diff --git a/code/src/MCFF/ising_model.py b/code/src/MCFF/ising_model.py index e1865e6..36780e8 100644 --- a/code/src/MCFF/ising_model.py +++ b/code/src/MCFF/ising_model.py @@ -75,7 +75,7 @@ def energy(state): if 0 <= (j + 1) < M: E -= state[i, j] * state[i, j + 1] - return 2 * E / (N * M) + return 2 * E def energy_numpy(state): @@ -93,7 +93,7 @@ def energy_numpy(state): The interaction energy per site. """ E = -np.sum(state[:-1, :] * state[1:, :]) - np.sum(state[:, :-1] * state[:, 1:]) - return 2 * E / np.product(state.shape) + return 2 * E @jit(nopython=True, nogil=True) @@ -108,4 +108,4 @@ def energy_difference(state, site): 0 <= (j + dj) < M ): # ignore neighbours not in the NxN grid h += state[i + di, j + dj] - return 4 * state[i, j] * h / (N * M) + return 4 * state[i, j] * h diff --git a/code/src/MCFF/mcmc.py b/code/src/MCFF/mcmc.py index 38a9235..8f85c57 100644 --- a/code/src/MCFF/mcmc.py +++ b/code/src/MCFF/mcmc.py @@ -7,9 +7,11 @@ from numba import jit from .ising_model import energy, energy_difference -def mcmc(initial_state, steps, T, rng=np.random.default_rng()): +def mcmc_original(initial_state, steps, T, rng=np.random.default_rng()): r"""Return the state after performing `steps` monte carlo steps starting from `initial_state` at temperature `T`. + This is the original version of the algorithm, written in notebook 03. + Parameters ---------- initial_state : array_like @@ -30,13 +32,13 @@ def mcmc(initial_state, steps, T, rng=np.random.default_rng()): assert N == M current_state = initial_state.copy() - E = N**2 * energy(initial_state) + E = energy(initial_state) for i in range(steps): i, j = rng.integers(N, size=2) new_state = current_state.copy() new_state[i, j] *= -1 - new_E = N**2 * energy(new_state) + new_E = energy(new_state) if (new_E < E) or np.exp(-(new_E - E) / T) > rng.uniform(): current_state = new_state @@ -49,6 +51,27 @@ def mcmc(initial_state, steps, T, rng=np.random.default_rng()): def mcmc_generator( initial_state, steps, T, stepsize=1000, energy_difference=energy_difference ): + r"""Yields the state after each MCMC step. Performs `steps` monte carlo steps each of size `stepsize` starting from `initial_state` at temperature `T`. + + Parameters + ---------- + initial_state : array_like + Numpy array of shape (N,N) with values +1,-1 + steps : int + The number of steps to take. + T : float + The temperature at which to perform the simulation. + stepsize : int, default = 1000 + How many times to try to flip a pixel between for each step. + + energy_difference : function(state, site), default = ising_model.energy_difference + A function that gives the energy change from flippings `site = (i, j)`of `state`. + + Returns + ------- + np.array + The final state. + """ N, M = initial_state.shape assert N == M @@ -58,7 +81,7 @@ def mcmc_generator( i, j = np.random.randint(N), np.random.randint(N) # calculate the energy change if we were to flip this pixel but don't actually do it - change_in_E = N**2 * energy_difference(current_state, (i, j)) + change_in_E = energy_difference(current_state, (i, j)) if change_in_E < 0 or np.exp(-change_in_E / T) > np.random.random(): current_state[i, j] *= -1 # accept the change! diff --git a/code/tests/test_energy.py b/code/tests/test_energy.py index 9a82cc8..87405bc 100644 --- a/code/tests/test_energy.py +++ b/code/tests/test_energy.py @@ -18,7 +18,7 @@ states = [all_up, all_down, random, custom] def E_prediction_all_the_same(L): "The exact energy in for the case where all spins are up or down" - return -(4 * (L - 2) ** 2 + 12 * (L - 2) + 8) / L**2 + return -(4 * (L - 2) ** 2 + 12 * (L - 2) + 8) def test_exact_energies(): diff --git a/learning/01 Introduction.ipynb b/learning/01 Introduction.ipynb index 295a036..ab75622 100644 --- a/learning/01 Introduction.ipynb +++ b/learning/01 Introduction.ipynb @@ -115,8 +115,7 @@ "To calculate the energy what we're gonna do is look at all the pixels/creatures, and for each one, we look at the four neighbours to the N/E/S/W, everytime we find a neighbour that agrees, we'll subtract 1 from our total and every time we find neighbours that disagree we'll add 1 to our total. Creatures at the edges will simply have fewer neighbours to worry about. \n", "\n", "I'll show you what the equation for this looks like, but don't worry to much about it, the word description should be enough to write some code. If we assign the ith creature the label $s_i = \\pm1$ then the energy is \n", - "$$E = \\frac{1}{N} \\sum_{(i,j)} s_i s_j$$\n", - "where the sum is over every two creatures who are neighbours and N is the number of them, so a $100\\times100$ grid would have $N = 10,000$ \n", + "$$E = \\sum_{(i,j)} s_i s_j$$\n", "\n", "Ok let's do some little tests, let's make the all up, all down and random state and see if we can compute their energies." ] @@ -188,13 +187,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "For L = 100, We predict E = -3.96\n" + "For L = 100, We predict E = -39600\n" ] } ], "source": [ "def E_prediction_all_the_same(L):\n", - " return -(4 * (L - 2) ** 2 + 12 * (L - 2) + 8) / L**2\n", + " return -(4 * (L - 2) ** 2 + 12 * (L - 2) + 8)\n", "\n", "\n", "L = 100\n", @@ -219,7 +218,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -267,7 +266,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -295,7 +294,7 @@ " if 0 <= (j + dj) < M:\n", " E -= state[i, j] * state[i, j + dj]\n", "\n", - " return E / (N * M)\n", + " return E\n", "\n", "\n", "expected_values = [\n", @@ -335,12 +334,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "mean = -2.399999999999989e-05, standard error = 0.002981907148118465\n" + "mean = -0.24, standard error = 29.819071481184658\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -416,10 +415,10 @@ "output_type": "stream", "text": [ "Naive baseline implementation\n", - "70.3 ms ± 1.04 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "74.5 ms ± 4.77 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "\n", "Your version\n", - "70.4 ms ± 2.31 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "73.7 ms ± 2.61 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "Your speedup: 1x !\n" ] } @@ -470,15 +469,15 @@ "output_type": "stream", "text": [ "Naive baseline implementation\n", - "72.3 ms ± 703 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "73.6 ms ± 1.82 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "\n", "Numba version\n", - "188 µs ± 4.47 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", - "Numba Speedup: 391x !\n", + "199 µs ± 5.91 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", + "Numba Speedup: 377x !\n", "\n", "Numpy version\n", - "172 µs ± 3.33 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", - "Numpy Speedup: 424x !\n" + "163 µs ± 4.46 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", + "Numpy Speedup: 452x !\n" ] } ], @@ -506,12 +505,12 @@ " if 0 <= (j + dj) < M:\n", " E -= state[i, j] * state[i, j + dj]\n", "\n", - " return E / (N * M)\n", + " return E\n", "\n", "\n", "def numpy_energy(state):\n", " E = -np.sum(state[:-1, :] * state[1:, :]) - np.sum(state[:, :-1] * state[:, 1:])\n", - " return 2 * E / np.product(state.shape)\n", + " return 2 * E\n", "\n", "\n", "print(\"Naive baseline implementation\")\n", @@ -562,7 +561,7 @@ "text": [ "\n", "Improved Naive version\n", - "32.2 ms ± 986 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "37.6 ms ± 1.81 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", "Speedup: 2x !\n" ] } @@ -581,7 +580,7 @@ " if 0 <= (j + 1) < M:\n", " E -= state[i, j] * state[i, j + 1]\n", "\n", - " return 2 * E / (N * M)\n", + " return 2 * E\n", "\n", "\n", "print(\"\\nImproved Naive version\")\n", diff --git a/learning/03 Writing a Markov Chain Monte Carlo sampler.ipynb b/learning/03 Writing a Markov Chain Monte Carlo sampler.ipynb index 5e72a38..f7bac94 100644 --- a/learning/03 Writing a Markov Chain Monte Carlo sampler.ipynb +++ b/learning/03 Writing a Markov Chain Monte Carlo sampler.ipynb @@ -80,7 +80,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -100,13 +100,13 @@ " assert N == M\n", "\n", " current_state = initial_state.copy()\n", - " E = N**2 * energy(current_state)\n", + " E = energy(current_state)\n", " for i in range(steps):\n", " i, j = np.random.randint(N), np.random.randint(N)\n", "\n", " # modify the state a little, here we just flip a random pixel\n", " current_state[i, j] *= -1\n", - " new_E = N**2 * energy(current_state)\n", + " new_E = energy(current_state)\n", "\n", " if (new_E < E) or np.exp(-(new_E - E) / T) > np.random.random():\n", " E = new_E\n", diff --git a/learning/04 Testing.ipynb b/learning/04 Testing.ipynb index 919f6a2..af0c432 100644 --- a/learning/04 Testing.ipynb +++ b/learning/04 Testing.ipynb @@ -64,7 +64,7 @@ "# Note that only functions whose name begins with test_ get run by pytest\n", "def E_prediction_all_the_same(L): \n", " \"The exact energy in for the case where all spins are up or down\"\n", - " return -(4*(L - 2)**2 + 12*(L-2) + 8) / L**2\n", + " return -(4*(L - 2)**2 + 12*(L-2) + 8)\n", "\n", "def test_exact_energies():\n", " for state in [all_up, all_down]:\n", diff --git a/learning/05 Adding functionality.ipynb b/learning/05 Adding functionality.ipynb index 9588234..04e4e2a 100644 --- a/learning/05 Adding functionality.ipynb +++ b/learning/05 Adding functionality.ipynb @@ -65,7 +65,7 @@ " ...\n", "\n", " current_state = initial_state.copy()\n", - " E = N**2 * energy(current_state)\n", + " E = energy(current_state)\n", " for i in range(steps):\n", " measurements[i] = measurement(state)\n", " ...\n", @@ -127,7 +127,7 @@ { "data": { "text/plain": [ - "(, [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + "(, [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" ] }, "execution_count": 2, @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "f73d6335-6514-45b1-9128-d72122d8b0b7", "metadata": {}, "outputs": [ @@ -166,15 +166,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "19.3 ms ± 156 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", - "10.8 ms ± 869 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "18.4 ms ± 364 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "9.51 ms ± 309 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "0x slowdown!\n" ] } ], "source": [ "from MCFF.ising_model import energy, all_up_state\n", - "from MCFF.mcmc import mcmc\n", + "from MCFF.mcmc import mcmc_original\n", "\n", "\n", "@jit(nopython=True, nogil=True)\n", @@ -183,14 +183,14 @@ " assert N == M\n", "\n", " current_state = initial_state.copy()\n", - " E = N**2 * energy(current_state)\n", + " E = energy(current_state)\n", " for _ in range(steps):\n", " for _ in range(stepsize):\n", " i, j = np.random.randint(N), np.random.randint(N)\n", "\n", " # modify the state a little, here we just flip a random pixel\n", " current_state[i, j] *= -1\n", - " new_E = N**2 * energy(current_state)\n", + " new_E = energy(current_state)\n", "\n", " if (new_E < E) or np.exp(-(new_E - E) / T) > np.random.random():\n", " E = new_E\n", @@ -203,7 +203,7 @@ "N_steps = 1000\n", "stepsize = 1\n", "initial_state = all_up_state(20)\n", - "without_yield = %timeit -o mcmc(initial_state, steps = N_steps, T = 5)\n", + "without_yield = %timeit -o mcmc_original(initial_state, steps = N_steps, T = 5)\n", "with_yield = %timeit -o [np.mean(s) for s in mcmc_generator(initial_state, T = 5, steps = N_steps, stepsize = 1)]\n", "print(f\"{with_yield.best / without_yield.best:.0f}x slowdown!\")" ] diff --git a/learning/06 Speeding it up.ipynb b/learning/06 Speeding it up.ipynb index 99da3aa..e5bb62d 100644 --- a/learning/06 Speeding it up.ipynb +++ b/learning/06 Speeding it up.ipynb @@ -89,9 +89,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ref: 16.0, Ours: 16.0\n", - "Ref: 12.0, Ours: 12.0\n", - "Ref: 8.0, Ours: 8.0\n" + "Ref: 144.0, Ours: 144.0\n", + "Ref: 108.0, Ours: 108.0\n", + "Ref: 72.0, Ours: 72.0\n" ] } ], @@ -107,7 +107,7 @@ " 0 <= (j + dj) < M\n", " ): # ignore neighbours not in the NxN grid\n", " h += state[i + di, j + dj]\n", - " return 4 * state[i, j] * h / (N * M)\n", + " return 4 * state[i, j] * h\n", "\n", "\n", "# do some simple test cases that I can calculate by hand\n", @@ -180,9 +180,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "64.3 µs ± 3.62 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", - "1.2 µs ± 156 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", - "56x Speedup!\n" + "60.5 µs ± 2.1 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", + "1.15 µs ± 111 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", + "54x Speedup!\n" ] } ], @@ -201,7 +201,7 @@ "id": "0311b4d9-43b7-42ab-ad19-973094020c03", "metadata": {}, "source": [ - "We get a good speedup that increases with N and should be about $N^2$ for very large values of N. Ok so how do we use this? Well we need to rewrite mcmc yet again:" + "We get a good speedup that increases with N and should be about $N^2$ for very large values of N. Ok so how do we use this? Well we need to rewrite `mcmc` yet again:" ] }, { @@ -214,9 +214,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.58 s ± 33.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", - "69.5 ms ± 2.64 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", - "37x speedup!\n" + "2.57 s ± 25.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "65.2 ms ± 557 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "39x speedup!\n" ] } ], @@ -315,7 +315,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -332,121 +332,6 @@ "for s, ax in zip(critical_states, axes):\n", " show_state(s, ax=ax)" ] - }, - { - "cell_type": "markdown", - "id": "aeb46049-4e33-44df-a523-aaee231e2a0d", - "metadata": {}, - "source": [ - "## Average Color and 'Susceptability'\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "e7595584-4d1c-4734-912f-a6692308dc7d", - "metadata": {}, - "outputs": [], - "source": [ - "### The measurement we will make ###\n", - "def average_color(state):\n", - " return np.mean(state)\n", - "\n", - "\n", - "### Simulation Inputs ###\n", - "Ns = np.array(\n", - " [\n", - " 30,\n", - " ]\n", - ") # Use an NxN system\n", - "Ts = np.linspace(4, 5.5, 20) # What temperatures to use\n", - "steps = 1000 # How many times to sample the state\n", - "stepsize = (\n", - " lambda N: N**2\n", - ") # How many individual monte carlo flips to do in between each sample\n", - "N_repeats = 2 # How many times to repeat each run at fixed temperature\n", - "\n", - "### Simulation Code ###\n", - "average_color_data = np.array(\n", - " [\n", - " [\n", - " [\n", - " [\n", - " average_color(s)\n", - " for s in mcmc_generator(\n", - " np.ones(shape=(N, N)), steps=steps, stepsize=stepsize(N), T=T\n", - " )\n", - " ]\n", - " for _ in range(N_repeats)\n", - " ]\n", - " for T in Ts\n", - " ]\n", - " for N in Ns\n", - " ]\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "5d9d37a1-2ceb-4f63-8e40-9362880bd469", - "metadata": {}, - "outputs": [], - "source": [ - "mean_color = np.mean(average_color_data, axis=(-2, -1))\n", - "color_susceptability = np.std(average_color_data, axis=-1).mean(axis=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "22aaa06b-6580-4b16-a15b-2fe35b8af8d3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(nrows=2, sharex=\"col\")\n", - "\n", - "for i, N in enumerate(Ns):\n", - " axes[0].plot(Ts, mean_color[i], label=f\"N = {N}\")\n", - " axes[1].plot(Ts, color_susceptability[i])\n", - "\n", - "axes[0].legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "47d24c1d-9854-46a4-9da2-e1d4a382b09e", - "metadata": {}, - "outputs": [], - "source": [ - "### try combining mpiere, itertools.product and xarray" - ] } ], "metadata": { diff --git a/learning/07 Producing research outputs.ipynb b/learning/07 Producing research outputs.ipynb index 40d5aa1..01121ef 100644 --- a/learning/07 Producing research outputs.ipynb +++ b/learning/07 Producing research outputs.ipynb @@ -93,7 +93,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -142,6 +142,121 @@ "- At High and Low temperatures the we basically just get small fluctuations about an average value\n", "- At intermediate temperature the fluctuations occur on much longer time scales! Because the systems can only move a little bit each timestep, it means that the measurements we are making are *correlated* with themselves at previous times. The result of this is that if we use MCMC to draw N samples, we don't get as much information as if we had drawn samples from an uncorrelated variable (like a die roll for instance)." ] + }, + { + "cell_type": "markdown", + "id": "a61f1f4b-dde1-489f-beed-228dcc99d2c7", + "metadata": {}, + "source": [ + "## Average Color and 'Susceptability'\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e9531eb9-6ff8-4587-8c8a-09bf6a9bcebb", + "metadata": {}, + "outputs": [], + "source": [ + "### The measurement we will make ###\n", + "def average_color(state):\n", + " return np.mean(state)\n", + "\n", + "\n", + "### Simulation Inputs ###\n", + "Ns = np.array(\n", + " [\n", + " 30,\n", + " ]\n", + ") # Use an NxN system\n", + "Ts = np.linspace(4, 5.5, 20) # What temperatures to use\n", + "steps = 1000 # How many times to sample the state\n", + "stepsize = (\n", + " lambda N: N**2\n", + ") # How many individual monte carlo flips to do in between each sample\n", + "N_repeats = 2 # How many times to repeat each run at fixed temperature\n", + "\n", + "### Simulation Code ###\n", + "average_color_data = np.array(\n", + " [\n", + " [\n", + " [\n", + " [\n", + " average_color(s)\n", + " for s in mcmc_generator(\n", + " np.ones(shape=(N, N)), steps=steps, stepsize=stepsize(N), T=T\n", + " )\n", + " ]\n", + " for _ in range(N_repeats)\n", + " ]\n", + " for T in Ts\n", + " ]\n", + " for N in Ns\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e3a31e93-8592-433d-a5e8-3ace2e416b78", + "metadata": {}, + "outputs": [], + "source": [ + "mean_color = np.mean(average_color_data, axis=(-2, -1))\n", + "color_susceptability = np.std(average_color_data, axis=-1).mean(axis=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "991b0f6a-8f9f-431c-b711-986d57d39b43", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=2, sharex=\"col\")\n", + "\n", + "for i, N in enumerate(Ns):\n", + " axes[0].plot(Ts, mean_color[i], label=f\"N = {N}\")\n", + " axes[1].plot(Ts, color_susceptability[i])\n", + "\n", + "axes[0].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "387f2d36-cd20-4179-8fe5-c39e386ce20b", + "metadata": {}, + "outputs": [], + "source": [ + "### try combining mpiere, itertools.product and xarray" + ] } ], "metadata": {