Note
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Uniform box in SPH#
This simple example shows a uniform density box in SPH, it is also used to test that the smoothing length iteration find the correct value
10 import shamrock
11
12 # If we use the shamrock executable to run this script instead of the python interpreter,
13 # we should not initialize the system as the shamrock executable needs to handle specific MPI logic
14 if not shamrock.sys.is_initialized():
15 shamrock.change_loglevel(1)
16 shamrock.sys.init("0:0")
Setup parameters
22 gamma = 5.0 / 3.0
23 rho_g = 1
24
25 bmin = (-0.6, -0.6, -0.6)
26 bmax = (0.6, 0.6, 0.6)
27
28 N_target = 1e4
29 scheduler_split_val = int(2e7)
30 scheduler_merge_val = int(1)
Deduced quantities
34 import numpy as np
35
36 xm, ym, zm = bmin
37 xM, yM, zM = bmax
38 vol_b = (xM - xm) * (yM - ym) * (zM - zm)
39
40 part_vol = vol_b / N_target
41
42 # lattice volume
43 HCP_PACKING_DENSITY = 0.74
44 part_vol_lattice = HCP_PACKING_DENSITY * part_vol
45
46 dr = (part_vol_lattice / ((4.0 / 3.0) * np.pi)) ** (1.0 / 3.0)
47
48 pmass = -1
Setup
53 ctx = shamrock.Context()
54 ctx.pdata_layout_new()
55
56 model = shamrock.get_Model_SPH(context=ctx, vector_type="f64_3", sph_kernel="M4")
57
58 cfg = model.gen_default_config()
59 cfg.set_artif_viscosity_VaryingCD10(
60 alpha_min=0.0, alpha_max=1, sigma_decay=0.1, alpha_u=1, beta_AV=2
61 )
62 cfg.set_boundary_periodic()
63 cfg.set_eos_adiabatic(gamma)
64 cfg.print_status()
65 model.set_solver_config(cfg)
66 model.init_scheduler(scheduler_split_val, scheduler_merge_val)
67
68
69 bmin, bmax = model.get_ideal_hcp_box(dr, bmin, bmax)
70 xm, ym, zm = bmin
71 xM, yM, zM = bmax
72
73 model.resize_simulation_box(bmin, bmax)
74
75 setup = model.get_setup()
76 gen = setup.make_generator_lattice_hcp(dr, bmin, bmax)
77 setup.apply_setup(gen, insert_step=scheduler_split_val)
78
79
80 xc, yc, zc = model.get_closest_part_to((0, 0, 0))
81
82 if shamrock.sys.world_rank() == 0:
83 print("closest part to (0,0,0) is in :", xc, yc, zc)
84
85
86 vol_b = (xM - xm) * (yM - ym) * (zM - zm)
87
88 totmass = rho_g * vol_b
89
90 pmass = model.total_mass_to_part_mass(totmass)
91
92 model.set_value_in_a_box("uint", "f64", 0, bmin, bmax)
93
94 tot_u = pmass * model.get_sum("uint", "f64")
95 if shamrock.sys.world_rank() == 0:
96 print("total u :", tot_u)
97
98 model.set_particle_mass(pmass)
99
100 model.set_cfl_cour(0.1)
101 model.set_cfl_force(0.1)
----- SPH Solver configuration -----
[
{
"artif_viscosity": {
"alpha_max": 1.0,
"alpha_min": 0.0,
"alpha_u": 1.0,
"av_type": "varying_cd10",
"beta_AV": 2.0,
"sigma_decay": 0.1
},
"boundary_config": {
"bc_type": "periodic"
},
"cfl_config": {
"cfl_cour": 0.0,
"cfl_force": 0.0,
"cfl_multiplier_stiffness": 2.0,
"eta_sink": 0.05
},
"combined_dtdiv_divcurlv_compute": false,
"debug_dump_filename": "",
"do_debug_dump": false,
"enable_particle_reordering": false,
"eos_config": {
"Tvec": "f64_3",
"eos_type": "adiabatic",
"gamma": 1.6666666666666667
},
"epsilon_h": 1e-06,
"ext_force_config": {
"force_list": []
},
"gpart_mass": 0.0,
"h_iter_per_subcycles": 50,
"h_max_subcycles_count": 100,
"htol_up_coarse_cycle": 1.1,
"htol_up_fine_cycle": 1.1,
"kernel_id": "M4<f64>",
"mhd_config": {
"mhd_type": "none"
},
"particle_killing": [],
"particle_reordering_step_freq": 1000,
"self_grav_config": {
"softening_length": 1e-09,
"softening_mode": "plummer",
"type": "none"
},
"show_neigh_stats": false,
"smoothing_length_config": {
"type": "density_based"
},
"time_state": {
"cfl_multiplier": 0.01,
"dt_sph": 0.0,
"time": 0.0
},
"tree_reduction_level": 3,
"type_id": "sycl::vec<f64,3>",
"unit_sys": null,
"use_two_stage_search": true
}
]
------------------------------------
Info: pushing data in scheduler, N = 11520 [DataInserterUtility][rank=0]
Info: reattributing data ... [DataInserterUtility][rank=0]
Info: reattributing data done in 9.44 ms [DataInserterUtility][rank=0]
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 12.71 us (77.2%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.05 us (0.3%)
patch tree reduce : 611.00 ns (0.1%)
gen split merge : 671.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 1042.00 ns (0.1%)
LB compute : 735.03 us (98.4%)
LB move op cnt : 0
LB apply : 3.52 us (0.5%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 3.00 us (66.9%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1914.00 ns (0.3%)
patch tree reduce : 350.00 ns (0.1%)
gen split merge : 371.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 260.00 ns (0.0%)
LB compute : 567.00 us (98.5%)
LB move op cnt : 0
LB apply : 2.31 us (0.4%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 3.13 us (67.2%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1934.00 ns (0.3%)
patch tree reduce : 340.00 ns (0.1%)
gen split merge : 391.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 291.00 ns (0.0%)
LB compute : 590.24 us (98.6%)
LB move op cnt : 0
LB apply : 2.32 us (0.4%)
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Final load balancing step 0 of 3 [SPH setup][rank=0]
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.88 us (61.2%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1382.00 ns (0.2%)
patch tree reduce : 360.00 ns (0.1%)
gen split merge : 390.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 361.00 ns (0.1%)
LB compute : 623.52 us (98.7%)
LB move op cnt : 0
LB apply : 2.31 us (0.4%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.75 us (65.5%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1493.00 ns (0.3%)
patch tree reduce : 381.00 ns (0.1%)
gen split merge : 380.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 261.00 ns (0.0%)
LB compute : 525.54 us (98.5%)
LB move op cnt : 0
LB apply : 2.30 us (0.4%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.80 us (66.0%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.12 us (0.4%)
patch tree reduce : 371.00 ns (0.1%)
gen split merge : 391.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 271.00 ns (0.1%)
LB compute : 476.56 us (98.3%)
LB move op cnt : 0
LB apply : 2.09 us (0.4%)
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Final load balancing step 1 of 3 [SPH setup][rank=0]
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 7.19 us (82.4%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1532.00 ns (0.4%)
patch tree reduce : 371.00 ns (0.1%)
gen split merge : 391.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 240.00 ns (0.1%)
LB compute : 384.44 us (98.0%)
LB move op cnt : 0
LB apply : 2.24 us (0.6%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.79 us (68.9%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1313.00 ns (0.3%)
patch tree reduce : 401.00 ns (0.1%)
gen split merge : 391.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 230.00 ns (0.0%)
LB compute : 477.08 us (98.4%)
LB move op cnt : 0
LB apply : 2.31 us (0.5%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.65 us (71.2%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1923.00 ns (0.4%)
patch tree reduce : 401.00 ns (0.1%)
gen split merge : 400.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 250.00 ns (0.0%)
LB compute : 498.42 us (98.2%)
LB move op cnt : 0
LB apply : 2.49 us (0.5%)
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Final load balancing step 2 of 3 [SPH setup][rank=0]
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.73 us (68.3%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1483.00 ns (0.5%)
patch tree reduce : 371.00 ns (0.1%)
gen split merge : 381.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 251.00 ns (0.1%)
LB compute : 314.25 us (97.6%)
LB move op cnt : 0
LB apply : 2.16 us (0.7%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.67 us (71.0%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1322.00 ns (0.3%)
patch tree reduce : 340.00 ns (0.1%)
gen split merge : 380.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 251.00 ns (0.0%)
LB compute : 505.27 us (98.5%)
LB move op cnt : 0
LB apply : 2.34 us (0.5%)
Info: Compute load ... [DataInserterUtility][rank=0]
Info: run scheduler step ... [DataInserterUtility][rank=0]
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 2.68 us (66.6%)
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 1873.00 ns (0.4%)
patch tree reduce : 391.00 ns (0.1%)
gen split merge : 381.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 291.00 ns (0.1%)
LB compute : 510.93 us (98.4%)
LB move op cnt : 0
LB apply : 2.25 us (0.4%)
Info: --------------------------------------------- [DataInserterUtility][rank=0]
Info: the setup took : 0.025641537000000002 s [SPH setup][rank=0]
closest part to (0,0,0) is in : 0.0 0.0 0.0
total u : 0.0
Single timestep to iterate the smoothing length
105 model.timestep()
---------------- t = 0, dt = 0 ----------------
Info: summary : [LoadBalance][rank=0]
Info: - strategy "psweep" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: - strategy "round robin" : max = 11520 min = 11520 [LoadBalance][rank=0]
Info: Loadbalance stats : [LoadBalance][rank=0]
npatch = 1
min = 11520
max = 11520
avg = 11520
efficiency = 100.00%
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 23.86 us (2.5%)
patch tree reduce : 2.13 us (0.2%)
gen split merge : 481.00 ns (0.1%)
split / merge op : 0/0
apply split merge : 952.00 ns (0.1%)
LB compute : 875.98 us (93.2%)
LB move op cnt : 0
LB apply : 5.27 us (0.6%)
Info: Scheduler step timings : [Scheduler][rank=0]
metadata sync : 5.59 us (75.3%)
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.39592013888888883
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.03437860905706778 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.4238715277777777
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.03781646996277456 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.4238715277777777
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.041598116959052016 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.4506076388888888
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.045757928654957224 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.5162326388888888
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.05033372152045295 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.6863715277777777
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.05536709367249825 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.6863715277777777
Warning: smoothing length is not converged, rerunning the iterator ... [Smoothinglength][rank=0]
largest h = 0.06090380303974808 unconverged cnt = 11520
Warning: High interface/patch volume ratio. [InterfaceGen][rank=0]
This can lead to high mpi overhead, try to increase the patch split crit
patch 0 high interf/patch volume: 0.7886284722222223
Warning: the unit system is not set [sph::Config][rank=0]
Warning: the unit system is not set [sph::Config][rank=0]
Info: conservation infos : [sph::Model][rank=0]
sum v = (0,0,0)
sum a = (0,0,0)
sum e = 0
sum de = 0
Info: CFL hydro = 1.7976931348623157e+308 sink sink = inf [SPH][rank=0]
Info: cfl dt = 1.7976931348623157e+308 cfl multiplier : 0.01 [sph::Model][rank=0]
Info: Timestep perf report: [sph::Model][rank=0]
+======+============+=======+========+===========+======+=============+=============+=============+
| rank | rate (N/s) | Nobj | Npatch | tstep | MPI | alloc d% h% | mem (max) d | mem (max) h |
+======+============+=======+========+===========+======+=============+=============+=============+
| 0 | 3.8586e+04 | 11520 | 1 | 2.986e-01 | 0.0% | 1.3% 0.0% | 935.14 MB | 450.00 kB |
+------+------------+-------+--------+-----------+------+-------------+-------------+-------------+
Info: estimated rate : 0 (tsim/hr) [sph::Model][rank=0]
<shamrock.model_sph.TimestepLog object at 0x7f4656381b70>
Recover data
109 dat = ctx.collect_data()
Info: collected : 1 patches [PatchScheduler][rank=0]
adding -> xyz
adding -> vxyz
adding -> axyz
adding -> axyz_ext
adding -> hpart
adding -> uint
adding -> duint
adding -> alpha_AV
adding -> divv
adding -> dtdivv
adding -> curlv
adding -> soundspeed
Test h value
113 import numpy as np
114
115 min_hpart = np.min(dat["hpart"])
116 max_hpart = np.max(dat["hpart"])
117 mean_hpart = np.mean(dat["hpart"])
118
119 print(f"hpart min={min_hpart} max={max_hpart} delta={max_hpart-min_hpart}")
120
121 assert np.abs(max_hpart - min_hpart) < 1e-15, "hpart delta is too large"
122
123 expected_h = (0.06688949833400996 + 0.06688949833401027) / 2
124
125 assert np.abs(min_hpart - expected_h) < 1e-15, "hpart is off the expected value"
hpart min=0.06688949833400996 max=0.06688949833401027 delta=3.0531133177191805e-16
Plot particle distrib
129 import matplotlib
130 import matplotlib.pyplot as plt
131 from mpl_toolkits.mplot3d import Axes3D
132
133 fig = plt.figure(dpi=120)
134 ax = fig.add_subplot(111, projection="3d")
135 ax.set_xlim3d(bmin[0], bmax[0])
136 ax.set_ylim3d(bmin[1], bmax[1])
137 ax.set_zlim3d(bmin[2], bmax[2])
138
139 cm = matplotlib.colormaps["viridis"]
140 sc = ax.scatter(
141 dat["xyz"][:, 0],
142 dat["xyz"][:, 1],
143 dat["xyz"][:, 2],
144 s=1,
145 vmin=mean_hpart - 1e-10,
146 vmax=mean_hpart + 1e-10,
147 c=dat["hpart"],
148 cmap=cm,
149 )
150 plt.colorbar(sc)
151 plt.show()
Total running time of the script: (0 minutes 3.921 seconds)
Estimated memory usage: 113 MB