regenerate figures for slow cycle

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valentin.boettcher@mailbox.tu-dresden.de 2023-05-08 13:23:33 -04:00
parent 00220c7e78
commit 4d76950a55
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30 changed files with 27204 additions and 1881 deletions

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@ -80,7 +80,7 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/52bc73698a80a2938e44a3276eaeff5aded093cd.svg]]
[[file:./.ob-jupyter/af1722dd51faebbec05b3013eba2c2e2864dd0f4.svg]]
#+begin_src jupyter-python :tangle no
#ot.plot_cycles(models, bath=0, legend=True)
@ -104,13 +104,16 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/6c8cd0ac2518b43e36bd407ca0bb146a9f53dac7.svg]]
[[file:./.ob-jupyter/73ad99c8f33025ef14048abda5eeefe8c0dd7b15.svg]]
** Integrate
#+begin_src jupyter-python :tangle tangle/original.py
ot.integrate_online_multi(models, 80_000, increment=10_000, analyze_kwargs=dict(every=10_000))
#+end_src
#+RESULTS:
: 88731cee-8bf8-411e-b9db-0b0138807646
** Analysis
#+begin_src jupyter-python
for model in models:
@ -144,7 +147,7 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+RESULTS:
:RESULTS:
: \(N=80000\)
[[file:./.ob-jupyter/8dc6d71eabb095e2a21fc5d4050d2e77f8a4d407.svg]]
[[file:./.ob-jupyter/7c4c619d2f9e55840f6181197c2c4e96a71c324a.svg]]
:END:
#+begin_src jupyter-python
@ -183,11 +186,23 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+RESULTS:
:RESULTS:
: [[0.11920292 0. ]
: [0. 0.88079708]]
: [[0.37754067 0. ]
: [0. 0.62245933]]
[[file:./.ob-jupyter/d10a82faed83ac74fbdb0a80362cb43f7e44dbac.svg]]
#+begin_example
[[0.11920292 0. ]
[0. 0.88079708]]
[[0.37754067 0. ]
[0. 0.62245933]]
/nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/cbook/__init__.py:1369: ComplexWarning: Casting complex values to real discards the imaginary part
return np.asarray(x, float)
/nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_axes.py:5340: ComplexWarning: Casting complex values to real discards the imaginary part
pts[0] = start
/nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_axes.py:5341: ComplexWarning: Casting complex values to real discards the imaginary part
pts[N + 1] = end
/nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_axes.py:5344: ComplexWarning: Casting complex values to real discards the imaginary part
pts[1:N+1, 1] = dep1slice
/nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_axes.py:5346: ComplexWarning: Casting complex values to real discards the imaginary part
pts[N+2:, 1] = dep2slice[::-1]
#+end_example
[[file:./.ob-jupyter/81d7229d7ed52abe3f521c318cdeeeb4c52e5a87.svg]]
:END:
#+begin_src jupyter-python
@ -196,7 +211,6 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/2055a903d73105290085026649070f77a60ddd40.svg]]
#+begin_src jupyter-python
@ -205,7 +219,7 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/6904e11bd3ec5b85e0c2e0d8d60c91a3940b3b84.svg]]
[[file:./.ob-jupyter/962ffa455699bc4ceabd74a04f849593a57a8e96.svg]]
#+begin_src jupyter-python
@ -214,7 +228,7 @@ We shift so that we just overlap with coupling/decoupling and one above.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/6576fcf3377ebb38995ea45a6571775d4365b7ef.svg]]
[[file:./.ob-jupyter/8471d776db4404270d3df20b7173e59f783b92ba.svg]]
We see that we get a pretty good picture after about 30k-40k samples.
@ -224,7 +238,7 @@ We see that we get a pretty good picture after about 30k-40k samples.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/8e414af41379a102f5e066cb063acdd3a410a6a2.svg]]
[[file:./.ob-jupyter/c4573aef927c867b1f7b60cb1176771fdaa66f5d.svg]]
#+begin_src jupyter-python
fig, ax =ot.plot_steady_energy_changes([baseline, models[3+2]], 2, label_fn=lambda m: ("baseline" if m.hexhash == baseline.hexhash else "shifted"))
@ -233,7 +247,7 @@ We see that we get a pretty good picture after about 30k-40k samples.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/e82e58b9e588d336d71900346ebb97ac1ed8fcba.svg]]
[[file:./.ob-jupyter/e8e0f0c962520ab4b163a0756b2a22e2ebd7435f.svg]]
The best shift:
@ -253,7 +267,7 @@ The best shift:
#+RESULTS:
:RESULTS:
: 7cac0199140ff8f9fb2e0073b950e079e582466b8a6aea99f286d5d81b62cad8
[[file:./.ob-jupyter/b0331e0557f3d5aa3f24e97405ad88d097838be6.svg]]
[[file:./.ob-jupyter/c578a4380fca2032a39326c64b497ca15a876dc2.svg]]
:END:
@ -306,7 +320,7 @@ The best shift:
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/461e4a99905b6a95ee1aa9339dbbe19f90fef570.svg]]
[[file:./.ob-jupyter/0aaae8f600192b07ca01041789f5cbeaf0d48ee2.svg]]
#+begin_src jupyter-python
@ -317,9 +331,9 @@ The best shift:
#+RESULTS:
:RESULTS:
| <matplotlib.lines.Line2D | at | 0x7f4a54e115b0> |
[[file:./.ob-jupyter/1dfc8faed914b3db9255e2f8148e6dd71674ebe3.svg]]
[[file:./.ob-jupyter/c7199307117d774aea29cabdc27a35366881d724.svg]]
| <matplotlib.lines.Line2D | at | 0x7fe9b1d26c40> |
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[[file:./.ob-jupyter/737556be87761f7451bcfd437fd96170f7637ec9.svg]]
:END:
@ -359,7 +373,7 @@ The best shift:
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/6b305bc0d459a215b7c7df707b2fa4704d07a4b3.svg]]
[[file:./.ob-jupyter/af9b31c1231b61d27855a73c8e6dc2f2db604233.svg]]
* Explore Coupling Length Dimension for The best performing state
@ -410,7 +424,28 @@ The best shift:
#+end_src
#+RESULTS:
: 0.12
:RESULTS:
# [goto error]
#+begin_example
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
Cell In[91], line 38
 34 return next_model
 37 Ns = list(range(1, 4))[:1]
---> 38 overlap_models = [overlap(best_shift_model, N, step) for N in Ns]
 39 overlap_models = [overlap_cold(best_shift_model, N, step) for N in Ns]
 40 new_step_size = 6
Cell In[91], line 38, in <listcomp>(.0)
 34 return next_model
 37 Ns = list(range(1, 4))[:1]
---> 38 overlap_models = [overlap(best_shift_model, N, step) for N in Ns]
 39 overlap_models = [overlap_cold(best_shift_model, N, step) for N in Ns]
 40 new_step_size = 6
NameError: name 'step' is not defined
#+end_example
:END:
#+begin_src jupyter-python :tangle no
ot.plot_cycles([overlap_models[0]], legend=True)
@ -418,8 +453,13 @@ The best shift:
#+RESULTS:
:RESULTS:
| <Figure | size | 340x320 | with | 1 | Axes> | <AxesSubplot: | xlabel= | $\tau$ | ylabel= | Operator Norm | > |
[[file:./.ob-jupyter/1448dddffc867d28693765ef9638d816846cbb48.svg]]
# [goto error]
: ---------------------------------------------------------------------------
: NameError Traceback (most recent call last)
: Cell In[90], line 1
: ----> 1 ot.plot_cycles([overlap_models[0]], legend=True)
:
: NameError: name 'overlap_models' is not defined
:END:
** Integrate
@ -592,8 +632,8 @@ modulation.
#+RESULTS:
:RESULTS:
: <matplotlib.legend.Legend at 0x7fe0ffae76d0>
[[file:./.ob-jupyter/471bcf75fc64732c2fc4f25ea50b3d129f263072.svg]]
: <matplotlib.legend.Legend at 0x7fe9b15f0340>
[[file:./.ob-jupyter/cb7df72fdbae443014029e58c57c8cd040d2cdad.svg]]
:END:
@ -621,14 +661,7 @@ modulation.
#+end_src
#+RESULTS:
:RESULTS:
[[file:./.ob-jupyter/07448a73c1975e4ddc88d7c7dbfcbfc57255a4ad.svg]]
: (pid=gcs_server) [2023-04-04 14:39:14,000 E 868116 868116] (gcs_server) gcs_server.cc:283: Failed to get the resource load: GrpcUnavailable: RPC Error message: Connection reset by peer; RPC Error details:
: (pid=gcs_server) [2023-04-04 14:39:14,000 E 868116 868116] (gcs_server) gcs_server.cc:283: Failed to get the resource load: GrpcUnavailable: RPC Error message: Connection reset by peer; RPC Error details:
: (pid=gcs_server) [2023-04-04 14:39:14,000 E 868116 868116] (gcs_server) gcs_server.cc:283: Failed to get the resource load: GrpcUnavailable: RPC Error message: Connection reset by peer; RPC Error details:
: (pid=gcs_server) [2023-04-04 14:39:14,000 E 868116 868116] (gcs_server) gcs_server.cc:283: Failed to get the resource load: GrpcUnavailable: RPC Error message: Connection reset by peer; RPC Error details:
: (pid=gcs_server) [2023-04-04 14:39:14,000 E 868116 868116] (gcs_server) gcs_server.cc:283: Failed to get the resource load: GrpcUnavailable: RPC Error message: Connection reset by peer; RPC Error details:
:END:
[[file:./.ob-jupyter/ad6aa52c6730f14c9f10f32edb03ae96b8f6a006.svg]]
#+begin_src jupyter-python :tangle tangle/long.py
@ -649,15 +682,19 @@ modulation.
#+end_src
#+RESULTS:
: -0.18 0.12 80000 -0.7432352797196996 -98.3933277583729 (-0.6547883379568094, 0.32914493962691976)
: -0.12 0.12 80000 0.5515764970059213 -4.588837155210551 (0.28325656807481425, 0.32914493962691976)
: -0.06 0.12 80000 0.9849641934327689 10.389858999462525 (0.433043529621545, 0.32914493962691976)
: 0.0 0.12 80000 0.9864290608793423 10.386118256193916 (0.4330061221888589, 0.32914493962691976)
: 0.06 0.12 80000 0.9777553355809067 10.616195121156663 (0.4353068908384864, 0.32914493962691976)
: 0.12 0.12 80000 1.1185864670592693 10.712677023075978 (0.43627170985767955, 0.32914493962691976)
: 0.18 0.12 80000 1.280064611377701 7.403981413620636 (0.4031847537631261, 0.32914493962691976)
: 0.24 0.12 80000 1.1867997141496045 2.747192020803302 (0.3566168598349528, 0.32914493962691976)
: 0.3 0.12 80000 0.7281813558728701 -10.479096524510464 (0.22435397438181512, 0.32914493962691976)
#+begin_example
-0.18 0.12 80000 -0.7432352797196996 -98.3933277583729 (-0.6547883379568094, 0.32914493962691976)
-0.12 0.12 80000 0.5515764970059213 -4.588837155210551 (0.28325656807481425, 0.32914493962691976)
-0.06 0.12 80000 0.9849641934327689 10.389858999462525 (0.433043529621545, 0.32914493962691976)
0.0 0.12 80000 0.9864290608793423 10.386118256193916 (0.4330061221888589, 0.32914493962691976)
0.06 0.12 80000 0.9777553355809067 10.616195121156663 (0.4353068908384864, 0.32914493962691976)
0.12 0.12 80000 1.1185864670592693 10.712677023075978 (0.43627170985767955, 0.32914493962691976)
0.18 0.12 80000 1.280064611377701 7.403981413620636 (0.4031847537631261, 0.32914493962691976)
0.24 0.12 80000 1.1867997141496045 2.747192020803302 (0.3566168598349528, 0.32914493962691976)
0.3 0.12 80000 0.7281813558728701 -10.479096524510464 (0.22435397438181512, 0.32914493962691976)
0.36 0.12 80000 -0.45197344202291523 -49.898300662353925 (-0.16983806699661946, 0.32914493962691976)
0.42 0.12 80000 -1.4644608753444812 -108.49803909971185 (-0.7558354513701987, 0.32914493962691976)
#+end_example
#+begin_src jupyter-python
@ -674,7 +711,7 @@ modulation.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/136aed41f1e97c8727d923361a130a92097a60ce.svg]]
[[file:./.ob-jupyter/3c84f70ced5643089d048ba60451f50a3409c231.svg]]
Aho! The trick is just to slow down the coupling switching.
@ -687,8 +724,8 @@ Aho! The trick is just to slow down the coupling switching.
#+RESULTS:
:RESULTS:
: <matplotlib.legend.Legend at 0x7f46809d1670>
[[file:./.ob-jupyter/79b743c561edc35e3a3916de2ce83b18cba6c55d.svg]]
: <matplotlib.legend.Legend at 0x7fe9b08ff2e0>
[[file:./.ob-jupyter/4fb778a2d542fde60accec2963706290dff4418b.svg]]
:END:
#+begin_src jupyter-python
@ -705,7 +742,7 @@ Aho! The trick is just to slow down the coupling switching.
# [goto error]
: ---------------------------------------------------------------------------
: NameError Traceback (most recent call last)
: Cell In[56], line 3
: Cell In[27], line 3
:  1 powers_long = [-model.power(steady_idx=2).value for model in long_models]
:  2 powers_short = [-model.power(steady_idx=2).value for model in models]
: ----> 3 power_overlap = -overlap_models[0].power(steady_idx=2).value
@ -730,8 +767,17 @@ The overlap model still has slightly, but negligible power advantage.
#+RESULTS:
:RESULTS:
: <matplotlib.lines.Line2D at 0x7fb7bf86df10>
[[file:./.ob-jupyter/e3ad584293286425efa5f50a7c2037f568438277.svg]]
# [goto error]
: ---------------------------------------------------------------------------
: NameError Traceback (most recent call last)
: Cell In[28], line 3
:  1 efficiencys_long = [model.efficiency(steady_idx=2).value for model in long_models]
:  2 efficiencys_short = [model.efficiency(steady_idx=2).value for model in models]
: ----> 3 efficiency_overlap = overlap_models[0].efficiency(steady_idx=2).value
:  4 plt.plot(shifts, efficiencys_short)
:  5 plt.plot(shifts, efficiencys_long)
:
: NameError: name 'overlap_models' is not defined
:END:
Ok, we find that there's nothing special about the overlap model.
@ -759,7 +805,7 @@ Now let's try to find out why the efficiency improved.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/ae6cb31c3edef8ef606a639a364d4a25e0442688.svg]]
[[file:./.ob-jupyter/1446c6e53dac7fbcb1089dcf980e7299b7d75301.svg]]
Way less energy is dumped into the cold bath.
#+begin_src jupyter-python
@ -807,7 +853,19 @@ Way less energy is dumped into the cold bath.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/68ae36ac29f3001fc1745d612ccfcba544ef5707.svg]]
:RESULTS:
: /home/hiro/src/hopsflow/hopsflow/util.py:332: RuntimeWarning: divide by zero encountered in divide
: left_i[1] / right_i[1],
: /home/hiro/src/hopsflow/hopsflow/util.py:332: RuntimeWarning: invalid value encountered in divide
: left_i[1] / right_i[1],
: /home/hiro/src/hopsflow/hopsflow/util.py:334: RuntimeWarning: divide by zero encountered in divide
: (left_i[2] / right_i[1]) ** 2
: /home/hiro/src/hopsflow/hopsflow/util.py:335: RuntimeWarning: divide by zero encountered in divide
: + (left_i[1] / (right_i[1]) ** 2 * right_i[2]) ** 2
: /home/hiro/src/hopsflow/hopsflow/util.py:335: RuntimeWarning: invalid value encountered in divide
: + (left_i[1] / (right_i[1]) ** 2 * right_i[2]) ** 2
[[file:./.ob-jupyter/3d588233ddaeb47b80e2d98855937e09ec32bd3f.svg]]
:END:
#+begin_src jupyter-python
plt.plot(best_shift_model.t, (best_shift_model.bath_energy().for_bath(0) / best_shift_model.bath_energy().for_bath(1)).value)
@ -819,7 +877,7 @@ Way less energy is dumped into the cold bath.
: /home/hiro/src/hopsflow/hopsflow/util.py:334: RuntimeWarning: invalid value encountered in divide
: (left_i[2] / right_i[1]) ** 2
| -1.0 | 1.0 |
[[file:./.ob-jupyter/2481b239f61a4fc84617ca79cb91d7ee2c7eae6d.svg]]
[[file:./.ob-jupyter/e370756ca7053f6e2cd87fb4928a509100b6900d.svg]]
:END:
@ -833,7 +891,7 @@ Way less energy is dumped into the cold bath.
#+RESULTS:
#+begin_src jupyter-python :results none :tangle tangle/only_cold.py
shifts = sc.make_shifts()
shifts = sc.make_shifts(extra_r=4)
cold_models = [sc.make_model(shift, shift, switch_t=6., only_cold=True) for shift in shifts]
#+end_src
@ -859,6 +917,7 @@ Way less energy is dumped into the cold bath.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/de3eb2a9f0973f77f95d912248d6f10ee0635854.svg]]
[[file:./.ob-jupyter/e3413d8306c7996bd7476d0047a621c7c973187e.svg]]
@ -884,7 +943,7 @@ Way less energy is dumped into the cold bath.
#+RESULTS:
:RESULTS:
| 0.0 | 60.0 |
[[file:./.ob-jupyter/88280474909756e93a10041db2d0af4db2e54edd.svg]]
[[file:./.ob-jupyter/71e4dbcb0c094107e336437a1247ef0a1e316bcb.svg]]
:END:
#+begin_src jupyter-python
@ -905,7 +964,61 @@ Way less energy is dumped into the cold bath.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/2dba4cb317ec601eaa32575401efb8dcb75a69ea.svg]]
:RESULTS:
# [goto error]
#+begin_example
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
Cell In[36], line 3
 1 fig, (ax2, ax1, ax3) = plt.subplots(nrows=1, ncols=3)
 2 _, ax1_right = ot.plot_powers_and_efficiencies(np.array(shifts) * 100, cold_models, xlabel="Cycle Shift", ax=ax1)[2]
----> 3 _, ax2_right = ot.plot_powers_and_efficiencies(np.array(shifts) * 100, long_models, xlabel="Cycle Shift", ax=ax2)[2]
 4 _, ax3_right = ot.plot_powers_and_efficiencies(np.array(shifts) * 100, models, xlabel="Cycle Shift", ax=ax3)[2]
 6 ax1_right.sharey(ax2_right)
File ~/Documents/Projects/UNI/master/eflow_paper/python/otto_motor/subprojects/cycle_shift/plot_utils.py:40, in wrap_plot.<locals>.wrapped(ax, setup_function, *args, **kwargs)
 37 if not ax:
 38 fig, ax = setup_function()
---> 40 ret_val = f(*args, ax=ax, **kwargs)
 41 return (fig, ax, ret_val) if ret_val else (fig, ax)
File ~/Documents/Projects/UNI/master/eflow_paper/python/otto_motor/subprojects/cycle_shift/otto_utilities.py:80, in plot_powers_and_efficiencies(x, models, steady_idx, ax, xlabel)
 78 mask = efficiencies > 0
 79 a2 = ax.twinx()
---> 80 ax.errorbar(x, powers, yerr=powers_σ, marker=".", label=r"$\bar{P}$")
 81 ax.errorbar(
 82 x,
 83 system_powers,
 (...)
 86 label=r"$\bar{P}_{\mathrm{sys}}$",
 87 )
 89 ax.errorbar(
 90 x,
 91 interaction_powers,
 (...)
 94 label=r"$\bar{P}_{\mathrm{int}}$",
 95 )
File /nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/__init__.py:1423, in _preprocess_data.<locals>.inner(ax, data, *args, **kwargs)
 1420 @functools.wraps(func)
 1421 def inner(ax, *args, data=None, **kwargs):
 1422 if data is None:
-> 1423 return func(ax, *map(sanitize_sequence, args), **kwargs)
 1425 bound = new_sig.bind(ax, *args, **kwargs)
 1426 auto_label = (bound.arguments.get(label_namer)
 1427 or bound.kwargs.get(label_namer))
File /nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_axes.py:3491, in Axes.errorbar(self, x, y, yerr, xerr, fmt, ecolor, elinewidth, capsize, barsabove, lolims, uplims, xlolims, xuplims, errorevery, capthick, **kwargs)
 3489 x, y = np.atleast_1d(x, y) # Make sure all the args are iterable.
 3490 if len(x) != len(y):
-> 3491 raise ValueError("'x' and 'y' must have the same size")
 3493 everymask = self._errorevery_to_mask(x, errorevery)
 3495 label = kwargs.pop("label", None)
ValueError: 'x' and 'y' must have the same size
#+end_example
[[file:./.ob-jupyter/0808a4e641f3bfd149695bb00c73368d6b872d03.svg]]
:END:
#+begin_src jupyter-python
ot.plot_multi_powers_and_efficiencies(shifts, [models, long_models, cold_models], ["shifted", "shifted + slower modulation", "slower + only cold shifted"], xlabel=r"Shift $\delta$")
@ -913,7 +1026,63 @@ Way less energy is dumped into the cold bath.
#+end_src
#+RESULTS:
[[file:./.ob-jupyter/b1465aa4fa0c0e24f8fa2129d1f2405598f3542f.svg]]
:RESULTS:
# [goto error]
#+begin_example
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
Cell In[37], line 1
----> 1 ot.plot_multi_powers_and_efficiencies(shifts, [models, long_models, cold_models], ["shifted", "shifted + slower modulation", "slower + only cold shifted"], xlabel=r"Shift $\delta$")
 2 fs.export_fig("shift_comparison", y_scaling=1, x_scaling=2)
File ~/Documents/Projects/UNI/master/eflow_paper/python/otto_motor/subprojects/cycle_shift/otto_utilities.py:177, in plot_multi_powers_and_efficiencies(x, multi_models, titles, steady_idx, xlabel)
 171 efficiencies_σ = np.array(
 172 [100 * model.efficiency(steady_idx=steady_idx).σ for model in models]
 173 )
 175 mask = efficiencies > 0
--> 177 power.plot(x, powers, marker=marker)
 178 system_power.plot(
 179 x,
 180 system_powers,
 181 marker=marker,
 182 )
 184 interaction_power.plot(
 185 x,
 186 interaction_powers,
 187 marker=marker,
 188 )
File /nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_axes.py:1662, in Axes.plot(self, scalex, scaley, data, *args, **kwargs)
 1419 """
 1420 Plot y versus x as lines and/or markers.
 1421
 (...)
 1659 (``'green'``) or hex strings (``'#008000'``).
 1660 """
 1661 kwargs = cbook.normalize_kwargs(kwargs, mlines.Line2D)
-> 1662 lines = [*self._get_lines(*args, data=data, **kwargs)]
 1663 for line in lines:
 1664 self.add_line(line)
File /nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_base.py:311, in _process_plot_var_args.__call__(self, data, *args, **kwargs)
 309 this += args[0],
 310 args = args[1:]
--> 311 yield from self._plot_args(
 312  this, kwargs, ambiguous_fmt_datakey=ambiguous_fmt_datakey)
File /nix/store/08ccd1bg10pbkpv71fwccyxabr1cycim-python3-3.9.15-env/lib/python3.9/site-packages/matplotlib/axes/_base.py:504, in _process_plot_var_args._plot_args(self, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)
 501 self.axes.yaxis.update_units(y)
 503 if x.shape[0] != y.shape[0]:
--> 504 raise ValueError(f"x and y must have same first dimension, but "
 505 f"have shapes {x.shape} and {y.shape}")
 506 if x.ndim > 2 or y.ndim > 2:
 507 raise ValueError(f"x and y can be no greater than 2D, but have "
 508 f"shapes {x.shape} and {y.shape}")
ValueError: x and y must have same first dimension, but have shapes (9,) and (11,)
#+end_example
[[file:./.ob-jupyter/2b127d9efe76f2d5af7288fd1c86ed71265d6c8a.svg]]
:END:
** Findings
- coupling overlap doesn't help much