bc042b0106e6d9baa48ecb7d58034ce63", size = 314166, upload-time = "2026-04-19T03:08:14.091Z" }, +] + +[[package]] +name = "pydantic" +version = "2.13.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-types" }, + { name = "pydantic-core" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/18/a5/b60d21ac674192f8ab0ba4e9fd860690f9b4a6e51ca5df118733b487d8d6/pydantic-2.13.4.tar.gz", hash = "sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6", size = 844775, upload-time = "2026-05-06T13:43:05.343Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fd/7b/122376b1fd3c62c1ed9dc80c931ace4844b3c55407b6fb2d199377c9736f/pydantic-2.13.4-py3-none-any.whl", hash = "sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba", size = 472262, upload-time = "2026-05-06T13:43:02.641Z" }, +] + +[[package]] +name = "pydantic-core" +version = "2.46.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9d/56/921726b776ace8d8f5db44c4ef961006580d91dc52b803c489fafd1aa249/pydantic_core-2.46.4.tar.gz", hash = "sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1", size = 471464, upload-time = "2026-05-06T13:37:06.98Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/08/f1ba952f1c8ae5581c70fa9c6da89f247b83e3dd8c09c035d5d7931fc23d/pydantic_core-2.46.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4", size = 2113146, upload-time = "2026-05-06T13:37:36.537Z" }, + { url = "https://files.pythonhosted.org/packages/56/c6/65f646c7ff09bd257f660434adb45c4dfcbbcebcc030562fecf6f5bf887d/pydantic_core-2.46.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5", size = 1949769, upload-time = "2026-05-06T13:37:46.365Z" }, + { url = "https://files.pythonhosted.org/packages/64/ba/bfb1d928fd5b49e1258935ff104ae356e9fd89384a55bf9f847e9193ad40/pydantic_core-2.46.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba", size = 1974958, upload-time = "2026-05-06T13:37:28.611Z" }, + { url = "https://files.pythonhosted.org/packages/4e/74/76223bfb117b64af743c9b6670d1364516f5c0604f96b48f3272f6af6cc6/pydantic_core-2.46.4-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b", size = 2042118, upload-time = "2026-05-06T13:36:55.216Z" }, + { url = "https://files.pythonhosted.org/packages/cb/7b/848732968bc8f48f3187542f08358b9d842db564147b256669426ebb1652/pydantic_core-2.46.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c", size = 2222876, upload-time = "2026-05-06T13:38:25.455Z" }, + { url = "https://files.pythonhosted.org/packages/b5/2f/e90b63ee2e14bd8d3db8f705a6d75d64e6ee1b7c2c8833747ce706e1e0ce/pydantic_core-2.46.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50", size = 2286703, upload-time = "2026-05-06T13:37:53.304Z" }, + { url = "https://files.pythonhosted.org/packages/ba/1e/acc4d70f88a0a277e4a1fa77ebb985ceabaf900430f875bf9338e11c9420/pydantic_core-2.46.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd", size = 2092042, upload-time = "2026-05-06T13:38:46.981Z" }, + { url = "https://files.pythonhosted.org/packages/a9/da/0a422b57bf8504102bf3c4ccea9c41bab5a5cee6a54650acf8faf67f5a24/pydantic_core-2.46.4-cp310-cp310-manylinux_2_31_riscv64.whl", hash = "sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01", size = 2117231, upload-time = "2026-05-06T13:39:23.146Z" }, + { url = "https://files.pythonhosted.org/packages/bd/2a/2ac13c3af305843e23c5078c53d135656b3f05a2fd78cb7bbbb12e97b473/pydantic_core-2.46.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d", size = 2168388, upload-time = "2026-05-06T13:40:08.06Z" }, + { url = "https://files.pythonhosted.org/packages/72/04/2beacf7e1607e93eefe4aed1b4709f079b905fb77530179d4f7c71745f22/pydantic_core-2.46.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4", size = 2184769, upload-time = "2026-05-06T13:38:13.901Z" }, + { url = "https://files.pythonhosted.org/packages/9e/29/d2b9fd9f539133548eaf622c06a4ce176cb46ac59f32d0359c4abc0de047/pydantic_core-2.46.4-cp310-cp310-musllinux_1_1_armv7l.whl", hash = "sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f", size = 2319312, upload-time = "2026-05-06T13:39:08.24Z" }, + { url = "https://files.pythonhosted.org/packages/7c/af/0f7a5b85fec6075bea96e3ef9187de38fccced0de92c1e7feda8d5cc7bb9/pydantic_core-2.46.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39", size = 2361817, upload-time = "2026-05-06T13:38:43.2Z" }, + { url = "https://files.pythonhosted.org/packages/25/a4/73363fec545fd3ec025490bdda2743c56d0dd5b6266b1a53bbe9e4265375/pydantic_core-2.46.4-cp310-cp310-win32.whl", hash = "sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d", size = 1987085, upload-time = "2026-05-06T13:39:25.497Z" }, + { url = "https://files.pythonhosted.org/packages/01/aa/62f082da2c91fac1c234bc9ee0066257ce83f0604abd72e4c9d5991f2d84/pydantic_core-2.46.4-cp310-cp310-win_amd64.whl", hash = "sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf", size = 2074311, upload-time = "2026-05-06T13:39:59.922Z" }, + { url = "https://files.pythonhosted.org/packages/5c/fa/6d7708d2cfc1a832acb6aeb0cd16e801902df8a0f583bb3b4b527fde022e/pydantic_core-2.46.4-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594", size = 2111872, upload-time = "2026-05-06T13:40:27.596Z" }, + { url = "https://files.pythonhosted.org/packages/ae/6f/aa064a3e74b5745afbdf250594f38e7ead05e2d651bcb35994b9417a0d4d/pydantic_core-2.46.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c", size = 1948255, upload-time = "2026-05-06T13:39:12.574Z" }, + { url = "https://files.pythonhosted.org/packages/43/3a/41114a9f7569b84b4d84e7a018c57c56347dac30c0d4a872946ec4e36c46/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826", size = 1972827, upload-time = "2026-05-06T13:38:19.841Z" }, + { url = "https://files.pythonhosted.org/packages/ef/25/1ab42e8048fe551934d9884e8d64daa7e990ad386f310a15981aeb6a5b08/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04", size = 2041051, upload-time = "2026-05-06T13:38:10.447Z" }, + { url = "https://files.pythonhosted.org/packages/94/c2/1a934597ddf08da410385b3b7aae91956a5a76c635effef456074fad7e88/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e", size = 2221314, upload-time = "2026-05-06T13:40:13.089Z" }, + { url = "https://files.pythonhosted.org/packages/02/6d/9e8ad178c9c4df27ad3c8f25d1fe2a7ab0d2ba0559fad4aee5d3d1f16771/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3", size = 2285146, upload-time = "2026-05-06T13:38:59.224Z" }, + { url = "https://files.pythonhosted.org/packages/80/50/540cd3aeefc041beb111125c4bff779831a2111fc6b15a9138cda277d32c/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4", size = 2089685, upload-time = "2026-05-06T13:38:17.762Z" }, + { url = "https://files.pythonhosted.org/packages/6b/a4/b440ad35f05f6a38f89fa0f149accb3f0e02be94ca5e15f3c449a61b4bc9/pydantic_core-2.46.4-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398", size = 2115420, upload-time = "2026-05-06T13:37:58.195Z" }, + { url = "https://files.pythonhosted.org/packages/99/61/de4f55db8dfd57bfdfa9a12ec90fe1b57c4f41062f7ca86f08586b3e0ac0/pydantic_core-2.46.4-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3", size = 2165122, upload-time = "2026-05-06T13:37:01.167Z" }, + { url = "https://files.pythonhosted.org/packages/f7/52/7c529d7bdb2d1068bd52f51fe32572c8301f9a4febf1948f10639f1436f5/pydantic_core-2.46.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848", size = 2182573, upload-time = "2026-05-06T13:38:45.04Z" }, + { url = "https://files.pythonhosted.org/packages/37/b3/7c40325848ba78247f2812dcf9c7274e38cd801820ca6dd9fe63bcfb0eb4/pydantic_core-2.46.4-cp311-cp311-musllinux_1_1_armv7l.whl", hash = "sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3", size = 2317139, upload-time = "2026-05-06T13:37:15.539Z" }, + { url = "https://files.pythonhosted.org/packages/d9/37/f913f81a657c865b75da6c0dbed79876073c2a43b5bd9edbe8da785e4d49/pydantic_core-2.46.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109", size = 2360433, upload-time = "2026-05-06T13:37:30.099Z" }, + { url = "https://files.pythonhosted.org/packages/c4/67/6acaa1be2567f9256b056d8477158cac7240813956ce86e49deae8e173b4/pydantic_core-2.46.4-cp311-cp311-win32.whl", hash = "sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda", size = 1985513, upload-time = "2026-05-06T13:38:15.669Z" }, + { url = "https://files.pythonhosted.org/packages/aa/e6/c505f83dfeda9a2e5c995cfd872949e4d05e12f7feb3dca72f633daefa94/pydantic_core-2.46.4-cp311-cp311-win_amd64.whl", hash = "sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33", size = 2071114, upload-time = "2026-05-06T13:40:35.416Z" }, + { url = "https://files.pythonhosted.org/packages/0f/da/7a263a96d965d9d0df5e8de8a475f33495451117035b09acb110288c381f/pydantic_core-2.46.4-cp311-cp311-win_arm64.whl", hash = "sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d", size = 2044298, upload-time = "2026-05-06T13:38:29.754Z" }, + { url = "https://files.pythonhosted.org/packages/ce/8c/af022f0af448d7747c5154288d46b5f2bc5f17366eaa0e23e9aa04d59f3b/pydantic_core-2.46.4-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2", size = 2106158, upload-time = "2026-05-06T13:38:57.215Z" }, + { url = "https://files.pythonhosted.org/packages/19/95/6195171e385007300f0f5574592e467c568becce2d937a0b6804f218bc49/pydantic_core-2.46.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f", size = 1951724, upload-time = "2026-05-06T13:37:02.697Z" }, + { url = "https://files.pythonhosted.org/packages/8e/bc/f47d1ff9cbb1620e1b5b697eef06010035735f07820180e74178226b27b3/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7", size = 1975742, upload-time = "2026-05-06T13:37:09.448Z" }, + { url = "https://files.pythonhosted.org/packages/5b/11/9b9a5b0306345664a2da6410877af6e8082481b5884b3ddd78d47c6013ce/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7", size = 2052418, upload-time = "2026-05-06T13:37:38.234Z" }, + { url = "https://files.pythonhosted.org/packages/f1/b7/a65fec226f5d78fc39f4a13c4cc0c768c22b113438f60c14adc9d2865038/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712", size = 2232274, upload-time = "2026-05-06T13:38:27.753Z" }, + { url = "https://files.pythonhosted.org/packages/68/f0/92039db98b907ef49269a8271f67db9cb78ae2fc68062ef7e4e77adb5f61/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4", size = 2309940, upload-time = "2026-05-06T13:38:05.353Z" }, + { url = "https://files.pythonhosted.org/packages/5f/97/2aab507d3d00ca626e8e57c1eac6a79e4e5fbcc63eb99733ff55d1717f65/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce", size = 2094516, upload-time = "2026-05-06T13:39:10.577Z" }, + { url = "https://files.pythonhosted.org/packages/22/37/a8aca44d40d737dde2bc05b3c6c07dff0de07ce6f82e9f3167aeaf4d5dea/pydantic_core-2.46.4-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987", size = 2136854, upload-time = "2026-05-06T13:40:22.59Z" }, + { url = "https://files.pythonhosted.org/packages/24/99/fcef1b79238c06a8cbec70819ac722ba76e02bc8ada9b0fd66eba40da01b/pydantic_core-2.46.4-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b", size = 2180306, upload-time = "2026-05-06T13:40:10.666Z" }, + { url = "https://files.pythonhosted.org/packages/ae/6c/fc44000918855b42779d007ae63b0532794739027b2f417321cddbc44f6a/pydantic_core-2.46.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458", size = 2190044, upload-time = "2026-05-06T13:40:43.231Z" }, + { url = "https://files.pythonhosted.org/packages/6b/65/d9cadc9f1920d7a127ad2edba16c1db7916e59719285cd6c94600b0080ba/pydantic_core-2.46.4-cp312-cp312-musllinux_1_1_armv7l.whl", hash = "sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b", size = 2329133, upload-time = "2026-05-06T13:39:57.365Z" }, + { url = "https://files.pythonhosted.org/packages/d0/cf/c873d91679f3a30bcf5e7ac280ce5573483e72295307685120d0d5ad3416/pydantic_core-2.46.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c", size = 2374464, upload-time = "2026-05-06T13:38:06.976Z" }, + { url = "https://files.pythonhosted.org/packages/47/bd/6f2fc8188f31bf10590f1e98e7b306336161fac930a8c514cd7bd828c7dc/pydantic_core-2.46.4-cp312-cp312-win32.whl", hash = "sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894", size = 1974823, upload-time = "2026-05-06T13:40:47.985Z" }, + { url = "https://files.pythonhosted.org/packages/40/8c/985c1d41ea1107c2534abd9870e4ed5c8e7669b5c308297835c001e7a1c4/pydantic_core-2.46.4-cp312-cp312-win_amd64.whl", hash = "sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89", size = 2072919, upload-time = "2026-05-06T13:39:21.153Z" }, + { url = "https://files.pythonhosted.org/packages/c4/ba/f463d006e0c47373ca7ec5e1a261c59dc01ef4d62b2657af925fb0deee3a/pydantic_core-2.46.4-cp312-cp312-win_arm64.whl", hash = "sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a", size = 2027604, upload-time = "2026-05-06T13:39:03.753Z" }, + { url = "https://files.pythonhosted.org/packages/51/a2/5d30b469c5267a17b39dec53208222f76a8d351dfac4af661888c5aee77d/pydantic_core-2.46.4-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008", size = 2106306, upload-time = "2026-05-06T13:37:48.029Z" }, + { url = "https://files.pythonhosted.org/packages/c1/81/4fa520eaffa8bd7d1525e644cd6d39e7d60b1592bc5b516693c7340b50f1/pydantic_core-2.46.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4", size = 1951906, upload-time = "2026-05-06T13:37:17.012Z" }, + { url = "https://files.pythonhosted.org/packages/03/d5/fd02da45b659668b05923b17ba3a0100a0a3d5541e3bd8fcc4ecb711309e/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76", size = 1976802, upload-time = "2026-05-06T13:37:35.113Z" }, + { url = "https://files.pythonhosted.org/packages/21/f2/95727e1368be3d3ed485eaab7adbd7dda408f33f7a36e8b48e0144002b91/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3", size = 2052446, upload-time = "2026-05-06T13:37:12.313Z" }, + { url = "https://files.pythonhosted.org/packages/9c/86/5d99feea3f77c7234b8718075b23db11532773c1a0dbd9b9490215dc2eeb/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76", size = 2232757, upload-time = "2026-05-06T13:39:01.149Z" }, + { url = "https://files.pythonhosted.org/packages/d2/3a/508ac615935ef7588cf6d9e9b91309fdc2da751af865e02a9098de88258c/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4", size = 2309275, upload-time = "2026-05-06T13:37:41.406Z" }, + { url = "https://files.pythonhosted.org/packages/07/f8/41db9de19d7987d6b04715a02b3b40aea467000275d9d758ffaa31af7d50/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a", size = 2094467, upload-time = "2026-05-06T13:39:18.847Z" }, + { url = "https://files.pythonhosted.org/packages/2c/e2/f35033184cb11d0052daf4416e8e10a502ea2ac006fc4f459aee872727d1/pydantic_core-2.46.4-cp313-cp313-manylinux_2_31_riscv64.whl", hash = "sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262", size = 2134417, upload-time = "2026-05-06T13:40:17.944Z" }, + { url = "https://files.pythonhosted.org/packages/7e/7b/6ceeb1cc90e193862f444ebe373d8fdf613f0a82572dde03fb10734c6c71/pydantic_core-2.46.4-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e", size = 2179782, upload-time = "2026-05-06T13:40:32.618Z" }, + { url = "https://files.pythonhosted.org/packages/5a/f2/c8d7773ede6af08036423a00ae0ceffce266c3c52a096c435d68c896083f/pydantic_core-2.46.4-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd", size = 2188782, upload-time = "2026-05-06T13:36:51.018Z" }, + { url = "https://files.pythonhosted.org/packages/59/31/0c864784e31f09f05cdd87606f08923b9c9e7f6e51dd27f20f62f975ce9f/pydantic_core-2.46.4-cp313-cp313-musllinux_1_1_armv7l.whl", hash = "sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be", size = 2328334, upload-time = "2026-05-06T13:40:37.764Z" }, + { url = "https://files.pythonhosted.org/packages/c2/eb/4f6c8a41efa30baa755590f4141abf3a8c370fab610915733e74134a7270/pydantic_core-2.46.4-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d", size = 2372986, upload-time = "2026-05-06T13:39:34.152Z" }, + { url = "https://files.pythonhosted.org/packages/5b/24/b375a480d53113860c299764bfe9f349a3dc9108b3adc0d7f0d786492ebf/pydantic_core-2.46.4-cp313-cp313-win32.whl", hash = "sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb", size = 1973693, upload-time = "2026-05-06T13:37:55.072Z" }, + { url = "https://files.pythonhosted.org/packages/7e/e8/cff247591966f2d22ec8c003cd7587e27b7ba7b81ab2fb888e3ab75dc285/pydantic_core-2.46.4-cp313-cp313-win_amd64.whl", hash = "sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292", size = 2071819, upload-time = "2026-05-06T13:38:49.139Z" }, + { url = "https://files.pythonhosted.org/packages/c6/1a/f4aee670d5670e9e148e0c82c7db98d780be566c6e6a97ee8035528ca0b3/pydantic_core-2.46.4-cp313-cp313-win_arm64.whl", hash = "sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d", size = 2027411, upload-time = "2026-05-06T13:40:45.796Z" }, + { url = "https://files.pythonhosted.org/packages/8d/74/228a26ddad29c6672b805d9fd78e8d251cd04004fa7eed0e622096cd0250/pydantic_core-2.46.4-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb", size = 2102079, upload-time = "2026-05-06T13:38:41.019Z" }, + { url = "https://files.pythonhosted.org/packages/ad/1f/8970b150a4b4365623ae00fc88603491f763c627311ae8031e3111356d6e/pydantic_core-2.46.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462", size = 1952179, upload-time = "2026-05-06T13:36:59.812Z" }, + { url = "https://files.pythonhosted.org/packages/95/30/5211a831ae054928054b2f79731661087a2bc5c01e825c672b3a4a8f1b3e/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9", size = 1978926, upload-time = "2026-05-06T13:37:39.933Z" }, + { url = "https://files.pythonhosted.org/packages/57/e9/689668733b1eb67adeef047db3c2e8788fcf65a7fd9c9e2b46b7744fe245/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4", size = 2046785, upload-time = "2026-05-06T13:38:01.995Z" }, + { url = "https://files.pythonhosted.org/packages/60/d9/6715260422ff50a2109878fd24d948a6c3446bb2664f34ee78cd972b3acd/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914", size = 2228733, upload-time = "2026-05-06T13:40:50.371Z" }, + { url = "https://files.pythonhosted.org/packages/18/ae/fdb2f64316afca925640f8e70bb1a564b0ec2721c1389e25b8eb4bf9a299/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28", size = 2307534, upload-time = "2026-05-06T13:37:21.531Z" }, + { url = "https://files.pythonhosted.org/packages/89/1d/8eff589b45bb8190a9d12c49cfad0f176a5cbd1534908a6b5125e2886239/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b", size = 2099732, upload-time = "2026-05-06T13:39:31.942Z" }, + { url = "https://files.pythonhosted.org/packages/06/d5/ee5a3366637fee41dee51a1fc91562dcf12ddbc68fda34e6b253da2324bb/pydantic_core-2.46.4-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c", size = 2129627, upload-time = "2026-05-06T13:37:25.033Z" }, + { url = "https://files.pythonhosted.org/packages/94/33/2414be571d2c6a6c4d08be21f9292b6d3fdb08949a97b6dfe985017821db/pydantic_core-2.46.4-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb", size = 2179141, upload-time = "2026-05-06T13:37:14.046Z" }, + { url = "https://files.pythonhosted.org/packages/7b/79/7daa95be995be0eecc4cf75064cb33f9bbbfe3fe0158caf2f0d4a996a5c7/pydantic_core-2.46.4-cp314-cp314-musllinux_1_1_aarch64.whl", hash = "sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898", size = 2184325, upload-time = "2026-05-06T13:36:53.615Z" }, + { url = "https://files.pythonhosted.org/packages/9f/cb/d0a382f5c0de8a222dc61c65348e0ce831b1f68e0a018450d31c2cace3a5/pydantic_core-2.46.4-cp314-cp314-musllinux_1_1_armv7l.whl", hash = "sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e", size = 2323990, upload-time = "2026-05-06T13:40:29.971Z" }, + { url = "https://files.pythonhosted.org/packages/05/db/d9ba624cc4a5aced1598e88c04fdbd8310c8a69b9d38b9a3d39ce3a61ed7/pydantic_core-2.46.4-cp314-cp314-musllinux_1_1_x86_64.whl", hash = "sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519", size = 2369978, upload-time = "2026-05-06T13:37:23.027Z" }, + { url = "https://files.pythonhosted.org/packages/f2/20/d15df15ba918c423461905802bfd2981c3af0bfa0e40d05e13edbfa48bc3/pydantic_core-2.46.4-cp314-cp314-win32.whl", hash = "sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4", size = 1966354, upload-time = "2026-05-06T13:38:03.499Z" }, + { url = "https://files.pythonhosted.org/packages/fc/b6/6b8de4c0a7d7ab3004c439c80c5c1e0a3e8d78bbae19379b01960383d9e5/pydantic_core-2.46.4-cp314-cp314-win_amd64.whl", hash = "sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac", size = 2072238, upload-time = "2026-05-06T13:39:40.807Z" }, + { url = "https://files.pythonhosted.org/packages/32/36/51eb763beec1f4cf59b1db243a7dcc39cbb41230f050a09b9d69faaf0a48/pydantic_core-2.46.4-cp314-cp314-win_arm64.whl", hash = "sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a", size = 2018251, upload-time = "2026-05-06T13:37:26.72Z" }, + { url = "https://files.pythonhosted.org/packages/e8/91/855af51d625b23aa987116a19e231d2aaef9c4a415273ddc189b79a45fee/pydantic_core-2.46.4-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0", size = 2099593, upload-time = "2026-05-06T13:39:47.682Z" }, + { url = "https://files.pythonhosted.org/packages/fb/1b/8784a54c65edb5f49f0a14d6977cf1b209bba85a4c77445b255c2de58ab3/pydantic_core-2.46.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d", size = 1935226, upload-time = "2026-05-06T13:40:40.428Z" }, + { url = "https://files.pythonhosted.org/packages/e8/e7/1955d28d1afc56dd4b3ad7cc0cf39df1b9852964cf16e5d13912756d6d6b/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b", size = 1974605, upload-time = "2026-05-06T13:37:32.029Z" }, + { url = "https://files.pythonhosted.org/packages/93/e2/3fedbf0ba7a22850e6e9fd78117f1c0f10f950182344d8a6c535d468fdd8/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000", size = 2030777, upload-time = "2026-05-06T13:38:55.239Z" }, + { url = "https://files.pythonhosted.org/packages/f8/61/46be275fcaaba0b4f5b9669dd852267ce1ff616592dccf7a7845588df091/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e", size = 2236641, upload-time = "2026-05-06T13:37:08.096Z" }, + { url = "https://files.pythonhosted.org/packages/60/db/12e93e46a8bac9988be3c016860f83293daea8c716c029c9ace279036f2f/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd", size = 2286404, upload-time = "2026-05-06T13:40:20.221Z" }, + { url = "https://files.pythonhosted.org/packages/e2/4a/4d8b19008f38d31c53b8219cfedc2e3d5de5fe99d90076b7e767de29274f/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3", size = 2109219, upload-time = "2026-05-06T13:38:12.153Z" }, + { url = "https://files.pythonhosted.org/packages/88/70/3cbc40978fefb7bb09c6708d40d4ad1a5d70fd7213c3d17f971de868ec1f/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7", size = 2110594, upload-time = "2026-05-06T13:40:02.971Z" }, + { url = "https://files.pythonhosted.org/packages/9d/20/b8d36736216e29491125531685b2f9e61aa5b4b2599893f8268551da3338/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff", size = 2159542, upload-time = "2026-05-06T13:39:27.506Z" }, + { url = "https://files.pythonhosted.org/packages/1d/a2/367df868eb584dacf6bf82a389272406d7178e301c4ac82545ab98bc2dd9/pydantic_core-2.46.4-cp314-cp314t-musllinux_1_1_aarch64.whl", hash = "sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424", size = 2168146, upload-time = "2026-05-06T13:38:31.93Z" }, + { url = "https://files.pythonhosted.org/packages/c1/b8/4460f77f7e201893f649a29ab355dddd3beee8a97bcb1a320db414f9a06e/pydantic_core-2.46.4-cp314-cp314t-musllinux_1_1_armv7l.whl", hash = "sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6", size = 2306309, upload-time = "2026-05-06T13:37:44.717Z" }, + { url = "https://files.pythonhosted.org/packages/64/c4/be2639293acd87dc8ddbcec41a73cee9b2ebf996fe6d892a1a74e88ad3f7/pydantic_core-2.46.4-cp314-cp314t-musllinux_1_1_x86_64.whl", hash = "sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565", size = 2369736, upload-time = "2026-05-06T13:37:05.645Z" }, + { url = "https://files.pythonhosted.org/packages/30/a6/9f9f380dbb301f67023bf8f707aaa75daadf84f7152d95c410fd7e81d994/pydantic_core-2.46.4-cp314-cp314t-win32.whl", hash = "sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02", size = 1955575, upload-time = "2026-05-06T13:38:51.116Z" }, + { url = "https://files.pythonhosted.org/packages/40/1f/f1eb9eb350e795d1af8586289746f5c5677d16043040d63710e22abc43c9/pydantic_core-2.46.4-cp314-cp314t-win_amd64.whl", hash = "sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5", size = 2051624, upload-time = "2026-05-06T13:38:21.672Z" }, + { url = "https://files.pythonhosted.org/packages/f6/d2/42dd53d0a85c27606f316d3aa5d2869c4e8470a5ed6dec30e4a1abe19192/pydantic_core-2.46.4-cp314-cp314t-win_arm64.whl", hash = "sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596", size = 2017325, upload-time = "2026-05-06T13:40:52.723Z" }, + { url = "https://files.pythonhosted.org/packages/ee/a4/73995fd4ebbb46ba0ee51e6fa049b8f02c40daebb762208feda8a6b7894d/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-macosx_10_12_x86_64.whl", hash = "sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c", size = 2111589, upload-time = "2026-05-06T13:37:10.817Z" }, + { url = "https://files.pythonhosted.org/packages/fb/7f/f37d3a5e8bfcc2e403f5c57a730f2d815693fb42119e8ea48b3789335af1/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-macosx_11_0_arm64.whl", hash = "sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b", size = 1944552, upload-time = "2026-05-06T13:36:56.717Z" }, + { url = "https://files.pythonhosted.org/packages/15/3c/d7eb777b3ff43e8433a4efb39a17aa8fd98a4ee8561a24a67ef5db07b2d6/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b", size = 1982984, upload-time = "2026-05-06T13:39:06.207Z" }, + { url = "https://files.pythonhosted.org/packages/63/87/70b9f40170a81afd55ca26c9b2acb25c20d64bcfbf888fafecb3ba077d4c/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea", size = 2138417, upload-time = "2026-05-06T13:39:45.476Z" }, + { url = "https://files.pythonhosted.org/packages/9d/1d/8987ad40f65ae1432753072f214fb5c74fe47ffbd0698bb9cbbb585664f8/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl", hash = "sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7", size = 2095527, upload-time = "2026-05-06T13:39:52.283Z" }, + { url = "https://files.pythonhosted.org/packages/64/d3/84c282a7eee1d3ac4c0377546ef5a1ea436ce26840d9ac3b7ed54a377507/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df", size = 1936024, upload-time = "2026-05-06T13:40:15.671Z" }, + { url = "https://files.pythonhosted.org/packages/d7/ca/eac61596cdeb4d7e174d3dc0bd8a6238f14f75f97a24e7b7db4c7e7340a0/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526", size = 1990696, upload-time = "2026-05-06T13:38:34.717Z" }, + { url = "https://files.pythonhosted.org/packages/fa/c3/7c8b240552251faf6b3a957db200fcfbbcec36763c050428b601e0c9b83b/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0", size = 2147590, upload-time = "2026-05-06T13:39:29.883Z" }, + { url = "https://files.pythonhosted.org/packages/11/cb/428de0385b6c8d44b716feba566abfacfbd23ee3c4439faa789a1456242f/pydantic_core-2.46.4-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0", size = 2112782, upload-time = "2026-05-06T13:37:04.016Z" }, + { url = "https://files.pythonhosted.org/packages/0b/b5/6a17bdadd0fc1f170adfd05a20d37c832f52b117b4d9131da1f41bb097ce/pydantic_core-2.46.4-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7", size = 1952146, upload-time = "2026-05-06T13:39:43.092Z" }, + { url = "https://files.pythonhosted.org/packages/2a/dc/03734d80e362cd43ef65428e9de77c730ce7f2f11c60d2b1e1b39f0fbf99/pydantic_core-2.46.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2", size = 2134492, upload-time = "2026-05-06T13:36:58.124Z" }, + { url = "https://files.pythonhosted.org/packages/de/df/5e5ffc085ed07cc22d298134d3d911c63e91f6a0eb91fe646750a3209910/pydantic_core-2.46.4-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9", size = 2156604, upload-time = "2026-05-06T13:37:49.88Z" }, + { url = "https://files.pythonhosted.org/packages/81/44/6e112a4253e56f5705467cbab7ab5e91ee7398ba3d56d358635958893d3e/pydantic_core-2.46.4-pp311-pypy311_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf", size = 2183828, upload-time = "2026-05-06T13:37:43.053Z" }, + { url = "https://files.pythonhosted.org/packages/ac/ad/5565071e937d8e752842ac241463944c9eb14c87e2d269f2658a5bd05e98/pydantic_core-2.46.4-pp311-pypy311_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30", size = 2310000, upload-time = "2026-05-06T13:37:56.694Z" }, + { url = "https://files.pythonhosted.org/packages/4f/c3/66883a5cec183e7fba4d024b4cbbe61851a63750ef606b0afecc46d1f2bf/pydantic_core-2.46.4-pp311-pypy311_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc", size = 2361286, upload-time = "2026-05-06T13:40:05.667Z" }, + { url = "https://files.pythonhosted.org/packages/4b/2d/69abac8f838090bbecd5df894befb2c2619e7996a98ddb949db9f3b93225/pydantic_core-2.46.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983", size = 2193071, upload-time = "2026-05-06T13:38:08.682Z" }, +] + +[[package]] +name = "pygments" +version = "2.20.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/c3/b2/bc9c9196916376152d655522fdcebac55e66de6603a76a02bca1b6414f6c/pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f", size = 4955991, upload-time = "2026-03-29T13:29:33.898Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f4/7e/a72dd26f3b0f4f2bf1dd8923c85f7ceb43172af56d63c7383eb62b332364/pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176", size = 1231151, upload-time = "2026-03-29T13:29:30.038Z" }, +] + +[[package]] +name = "pyyaml" +version = "6.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/05/8e/961c0007c59b8dd7729d542c61a4d537767a59645b82a0b521206e1e25c2/pyyaml-6.0.3.tar.gz", hash = "sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f", size = 130960, upload-time = "2025-09-25T21:33:16.546Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f4/a0/39350dd17dd6d6c6507025c0e53aef67a9293a6d37d3511f23ea510d5800/pyyaml-6.0.3-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b", size = 184227, upload-time = "2025-09-25T21:31:46.04Z" }, + { url = "https://files.pythonhosted.org/packages/05/14/52d505b5c59ce73244f59c7a50ecf47093ce4765f116cdb98286a71eeca2/pyyaml-6.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956", size = 174019, upload-time = "2025-09-25T21:31:47.706Z" }, + { url = "https://files.pythonhosted.org/packages/43/f7/0e6a5ae5599c838c696adb4e6330a59f463265bfa1e116cfd1fbb0abaaae/pyyaml-6.0.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8", size = 740646, upload-time = "2025-09-25T21:31:49.21Z" }, + { url = "https://files.pythonhosted.org/packages/2f/3a/61b9db1d28f00f8fd0ae760459a5c4bf1b941baf714e207b6eb0657d2578/pyyaml-6.0.3-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198", size = 840793, upload-time = "2025-09-25T21:31:50.735Z" }, + { url = "https://files.pythonhosted.org/packages/7a/1e/7acc4f0e74c4b3d9531e24739e0ab832a5edf40e64fbae1a9c01941cabd7/pyyaml-6.0.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b", size = 770293, upload-time = "2025-09-25T21:31:51.828Z" }, + { url = "https://files.pythonhosted.org/packages/8b/ef/abd085f06853af0cd59fa5f913d61a8eab65d7639ff2a658d18a25d6a89d/pyyaml-6.0.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0", size = 732872, upload-time = "2025-09-25T21:31:53.282Z" }, + { url = "https://files.pythonhosted.org/packages/1f/15/2bc9c8faf6450a8b3c9fc5448ed869c599c0a74ba2669772b1f3a0040180/pyyaml-6.0.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69", size = 758828, upload-time = "2025-09-25T21:31:54.807Z" }, + { url = "https://files.pythonhosted.org/packages/a3/00/531e92e88c00f4333ce359e50c19b8d1de9fe8d581b1534e35ccfbc5f393/pyyaml-6.0.3-cp310-cp310-win32.whl", hash = "sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e", size = 142415, upload-time = "2025-09-25T21:31:55.885Z" }, + { url = "https://files.pythonhosted.org/packages/2a/fa/926c003379b19fca39dd4634818b00dec6c62d87faf628d1394e137354d4/pyyaml-6.0.3-cp310-cp310-win_amd64.whl", hash = "sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c", size = 158561, upload-time = "2025-09-25T21:31:57.406Z" }, + { url = "https://files.pythonhosted.org/packages/6d/16/a95b6757765b7b031c9374925bb718d55e0a9ba8a1b6a12d25962ea44347/pyyaml-6.0.3-cp311-cp311-macosx_10_13_x86_64.whl", hash = "sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e", size = 185826, upload-time = "2025-09-25T21:31:58.655Z" }, + { url = "https://files.pythonhosted.org/packages/16/19/13de8e4377ed53079ee996e1ab0a9c33ec2faf808a4647b7b4c0d46dd239/pyyaml-6.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824", size = 175577, upload-time = "2025-09-25T21:32:00.088Z" }, + { url = "https://files.pythonhosted.org/packages/0c/62/d2eb46264d4b157dae1275b573017abec435397aa59cbcdab6fc978a8af4/pyyaml-6.0.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c", size = 775556, upload-time = "2025-09-25T21:32:01.31Z" }, + { url = "https://files.pythonhosted.org/packages/10/cb/16c3f2cf3266edd25aaa00d6c4350381c8b012ed6f5276675b9eba8d9ff4/pyyaml-6.0.3-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00", size = 882114, upload-time = "2025-09-25T21:32:03.376Z" }, + { url = "https://files.pythonhosted.org/packages/71/60/917329f640924b18ff085ab889a11c763e0b573da888e8404ff486657602/pyyaml-6.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d", size = 806638, upload-time = "2025-09-25T21:32:04.553Z" }, + { url = "https://files.pythonhosted.org/packages/dd/6f/529b0f316a9fd167281a6c3826b5583e6192dba792dd55e3203d3f8e655a/pyyaml-6.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a", size = 767463, upload-time = "2025-09-25T21:32:06.152Z" }, + { url = "https://files.pythonhosted.org/packages/f2/6a/b627b4e0c1dd03718543519ffb2f1deea4a1e6d42fbab8021936a4d22589/pyyaml-6.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4", size = 794986, upload-time = "2025-09-25T21:32:07.367Z" }, + { url = "https://files.pythonhosted.org/packages/45/91/47a6e1c42d9ee337c4839208f30d9f09caa9f720ec7582917b264defc875/pyyaml-6.0.3-cp311-cp311-win32.whl", hash = "sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b", size = 142543, upload-time = "2025-09-25T21:32:08.95Z" }, + { url = "https://files.pythonhosted.org/packages/da/e3/ea007450a105ae919a72393cb06f122f288ef60bba2dc64b26e2646fa315/pyyaml-6.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf", size = 158763, upload-time = "2025-09-25T21:32:09.96Z" }, + { url = "https://files.pythonhosted.org/packages/d1/33/422b98d2195232ca1826284a76852ad5a86fe23e31b009c9886b2d0fb8b2/pyyaml-6.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196", size = 182063, upload-time = "2025-09-25T21:32:11.445Z" }, + { url = "https://files.pythonhosted.org/packages/89/a0/6cf41a19a1f2f3feab0e9c0b74134aa2ce6849093d5517a0c550fe37a648/pyyaml-6.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0", size = 173973, upload-time = "2025-09-25T21:32:12.492Z" }, + { url = "https://files.pythonhosted.org/packages/ed/23/7a778b6bd0b9a8039df8b1b1d80e2e2ad78aa04171592c8a5c43a56a6af4/pyyaml-6.0.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28", size = 775116, upload-time = "2025-09-25T21:32:13.652Z" }, + { url = "https://files.pythonhosted.org/packages/65/30/d7353c338e12baef4ecc1b09e877c1970bd3382789c159b4f89d6a70dc09/pyyaml-6.0.3-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c", size = 844011, upload-time = "2025-09-25T21:32:15.21Z" }, + { url = "https://files.pythonhosted.org/packages/8b/9d/b3589d3877982d4f2329302ef98a8026e7f4443c765c46cfecc8858c6b4b/pyyaml-6.0.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc", size = 807870, upload-time = "2025-09-25T21:32:16.431Z" }, + { url = "https://files.pythonhosted.org/packages/05/c0/b3be26a015601b822b97d9149ff8cb5ead58c66f981e04fedf4e762f4bd4/pyyaml-6.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e", size = 761089, upload-time = "2025-09-25T21:32:17.56Z" }, + { url = "https://files.pythonhosted.org/packages/be/8e/98435a21d1d4b46590d5459a22d88128103f8da4c2d4cb8f14f2a96504e1/pyyaml-6.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea", size = 790181, upload-time = "2025-09-25T21:32:18.834Z" }, + { url = "https://files.pythonhosted.org/packages/74/93/7baea19427dcfbe1e5a372d81473250b379f04b1bd3c4c5ff825e2327202/pyyaml-6.0.3-cp312-cp312-win32.whl", hash = "sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5", size = 137658, upload-time = "2025-09-25T21:32:20.209Z" }, + { url = "https://files.pythonhosted.org/packages/86/bf/899e81e4cce32febab4fb42bb97dcdf66bc135272882d1987881a4b519e9/pyyaml-6.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b", size = 154003, upload-time = "2025-09-25T21:32:21.167Z" }, + { url = "https://files.pythonhosted.org/packages/1a/08/67bd04656199bbb51dbed1439b7f27601dfb576fb864099c7ef0c3e55531/pyyaml-6.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd", size = 140344, upload-time = "2025-09-25T21:32:22.617Z" }, + { url = "https://files.pythonhosted.org/packages/d1/11/0fd08f8192109f7169db964b5707a2f1e8b745d4e239b784a5a1dd80d1db/pyyaml-6.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8", size = 181669, upload-time = "2025-09-25T21:32:23.673Z" }, + { url = "https://files.pythonhosted.org/packages/b1/16/95309993f1d3748cd644e02e38b75d50cbc0d9561d21f390a76242ce073f/pyyaml-6.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1", size = 173252, upload-time = "2025-09-25T21:32:25.149Z" }, + { url = "https://files.pythonhosted.org/packages/50/31/b20f376d3f810b9b2371e72ef5adb33879b25edb7a6d072cb7ca0c486398/pyyaml-6.0.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c", size = 767081, upload-time = "2025-09-25T21:32:26.575Z" }, + { url = "https://files.pythonhosted.org/packages/49/1e/a55ca81e949270d5d4432fbbd19dfea5321eda7c41a849d443dc92fd1ff7/pyyaml-6.0.3-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5", size = 841159, upload-time = "2025-09-25T21:32:27.727Z" }, + { url = "https://files.pythonhosted.org/packages/74/27/e5b8f34d02d9995b80abcef563ea1f8b56d20134d8f4e5e81733b1feceb2/pyyaml-6.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6", size = 801626, upload-time = "2025-09-25T21:32:28.878Z" }, + { url = "https://files.pythonhosted.org/packages/f9/11/ba845c23988798f40e52ba45f34849aa8a1f2d4af4b798588010792ebad6/pyyaml-6.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6", size = 753613, upload-time = "2025-09-25T21:32:30.178Z" }, + { url = "https://files.pythonhosted.org/packages/3d/e0/7966e1a7bfc0a45bf0a7fb6b98ea03fc9b8d84fa7f2229e9659680b69ee3/pyyaml-6.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be", size = 794115, upload-time = "2025-09-25T21:32:31.353Z" }, + { url = "https://files.pythonhosted.org/packages/de/94/980b50a6531b3019e45ddeada0626d45fa85cbe22300844a7983285bed3b/pyyaml-6.0.3-cp313-cp313-win32.whl", hash = "sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26", size = 137427, upload-time = "2025-09-25T21:32:32.58Z" }, + { url = "https://files.pythonhosted.org/packages/97/c9/39d5b874e8b28845e4ec2202b5da735d0199dbe5b8fb85f91398814a9a46/pyyaml-6.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c", size = 154090, upload-time = "2025-09-25T21:32:33.659Z" }, + { url = "https://files.pythonhosted.org/packages/73/e8/2bdf3ca2090f68bb3d75b44da7bbc71843b19c9f2b9cb9b0f4ab7a5a4329/pyyaml-6.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb", size = 140246, upload-time = "2025-09-25T21:32:34.663Z" }, + { url = "https://files.pythonhosted.org/packages/9d/8c/f4bd7f6465179953d3ac9bc44ac1a8a3e6122cf8ada906b4f96c60172d43/pyyaml-6.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac", size = 181814, upload-time = "2025-09-25T21:32:35.712Z" }, + { url = "https://files.pythonhosted.org/packages/bd/9c/4d95bb87eb2063d20db7b60faa3840c1b18025517ae857371c4dd55a6b3a/pyyaml-6.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310", size = 173809, upload-time = "2025-09-25T21:32:36.789Z" }, + { url = "https://files.pythonhosted.org/packages/92/b5/47e807c2623074914e29dabd16cbbdd4bf5e9b2db9f8090fa64411fc5382/pyyaml-6.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7", size = 766454, upload-time = "2025-09-25T21:32:37.966Z" }, + { url = "https://files.pythonhosted.org/packages/02/9e/e5e9b168be58564121efb3de6859c452fccde0ab093d8438905899a3a483/pyyaml-6.0.3-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788", size = 836355, upload-time = "2025-09-25T21:32:39.178Z" }, + { url = "https://files.pythonhosted.org/packages/88/f9/16491d7ed2a919954993e48aa941b200f38040928474c9e85ea9e64222c3/pyyaml-6.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5", size = 794175, upload-time = "2025-09-25T21:32:40.865Z" }, + { url = "https://files.pythonhosted.org/packages/dd/3f/5989debef34dc6397317802b527dbbafb2b4760878a53d4166579111411e/pyyaml-6.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764", size = 755228, upload-time = "2025-09-25T21:32:42.084Z" }, + { url = "https://files.pythonhosted.org/packages/d7/ce/af88a49043cd2e265be63d083fc75b27b6ed062f5f9fd6cdc223ad62f03e/pyyaml-6.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35", size = 789194, upload-time = "2025-09-25T21:32:43.362Z" }, + { url = "https://files.pythonhosted.org/packages/23/20/bb6982b26a40bb43951265ba29d4c246ef0ff59c9fdcdf0ed04e0687de4d/pyyaml-6.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac", size = 156429, upload-time = "2025-09-25T21:32:57.844Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f4/a4541072bb9422c8a883ab55255f918fa378ecf083f5b85e87fc2b4eda1b/pyyaml-6.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3", size = 143912, upload-time = "2025-09-25T21:32:59.247Z" }, + { url = "https://files.pythonhosted.org/packages/7c/f9/07dd09ae774e4616edf6cda684ee78f97777bdd15847253637a6f052a62f/pyyaml-6.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3", size = 189108, upload-time = "2025-09-25T21:32:44.377Z" }, + { url = "https://files.pythonhosted.org/packages/4e/78/8d08c9fb7ce09ad8c38ad533c1191cf27f7ae1effe5bb9400a46d9437fcf/pyyaml-6.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba", size = 183641, upload-time = "2025-09-25T21:32:45.407Z" }, + { url = "https://files.pythonhosted.org/packages/7b/5b/3babb19104a46945cf816d047db2788bcaf8c94527a805610b0289a01c6b/pyyaml-6.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c", size = 831901, upload-time = "2025-09-25T21:32:48.83Z" }, + { url = "https://files.pythonhosted.org/packages/8b/cc/dff0684d8dc44da4d22a13f35f073d558c268780ce3c6ba1b87055bb0b87/pyyaml-6.0.3-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702", size = 861132, upload-time = "2025-09-25T21:32:50.149Z" }, + { url = "https://files.pythonhosted.org/packages/b1/5e/f77dc6b9036943e285ba76b49e118d9ea929885becb0a29ba8a7c75e29fe/pyyaml-6.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c", size = 839261, upload-time = "2025-09-25T21:32:51.808Z" }, + { url = "https://files.pythonhosted.org/packages/ce/88/a9db1376aa2a228197c58b37302f284b5617f56a5d959fd1763fb1675ce6/pyyaml-6.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065", size = 805272, upload-time = "2025-09-25T21:32:52.941Z" }, + { url = "https://files.pythonhosted.org/packages/da/92/1446574745d74df0c92e6aa4a7b0b3130706a4142b2d1a5869f2eaa423c6/pyyaml-6.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65", size = 829923, upload-time = "2025-09-25T21:32:54.537Z" }, + { url = "https://files.pythonhosted.org/packages/f0/7a/1c7270340330e575b92f397352af856a8c06f230aa3e76f86b39d01b416a/pyyaml-6.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9", size = 174062, upload-time = "2025-09-25T21:32:55.767Z" }, + { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" }, +] + +[[package]] +name = "requests" +version = "2.34.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "charset-normalizer" }, + { name = "idna" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ac/c3/e2a2b89f2d3e2179abd6d00ebd70bff6273f37fb3e0cc209f48b39d00cbf/requests-2.34.2.tar.gz", hash = "sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed", size = 142856, upload-time = "2026-05-14T19:25:27.735Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" }, +] + +[[package]] +name = "rich" +version = "15.0.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markdown-it-py" }, + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c0/8f/0722ca900cc807c13a6a0c696dacf35430f72e0ec571c4275d2371fca3e9/rich-15.0.0.tar.gz", hash = "sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36", size = 230680, upload-time = "2026-04-12T08:24:00.75Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/82/3b/64d4899d73f91ba49a8c18a8ff3f0ea8f1c1d75481760df8c68ef5235bf5/rich-15.0.0-py3-none-any.whl", hash = "sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb", size = 310654, upload-time = "2026-04-12T08:24:02.83Z" }, +] + +[[package]] +name = "rich-argparse" +version = "1.8.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "rich" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/6a/e5/1064c43203a357d668cd42435f7a15fe6af51512d85b2104fecb937aa861/rich_argparse-1.8.0.tar.gz", hash = "sha256:679df3d832fa94ad6e4bdb07ded088cd7ea2dddc58ae9b2b46346a40b06cbc0c", size = 38940, upload-time = "2026-05-01T15:18:43.604Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0b/35/1cceccc5fcb50fa2ed53e2aa278cd032f3902682a73e763fb1ac3be8e6fa/rich_argparse-1.8.0-py3-none-any.whl", hash = "sha256:d2a3ce7854654e2253c578763ab0a32f05016f23a55fadba7b9a91b6c0e92142", size = 25616, upload-time = "2026-05-01T15:18:42.395Z" }, +] + +[[package]] +name = "scikit-learn" +version = "1.7.2" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.11'", +] +dependencies = [ + { name = "joblib", marker = "python_full_version < '3.11'" }, + { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "threadpoolctl", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/98/c2/a7855e41c9d285dfe86dc50b250978105dce513d6e459ea66a6aeb0e1e0c/scikit_learn-1.7.2.tar.gz", hash = "sha256:20e9e49ecd130598f1ca38a1d85090e1a600147b9c02fa6f15d69cb53d968fda", size = 7193136, upload-time = "2025-09-09T08:21:29.075Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ba/3e/daed796fd69cce768b8788401cc464ea90b306fb196ae1ffed0b98182859/scikit_learn-1.7.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b33579c10a3081d076ab403df4a4190da4f4432d443521674637677dc91e61f", size = 9336221, upload-time = "2025-09-09T08:20:19.328Z" }, + { url = "https://files.pythonhosted.org/packages/1c/ce/af9d99533b24c55ff4e18d9b7b4d9919bbc6cd8f22fe7a7be01519a347d5/scikit_learn-1.7.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:36749fb62b3d961b1ce4fedf08fa57a1986cd409eff2d783bca5d4b9b5fce51c", size = 8653834, upload-time = "2025-09-09T08:20:22.073Z" }, + { url = "https://files.pythonhosted.org/packages/58/0e/8c2a03d518fb6bd0b6b0d4b114c63d5f1db01ff0f9925d8eb10960d01c01/scikit_learn-1.7.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7a58814265dfc52b3295b1900cfb5701589d30a8bb026c7540f1e9d3499d5ec8", size = 9660938, upload-time = "2025-09-09T08:20:24.327Z" }, + { url = "https://files.pythonhosted.org/packages/2b/75/4311605069b5d220e7cf5adabb38535bd96f0079313cdbb04b291479b22a/scikit_learn-1.7.2-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4a847fea807e278f821a0406ca01e387f97653e284ecbd9750e3ee7c90347f18", size = 9477818, upload-time = "2025-09-09T08:20:26.845Z" }, + { url = "https://files.pythonhosted.org/packages/7f/9b/87961813c34adbca21a6b3f6b2bea344c43b30217a6d24cc437c6147f3e8/scikit_learn-1.7.2-cp310-cp310-win_amd64.whl", hash = "sha256:ca250e6836d10e6f402436d6463d6c0e4d8e0234cfb6a9a47835bd392b852ce5", size = 8886969, upload-time = "2025-09-09T08:20:29.329Z" }, + { url = "https://files.pythonhosted.org/packages/43/83/564e141eef908a5863a54da8ca342a137f45a0bfb71d1d79704c9894c9d1/scikit_learn-1.7.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c7509693451651cd7361d30ce4e86a1347493554f172b1c72a39300fa2aea79e", size = 9331967, upload-time = "2025-09-09T08:20:32.421Z" }, + { url = "https://files.pythonhosted.org/packages/18/d6/ba863a4171ac9d7314c4d3fc251f015704a2caeee41ced89f321c049ed83/scikit_learn-1.7.2-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:0486c8f827c2e7b64837c731c8feff72c0bd2b998067a8a9cbc10643c31f0fe1", size = 8648645, upload-time = "2025-09-09T08:20:34.436Z" }, + { url = "https://files.pythonhosted.org/packages/ef/0e/97dbca66347b8cf0ea8b529e6bb9367e337ba2e8be0ef5c1a545232abfde/scikit_learn-1.7.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:89877e19a80c7b11a2891a27c21c4894fb18e2c2e077815bcade10d34287b20d", size = 9715424, upload-time = "2025-09-09T08:20:36.776Z" }, + { url = "https://files.pythonhosted.org/packages/f7/32/1f3b22e3207e1d2c883a7e09abb956362e7d1bd2f14458c7de258a26ac15/scikit_learn-1.7.2-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8da8bf89d4d79aaec192d2bda62f9b56ae4e5b4ef93b6a56b5de4977e375c1f1", size = 9509234, upload-time = "2025-09-09T08:20:38.957Z" }, + { url = "https://files.pythonhosted.org/packages/9f/71/34ddbd21f1da67c7a768146968b4d0220ee6831e4bcbad3e03dd3eae88b6/scikit_learn-1.7.2-cp311-cp311-win_amd64.whl", hash = "sha256:9b7ed8d58725030568523e937c43e56bc01cadb478fc43c042a9aca1dacb3ba1", size = 8894244, upload-time = "2025-09-09T08:20:41.166Z" }, + { url = "https://files.pythonhosted.org/packages/a7/aa/3996e2196075689afb9fce0410ebdb4a09099d7964d061d7213700204409/scikit_learn-1.7.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:8d91a97fa2b706943822398ab943cde71858a50245e31bc71dba62aab1d60a96", size = 9259818, upload-time = "2025-09-09T08:20:43.19Z" }, + { url = "https://files.pythonhosted.org/packages/43/5d/779320063e88af9c4a7c2cf463ff11c21ac9c8bd730c4a294b0000b666c9/scikit_learn-1.7.2-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:acbc0f5fd2edd3432a22c69bed78e837c70cf896cd7993d71d51ba6708507476", size = 8636997, upload-time = "2025-09-09T08:20:45.468Z" }, + { url = "https://files.pythonhosted.org/packages/5c/d0/0c577d9325b05594fdd33aa970bf53fb673f051a45496842caee13cfd7fe/scikit_learn-1.7.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e5bf3d930aee75a65478df91ac1225ff89cd28e9ac7bd1196853a9229b6adb0b", size = 9478381, upload-time = "2025-09-09T08:20:47.982Z" }, + { url = "https://files.pythonhosted.org/packages/82/70/8bf44b933837ba8494ca0fc9a9ab60f1c13b062ad0197f60a56e2fc4c43e/scikit_learn-1.7.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b4d6e9deed1a47aca9fe2f267ab8e8fe82ee20b4526b2c0cd9e135cea10feb44", size = 9300296, upload-time = "2025-09-09T08:20:50.366Z" }, + { url = "https://files.pythonhosted.org/packages/c6/99/ed35197a158f1fdc2fe7c3680e9c70d0128f662e1fee4ed495f4b5e13db0/scikit_learn-1.7.2-cp312-cp312-win_amd64.whl", hash = "sha256:6088aa475f0785e01bcf8529f55280a3d7d298679f50c0bb70a2364a82d0b290", size = 8731256, upload-time = "2025-09-09T08:20:52.627Z" }, + { url = "https://files.pythonhosted.org/packages/ae/93/a3038cb0293037fd335f77f31fe053b89c72f17b1c8908c576c29d953e84/scikit_learn-1.7.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0b7dacaa05e5d76759fb071558a8b5130f4845166d88654a0f9bdf3eb57851b7", size = 9212382, upload-time = "2025-09-09T08:20:54.731Z" }, + { url = "https://files.pythonhosted.org/packages/40/dd/9a88879b0c1104259136146e4742026b52df8540c39fec21a6383f8292c7/scikit_learn-1.7.2-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:abebbd61ad9e1deed54cca45caea8ad5f79e1b93173dece40bb8e0c658dbe6fe", size = 8592042, upload-time = "2025-09-09T08:20:57.313Z" }, + { url = "https://files.pythonhosted.org/packages/46/af/c5e286471b7d10871b811b72ae794ac5fe2989c0a2df07f0ec723030f5f5/scikit_learn-1.7.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:502c18e39849c0ea1a5d681af1dbcf15f6cce601aebb657aabbfe84133c1907f", size = 9434180, upload-time = "2025-09-09T08:20:59.671Z" }, + { url = "https://files.pythonhosted.org/packages/f1/fd/df59faa53312d585023b2da27e866524ffb8faf87a68516c23896c718320/scikit_learn-1.7.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7a4c328a71785382fe3fe676a9ecf2c86189249beff90bf85e22bdb7efaf9ae0", size = 9283660, upload-time = "2025-09-09T08:21:01.71Z" }, + { url = "https://files.pythonhosted.org/packages/a7/c7/03000262759d7b6f38c836ff9d512f438a70d8a8ddae68ee80de72dcfb63/scikit_learn-1.7.2-cp313-cp313-win_amd64.whl", hash = "sha256:63a9afd6f7b229aad94618c01c252ce9e6fa97918c5ca19c9a17a087d819440c", size = 8702057, upload-time = "2025-09-09T08:21:04.234Z" }, + { url = "https://files.pythonhosted.org/packages/55/87/ef5eb1f267084532c8e4aef98a28b6ffe7425acbfd64b5e2f2e066bc29b3/scikit_learn-1.7.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:9acb6c5e867447b4e1390930e3944a005e2cb115922e693c08a323421a6966e8", size = 9558731, upload-time = "2025-09-09T08:21:06.381Z" }, + { url = "https://files.pythonhosted.org/packages/93/f8/6c1e3fc14b10118068d7938878a9f3f4e6d7b74a8ddb1e5bed65159ccda8/scikit_learn-1.7.2-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:2a41e2a0ef45063e654152ec9d8bcfc39f7afce35b08902bfe290c2498a67a6a", size = 9038852, upload-time = "2025-09-09T08:21:08.628Z" }, + { url = "https://files.pythonhosted.org/packages/83/87/066cafc896ee540c34becf95d30375fe5cbe93c3b75a0ee9aa852cd60021/scikit_learn-1.7.2-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:98335fb98509b73385b3ab2bd0639b1f610541d3988ee675c670371d6a87aa7c", size = 9527094, upload-time = "2025-09-09T08:21:11.486Z" }, + { url = "https://files.pythonhosted.org/packages/9c/2b/4903e1ccafa1f6453b1ab78413938c8800633988c838aa0be386cbb33072/scikit_learn-1.7.2-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:191e5550980d45449126e23ed1d5e9e24b2c68329ee1f691a3987476e115e09c", size = 9367436, upload-time = "2025-09-09T08:21:13.602Z" }, + { url = "https://files.pythonhosted.org/packages/b5/aa/8444be3cfb10451617ff9d177b3c190288f4563e6c50ff02728be67ad094/scikit_learn-1.7.2-cp313-cp313t-win_amd64.whl", hash = "sha256:57dc4deb1d3762c75d685507fbd0bc17160144b2f2ba4ccea5dc285ab0d0e973", size = 9275749, upload-time = "2025-09-09T08:21:15.96Z" }, + { url = "https://files.pythonhosted.org/packages/d9/82/dee5acf66837852e8e68df6d8d3a6cb22d3df997b733b032f513d95205b7/scikit_learn-1.7.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fa8f63940e29c82d1e67a45d5297bdebbcb585f5a5a50c4914cc2e852ab77f33", size = 9208906, upload-time = "2025-09-09T08:21:18.557Z" }, + { url = "https://files.pythonhosted.org/packages/3c/30/9029e54e17b87cb7d50d51a5926429c683d5b4c1732f0507a6c3bed9bf65/scikit_learn-1.7.2-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:f95dc55b7902b91331fa4e5845dd5bde0580c9cd9612b1b2791b7e80c3d32615", size = 8627836, upload-time = "2025-09-09T08:21:20.695Z" }, + { url = "https://files.pythonhosted.org/packages/60/18/4a52c635c71b536879f4b971c2cedf32c35ee78f48367885ed8025d1f7ee/scikit_learn-1.7.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9656e4a53e54578ad10a434dc1f993330568cfee176dff07112b8785fb413106", size = 9426236, upload-time = "2025-09-09T08:21:22.645Z" }, + { url = "https://files.pythonhosted.org/packages/99/7e/290362f6ab582128c53445458a5befd471ed1ea37953d5bcf80604619250/scikit_learn-1.7.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:96dc05a854add0e50d3f47a1ef21a10a595016da5b007c7d9cd9d0bffd1fcc61", size = 9312593, upload-time = "2025-09-09T08:21:24.65Z" }, + { url = "https://files.pythonhosted.org/packages/8e/87/24f541b6d62b1794939ae6422f8023703bbf6900378b2b34e0b4384dfefd/scikit_learn-1.7.2-cp314-cp314-win_amd64.whl", hash = "sha256:bb24510ed3f9f61476181e4db51ce801e2ba37541def12dc9333b946fc7a9cf8", size = 8820007, upload-time = "2025-09-09T08:21:26.713Z" }, +] + +[[package]] +name = "scikit-learn" +version = "1.9.0" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", +] +dependencies = [ + { name = "joblib", marker = "python_full_version >= '3.11'" }, + { name = "narwhals", marker = "python_full_version >= '3.11'" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, + { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, + { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "threadpoolctl", marker = "python_full_version >= '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/fa/6f/37092bdb25f712817231799fc5674d8e704066a8a70c1d2d40517e18b4ab/scikit_learn-1.9.0.tar.gz", hash = "sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557", size = 7750767, upload-time = "2026-06-02T11:54:32.706Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f5/be/e844fd9586e66540a15b71924d17a6cbc1bb749e81ddd0a796bcdba4c055/scikit_learn-1.9.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9db6f4d34e68c8899e4cab27fdf8eafe6ed21f2ba52ceb25ea250cd237f8e47b", size = 8789686, upload-time = "2026-06-02T11:53:05.439Z" }, + { url = "https://files.pythonhosted.org/packages/42/e2/ff880f62677a17d035817d543cb0fc8727d01eccbee81c5f7fc733a9d856/scikit_learn-1.9.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:f401448645a3e7bc115aa3c094097865155b34bff1cba8101857d9104e99074c", size = 8256782, upload-time = "2026-06-02T11:53:08.904Z" }, + { url = "https://files.pythonhosted.org/packages/25/64/eb40435e1a508ab1b4e284ce43ae80f6a162e5be5e38ed5a6fab467a9ea4/scikit_learn-1.9.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fd3a8ef0c758555a3b23c03adaa858af32f7736785ded50ad5991f59c4ed03fa", size = 8992419, upload-time = "2026-06-02T11:53:11.551Z" }, + { url = "https://files.pythonhosted.org/packages/8d/da/4810a28e473185429e45a57eebcc91fc991b33d889cc0676063e671db03d/scikit_learn-1.9.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f7e254636164090da847715a27f8e5478feb98c40a9e0ee90cbd277de9e5ceb8", size = 9281411, upload-time = "2026-06-02T11:53:15.063Z" }, + { url = "https://files.pythonhosted.org/packages/3b/67/be3d369f40d8178ba3bd86635d132e08cb5329b023e4669d9426d84bc007/scikit_learn-1.9.0-cp311-cp311-win_amd64.whl", hash = "sha256:5dc1818c77575d149e25fce9ef82dd7b7263ae372f03494158668ad632a69759", size = 8272736, upload-time = "2026-06-02T11:53:18.108Z" }, + { url = "https://files.pythonhosted.org/packages/37/79/a733f02dc2118da7e77a134b34f39f40201a353311b011d20859d2db3556/scikit_learn-1.9.0-cp311-cp311-win_arm64.whl", hash = "sha256:366652351f092b219c248f1e72821e841960a63d8f358f1dcfd54dc1cbdbbc28", size = 7919564, upload-time = "2026-06-02T11:53:21.2Z" }, + { url = "https://files.pythonhosted.org/packages/ac/20/75f915ff375d6249e6550ac740fdbbd66159a068fd3af1400ff62036b07a/scikit_learn-1.9.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2bd41b0d201bc81575531b96b713d3eb5e5f50fb0b82101ff0f92294fdc236ac", size = 8741122, upload-time = "2026-06-02T11:53:24.08Z" }, + { url = "https://files.pythonhosted.org/packages/cc/d5/2b5148f2279196775e1db2aeb85d14b70ac80e7e32b3b28e7ebeafb0901d/scikit_learn-1.9.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:5be45aa4a42a68a533913a6ed736cf309de2226411c79ef8d609a5456f1939b1", size = 8261512, upload-time = "2026-06-02T11:53:27.183Z" }, + { url = "https://files.pythonhosted.org/packages/a0/ee/5adbc77656b71f9456a2f5a7a9fdb4bcf9207a6b962889f1c2f9323afa4e/scikit_learn-1.9.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e50ed4da51974e86e940690e9a3d82e729b62b5a49f7c9bac534d515d39d86f", size = 8837603, upload-time = "2026-06-02T11:53:30.328Z" }, + { url = "https://files.pythonhosted.org/packages/6c/c2/63fdda36c56437eeb44aaf9493c8bcd62ce230ab1598924fc626ffbfa943/scikit_learn-1.9.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:056c92bb67ad4c28463c2f2653d9701449201e7e7a9e94e321be0f71c4fef2b8", size = 9132097, upload-time = "2026-06-02T11:53:33.456Z" }, + { url = "https://files.pythonhosted.org/packages/83/a4/c8e67227c680e2259c8864ae72ff48b06e16a6f51253a22167aa02a8aa4e/scikit_learn-1.9.0-cp312-cp312-win_amd64.whl", hash = "sha256:4306775fad04cc4b472a1b15af1ae9cede1540fbfcc17fbce3767cd8dc7ae283", size = 8211173, upload-time = "2026-06-02T11:53:36.602Z" }, + { url = "https://files.pythonhosted.org/packages/cf/fd/3c0863792e98e67e9184aa4029288a175935eb65443afcd30d4f143450cf/scikit_learn-1.9.0-cp312-cp312-win_arm64.whl", hash = "sha256:26e22435f63bcdcf396b574273f29f13dd531f5ea035801f5be10ba1540a4e60", size = 7867451, upload-time = "2026-06-02T11:53:39.075Z" }, + { url = "https://files.pythonhosted.org/packages/3c/01/cf3310626b6d48d3e9be69a1223f9180360b5e6edb045f50fade723ce494/scikit_learn-1.9.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:80746d63bd4b6eaca54d36fe5feaf4d28bb38dc6f9470f81c7cad7c40155f119", size = 8705188, upload-time = "2026-06-02T11:53:41.964Z" }, + { url = "https://files.pythonhosted.org/packages/3e/04/5acd7ae280c5f93b6ac5ef6cdec14eef4c8d1cd91d85b3292989c94d96b1/scikit_learn-1.9.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5b934c45c252844a91d69fda3a34cff5e7307e1db10d77cb10a3980312c74713", size = 8228299, upload-time = "2026-06-02T11:53:44.817Z" }, + { url = "https://files.pythonhosted.org/packages/0c/39/ffe829a5b8ecb40a518724a997794657fdc354ada5e8fe8e64d998c0bac9/scikit_learn-1.9.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:38c3dcb9a1ffb85505ec53d54c7b4aea0cff70050425a7760c2af661ac85df05", size = 8789690, upload-time = "2026-06-02T11:53:47.461Z" }, + { url = "https://files.pythonhosted.org/packages/1f/88/8dab5de10c638c083772a6be83a3d8106ced492f74a928c8693638e5bb50/scikit_learn-1.9.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:da76d09304a4706db7cc1e3ebaa3b6b98a67365cc11d2996c4f1e58ba47df714", size = 9087723, upload-time = "2026-06-02T11:53:50.702Z" }, + { url = "https://files.pythonhosted.org/packages/20/3f/7917ca72464038f6240ec70c29f94862d08a34a74291ae4d4ec5eb8186a0/scikit_learn-1.9.0-cp313-cp313-win_amd64.whl", hash = "sha256:5808d98f15c6bf6d9d96d2348c1997392a5888ce7097e664105f930c4bca1277", size = 8184330, upload-time = "2026-06-02T11:53:53.396Z" }, + { url = "https://files.pythonhosted.org/packages/78/c7/15739eb2f61fda3c54639e9942414e5a19ad8a8d1f5a3266afad7cb7df80/scikit_learn-1.9.0-cp313-cp313-win_arm64.whl", hash = "sha256:d77f54c017633791bc0225a43e2f8d03745fdcfe4880268fcc4df15f505dec2e", size = 7840653, upload-time = "2026-06-02T11:53:56.035Z" }, + { url = "https://files.pythonhosted.org/packages/f4/7d/c9a35cf59b20a86fec24d306f1547b78dec194b08d367ce2a3e4854169d9/scikit_learn-1.9.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9656acd4e93f74e0b66c8a36c88830a99252dfa900044d36bc2212ae89a47162", size = 8713289, upload-time = "2026-06-02T11:53:58.788Z" }, + { url = "https://files.pythonhosted.org/packages/3c/a7/552a7821597c632b907f7bfe8f36f9f572777af8ef8a48353041cf8e091a/scikit_learn-1.9.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:24360002ae845e7866522b0a5bbf690802e7bc388cac8663502e78aa98598aa2", size = 8245141, upload-time = "2026-06-02T11:54:01.694Z" }, + { url = "https://files.pythonhosted.org/packages/7d/79/f4a0c4fe9711154cddabf913471153af79056382ddc612cfe5ee0ff4b72e/scikit_learn-1.9.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5162ad10a418c8a282dde04c9aa06965de3e9a65f33c1440c0ae69bb1a09d913", size = 8847671, upload-time = "2026-06-02T11:54:04.448Z" }, + { url = "https://files.pythonhosted.org/packages/f0/af/4d72d9e475ac83719160c662619e4bf7b95c19507cd582e7d0167a3c3dae/scikit_learn-1.9.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1fea2cc5677ab49d6f5bade978c866da44957b712d92e9635e8b4f723013c3cb", size = 9118104, upload-time = "2026-06-02T11:54:07.205Z" }, + { url = "https://files.pythonhosted.org/packages/a2/d5/6a58eea2cb9abbb9b3f2bb8b2cfb3243d1152d69f442d256c7af71304769/scikit_learn-1.9.0-cp314-cp314-win_amd64.whl", hash = "sha256:64fa347efc1c839c487433e40c5144d38c336e8a2b59c81aa8660373945c2673", size = 8290674, upload-time = "2026-06-02T11:54:10.087Z" }, + { url = "https://files.pythonhosted.org/packages/65/5b/d4c879cf358f1187141cf90ced473f087183489090244f50c124a2ee478b/scikit_learn-1.9.0-cp314-cp314-win_arm64.whl", hash = "sha256:1b944b6db288f6b926e3650026ddafb988929de95d11fc2cc5fa117773c9ba42", size = 7978807, upload-time = "2026-06-02T11:54:12.769Z" }, + { url = "https://files.pythonhosted.org/packages/8a/43/bfae3121ec67ae09150d453c442c7c1cc166e9aefe056e6ab3b7728a5cfc/scikit_learn-1.9.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:4ccacf04ca5f4b492158a5f28afe0ace43f81b2571e4b9a66d34848b46128949", size = 9031941, upload-time = "2026-06-02T11:54:15.436Z" }, + { url = "https://files.pythonhosted.org/packages/75/b0/20a4546eb17f3b25d3c66df15810411c14ed5065bcfab50b53c96fb627b2/scikit_learn-1.9.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:ee1a8db2c18c08e34c7412d4b10be1cac214cd4ea7dc9715a6a327eb49a37c96", size = 8613528, upload-time = "2026-06-02T11:54:18.842Z" }, + { url = "https://files.pythonhosted.org/packages/18/3c/e440e039bb82cd19004edaaad00acbde0fb9b461083c3ecf37941c557312/scikit_learn-1.9.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:147e9329ef0e39f75d4cffa02b2aa48d827832684926cd5210d9a2cb5c57246b", size = 8855050, upload-time = "2026-06-02T11:54:21.699Z" }, + { url = "https://files.pythonhosted.org/packages/43/26/b341b8dab5998da6270a3a42c2152c578501354d36f944b5856757035ef8/scikit_learn-1.9.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5bad8f8b9950321b54c965fdcbac6c6c55e79e16646b49977bcf3668d3870a1a", size = 9097190, upload-time = "2026-06-02T11:54:24.454Z" }, + { url = "https://files.pythonhosted.org/packages/fb/de/b650b4d69b84468cfa2e28a3ff7b8103743029e6446ce1a97fe060ef688c/scikit_learn-1.9.0-cp314-cp314t-win_amd64.whl", hash = "sha256:78fc56eafd4edb9575d2d8950d1dd152061abb573341a1cb7e099fc40f6c6666", size = 8963204, upload-time = "2026-06-02T11:54:27.428Z" }, + { url = "https://files.pythonhosted.org/packages/ee/f3/ff83d76d7418112e5a61326443cdda87be3545dd8d6599c95b2481a4419e/scikit_learn-1.9.0-cp314-cp314t-win_arm64.whl", hash = "sha256:051075bda8b7aab87b1906ab3d4740a1e1224a19d7b3781a576736edc94e76aa", size = 8222661, upload-time = "2026-06-02T11:54:30.192Z" }, +] + +[[package]] +name = "scipy" +version = "1.15.3" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.11'", +] +dependencies = [ + { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/0f/37/6964b830433e654ec7485e45a00fc9a27cf868d622838f6b6d9c5ec0d532/scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf", size = 59419214, upload-time = "2025-05-08T16:13:05.955Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/78/2f/4966032c5f8cc7e6a60f1b2e0ad686293b9474b65246b0c642e3ef3badd0/scipy-1.15.3-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:a345928c86d535060c9c2b25e71e87c39ab2f22fc96e9636bd74d1dbf9de448c", size = 38702770, upload-time = "2025-05-08T16:04:20.849Z" }, + { url = "https://files.pythonhosted.org/packages/a0/6e/0c3bf90fae0e910c274db43304ebe25a6b391327f3f10b5dcc638c090795/scipy-1.15.3-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:ad3432cb0f9ed87477a8d97f03b763fd1d57709f1bbde3c9369b1dff5503b253", size = 30094511, upload-time = "2025-05-08T16:04:27.103Z" }, + { url = "https://files.pythonhosted.org/packages/ea/b1/4deb37252311c1acff7f101f6453f0440794f51b6eacb1aad4459a134081/scipy-1.15.3-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:aef683a9ae6eb00728a542b796f52a5477b78252edede72b8327a886ab63293f", size = 22368151, upload-time = "2025-05-08T16:04:31.731Z" }, + { url = "https://files.pythonhosted.org/packages/38/7d/f457626e3cd3c29b3a49ca115a304cebb8cc6f31b04678f03b216899d3c6/scipy-1.15.3-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:1c832e1bd78dea67d5c16f786681b28dd695a8cb1fb90af2e27580d3d0967e92", size = 25121732, upload-time = "2025-05-08T16:04:36.596Z" }, + { url = "https://files.pythonhosted.org/packages/db/0a/92b1de4a7adc7a15dcf5bddc6e191f6f29ee663b30511ce20467ef9b82e4/scipy-1.15.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:263961f658ce2165bbd7b99fa5135195c3a12d9bef045345016b8b50c315cb82", size = 35547617, upload-time = "2025-05-08T16:04:43.546Z" }, + { url = "https://files.pythonhosted.org/packages/8e/6d/41991e503e51fc1134502694c5fa7a1671501a17ffa12716a4a9151af3df/scipy-1.15.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e2abc762b0811e09a0d3258abee2d98e0c703eee49464ce0069590846f31d40", size = 37662964, upload-time = "2025-05-08T16:04:49.431Z" }, + { url = "https://files.pythonhosted.org/packages/25/e1/3df8f83cb15f3500478c889be8fb18700813b95e9e087328230b98d547ff/scipy-1.15.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:ed7284b21a7a0c8f1b6e5977ac05396c0d008b89e05498c8b7e8f4a1423bba0e", size = 37238749, upload-time = "2025-05-08T16:04:55.215Z" }, + { url = "https://files.pythonhosted.org/packages/93/3e/b3257cf446f2a3533ed7809757039016b74cd6f38271de91682aa844cfc5/scipy-1.15.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:5380741e53df2c566f4d234b100a484b420af85deb39ea35a1cc1be84ff53a5c", size = 40022383, upload-time = "2025-05-08T16:05:01.914Z" }, + { url = "https://files.pythonhosted.org/packages/d1/84/55bc4881973d3f79b479a5a2e2df61c8c9a04fcb986a213ac9c02cfb659b/scipy-1.15.3-cp310-cp310-win_amd64.whl", hash = "sha256:9d61e97b186a57350f6d6fd72640f9e99d5a4a2b8fbf4b9ee9a841eab327dc13", size = 41259201, upload-time = "2025-05-08T16:05:08.166Z" }, + { url = "https://files.pythonhosted.org/packages/96/ab/5cc9f80f28f6a7dff646c5756e559823614a42b1939d86dd0ed550470210/scipy-1.15.3-cp311-cp311-macosx_10_13_x86_64.whl", hash = "sha256:993439ce220d25e3696d1b23b233dd010169b62f6456488567e830654ee37a6b", size = 38714255, upload-time = "2025-05-08T16:05:14.596Z" }, + { url = "https://files.pythonhosted.org/packages/4a/4a/66ba30abe5ad1a3ad15bfb0b59d22174012e8056ff448cb1644deccbfed2/scipy-1.15.3-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:34716e281f181a02341ddeaad584205bd2fd3c242063bd3423d61ac259ca7eba", size = 30111035, upload-time = "2025-05-08T16:05:20.152Z" }, + { url = "https://files.pythonhosted.org/packages/4b/fa/a7e5b95afd80d24313307f03624acc65801846fa75599034f8ceb9e2cbf6/scipy-1.15.3-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3b0334816afb8b91dab859281b1b9786934392aa3d527cd847e41bb6f45bee65", size = 22384499, upload-time = "2025-05-08T16:05:24.494Z" }, + { url = "https://files.pythonhosted.org/packages/17/99/f3aaddccf3588bb4aea70ba35328c204cadd89517a1612ecfda5b2dd9d7a/scipy-1.15.3-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:6db907c7368e3092e24919b5e31c76998b0ce1684d51a90943cb0ed1b4ffd6c1", size = 25152602, upload-time = "2025-05-08T16:05:29.313Z" }, + { url = "https://files.pythonhosted.org/packages/56/c5/1032cdb565f146109212153339f9cb8b993701e9fe56b1c97699eee12586/scipy-1.15.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:721d6b4ef5dc82ca8968c25b111e307083d7ca9091bc38163fb89243e85e3889", size = 35503415, upload-time = "2025-05-08T16:05:34.699Z" }, + { url = "https://files.pythonhosted.org/packages/bd/37/89f19c8c05505d0601ed5650156e50eb881ae3918786c8fd7262b4ee66d3/scipy-1.15.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:39cb9c62e471b1bb3750066ecc3a3f3052b37751c7c3dfd0fd7e48900ed52982", size = 37652622, upload-time = "2025-05-08T16:05:40.762Z" }, + { url = "https://files.pythonhosted.org/packages/7e/31/be59513aa9695519b18e1851bb9e487de66f2d31f835201f1b42f5d4d475/scipy-1.15.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:795c46999bae845966368a3c013e0e00947932d68e235702b5c3f6ea799aa8c9", size = 37244796, upload-time = "2025-05-08T16:05:48.119Z" }, + { url = "https://files.pythonhosted.org/packages/10/c0/4f5f3eeccc235632aab79b27a74a9130c6c35df358129f7ac8b29f562ac7/scipy-1.15.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:18aaacb735ab38b38db42cb01f6b92a2d0d4b6aabefeb07f02849e47f8fb3594", size = 40047684, upload-time = "2025-05-08T16:05:54.22Z" }, + { url = "https://files.pythonhosted.org/packages/ab/a7/0ddaf514ce8a8714f6ed243a2b391b41dbb65251affe21ee3077ec45ea9a/scipy-1.15.3-cp311-cp311-win_amd64.whl", hash = "sha256:ae48a786a28412d744c62fd7816a4118ef97e5be0bee968ce8f0a2fba7acf3bb", size = 41246504, upload-time = "2025-05-08T16:06:00.437Z" }, + { url = "https://files.pythonhosted.org/packages/37/4b/683aa044c4162e10ed7a7ea30527f2cbd92e6999c10a8ed8edb253836e9c/scipy-1.15.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:6ac6310fdbfb7aa6612408bd2f07295bcbd3fda00d2d702178434751fe48e019", size = 38766735, upload-time = "2025-05-08T16:06:06.471Z" }, + { url = "https://files.pythonhosted.org/packages/7b/7e/f30be3d03de07f25dc0ec926d1681fed5c732d759ac8f51079708c79e680/scipy-1.15.3-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:185cd3d6d05ca4b44a8f1595af87f9c372bb6acf9c808e99aa3e9aa03bd98cf6", size = 30173284, upload-time = "2025-05-08T16:06:11.686Z" }, + { url = "https://files.pythonhosted.org/packages/07/9c/0ddb0d0abdabe0d181c1793db51f02cd59e4901da6f9f7848e1f96759f0d/scipy-1.15.3-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:05dc6abcd105e1a29f95eada46d4a3f251743cfd7d3ae8ddb4088047f24ea477", size = 22446958, upload-time = "2025-05-08T16:06:15.97Z" }, + { url = "https://files.pythonhosted.org/packages/af/43/0bce905a965f36c58ff80d8bea33f1f9351b05fad4beaad4eae34699b7a1/scipy-1.15.3-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:06efcba926324df1696931a57a176c80848ccd67ce6ad020c810736bfd58eb1c", size = 25242454, upload-time = "2025-05-08T16:06:20.394Z" }, + { url = "https://files.pythonhosted.org/packages/56/30/a6f08f84ee5b7b28b4c597aca4cbe545535c39fe911845a96414700b64ba/scipy-1.15.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c05045d8b9bfd807ee1b9f38761993297b10b245f012b11b13b91ba8945f7e45", size = 35210199, upload-time = "2025-05-08T16:06:26.159Z" }, + { url = "https://files.pythonhosted.org/packages/0b/1f/03f52c282437a168ee2c7c14a1a0d0781a9a4a8962d84ac05c06b4c5b555/scipy-1.15.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:271e3713e645149ea5ea3e97b57fdab61ce61333f97cfae392c28ba786f9bb49", size = 37309455, upload-time = "2025-05-08T16:06:32.778Z" }, + { url = "https://files.pythonhosted.org/packages/89/b1/fbb53137f42c4bf630b1ffdfc2151a62d1d1b903b249f030d2b1c0280af8/scipy-1.15.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6cfd56fc1a8e53f6e89ba3a7a7251f7396412d655bca2aa5611c8ec9a6784a1e", size = 36885140, upload-time = "2025-05-08T16:06:39.249Z" }, + { url = "https://files.pythonhosted.org/packages/2e/2e/025e39e339f5090df1ff266d021892694dbb7e63568edcfe43f892fa381d/scipy-1.15.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0ff17c0bb1cb32952c09217d8d1eed9b53d1463e5f1dd6052c7857f83127d539", size = 39710549, upload-time = "2025-05-08T16:06:45.729Z" }, + { url = "https://files.pythonhosted.org/packages/e6/eb/3bf6ea8ab7f1503dca3a10df2e4b9c3f6b3316df07f6c0ded94b281c7101/scipy-1.15.3-cp312-cp312-win_amd64.whl", hash = "sha256:52092bc0472cfd17df49ff17e70624345efece4e1a12b23783a1ac59a1b728ed", size = 40966184, upload-time = "2025-05-08T16:06:52.623Z" }, + { url = "https://files.pythonhosted.org/packages/73/18/ec27848c9baae6e0d6573eda6e01a602e5649ee72c27c3a8aad673ebecfd/scipy-1.15.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2c620736bcc334782e24d173c0fdbb7590a0a436d2fdf39310a8902505008759", size = 38728256, upload-time = "2025-05-08T16:06:58.696Z" }, + { url = "https://files.pythonhosted.org/packages/74/cd/1aef2184948728b4b6e21267d53b3339762c285a46a274ebb7863c9e4742/scipy-1.15.3-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:7e11270a000969409d37ed399585ee530b9ef6aa99d50c019de4cb01e8e54e62", size = 30109540, upload-time = "2025-05-08T16:07:04.209Z" }, + { url = "https://files.pythonhosted.org/packages/5b/d8/59e452c0a255ec352bd0a833537a3bc1bfb679944c4938ab375b0a6b3a3e/scipy-1.15.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:8c9ed3ba2c8a2ce098163a9bdb26f891746d02136995df25227a20e71c396ebb", size = 22383115, upload-time = "2025-05-08T16:07:08.998Z" }, + { url = "https://files.pythonhosted.org/packages/08/f5/456f56bbbfccf696263b47095291040655e3cbaf05d063bdc7c7517f32ac/scipy-1.15.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:0bdd905264c0c9cfa74a4772cdb2070171790381a5c4d312c973382fc6eaf730", size = 25163884, upload-time = "2025-05-08T16:07:14.091Z" }, + { url = "https://files.pythonhosted.org/packages/a2/66/a9618b6a435a0f0c0b8a6d0a2efb32d4ec5a85f023c2b79d39512040355b/scipy-1.15.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79167bba085c31f38603e11a267d862957cbb3ce018d8b38f79ac043bc92d825", size = 35174018, upload-time = "2025-05-08T16:07:19.427Z" }, + { url = "https://files.pythonhosted.org/packages/b5/09/c5b6734a50ad4882432b6bb7c02baf757f5b2f256041da5df242e2d7e6b6/scipy-1.15.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c9deabd6d547aee2c9a81dee6cc96c6d7e9a9b1953f74850c179f91fdc729cb7", size = 37269716, upload-time = "2025-05-08T16:07:25.712Z" }, + { url = "https://files.pythonhosted.org/packages/77/0a/eac00ff741f23bcabd352731ed9b8995a0a60ef57f5fd788d611d43d69a1/scipy-1.15.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:dde4fc32993071ac0c7dd2d82569e544f0bdaff66269cb475e0f369adad13f11", size = 36872342, upload-time = "2025-05-08T16:07:31.468Z" }, + { url = "https://files.pythonhosted.org/packages/fe/54/4379be86dd74b6ad81551689107360d9a3e18f24d20767a2d5b9253a3f0a/scipy-1.15.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f77f853d584e72e874d87357ad70f44b437331507d1c311457bed8ed2b956126", size = 39670869, upload-time = "2025-05-08T16:07:38.002Z" }, + { url = "https://files.pythonhosted.org/packages/87/2e/892ad2862ba54f084ffe8cc4a22667eaf9c2bcec6d2bff1d15713c6c0703/scipy-1.15.3-cp313-cp313-win_amd64.whl", hash = "sha256:b90ab29d0c37ec9bf55424c064312930ca5f4bde15ee8619ee44e69319aab163", size = 40988851, upload-time = "2025-05-08T16:08:33.671Z" }, + { url = "https://files.pythonhosted.org/packages/1b/e9/7a879c137f7e55b30d75d90ce3eb468197646bc7b443ac036ae3fe109055/scipy-1.15.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3ac07623267feb3ae308487c260ac684b32ea35fd81e12845039952f558047b8", size = 38863011, upload-time = "2025-05-08T16:07:44.039Z" }, + { url = "https://files.pythonhosted.org/packages/51/d1/226a806bbd69f62ce5ef5f3ffadc35286e9fbc802f606a07eb83bf2359de/scipy-1.15.3-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:6487aa99c2a3d509a5227d9a5e889ff05830a06b2ce08ec30df6d79db5fcd5c5", size = 30266407, upload-time = "2025-05-08T16:07:49.891Z" }, + { url = "https://files.pythonhosted.org/packages/e5/9b/f32d1d6093ab9eeabbd839b0f7619c62e46cc4b7b6dbf05b6e615bbd4400/scipy-1.15.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:50f9e62461c95d933d5c5ef4a1f2ebf9a2b4e83b0db374cb3f1de104d935922e", size = 22540030, upload-time = "2025-05-08T16:07:54.121Z" }, + { url = "https://files.pythonhosted.org/packages/e7/29/c278f699b095c1a884f29fda126340fcc201461ee8bfea5c8bdb1c7c958b/scipy-1.15.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:14ed70039d182f411ffc74789a16df3835e05dc469b898233a245cdfd7f162cb", size = 25218709, upload-time = "2025-05-08T16:07:58.506Z" }, + { url = "https://files.pythonhosted.org/packages/24/18/9e5374b617aba742a990581373cd6b68a2945d65cc588482749ef2e64467/scipy-1.15.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0a769105537aa07a69468a0eefcd121be52006db61cdd8cac8a0e68980bbb723", size = 34809045, upload-time = "2025-05-08T16:08:03.929Z" }, + { url = "https://files.pythonhosted.org/packages/e1/fe/9c4361e7ba2927074360856db6135ef4904d505e9b3afbbcb073c4008328/scipy-1.15.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9db984639887e3dffb3928d118145ffe40eff2fa40cb241a306ec57c219ebbbb", size = 36703062, upload-time = "2025-05-08T16:08:09.558Z" }, + { url = "https://files.pythonhosted.org/packages/b7/8e/038ccfe29d272b30086b25a4960f757f97122cb2ec42e62b460d02fe98e9/scipy-1.15.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:40e54d5c7e7ebf1aa596c374c49fa3135f04648a0caabcb66c52884b943f02b4", size = 36393132, upload-time = "2025-05-08T16:08:15.34Z" }, + { url = "https://files.pythonhosted.org/packages/10/7e/5c12285452970be5bdbe8352c619250b97ebf7917d7a9a9e96b8a8140f17/scipy-1.15.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:5e721fed53187e71d0ccf382b6bf977644c533e506c4d33c3fb24de89f5c3ed5", size = 38979503, upload-time = "2025-05-08T16:08:21.513Z" }, + { url = "https://files.pythonhosted.org/packages/81/06/0a5e5349474e1cbc5757975b21bd4fad0e72ebf138c5592f191646154e06/scipy-1.15.3-cp313-cp313t-win_amd64.whl", hash = "sha256:76ad1fb5f8752eabf0fa02e4cc0336b4e8f021e2d5f061ed37d6d264db35e3ca", size = 40308097, upload-time = "2025-05-08T16:08:27.627Z" }, +] + +[[package]] +name = "scipy" +version = "1.17.1" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version == '3.11.*'", +] +dependencies = [ + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/df/75/b4ce781849931fef6fd529afa6b63711d5a733065722d0c3e2724af9e40a/scipy-1.17.1-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:1f95b894f13729334fb990162e911c9e5dc1ab390c58aa6cbecb389c5b5e28ec", size = 31613675, upload-time = "2026-02-23T00:16:00.13Z" }, + { url = "https://files.pythonhosted.org/packages/f7/58/bccc2861b305abdd1b8663d6130c0b3d7cc22e8d86663edbc8401bfd40d4/scipy-1.17.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:e18f12c6b0bc5a592ed23d3f7b891f68fd7f8241d69b7883769eb5d5dfb52696", size = 28162057, upload-time = "2026-02-23T00:16:09.456Z" }, + { url = "https://files.pythonhosted.org/packages/6d/ee/18146b7757ed4976276b9c9819108adbc73c5aad636e5353e20746b73069/scipy-1.17.1-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:a3472cfbca0a54177d0faa68f697d8ba4c80bbdc19908c3465556d9f7efce9ee", size = 20334032, upload-time = "2026-02-23T00:16:17.358Z" }, + { url = "https://files.pythonhosted.org/packages/ec/e6/cef1cf3557f0c54954198554a10016b6a03b2ec9e22a4e1df734936bd99c/scipy-1.17.1-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:766e0dc5a616d026a3a1cffa379af959671729083882f50307e18175797b3dfd", size = 22709533, upload-time = "2026-02-23T00:16:25.791Z" }, + { url = "https://files.pythonhosted.org/packages/4d/60/8804678875fc59362b0fb759ab3ecce1f09c10a735680318ac30da8cd76b/scipy-1.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:744b2bf3640d907b79f3fd7874efe432d1cf171ee721243e350f55234b4cec4c", size = 33062057, upload-time = "2026-02-23T00:16:36.931Z" }, + { url = "https://files.pythonhosted.org/packages/09/7d/af933f0f6e0767995b4e2d705a0665e454d1c19402aa7e895de3951ebb04/scipy-1.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43af8d1f3bea642559019edfe64e9b11192a8978efbd1539d7bc2aaa23d92de4", size = 35349300, upload-time = "2026-02-23T00:16:49.108Z" }, + { url = "https://files.pythonhosted.org/packages/b4/3d/7ccbbdcbb54c8fdc20d3b6930137c782a163fa626f0aef920349873421ba/scipy-1.17.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:cd96a1898c0a47be4520327e01f874acfd61fb48a9420f8aa9f6483412ffa444", size = 35127333, upload-time = "2026-02-23T00:17:01.293Z" }, + { url = "https://files.pythonhosted.org/packages/e8/19/f926cb11c42b15ba08e3a71e376d816ac08614f769b4f47e06c3580c836a/scipy-1.17.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:4eb6c25dd62ee8d5edf68a8e1c171dd71c292fdae95d8aeb3dd7d7de4c364082", size = 37741314, upload-time = "2026-02-23T00:17:12.576Z" }, + { url = "https://files.pythonhosted.org/packages/95/da/0d1df507cf574b3f224ccc3d45244c9a1d732c81dcb26b1e8a766ae271a8/scipy-1.17.1-cp311-cp311-win_amd64.whl", hash = "sha256:d30e57c72013c2a4fe441c2fcb8e77b14e152ad48b5464858e07e2ad9fbfceff", size = 36607512, upload-time = "2026-02-23T00:17:23.424Z" }, + { url = "https://files.pythonhosted.org/packages/68/7f/bdd79ceaad24b671543ffe0ef61ed8e659440eb683b66f033454dcee90eb/scipy-1.17.1-cp311-cp311-win_arm64.whl", hash = "sha256:9ecb4efb1cd6e8c4afea0daa91a87fbddbce1b99d2895d151596716c0b2e859d", size = 24599248, upload-time = "2026-02-23T00:17:34.561Z" }, + { url = "https://files.pythonhosted.org/packages/35/48/b992b488d6f299dbe3f11a20b24d3dda3d46f1a635ede1c46b5b17a7b163/scipy-1.17.1-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8", size = 31610954, upload-time = "2026-02-23T00:17:49.855Z" }, + { url = "https://files.pythonhosted.org/packages/b2/02/cf107b01494c19dc100f1d0b7ac3cc08666e96ba2d64db7626066cee895e/scipy-1.17.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76", size = 28172662, upload-time = "2026-02-23T00:18:01.64Z" }, + { url = "https://files.pythonhosted.org/packages/cf/a9/599c28631bad314d219cf9ffd40e985b24d603fc8a2f4ccc5ae8419a535b/scipy-1.17.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086", size = 20344366, upload-time = "2026-02-23T00:18:12.015Z" }, + { url = "https://files.pythonhosted.org/packages/35/f5/906eda513271c8deb5af284e5ef0206d17a96239af79f9fa0aebfe0e36b4/scipy-1.17.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b", size = 22704017, upload-time = "2026-02-23T00:18:21.502Z" }, + { url = "https://files.pythonhosted.org/packages/da/34/16f10e3042d2f1d6b66e0428308ab52224b6a23049cb2f5c1756f713815f/scipy-1.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21", size = 32927842, upload-time = "2026-02-23T00:18:35.367Z" }, + { url = "https://files.pythonhosted.org/packages/01/8e/1e35281b8ab6d5d72ebe9911edcdffa3f36b04ed9d51dec6dd140396e220/scipy-1.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458", size = 35235890, upload-time = "2026-02-23T00:18:49.188Z" }, + { url = "https://files.pythonhosted.org/packages/c5/5c/9d7f4c88bea6e0d5a4f1bc0506a53a00e9fcb198de372bfe4d3652cef482/scipy-1.17.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb", size = 35003557, upload-time = "2026-02-23T00:18:54.74Z" }, + { url = "https://files.pythonhosted.org/packages/65/94/7698add8f276dbab7a9de9fb6b0e02fc13ee61d51c7c3f85ac28b65e1239/scipy-1.17.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea", size = 37625856, upload-time = "2026-02-23T00:19:00.307Z" }, + { url = "https://files.pythonhosted.org/packages/a2/84/dc08d77fbf3d87d3ee27f6a0c6dcce1de5829a64f2eae85a0ecc1f0daa73/scipy-1.17.1-cp312-cp312-win_amd64.whl", hash = "sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87", size = 36549682, upload-time = "2026-02-23T00:19:07.67Z" }, + { url = "https://files.pythonhosted.org/packages/bc/98/fe9ae9ffb3b54b62559f52dedaebe204b408db8109a8c66fdd04869e6424/scipy-1.17.1-cp312-cp312-win_arm64.whl", hash = "sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3", size = 24547340, upload-time = "2026-02-23T00:19:12.024Z" }, + { url = "https://files.pythonhosted.org/packages/76/27/07ee1b57b65e92645f219b37148a7e7928b82e2b5dbeccecb4dff7c64f0b/scipy-1.17.1-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c", size = 31590199, upload-time = "2026-02-23T00:19:17.192Z" }, + { url = "https://files.pythonhosted.org/packages/ec/ae/db19f8ab842e9b724bf5dbb7db29302a91f1e55bc4d04b1025d6d605a2c5/scipy-1.17.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f", size = 28154001, upload-time = "2026-02-23T00:19:22.241Z" }, + { url = "https://files.pythonhosted.org/packages/5b/58/3ce96251560107b381cbd6e8413c483bbb1228a6b919fa8652b0d4090e7f/scipy-1.17.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d", size = 20325719, upload-time = "2026-02-23T00:19:26.329Z" }, + { url = "https://files.pythonhosted.org/packages/b2/83/15087d945e0e4d48ce2377498abf5ad171ae013232ae31d06f336e64c999/scipy-1.17.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b", size = 22683595, upload-time = "2026-02-23T00:19:30.304Z" }, + { url = "https://files.pythonhosted.org/packages/b4/e0/e58fbde4a1a594c8be8114eb4aac1a55bcd6587047efc18a61eb1f5c0d30/scipy-1.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6", size = 32896429, upload-time = "2026-02-23T00:19:35.536Z" }, + { url = "https://files.pythonhosted.org/packages/f5/5f/f17563f28ff03c7b6799c50d01d5d856a1d55f2676f537ca8d28c7f627cd/scipy-1.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464", size = 35203952, upload-time = "2026-02-23T00:19:42.259Z" }, + { url = "https://files.pythonhosted.org/packages/8d/a5/9afd17de24f657fdfe4df9a3f1ea049b39aef7c06000c13db1530d81ccca/scipy-1.17.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950", size = 34979063, upload-time = "2026-02-23T00:19:47.547Z" }, + { url = "https://files.pythonhosted.org/packages/8b/13/88b1d2384b424bf7c924f2038c1c409f8d88bb2a8d49d097861dd64a57b2/scipy-1.17.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369", size = 37598449, upload-time = "2026-02-23T00:19:53.238Z" }, + { url = "https://files.pythonhosted.org/packages/35/e5/d6d0e51fc888f692a35134336866341c08655d92614f492c6860dc45bb2c/scipy-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448", size = 36510943, upload-time = "2026-02-23T00:20:50.89Z" }, + { url = "https://files.pythonhosted.org/packages/2a/fd/3be73c564e2a01e690e19cc618811540ba5354c67c8680dce3281123fb79/scipy-1.17.1-cp313-cp313-win_arm64.whl", hash = "sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87", size = 24545621, upload-time = "2026-02-23T00:20:55.871Z" }, + { url = "https://files.pythonhosted.org/packages/6f/6b/17787db8b8114933a66f9dcc479a8272e4b4da75fe03b0c282f7b0ade8cd/scipy-1.17.1-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a", size = 31936708, upload-time = "2026-02-23T00:19:58.694Z" }, + { url = "https://files.pythonhosted.org/packages/38/2e/524405c2b6392765ab1e2b722a41d5da33dc5c7b7278184a8ad29b6cb206/scipy-1.17.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0", size = 28570135, upload-time = "2026-02-23T00:20:03.934Z" }, + { url = "https://files.pythonhosted.org/packages/fd/c3/5bd7199f4ea8556c0c8e39f04ccb014ac37d1468e6cfa6a95c6b3562b76e/scipy-1.17.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce", size = 20741977, upload-time = "2026-02-23T00:20:07.935Z" }, + { url = "https://files.pythonhosted.org/packages/d9/b8/8ccd9b766ad14c78386599708eb745f6b44f08400a5fd0ade7cf89b6fc93/scipy-1.17.1-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6", size = 23029601, upload-time = "2026-02-23T00:20:12.161Z" }, + { url = "https://files.pythonhosted.org/packages/6d/a0/3cb6f4d2fb3e17428ad2880333cac878909ad1a89f678527b5328b93c1d4/scipy-1.17.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e", size = 33019667, upload-time = "2026-02-23T00:20:17.208Z" }, + { url = "https://files.pythonhosted.org/packages/f3/c3/2d834a5ac7bf3a0c806ad1508efc02dda3c8c61472a56132d7894c312dea/scipy-1.17.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475", size = 35264159, upload-time = "2026-02-23T00:20:23.087Z" }, + { url = "https://files.pythonhosted.org/packages/4d/77/d3ed4becfdbd217c52062fafe35a72388d1bd82c2d0ba5ca19d6fcc93e11/scipy-1.17.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50", size = 35102771, upload-time = "2026-02-23T00:20:28.636Z" }, + { url = "https://files.pythonhosted.org/packages/bd/12/d19da97efde68ca1ee5538bb261d5d2c062f0c055575128f11a2730e3ac1/scipy-1.17.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca", size = 37665910, upload-time = "2026-02-23T00:20:34.743Z" }, + { url = "https://files.pythonhosted.org/packages/06/1c/1172a88d507a4baaf72c5a09bb6c018fe2ae0ab622e5830b703a46cc9e44/scipy-1.17.1-cp313-cp313t-win_amd64.whl", hash = "sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c", size = 36562980, upload-time = "2026-02-23T00:20:40.575Z" }, + { url = "https://files.pythonhosted.org/packages/70/b0/eb757336e5a76dfa7911f63252e3b7d1de00935d7705cf772db5b45ec238/scipy-1.17.1-cp313-cp313t-win_arm64.whl", hash = "sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49", size = 24856543, upload-time = "2026-02-23T00:20:45.313Z" }, + { url = "https://files.pythonhosted.org/packages/cf/83/333afb452af6f0fd70414dc04f898647ee1423979ce02efa75c3b0f2c28e/scipy-1.17.1-cp314-cp314-macosx_10_14_x86_64.whl", hash = "sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717", size = 31584510, upload-time = "2026-02-23T00:21:01.015Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a6/d05a85fd51daeb2e4ea71d102f15b34fedca8e931af02594193ae4fd25f7/scipy-1.17.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9", size = 28170131, upload-time = "2026-02-23T00:21:05.888Z" }, + { url = "https://files.pythonhosted.org/packages/db/7b/8624a203326675d7746a254083a187398090a179335b2e4a20e2ddc46e83/scipy-1.17.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b", size = 20342032, upload-time = "2026-02-23T00:21:09.904Z" }, + { url = "https://files.pythonhosted.org/packages/c9/35/2c342897c00775d688d8ff3987aced3426858fd89d5a0e26e020b660b301/scipy-1.17.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866", size = 22678766, upload-time = "2026-02-23T00:21:14.313Z" }, + { url = "https://files.pythonhosted.org/packages/ef/f2/7cdb8eb308a1a6ae1e19f945913c82c23c0c442a462a46480ce487fdc0ac/scipy-1.17.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350", size = 32957007, upload-time = "2026-02-23T00:21:19.663Z" }, + { url = "https://files.pythonhosted.org/packages/0b/2e/7eea398450457ecb54e18e9d10110993fa65561c4f3add5e8eccd2b9cd41/scipy-1.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118", size = 35221333, upload-time = "2026-02-23T00:21:25.278Z" }, + { url = "https://files.pythonhosted.org/packages/d9/77/5b8509d03b77f093a0d52e606d3c4f79e8b06d1d38c441dacb1e26cacf46/scipy-1.17.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068", size = 35042066, upload-time = "2026-02-23T00:21:31.358Z" }, + { url = "https://files.pythonhosted.org/packages/f9/df/18f80fb99df40b4070328d5ae5c596f2f00fffb50167e31439e932f29e7d/scipy-1.17.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118", size = 37612763, upload-time = "2026-02-23T00:21:37.247Z" }, + { url = "https://files.pythonhosted.org/packages/4b/39/f0e8ea762a764a9dc52aa7dabcfad51a354819de1f0d4652b6a1122424d6/scipy-1.17.1-cp314-cp314-win_amd64.whl", hash = "sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19", size = 37290984, upload-time = "2026-02-23T00:22:35.023Z" }, + { url = "https://files.pythonhosted.org/packages/7c/56/fe201e3b0f93d1a8bcf75d3379affd228a63d7e2d80ab45467a74b494947/scipy-1.17.1-cp314-cp314-win_arm64.whl", hash = "sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293", size = 25192877, upload-time = "2026-02-23T00:22:39.798Z" }, + { url = "https://files.pythonhosted.org/packages/96/ad/f8c414e121f82e02d76f310f16db9899c4fcde36710329502a6b2a3c0392/scipy-1.17.1-cp314-cp314t-macosx_10_14_x86_64.whl", hash = "sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6", size = 31949750, upload-time = "2026-02-23T00:21:42.289Z" }, + { url = "https://files.pythonhosted.org/packages/7c/b0/c741e8865d61b67c81e255f4f0a832846c064e426636cd7de84e74d209be/scipy-1.17.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1", size = 28585858, upload-time = "2026-02-23T00:21:47.706Z" }, + { url = "https://files.pythonhosted.org/packages/ed/1b/3985219c6177866628fa7c2595bfd23f193ceebbe472c98a08824b9466ff/scipy-1.17.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39", size = 20757723, upload-time = "2026-02-23T00:21:52.039Z" }, + { url = "https://files.pythonhosted.org/packages/c0/19/2a04aa25050d656d6f7b9e7b685cc83d6957fb101665bfd9369ca6534563/scipy-1.17.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca", size = 23043098, upload-time = "2026-02-23T00:21:56.185Z" }, + { url = "https://files.pythonhosted.org/packages/86/f1/3383beb9b5d0dbddd030335bf8a8b32d4317185efe495374f134d8be6cce/scipy-1.17.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad", size = 33030397, upload-time = "2026-02-23T00:22:01.404Z" }, + { url = "https://files.pythonhosted.org/packages/41/68/8f21e8a65a5a03f25a79165ec9d2b28c00e66dc80546cf5eb803aeeff35b/scipy-1.17.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a", size = 35281163, upload-time = "2026-02-23T00:22:07.024Z" }, + { url = "https://files.pythonhosted.org/packages/84/8d/c8a5e19479554007a5632ed7529e665c315ae7492b4f946b0deb39870e39/scipy-1.17.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4", size = 35116291, upload-time = "2026-02-23T00:22:12.585Z" }, + { url = "https://files.pythonhosted.org/packages/52/52/e57eceff0e342a1f50e274264ed47497b59e6a4e3118808ee58ddda7b74a/scipy-1.17.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2", size = 37682317, upload-time = "2026-02-23T00:22:18.513Z" }, + { url = "https://files.pythonhosted.org/packages/11/2f/b29eafe4a3fbc3d6de9662b36e028d5f039e72d345e05c250e121a230dd4/scipy-1.17.1-cp314-cp314t-win_amd64.whl", hash = "sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484", size = 37345327, upload-time = "2026-02-23T00:22:24.442Z" }, + { url = "https://files.pythonhosted.org/packages/07/39/338d9219c4e87f3e708f18857ecd24d22a0c3094752393319553096b98af/scipy-1.17.1-cp314-cp314t-win_arm64.whl", hash = "sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21", size = 25489165, upload-time = "2026-02-23T00:22:29.563Z" }, +] + +[[package]] +name = "scipy" +version = "1.18.0" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", +] +dependencies = [ + { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6a/19/ca10ead60b0acc80b2b833c2c4a4f2ff753d0f58b811f70d911c7e94a25c/scipy-1.18.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a", size = 31056519, upload-time = "2026-06-19T14:59:45.203Z" }, + { url = "https://files.pythonhosted.org/packages/96/72/1e6442a00cd2924d361aa1b642ab6373ec35c6fabf311a760be9f76e0f13/scipy-1.18.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b", size = 28681889, upload-time = "2026-06-19T14:59:48.103Z" }, + { url = "https://files.pythonhosted.org/packages/9b/2d/11dd93d21e147a73ba22bd75c0b9208d3a2e0ec76d53170ce7d9029b1015/scipy-1.18.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9", size = 20423580, upload-time = "2026-06-19T14:59:50.665Z" }, + { url = "https://files.pythonhosted.org/packages/9c/01/93552f75e0d2a7dd115a45e59209c51e8d514daff02fc887d2623be06fe1/scipy-1.18.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8", size = 23054441, upload-time = "2026-06-19T14:59:53.564Z" }, + { url = "https://files.pythonhosted.org/packages/3c/23/21f5e703643d66f21faa6b4c73195bfcad70c55efcb4f1ab327cd7c4101a/scipy-1.18.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab", size = 33968720, upload-time = "2026-06-19T14:59:56.415Z" }, + { url = "https://files.pythonhosted.org/packages/dd/aa/1b939f6c67ed68635bb538e6752d3dacc02f66535182e939a89581a44e9c/scipy-1.18.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2", size = 35287115, upload-time = "2026-06-19T14:59:59.411Z" }, + { url = "https://files.pythonhosted.org/packages/b6/ff/eec46be7e9234208f801062b53e1983085eddebd693f6c9bfb03b459830d/scipy-1.18.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11", size = 35577989, upload-time = "2026-06-19T15:00:02.235Z" }, + { url = "https://files.pythonhosted.org/packages/84/ca/210d4759c7210bb7d269437421959b39a33434e2776b60c5cb8a763bb30a/scipy-1.18.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de", size = 37421717, upload-time = "2026-06-19T15:00:05.102Z" }, + { url = "https://files.pythonhosted.org/packages/2b/54/9a9edb45345bd6744da5ddfb6628e5d5185920494c6a67ec45b6381004cb/scipy-1.18.0-cp312-cp312-win_amd64.whl", hash = "sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132", size = 36597428, upload-time = "2026-06-19T15:00:08.112Z" }, + { url = "https://files.pythonhosted.org/packages/99/0e/33f32a2a58987e26aec0f7df252cbbad1e90ae77bdbc76f40dd4ed0cf0ea/scipy-1.18.0-cp312-cp312-win_arm64.whl", hash = "sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76", size = 24351481, upload-time = "2026-06-19T15:00:11.103Z" }, + { url = "https://files.pythonhosted.org/packages/05/52/9c0136c2de7ae0779b7b366447766cec6d9f0702c56bb8ffeb04c8fd3af4/scipy-1.18.0-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446", size = 31036107, upload-time = "2026-06-19T15:00:14.03Z" }, + { url = "https://files.pythonhosted.org/packages/02/73/0291a64843270f4efb86cdcf2ee0f2048631b65ec6b405398b2b4dbf11bf/scipy-1.18.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520", size = 28663303, upload-time = "2026-06-19T15:00:16.819Z" }, + { url = "https://files.pythonhosted.org/packages/d3/0f/10ffa0b697a572f4e0d48b92a88895d366422f019f723e7e14a84c050dac/scipy-1.18.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197", size = 20404960, upload-time = "2026-06-19T15:00:19.635Z" }, + { url = "https://files.pythonhosted.org/packages/7e/d2/e896cea21ba8edd6c81d4c55b1ffcc717e79698dcbebf9641b4cfb4c6622/scipy-1.18.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b", size = 23034074, upload-time = "2026-06-19T15:00:22.107Z" }, + { url = "https://files.pythonhosted.org/packages/ea/b2/e83ea34279a52c03374477c74006256ec78df65fc877baa4617d6de1d202/scipy-1.18.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468", size = 33942038, upload-time = "2026-06-19T15:00:24.964Z" }, + { url = "https://files.pythonhosted.org/packages/f6/af/e8fe5fb136f51e2b01678b92cb4106d10d8cd68ec147ead2e7cb0ac75398/scipy-1.18.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f", size = 35266390, upload-time = "2026-06-19T15:00:28.059Z" }, + { url = "https://files.pythonhosted.org/packages/3a/49/2c5cbb907b56695fc67517811d1db234dfd83381a84814ec220aded2794d/scipy-1.18.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f", size = 35551324, upload-time = "2026-06-19T15:00:31.014Z" }, + { url = "https://files.pythonhosted.org/packages/bb/73/eda39f7a2d306ff0ffc574afd13c0bbb6d10a603d9a413998ee269487a80/scipy-1.18.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4", size = 37404785, upload-time = "2026-06-19T15:00:34.072Z" }, + { url = "https://files.pythonhosted.org/packages/b7/d2/ae881ee28d014f38e0ccbfd974a06a919ba9af34f1f74bf42b5301891d63/scipy-1.18.0-cp313-cp313-win_amd64.whl", hash = "sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7", size = 36554943, upload-time = "2026-06-19T15:00:36.903Z" }, + { url = "https://files.pythonhosted.org/packages/70/3a/21154e2d54eb3639c6bf4dbae2e531c68356bfe95990daa30df33b30d556/scipy-1.18.0-cp313-cp313-win_arm64.whl", hash = "sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b", size = 24350911, upload-time = "2026-06-19T15:00:40.062Z" }, + { url = "https://files.pythonhosted.org/packages/78/b5/915a19b3de2f7430062b509653563db1633ddbb6f021b06731521115d4e2/scipy-1.18.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578", size = 31036253, upload-time = "2026-06-19T15:00:43.216Z" }, + { url = "https://files.pythonhosted.org/packages/d7/88/b72def7262e150d16be13fca37a96481138d624e700340bc3362a7588929/scipy-1.18.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8", size = 28673758, upload-time = "2026-06-19T15:00:46.663Z" }, + { url = "https://files.pythonhosted.org/packages/91/02/2e636a61a525632c373cf6a9c24442a3ffb79e364d38e98b32042964ac32/scipy-1.18.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d", size = 20415514, upload-time = "2026-06-19T15:00:49.399Z" }, + { url = "https://files.pythonhosted.org/packages/c9/b6/2135974442f6aba159d9d39d774a1c8cb19947016725d69fecc685df45bf/scipy-1.18.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6", size = 23034398, upload-time = "2026-06-19T15:00:51.941Z" }, + { url = "https://files.pythonhosted.org/packages/f6/e6/ba89ec5abf6ee9257c0d1ec985573f3ae32742c24bc03e016388a40b1b15/scipy-1.18.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690", size = 33998032, upload-time = "2026-06-19T15:00:54.838Z" }, + { url = "https://files.pythonhosted.org/packages/7f/c4/bc41eb19b0fd0db868f4132920879019318d80cc522ad8f2bca4611af808/scipy-1.18.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0", size = 35283333, upload-time = "2026-06-19T15:00:58.152Z" }, + { url = "https://files.pythonhosted.org/packages/53/a4/cbdeef6eb3830a8462a9d4ada814de5fc984345cc9ecf17cbec51a036f1e/scipy-1.18.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867", size = 35610216, upload-time = "2026-06-19T15:01:01.155Z" }, + { url = "https://files.pythonhosted.org/packages/80/4d/b2b82502b65f661d1b789c1665dcdf315d5f12194e06fc0b37946294ebae/scipy-1.18.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709", size = 37418960, upload-time = "2026-06-19T15:01:04.155Z" }, + { url = "https://files.pythonhosted.org/packages/93/3e/902d836831474b0ab5a37d16404f7bc5fafd9efba632890e271ba952635f/scipy-1.18.0-cp314-cp314-win_amd64.whl", hash = "sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61", size = 37288845, upload-time = "2026-06-19T15:01:07.822Z" }, + { url = "https://files.pythonhosted.org/packages/b6/43/8d73b337a3bdb14daa0314f0434210747c02d79d729ce1777574a817dcf6/scipy-1.18.0-cp314-cp314-win_arm64.whl", hash = "sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b", size = 24988971, upload-time = "2026-06-19T15:01:11.076Z" }, + { url = "https://files.pythonhosted.org/packages/b4/b4/f11918b0508a2787031a0499a03fbe3546f3bb5ca05d01038c45b278c09a/scipy-1.18.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707", size = 31399325, upload-time = "2026-06-19T15:01:13.723Z" }, + { url = "https://files.pythonhosted.org/packages/7b/d1/1f287b57c0ff0ee5185dff3946d92c8017d39b0e431f0ae79a3ff1859512/scipy-1.18.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677", size = 29092110, upload-time = "2026-06-19T15:01:16.908Z" }, + { url = "https://files.pythonhosted.org/packages/ff/1a/7b74eb6c392fdcb27d414c0e7558a6d0231eb3b6d73571f479bb81ea8794/scipy-1.18.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4", size = 20833811, upload-time = "2026-06-19T15:01:20.488Z" }, + { url = "https://files.pythonhosted.org/packages/7c/ad/f3941716320a7b9cb4d68734a903b45fe16eff5fb7da7e16f2e619304979/scipy-1.18.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce", size = 23396644, upload-time = "2026-06-19T15:01:23.364Z" }, + { url = "https://files.pythonhosted.org/packages/22/22/1446b62ffe07f9719b7d9b1b6a4e05a772833ae8f441fe4c22c34c9b250f/scipy-1.18.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0", size = 34079318, upload-time = "2026-06-19T15:01:26.002Z" }, + { url = "https://files.pythonhosted.org/packages/56/3b/b87da667098bb470fa30c7011b0ba351ee976dd395c78798c66e941665a3/scipy-1.18.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58", size = 35324320, upload-time = "2026-06-19T15:01:28.881Z" }, + { url = "https://files.pythonhosted.org/packages/f8/a1/c7932f91909759b0267f75fdea34e91309f96b895757534b76a90b6b4344/scipy-1.18.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553", size = 35699541, upload-time = "2026-06-19T15:01:31.968Z" }, + { url = "https://files.pythonhosted.org/packages/f7/86/5185061a1fcc41d18c5dc2463969b3a3964b31d9ac67b2fb05d4c7ff7670/scipy-1.18.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76", size = 37472480, upload-time = "2026-06-19T15:01:35.136Z" }, + { url = "https://files.pythonhosted.org/packages/31/8e/f04c68e39919a010d34f2ee1367fd705b0a25a02f609d755f0bfbc0a15fc/scipy-1.18.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f", size = 37365390, upload-time = "2026-06-19T15:01:38.091Z" }, + { url = "https://files.pythonhosted.org/packages/d5/19/969dc072906c84dd0a3b05dcf57ea750936087d7873549e408b35cfc3f97/scipy-1.18.0-cp314-cp314t-win_arm64.whl", hash = "sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8", size = 25279661, upload-time = "2026-06-19T15:01:40.817Z" }, +] + +[[package]] +name = "sentry-sdk" +version = "2.66.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7f/6f/d59cad0889d15fde85254cf58e701484de3f3f0406003b3197746910b19b/sentry_sdk-2.66.1.tar.gz", hash = "sha256:f882fb08710c5f8bfc603aafa3e901b384009a19cc3f76a572b863392ee81cdc", size = 940543, upload-time = "2026-07-22T12:26:54.553Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/89/d3/726bd88f0eece09ddf431bea4c9191c18e7a8d070b854eb0014d447712ee/sentry_sdk-2.66.1-py3-none-any.whl", hash = "sha256:86002793161d9a95ef04bdd8d442e9bfece5d989b755f05d6360215094a7aff6", size = 505555, upload-time = "2026-07-22T12:26:52.71Z" }, +] + +[[package]] +name = "setuptools" +version = "83.0.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/34/26/f5d29e25ffdb535afef2d35cdb55b325298f96debd670da4c325e08d70f4/setuptools-83.0.0.tar.gz", hash = "sha256:025bccbbf0fa05b6192bc64ae1e7b16e001fd6d6d4d5de03c97b1c1ade523bef", size = 1154254, upload-time = "2026-07-04T15:31:22.699Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl", hash = "sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3", size = 1008090, upload-time = "2026-07-04T15:31:20.885Z" }, +] + +[[package]] +name = "sympy" +version = "1.14.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "mpmath" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/83/d3/803453b36afefb7c2bb238361cd4ae6125a569b4db67cd9e79846ba2d68c/sympy-1.14.0.tar.gz", hash = "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517", size = 7793921, upload-time = "2025-04-27T18:05:01.611Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5", size = 6299353, upload-time = "2025-04-27T18:04:59.103Z" }, +] + +[[package]] +name = "threadpoolctl" +version = "3.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b7/4d/08c89e34946fce2aec4fbb45c9016efd5f4d7f24af8e5d93296e935631d8/threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e", size = 21274, upload-time = "2025-03-13T13:49:23.031Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/32/d5/f9a850d79b0851d1d4ef6456097579a9005b31fea68726a4ae5f2d82ddd9/threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb", size = 18638, upload-time = "2025-03-13T13:49:21.846Z" }, +] + +[[package]] +name = "torch" +version = "2.13.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cuda-bindings", marker = "python_full_version < '3.15' and sys_platform == 'linux'" }, + { name = "cuda-toolkit", extra = ["cublas", "cudart", "cufft", "cufile", "cupti", "curand", "cusolver", "cusparse", "nvjitlink", "nvrtc", "nvtx"], marker = "sys_platform == 'linux'" }, + { name = "filelock" }, + { name = "fsspec" }, + { name = "jinja2" }, + { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "networkx", version = "3.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, + { name = "nvidia-cudnn-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-cusparselt-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-nccl-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-nvshmem-cu13", marker = "sys_platform == 'linux'" }, + { name = "setuptools" }, + { name = "sympy" }, + { name = "triton", marker = "python_full_version < '3.15' and sys_platform == 'linux'" }, + { name = "typing-extensions" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/7f/e7/19894fdb51c7dbaf94f5a79bb0871da0992e8e4241e579cb006da46d2e58/torch-2.13.0-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:94f0de129916f77b8dc2c7a8eff644cfeddfe59e39c9f55e9f6e17543410281d", size = 111178962, upload-time = "2026-07-08T16:05:49.855Z" }, + { url = "https://files.pythonhosted.org/packages/d1/5c/b1d5de470c54e339b30a92d96683a71bcebd78f5f2a7fc714cd6dc6bbd68/torch-2.13.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:0ab4b69f3ee03a62a002cfbf77b1ca5e88aceb4ea64cb4388bb28f638ddbb045", size = 427198333, upload-time = "2026-07-08T16:05:36.847Z" }, + { url = "https://files.pythonhosted.org/packages/50/c0/68a84105e1fcb8970144b388ff3d3e5dc15a3be28c1e247841f7d7247e41/torch-2.13.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:c78b7b4d04461855a764cf01bae9a462bb88bc93defcfa11235cbc8fdf3e12c4", size = 526555154, upload-time = "2026-07-08T16:05:06.507Z" }, + { url = "https://files.pythonhosted.org/packages/2e/c9/0bb9d097b03cbaf96bb75b15e867347b8e41bfcdfe0539452d17d9e63993/torch-2.13.0-cp310-cp310-win_amd64.whl", hash = "sha256:2bd30b6b730d987fa386ce3898933762c5cb8cc82eb0535211d787cc3ce2dfeb", size = 122015602, upload-time = "2026-07-08T16:05:45.25Z" }, + { url = "https://files.pythonhosted.org/packages/5b/fe/cba54dc58523434919b66f13a667e36e436deddd77ca519e96553617d4ec/torch-2.13.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:e76f9bcecc52b8ff711239a2f7547d5353df95878ab232f0773c1d95928b92f8", size = 111187938, upload-time = "2026-07-08T16:05:17.065Z" }, + { url = "https://files.pythonhosted.org/packages/c2/59/1e3160e18e12aa3038390efab3ce02b36a9d4d6a527ecdd8520dca2e68d8/torch-2.13.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:092790c696a760c729fd5722835f50b9d81fd7c8f141571f3f3cf4081a8f664c", size = 427199369, upload-time = "2026-07-08T16:04:51.054Z" }, + { url = "https://files.pythonhosted.org/packages/01/79/1f2d34ad7034ee1c7ffc1cf8bf0f8213af2a81df6ecdb3997ecec107c09d/torch-2.13.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:60fcdcb2f3876e21146cb4524ef06397d727ca9ad5f020818547e25075fe3cb7", size = 526574961, upload-time = "2026-07-08T16:04:07.075Z" }, + { url = "https://files.pythonhosted.org/packages/6c/fd/0f2ce40f58aefbdb3392f9acce3c8171940943ae2d661f70558bfa73befb/torch-2.13.0-cp311-cp311-win_amd64.whl", hash = "sha256:a0d8b11f16a48d60e2015d8213aa0390744cbebb98e58b62b3514dddc656e330", size = 122015870, upload-time = "2026-07-08T16:05:27.59Z" }, + { url = "https://files.pythonhosted.org/packages/c4/3a/ed0f4d4d1dcde03bced7aac9a28e800abcdc0cbd06b6775044c9fbd877b7/torch-2.13.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:2fe228aba290d14b9f31b049be550dbd469c3fd3013d7a19705b30454da97027", size = 111213045, upload-time = "2026-07-08T16:05:22.997Z" }, + { url = "https://files.pythonhosted.org/packages/df/a9/f6a2a4d763ff1df02e9a64c477029db614295bc9367f4131223791ccc243/torch-2.13.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:572df8be8ffb4599c88cbd6a0726f1f854f4da65d2e3c09f0e2c2283333cd6d4", size = 427210998, upload-time = "2026-07-08T16:04:37.708Z" }, + { url = "https://files.pythonhosted.org/packages/f3/82/fea946351658e6534db52d2cc12bc53087cbf87f9440c5f180f367c1950b/torch-2.13.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:796633c4cdf0fe2cdced72d8f88f22e73dbcfce83132763162f6d4bff13b820b", size = 526605292, upload-time = "2026-07-08T16:04:22.81Z" }, + { url = "https://files.pythonhosted.org/packages/21/d6/e8f3c6f7e01f626f77259de9860d2a78bc84c40539e28e79b7e98b0bb659/torch-2.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:024c6cc0c1b085f2f91f20a3dc27b0471d021c31ce84b81be3afdc39f791fd9d", size = 122057313, upload-time = "2026-07-08T16:03:53.43Z" }, + { url = "https://files.pythonhosted.org/packages/0d/fa/c1c10b7aff4a9a3e8956d4f0a5f468fa6db7abc3208805719076772b4833/torch-2.13.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:33449899ce5496c1b84b4853179d94fd102028ae1407314d9fb956bb79e70d09", size = 111213743, upload-time = "2026-07-08T16:03:28.579Z" }, + { url = "https://files.pythonhosted.org/packages/11/18/9ecb37b56293a0be8d80f810bf672a72fe7e02f8b475d5ef1b9bf8a0d748/torch-2.13.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:1e09d6a722504957c694faceca843acde562786df1144ebcc5a74075ec7f6005", size = 427213008, upload-time = "2026-07-08T16:03:44.106Z" }, + { url = "https://files.pythonhosted.org/packages/d4/5a/7c50ba1b7b713d71d34669c6d13dab0a11531a3eceb0307a5162dbfec0f7/torch-2.13.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:a3a9a21312872af8a26950b2c15680335a386a1f56ed03e780653d78b9607e9e", size = 526602329, upload-time = "2026-07-08T16:03:12.649Z" }, + { url = "https://files.pythonhosted.org/packages/91/3d/e7adcc6aaf36961cd18f56cf8ad0f3058c3a5c84ccf391762176c94581b8/torch-2.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:49b58f1e2c52440abb6f17c28f0335fe6c6d01ad1a7f55b0183b81e4b34d64e6", size = 122057920, upload-time = "2026-07-08T16:03:01.808Z" }, + { url = "https://files.pythonhosted.org/packages/36/76/6dcc7f0c07052102dd36f83cbc5800842a909c8c3fbf1a7f8a5844954de9/torch-2.13.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d849b390e07d8d333ce8ecaf91b273c656c598379a19c9acf1318a883f6b391c", size = 111227066, upload-time = "2026-07-08T16:03:33.6Z" }, + { url = "https://files.pythonhosted.org/packages/e9/09/2c10e8cd0e00fa5d23c052df6ce467eaa7182399f5e0f824f1e4ff42ccae/torch-2.13.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:a3893dc2da0a972a8ca5d698c85a9f967559ac5f8ee1797b77408aa8734d073c", size = 427226309, upload-time = "2026-07-08T16:02:53.127Z" }, + { url = "https://files.pythonhosted.org/packages/76/c6/22c2102bbef14ca6a6cb4c20e42f088e49c5f812be4e160ae57502e325f9/torch-2.13.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:49f1ea385c754e54919408a9bb3b5a72b0b755bbe2c916c1d6f70afbec4908a2", size = 526614507, upload-time = "2026-07-08T16:02:16.441Z" }, + { url = "https://files.pythonhosted.org/packages/2b/0c/7d1deb6bce5bc3e6042caf39100ac768eba3b9a098e1dddd16f75bd6489b/torch-2.13.0-cp314-cp314-win_amd64.whl", hash = "sha256:4f8573e3ce9ebcd53fe922f01077a6085ccdfbe5f12fd215883a9d87d7a744fd", size = 122051871, upload-time = "2026-07-08T16:03:23.521Z" }, + { url = "https://files.pythonhosted.org/packages/f4/ce/aa8b7f9949d32e0f2f624f342bc3b48112c1b8a130288465938bc83bcbf9/torch-2.13.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:c28def70706c2f9ecc752574766e8ae4da9b810ab6676b611166761a78a9f1e1", size = 111537025, upload-time = "2026-07-08T16:02:44.28Z" }, + { url = "https://files.pythonhosted.org/packages/69/d1/491e3a0389430946145888b0203f2b6a759ce2a61481b96a85c2da4f2ced/torch-2.13.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:31061ff56ed8fbf26c749806905aeb749ebeb819810fd5d52508aa5afd90dddc", size = 427219769, upload-time = "2026-07-08T16:02:31.18Z" }, + { url = "https://files.pythonhosted.org/packages/9a/1d/38006e045bf0a1fc28ef01e757c554e59e59a8770c284bc4f47b14e60441/torch-2.13.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:cc26eead4cf51d0b544e31e364dcf000846549c273bd148936fe9d24d29acb92", size = 526571320, upload-time = "2026-07-08T16:01:59.348Z" }, + { url = "https://files.pythonhosted.org/packages/56/94/655c91992a882bd5071aa0b5d22a07dbb130d801e872be97c0b627a7c693/torch-2.13.0-cp314-cp314t-win_amd64.whl", hash = "sha256:a7de8a313090dc5c7d7ba4bfe5c3be222528f9a4dba1acc83bddb1157360c4b8", size = 122306773, upload-time = "2026-07-08T16:02:39.832Z" }, +] + +[[package]] +name = "triton" +version = "3.7.1" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/ea/629cc37436ca5df93ce98956d09cd2ca1498bfee8ef4972d2fe48b9f958c/triton-3.7.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3daf64305d6cea88d3334c65ebc9bcd0c64c9564a977084366aa768d57cbcf64", size = 184551013, upload-time = "2026-06-17T20:03:37.551Z" }, + { url = "https://files.pythonhosted.org/packages/15/76/c79c34311625227a288df3e483fc5cdf3d596624cbd4b4758c4cbdc14af3/triton-3.7.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ee89fbf782ec2ad50391dd1cf26cbea4f4467154c37f4773026da8fc31c0f58e", size = 197596267, upload-time = "2026-06-17T19:53:06.898Z" }, + { url = "https://files.pythonhosted.org/packages/7b/f9/19d842d06a08559534fa1eaab6ca551b1bcf40f06620bddec1babaa2772d/triton-3.7.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d4a0e1cd4c4a76370ed74a8432a53cea28716827d19e40ffc732233e35ceb3f6", size = 184664887, upload-time = "2026-06-17T20:03:42.913Z" }, + { url = "https://files.pythonhosted.org/packages/cd/5e/fce69606f7f240297f163e25539906732b199530d486ce67ae319877e821/triton-3.7.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6744957e9fd610a29680ec2346057d0c86948ed3812468670719f391e94b44a5", size = 197701306, upload-time = "2026-06-17T19:53:13.673Z" }, + { url = "https://files.pythonhosted.org/packages/94/fa/f856e24deb462d5f18bd4b5a746957862ab9b6ee5834bda60605ec348366/triton-3.7.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9497f2e696ee368862a181a90b2dcc03ca978cc4f602abd67c7d81022a6988e1", size = 184692359, upload-time = "2026-06-17T20:03:48.288Z" }, + { url = "https://files.pythonhosted.org/packages/c4/6f/fb96d15db6f36d6eae4cafb998c2e0353bf59d7c4ea1662d7497f269134a/triton-3.7.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7e40869937a68206ec70d7f25bb7ec6433cb083f9135e1f36dbd318dc449a728", size = 197719725, upload-time = "2026-06-17T19:53:20.419Z" }, + { url = "https://files.pythonhosted.org/packages/00/42/c5089d4d9327fcd1e862c599cc2927f39418f84dd11a84cb2ccff9d4787a/triton-3.7.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cdbfc09d9ec58bc5e68321525653220de7515c199e7a8097a97c85e62b52cd0a", size = 184694629, upload-time = "2026-06-17T20:03:53.444Z" }, + { url = "https://files.pythonhosted.org/packages/07/42/2c3ac59253ae8892b6f307875263dd23dc875cdf732d3aea40d6d41fb7cb/triton-3.7.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:58c0e131da05134a2a4788ccbcc0c1105cf0f54c8e98f19e34cd465396dc15eb", size = 197729241, upload-time = "2026-06-17T19:53:27.801Z" }, + { url = "https://files.pythonhosted.org/packages/40/71/e01aa7ad573883ed9456f130226babdec70b005e098c4d6226a6238e761b/triton-3.7.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fe4ea396a06171f1f1f58cbd39c70b09294398f7dd7c620939bab54ad6f934fa", size = 184705764, upload-time = "2026-06-17T20:03:59.064Z" }, + { url = "https://files.pythonhosted.org/packages/a4/09/5683146fda6a2b569deb78ccfd8fbfea8bfe55f726b081c0a6bb18dd6f28/triton-3.7.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2020153b08280415ec0da6607834e79166442147e78e144df06b508c75b186d2", size = 197729537, upload-time = "2026-06-17T19:53:35.516Z" }, + { url = "https://files.pythonhosted.org/packages/e9/f8/448220c3092019f9fdfab39ec47985968181d67da34b44f6a7f6280a5cbb/triton-3.7.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c58e4c61f0c73b5dba3b5d19b4a7093c32f90dc18b2a7f121a7c16ccd31107b7", size = 184814760, upload-time = "2026-06-17T20:04:04.984Z" }, + { url = "https://files.pythonhosted.org/packages/f0/ac/229b7d4589d2e5937310e72c6d46e89599d16a4a12b479ffa1499fee8eb8/triton-3.7.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:10ba85fa2cca4a2fbdeb36bf1cb082f2c252bda55bf9fccd74f65ec5bc647e68", size = 197824404, upload-time = "2026-06-17T19:53:42.772Z" }, +] + +[[package]] +name = "typing-extensions" +version = "4.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f6/cc/6253133b5bb138fc3306cebfbda2c520f545d36b5be2c7255cc528bb45d6/typing_extensions-4.16.0.tar.gz", hash = "sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5", size = 113555, upload-time = "2026-07-02T08:40:05.92Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/49/d3/b8441a820a491ddfc024b0b0cf0393375b75ea13866d9c66727e54c2fc80/typing_extensions-4.16.0-py3-none-any.whl", hash = "sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8", size = 45571, upload-time = "2026-07-02T08:40:04.659Z" }, +] + +[[package]] +name = "typing-inspection" +version = "0.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/55/e3/70399cb7dd41c10ac53367ae42139cf4b1ca5f36bb3dc6c9d33acdb43655/typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464", size = 75949, upload-time = "2025-10-01T02:14:41.687Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" }, +] + +[[package]] +name = "urllib3" +version = "2.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/53/0c/06f8b233b8fd13b9e5ee11424ef85419ba0d8ba0b3138bf360be2ff56953/urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c", size = 433602, upload-time = "2026-05-07T16:13:18.596Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7f/3e/5db95bcf282c52709639744ca2a8b149baccf648e39c8cc87553df9eae0c/urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897", size = 131087, upload-time = "2026-05-07T16:13:17.151Z" }, +] + +[[package]] +name = "wandb" +version = "0.28.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click" }, + { name = "packaging" }, + { name = "platformdirs" }, + { name = "protobuf" }, + { name = "pydantic" }, + { name = "pyyaml" }, + { name = "requests" }, + { name = "sentry-sdk" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/92/fb/8d3f96a8b143060d6fa145462d0785981373e04694e4152555ccb5d23939/wandb-0.28.1.tar.gz", hash = "sha256:870ccb1a01238b0ac07c6fd96a0810a1f79090aba04ea29f4ee012ac8327705d", size = 40578119, upload-time = "2026-07-16T18:47:05.413Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/06/21/8df50164d07623cfcefec19bbf9327d9be84b637a827cea1f0c06db005fd/wandb-0.28.1-py3-none-macosx_12_0_arm64.whl", hash = "sha256:da909a76e65c64c0d93acc485d2a19f66e336f1e3f725f1c98a070883e084943", size = 24277925, upload-time = "2026-07-16T18:46:42.383Z" }, + { url = "https://files.pythonhosted.org/packages/8f/18/6c3da7e6cb215ad363324db8dc4d83b93626f5e339822b05b1c38a6097fd/wandb-0.28.1-py3-none-macosx_12_0_x86_64.whl", hash = "sha256:3da3db219c54bfd1082c00e9061c8ea894ba43e42733b5af00bb10c09d7158fe", size = 25480852, upload-time = "2026-07-16T18:46:45.102Z" }, + { url = "https://files.pythonhosted.org/packages/e2/1a/d15bcfb4417fa69edcaa33db8ea012db733da1057e193b047e3f69fdd671/wandb-0.28.1-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:ae9ae6fb29e2e2b1d097ed8b75c0c0240c778c2a8cad1d996dee870a1e401c2c", size = 24832138, upload-time = "2026-07-16T18:46:47.433Z" }, + { url = "https://files.pythonhosted.org/packages/b3/da/49924c7df2952dfd82c86c3779c339c0c3d6f6439387c03d97d0470c3658/wandb-0.28.1-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:8cfb898b6a6c884d9c9294b02764e88bce65049f027a124d6bee53fe722469b6", size = 26486533, upload-time = "2026-07-16T18:46:49.839Z" }, + { url = "https://files.pythonhosted.org/packages/11/c0/06b23518e29690784f1b3081e39c7679ca076cb0af094cb9b4bb309150f5/wandb-0.28.1-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:cf2b1533945395e4fdbe6182b272bb0ca8a02c10b3086a395e2d57686ae3ed0d", size = 25022635, upload-time = "2026-07-16T18:46:52.376Z" }, + { url = "https://files.pythonhosted.org/packages/23/30/6de2f7995a8a6eecbd03d24c79a139a734c0168f5520cf4c7ccb43c1dbbc/wandb-0.28.1-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:7233061080507a4b4098bed1ccb381ce6f890c60397cd4153d060285bcb267bd", size = 27008895, upload-time = "2026-07-16T18:46:55.025Z" }, + { url = "https://files.pythonhosted.org/packages/b2/83/49deab9447687625371435ca21b6da82f223f1c7d014d77386b9cb91833c/wandb-0.28.1-py3-none-win32.whl", hash = "sha256:4bc461cda3ce23a19d8df5e42981a664d95fa3231efb10fd1e85d9d4824c7d29", size = 24418398, upload-time = "2026-07-16T18:46:57.43Z" }, + { url = "https://files.pythonhosted.org/packages/bf/6f/ed6616b11ea15b8ceabedcaa567286c1c9ec65fa50563230a90bfb627cc5/wandb-0.28.1-py3-none-win_amd64.whl", hash = "sha256:d98a10370162b1e970850237114c56e9c4c58f3cb701e4b8cb38f36f6749fd52", size = 24418404, upload-time = "2026-07-16T18:47:00.427Z" }, + { url = "https://files.pythonhosted.org/packages/07/78/75b6827a6665337a715c5347c5edbd84eca660f7a0f48d8d6d24d1f66bee/wandb-0.28.1-py3-none-win_arm64.whl", hash = "sha256:4aa07f13dd3bcac2c0524c8d0f49f76e83ab5c1054fd09f3b1a436cfcde146a6", size = 22299006, upload-time = "2026-07-16T18:47:02.71Z" }, +] diff --git a/wef b/wef new file mode 100755 index 0000000000..e847fdb2be Binary files /dev/null and b/wef differ