From 4dfe9e106dcd4f89763dfb86b668de2169941cc0 Mon Sep 17 00:00:00 2001 From: gb21553 Date: Wed, 21 Feb 2024 11:07:23 +0000 Subject: [PATCH] Backed up mape experiment --- .gitignore | 1 + examples/lotka-voltera/coda.py | 555 ---------- .../16022024-161301/adapt/adapt_data.npz | Bin 0 -> 1930 bytes .../adapt/adapt_histories_090142_.npz | Bin 0 -> 64538 bytes .../adapt/adapt_histories_170846_.npz | Bin 0 -> 192538 bytes .../16022024-161301/adapt/adapt_huge_data.npz | Bin 0 -> 970 bytes .../adapt/adapted_contexts_090142_.pkl | Bin 0 -> 4224 bytes .../adapt/adapted_contexts_170846_.pkl | Bin 0 -> 16512 bytes .../adapt/adapted_contexts_init_090142_.npy | Bin 0 -> 4224 bytes .../adapt/adapted_contexts_init_170846_.npy | Bin 0 -> 16512 bytes .../16022024-161301/adapt/mapes.npy | Bin 0 -> 132 bytes .../16022024-161301/adapt/nohup.log | 960 ++++++++++++++++++ .../16022024-161301/adapt/nohup_ORIG.log | 119 +++ .../16022024-161301/adapt/opt_state_adapt.pkl | Bin 0 -> 8868 bytes 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(100%) rename examples/lotka-voltera/{ => runs/MapeExperiment}/main_mape.py (100%) rename examples/lotka-voltera/{ => runs/MapeExperiment}/mape_experiment.sh (100%) rename examples/lotka-voltera/{ => runs/MapeExperiment}/mape_scores.csv (100%) diff --git a/.gitignore b/.gitignore index 13e431f..8b17383 100644 --- a/.gitignore +++ b/.gitignore @@ -71,6 +71,7 @@ venv/* !examples/lotka-voltera/runs/12022024-223202 !examples/lotka-voltera/runs/15022024-133847 !examples/lotka-voltera/runs/SampleSizeExperiment +!examples/lotka-voltera/runs/MapeExperiment !examples/glycolytic-oscillator/runs/16022024-205415 !examples/glycolytic-oscillator/runs/18022024-221505 diff --git a/examples/lotka-voltera/coda.py b/examples/lotka-voltera/coda.py deleted file mode 100644 index ef875f0..0000000 --- a/examples/lotka-voltera/coda.py +++ /dev/null @@ -1,555 +0,0 @@ - -#%%[markdown] -# # Contrastive Neural ODE for generalising the Simple Pendulum -# - Make note of the batch formed by combinatorials. -# - We randmly sample two trajectories from each environment and form a batch of positive pairs (same environment) and negative pairs (different environments). -# - To make it easy. All the environments have the same initial conditions for their trajectories. Rather than having a unique init cond for all. -# - So, the batch is of size (nb_envs*(nb_envs-1)//2 + nb_envs) * (nb_trajs_per_batch_per_env//2). - - -### Summary - - -#%% -import itertools -import random -import jax - -# from jax import config -# jax.config.update("jax_debug_nans", True) -# jax.config.update("jax_platform_name", "cpu") - -import os -os.environ["XLA_PYTHON_CLIENT_PREALLOCATE"] = "false" - -print("\n############# Generalising Lotka-Volterra with a Contrastive Hypernetwork #############\n") -print("Using JAX, with available devices:", jax.devices()) - -import jax.numpy as jnp -# import jax.scipy as jsp -import jax.scipy.optimize -import jax.lax - -import diffrax - -import numpy as np -np.set_printoptions(suppress=True) -from scipy.integrate import solve_ivp - -import equinox as eqx - -import matplotlib.pyplot as plt -# plt.style.use("bmh") - -from nodax import * - -import optax -from functools import partial -import time -from typing import List, Tuple, Callable - - -#%% - -SEED = 22 -# SEED = np.random.randint(0, 1000) - -## Integrator hps -# integrator = rk4_integrator -# integrator = dopri_integrator -# integrator = dopri_integrator_diff - -## Optimiser hps -init_lr = 3e-3 -decay_rate = 0.1 - -## Training hps -print_every = 10 -nb_epochs = 300 -batch_size = 4 -cutoff = 0.1 - - -train = True - -#%% - -# - make a new folder inside 'data' whose name is the currennt time -run_folder = './tmp/'+time.strftime("%d%m%Y-%H%M%S")+'/' -os.mkdir(run_folder) - -# - save the script in that folder -script_name = os.path.basename(__file__) -os.system(f"cp {script_name} {run_folder}"); - -# - save the dataset as well -dataset_path = "./tmp/train_data.npz" -os.system(f"cp {dataset_path} {run_folder}"); - -print("Data folder created successfuly:", run_folder) - -#%% - -dataset = np.load(dataset_path) -data, t_eval = dataset['X'][:, :, :, :], dataset['t'] - -nb_envs = data.shape[0] -nb_trajs_per_env = data.shape[1] -nb_steps_per_traj = data.shape[2] -data_size = data.shape[3] - -cutoff_length = int(cutoff*nb_steps_per_traj) - -print("Dataset's elements shapes:", data.shape, t_eval.shape) - -# %% - -class Encoder(eqx.Module): - layers: list - - def __init__(self, traj_size, context_size, key=None): ## TODO make this convolutional - # super().__init__(**kwargs) - keys = get_new_key(key, num=3) - self.layers = [eqx.nn.Linear(traj_size, 50, key=keys[0]), jax.nn.softplus, - eqx.nn.Linear(50, 20, key=keys[1]), jax.nn.softplus, - eqx.nn.Linear(20, context_size, key=keys[2]) ] - # print("Encoder trajectory size input is:", traj_size) - - def __call__(self, traj): - # print("Encoder got and input of size:", traj.size) - context = traj - for layer in self.layers: - context = layer(context) - return context - -class Hypernetwork(eqx.Module): - layers: list - - tree_def: jax.tree_util.PyTreeDef - leave_shapes: list - static: eqx.Module - - main_output_net: jnp.ndarray - - def __init__(self, context_size, processor, key=None): - keys = get_new_key(key, num=3) - - proc_params, self.static = eqx.partition(processor, eqx.is_array) - - flat, self.leave_shapes, self.tree_def = flatten_pytree(proc_params) - out_size = flat.shape[0] - - self.main_output_net = flat - - # print("Hypernetwork will output", out_size, "parameters") - - self.layers = [eqx.nn.Linear(context_size, 160, key=keys[0]), jax.nn.softplus, - eqx.nn.Linear(160, 160*4, key=keys[1]), jax.nn.softplus, - eqx.nn.Linear(160*4, out_size, key=keys[2]) ] - - def __call__(self, context): - weights = context - # print("Hypernetwork got an input of size:", weights.size) - for layer in self.layers: - weights = layer(weights) - weights = self.main_output_net + weights - proc_params = unflatten_pytree(weights, self.leave_shapes, self.tree_def) - return eqx.combine(proc_params, self.static) - - -class Physics(eqx.Module): - params: jnp.ndarray - - def __init__(self, key=None): - keys = get_new_key(key, num=2) - self.params = jnp.concatenate([jax.random.uniform(keys[0], (1,), minval=0.25, maxval=1.75), - jax.random.uniform(keys[1], (1,), minval=1, maxval=30)]) - - def __call__(self, t, x): - L, g = self.params - theta, theta_dot = x - theta_ddot = -(g / L) * jnp.sin(theta) - return jnp.array([theta_dot, theta_ddot]) - -class Augmentation(eqx.Module): - layers: list - - def __init__(self, data_size, width_size, depth, key=None): - keys = get_new_key(key, num=3) - self.layers = [eqx.nn.Linear(data_size, width_size, key=keys[0]), jax.nn.softplus, - eqx.nn.Linear(width_size, width_size, key=keys[1]), jax.nn.softplus, - eqx.nn.Linear(width_size, data_size, key=keys[2]) ] - - def __call__(self, t, x): - # y = jnp.concatenate([jnp.broadcast_to(t, (1,)), x], axis=0) - y = x - for layer in self.layers: - y = layer(y) - return y - -class Processor(eqx.Module): - physics: Physics - augmentation: Augmentation - - def __init__(self, data_size, width_size, depth, key=None): - keys = get_new_key(key, num=2) - self.physics = Physics(key=keys[0]) - self.augmentation = Augmentation(data_size, width_size, depth, key=keys[1]) - - def __call__(self, t, x): - # return self.physics(t, x) + self.augmentation(t, x) - # return self.augmentation(t, x) - return self.physics(t, x) - - -class NeuralODE(eqx.Module): - hypernet: Hypernetwork - - def __init__(self, context_size, processor, key=None): - self.hypernet = Hypernetwork(context_size, processor, key=key) - - def __call__(self, x0, t_eval, xi): - # print("NeuralODE got an input of size:", x0.shape, t_eval.shape, xi.shape) - processor = self.hypernet(xi) - - solution = diffrax.diffeqsolve( - diffrax.ODETerm(lambda t, x, args: processor(t, x)), - diffrax.Tsit5(), - t0=t_eval[0], - t1=t_eval[-1], - dt0=t_eval[1] - t_eval[0], - y0=x0, - stepsize_controller=diffrax.PIDController(rtol=1e-3, atol=1e-6), - saveat=diffrax.SaveAt(ts=t_eval), - max_steps=4096*10, - ) - - return solution.ys, solution.stats["num_steps"] - -class ContraNODE(eqx.Module): - neural_ode: NeuralODE - encoder: Encoder ## TODO Important, this needs to accept variable length trajectorirs. A time series, basically ! - traj_size: int ## Based on the above, this shouldn't be needed - - def __init__(self, proc_data_size, proc_width_size, proc_depth, context_size, traj_size, key=None): - keys = get_new_key(key, num=3) - processor = Processor(proc_data_size, proc_width_size, proc_depth, key=keys[0]) - - self.neural_ode = NeuralODE(context_size, processor, key=keys[1]) - self.encoder = Encoder(traj_size*proc_data_size, context_size, key=keys[2]) - self.traj_size = traj_size - - def __call__(self, x0, t_eval, xi): - traj, nb_steps = self.neural_ode(x0, t_eval, xi) - new_context = self.encoder(traj[:self.traj_size, :].ravel()) - return traj, nb_steps, new_context - -class ContextParams(eqx.Module): - params: jnp.ndarray - - def __init__(self, nb_envs, context_size, key=None): - if key is None: - print("WARNING: No key provided for the context initialization. Initializing at 0.") - self.params = jnp.zeros((nb_envs, context_size)) - - else: - self.params = jax.random.normal(get_new_key(key), (nb_envs, context_size)) - - def __call__(self, e): - return self.params[e,:] - - -# %% - -model_key, training_key, testing_key = get_new_key(SEED, num=3) - -contexts = ContextParams(nb_envs, 2, key=None) - -model = ContraNODE(proc_data_size=2, - proc_width_size=16, - proc_depth=3, - context_size=2, - traj_size=cutoff_length, - key=model_key) - -params, static = eqx.partition(model, eqx.is_array) - - -# %% - - -def params_norm(params): - """ norm of the parameters """ - return jnp.array([jnp.linalg.norm(x) for x in jax.tree_util.tree_leaves(params)]).sum() - -def l2_norm(X, X_hat): - total_loss = jnp.mean((X - X_hat)**2, axis=-1) ## Norm of d-dimensional vectors - # return jnp.sum(total_loss) / (X.shape[-2] * X.shape[-3]) - return jnp.sum(total_loss) / (X.shape[-2] * X.shape[-3]) - -## Main loss function -def loss_fn(params, static, contexts, batch): - # print('\nCompiling function "loss_fn" ...\n') - X, t_eval = batch - print("Shapes of elements in a batch:", X.shape, t_eval.shape, "\n") - - model = eqx.combine(params, static) - - modeal_vmap1 = jax.vmap(model, in_axes=(0, None, None)) - X_hat, nb_steps = jax.vmap(modeal_vmap1, in_axes=(0, None, 0))(X[:, 0, :], t_eval, contexts.params) - - # print("Xa shape:", Xa.shape, "X_hat_a shape:", X_hat_a.shape, "t_eval shape:", t_eval.shape) - - term1 = jnp.mean((X_hat - X)**2) - term2 = 1e-3*params_norm(params.neural_ode.hypernet.layers) - - loss_val = term1 + term2 + term3 - - nb_steps = jnp.sum(nb_steps) - return loss_val, (nb_steps, term1, term2) - - -@partial(jax.jit, static_argnums=(1)) -def train_step(params, static, contexts, batch, opt_state): - print('\nCompiling function "train_step" ...\n') - - (loss, aux_data), grads = jax.value_and_grad(loss_fn, has_aux=True)(params, static, batch) - - updates, opt_state = opt.update(grads, opt_state) - params = optax.apply_updates(params, updates) - - return params, opt_state, loss, aux_data - - - -#####================== Continue implementation with train_step_context ===================##### TODO! - - -@partial(jax.jit, static_argnums=(2,3)) -def make_contrastive_batch(xis, data, cutoff_length, nb_trajs_per_batch_per_env, key): ## TODO: benchmark and save these btaches to disk - """ Make contrastive data from a batch of data - Sample 2 trajectories to all the environments environment (same init condition) - Constitute a set of n_env positive pairs (same environment) - For the negative pairs, perform a combinatorial product of the environments """ - - def batch_from_2_trajs(key): - # new_key = get_new_key(key, num=1) - # traj1, traj2 = jax.random.randint(key, (2,), 0, nb_trajs_per_env) - traj1, traj2 = np.random.randint(0, nb_trajs_per_env, size=(2)) - - # jax.debug.print("Traj1: {} Traj2 {}", traj1, traj2 ) - - ## Get the positive pairs - batch_pos = [] - for e in range(nb_envs): - a = e - b = e - xi_a = xis[a] - xi_b = xis[b] - Xa = data[a, traj1:traj1+1, :cutoff_length, :] - Xb = data[b, traj2:traj2+1, :cutoff_length, :] - batch_pos.append((a, xi_a, Xa, b, xi_b, Xb)) - - ## Get the negative pairs (get a and b from combinatorials) - batch_neg = [] - for (a,b) in itertools.combinations(range(nb_envs), 2): - xi_a = xis[a] - xi_b = xis[b] - Xa = data[a, traj1:traj1+1, :cutoff_length, :] - Xb = data[b, traj2:traj2+1, :cutoff_length, :] - batch_neg.append((a, xi_a, Xa, b, xi_b, Xb)) - - return batch_pos+batch_neg - - nb_repeats = nb_trajs_per_batch_per_env//2 - multi_batch = [] - for i in range(nb_repeats): - _, key = get_new_key(key, num=2) - multi_batch += batch_from_2_trajs(key) - - random.shuffle(multi_batch) - - # as_, xi_as, Xas, bs, xi_bs, Xbs = zip(*batch) - list_of_tuples = zip(*multi_batch) ## List of size 6, each element is a tuple of size batch_size - list_of_arrays = map(lambda arr: jnp.vstack(arr), list_of_tuples) - - return list_of_arrays+[t_eval[:cutoff_length]] - - -# %% - -### ==== Vanilla Gradient Descent optimisation ==== #### - -if train == True: - - nb_train_steps_per_epoch = nb_trajs_per_env//nb_trajs_per_batch_per_env - total_steps = nb_epochs * nb_train_steps_per_epoch - - # sched = optax.exponential_decay(init_lr, total_steps, decay_rate) - # sched = optax.linear_schedule(init_lr, 0, total_steps, 0.25) - sched = optax.piecewise_constant_schedule(init_value=init_lr, - boundaries_and_scales={int(total_steps*0.25):0.5, - int(total_steps*0.5):0.1, - int(total_steps*0.75):0.5}) - - start_time = time.time() - - print(f"\n\n=== Beginning Training ... ===") - print(f" Number of trajectories used in a single batch per environemnts: {nb_trajs_per_batch_per_env}") - print(f" Actual size of a batch (number of contrastive examples): {batch_size}") - print(f" Number of train steps per epoch: {nb_train_steps_per_epoch}") - print(f" Number of epochs: {nb_epochs}") - print(f" Total number of training steps: {total_steps}") - - opt = optax.adam(sched) - opt_state = opt.init(params) - - # xis = np.random.normal(size=(nb_envs, 2)) - context_key, batch_key = get_new_key(training_key, num=2) - xis = jax.random.normal(context_key, (nb_envs, 2)) - init_xis = xis.copy() - - losses = [] - nb_steps = [] - aeqb_sum = 0 - for epoch in range(nb_epochs): - - nb_batches = 0 - loss_sum = jnp.zeros(4) - nb_steps_eph = 0 - batch_id = 0 - - _, batch_key = get_new_key(batch_key, num=2) - batch_keys = get_new_key(batch_key, num=nb_train_steps_per_epoch) - - for i in range(nb_train_steps_per_epoch): ## Only two trajectories are used for each train_step - batch = make_contrastive_batch(xis, data, cutoff_length, nb_trajs_per_batch_per_env, batch_keys[i]) - - params, opt_state, loss, (xis, nb_steps_val, term1, term2, term3) = train_step(params, static, batch, opt_state) - - loss_sum += jnp.array([loss, term1, term2, term3]) - nb_steps_eph += nb_steps_val - nb_batches += 1 - - loss_epoch = loss_sum/nb_batches - losses.append(loss_epoch) - nb_steps.append(nb_steps_eph) - - if epoch%print_every==0 or epoch<=3 or epoch==nb_epochs-1: - print(f" Epoch: {epoch:-5d} TotalLoss: {loss_epoch[0]:-.8f} Traj: {loss_epoch[1]:-.8f} Contrast: {loss_epoch[2]:-.8f} Params: {loss_epoch[3]:-.5f}", flush=True) - # print(f"\nPercentage of a==b: {np.mean((a==b).astype(int))*100:.2f}%\n") - - losses = jnp.vstack(losses) - nb_steps = jnp.array(nb_steps) - - wall_time = time.time() - start_time - time_in_hmsecs = seconds_to_hours(wall_time) - print("\nTotal GD training time: %d hours %d mins %d secs" %time_in_hmsecs) - - ## Save the results - np.save(run_folder+"losses_07.npy", losses) - np.save(run_folder+"nb_steps_07.npy", nb_steps) - np.save(run_folder+"xis_07.npy", xis) - np.save(run_folder+"init_xis_07.npy", init_xis) - - model = eqx.combine(params, static) - eqx.tree_serialise_leaves("tmp/model_07.eqx", model) - -else: - losses = np.load(run_folder+"losses_07.npy") - nb_steps = np.load(run_folder+"nb_steps_07.npy") - xis = np.load(run_folder+"xis_07.npy") - init_xis = np.load(run_folder+"init_xis_07.npy") - - model = eqx.combine(params, static) - model = eqx.tree_deserialise_leaves(run_folder+"model_07.eqx", model) - - -# %% - -def test_model(params, static, batch): - xi, X0, t_eval = batch - - model = eqx.combine(params, static) - X_hat, _, _ = model(X0, t_eval, xi) - - return X_hat, _ - - -e_key, traj_key = get_new_key(time.time_ns(), num=2) - -e = jax.random.randint(e_key, (1,), 0, nb_envs)[0] -traj = jax.random.randint(traj_key, (1,), 0, nb_trajs_per_env)[0] - -# test_length = cutoff_length -test_length = nb_steps_per_traj -t_test = t_eval[:test_length] -X = data[e, traj, :test_length, :] - -X_hat, _ = test_model(params, static, (xis[e], X[0,:], t_test)) - -fig, ax = plt.subplot_mosaic('AB;CC;DD;EF', figsize=(6*2, 3.5*4)) - -ax['A'].plot(t_test, X[:, 0], c="dodgerblue", label="Preys (GT)") -ax['A'].plot(t_test, X_hat[:, 0], ".", c="navy", label="Preys (NODE)") - -ax['A'].plot(t_test, X[:, 1], c="violet", label="Predators (GT)") -ax['A'].plot(t_test, X_hat[:, 1], ".", c="purple", label="Predators (NODE)") - -ax['A'].set_xlabel("Time") -ax['A'].set_title("Trajectories") -ax['A'].legend() - -ax['B'].plot(X[:, 0], X[:, 1], c="turquoise", label="GT") -ax['B'].plot(X_hat[:, 0], X_hat[:, 1], ".", c="teal", label="Neural ODE") -ax['B'].set_xlabel("Preys") -ax['B'].set_ylabel("Predators") -ax['B'].set_title("Phase space") -ax['B'].legend() - -mke = np.ceil(losses.shape[0]/100).astype(int) -ax['C'].plot(losses[:,0], label="Total", color="grey", linewidth=3, alpha=1.0) -ax['C'].plot(losses[:,1], "x-", markevery=mke, markersize=3, label="Traj", color="grey", linewidth=1, alpha=0.5) -ax['C'].plot(losses[:,2], "o-", markevery=mke, markersize=3, label="Contrast", color="grey", linewidth=1, alpha=0.5) -# ax['C'].plot(losses[:,3], "^-", markevery=mke, markersize=3, label="Params", color="grey", linewidth=1, alpha=0.5) -ax['C'].set_xlabel("Epochs") -ax['C'].set_title("Loss Terms") -ax['C'].set_yscale('log') -ax['C'].legend() - -ax['D'].plot(nb_steps, c="brown") -ax['D'].set_xlabel("Epochs") -ax['D'].set_title("Total Number of Steps Taken per Epoch (Proportional to NFEs)") -ax['D'].set_yscale('log') - -xis_all = np.vstack([xis, init_xis]) -eps = 0.1 -xmin, xmax = xis_all[:,0].min()-eps, xis_all[:,0].max()+eps -ymin, ymax = xis_all[:,1].min()-eps, xis_all[:,1].max()+eps -colors = ['dodgerblue', 'r', 'b', 'g', 'm', 'c', 'y', 'orange', 'purple', 'brown'] - -ax['E'].scatter(init_xis[:,0], init_xis[:,1], s=30, c=colors[:nb_envs], marker='X') -ax['F'].scatter(xis[:,0], xis[:,1], s=30, c=colors[:nb_envs], marker='X') -for i, (x, y) in enumerate(init_xis): - ax['E'].annotate(str(i), (x, y), fontsize=8) -for i, (x, y) in enumerate(xis): - ax['F'].annotate(str(i), (x, y), fontsize=8) -ax['E'].set_title(r'Initial Contexts ($\xi_e$)') -ax['F'].set_title(r'Final Contexts') - -plt.suptitle(f"Results for env={e}, traj={traj}", fontsize=14) - -plt.tight_layout() -plt.savefig(run_folder+"coda.png", dpi=300, 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mape = 2.456266403198242 +beta = 0.3016, delta = 0.8704, mape = 2.506293535232544 +beta = 0.3016, delta = 0.9020, mape = 2.5770010948181152 +beta = 0.3016, delta = 0.9336, mape = 2.478283405303955 +beta = 0.3016, delta = 0.9652, mape = 2.3985960483551025 +beta = 0.3016, delta = 0.9968, mape = 2.629473924636841 +beta = 0.3016, delta = 1.0284, mape = 2.6730363368988037 +beta = 0.3016, delta = 1.0600, mape = 3.161081075668335 +beta = 0.3016, delta = 1.0916, mape = 3.6273744106292725 +beta = 0.3016, delta = 1.1232, mape = 4.7752532958984375 +beta = 0.3016, delta = 1.1548, mape = 4.52801513671875 +beta = 0.3016, delta = 1.1864, mape = 5.244855880737305 +beta = 0.3016, delta = 1.2180, mape = 6.439845561981201 +beta = 0.3332, delta = 0.2700, mape = 0.6546859741210938 +beta = 0.3332, delta = 0.3016, mape = 0.5500466823577881 +beta = 0.3332, delta = 0.3332, mape = 0.37112927436828613 +beta = 0.3332, delta = 0.3648, mape = 0.2194288671016693 +beta = 0.3332, delta = 0.3964, mape = 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0.07267618924379349 +beta = 0.3648, delta = 0.5228, mape = 0.09840267896652222 +beta = 0.3648, delta = 0.5544, mape = 0.20856048166751862 +beta = 0.3648, delta = 0.5860, mape = 0.17632144689559937 +beta = 0.3648, delta = 0.6176, mape = 0.15087281167507172 +beta = 0.3648, delta = 0.6492, mape = 0.22892554104328156 +beta = 0.3648, delta = 0.6808, mape = 0.302668035030365 +beta = 0.3648, delta = 0.7124, mape = 0.3403359651565552 +beta = 0.3648, delta = 0.7440, mape = 0.4120416045188904 +beta = 0.3648, delta = 0.7756, mape = 0.46749433875083923 +beta = 0.3648, delta = 0.8072, mape = 0.5797197222709656 +beta = 0.3648, delta = 0.8388, mape = 0.7010698914527893 +beta = 0.3648, delta = 0.8704, mape = 0.8010764122009277 +beta = 0.3648, delta = 0.9020, mape = 0.925444483757019 +beta = 0.3648, delta = 0.9336, mape = 1.1071010828018188 +beta = 0.3648, delta = 0.9652, mape = 1.242511510848999 +beta = 0.3648, delta = 0.9968, mape = 1.3298254013061523 +beta = 0.3648, delta = 1.0284, mape = 1.4449334144592285 +beta = 0.3648, delta = 1.0600, mape = 1.629379153251648 +beta = 0.3648, delta = 1.0916, mape = 1.984307885169983 +beta = 0.3648, delta = 1.1232, mape = 2.623600721359253 +beta = 0.3648, delta = 1.1548, mape = 5.209024429321289 +beta = 0.3648, delta = 1.1864, mape = 8.803230285644531 +beta = 0.3648, delta = 1.2180, mape = 11.017227172851562 +beta = 0.3964, delta = 0.2700, mape = 0.42613378167152405 +beta = 0.3964, delta = 0.3016, mape = 0.24189716577529907 +beta = 0.3964, delta = 0.3332, mape = 0.18823565542697906 +beta = 0.3964, delta = 0.3648, mape = 0.14983691275119781 +beta = 0.3964, delta = 0.3964, mape = 0.08404858410358429 +beta = 0.3964, delta = 0.4280, mape = 0.0684204027056694 +beta = 0.3964, delta = 0.4596, mape = 0.055487871170043945 +beta = 0.3964, delta = 0.4912, mape = 0.05043043568730354 +beta = 0.3964, delta = 0.5228, mape = 0.05129417032003403 +beta = 0.3964, delta = 0.5544, mape = 0.048598211258649826 +beta = 0.3964, delta = 0.5860, mape = 0.07609846442937851 +beta = 0.3964, delta = 0.6176, mape = 0.07484924793243408 +beta = 0.3964, delta = 0.6492, mape = 0.1090514287352562 +beta = 0.3964, delta = 0.6808, mape = 0.139751598238945 +beta = 0.3964, delta = 0.7124, mape = 0.17750981450080872 +beta = 0.3964, delta = 0.7440, mape = 0.2137114703655243 +beta = 0.3964, delta = 0.7756, mape = 0.25870001316070557 +beta = 0.3964, delta = 0.8072, mape = 0.32129013538360596 +beta = 0.3964, delta = 0.8388, mape = 0.40145397186279297 +beta = 0.3964, delta = 0.8704, mape = 0.5257681012153625 +beta = 0.3964, delta = 0.9020, mape = 0.6092212200164795 +beta = 0.3964, delta = 0.9336, mape = 0.8097543716430664 +beta = 0.3964, delta = 0.9652, mape = 0.8672246932983398 +beta = 0.3964, delta = 0.9968, mape = 0.903056263923645 +beta = 0.3964, delta = 1.0284, mape = 0.9474166631698608 +beta = 0.3964, delta = 1.0600, mape = 1.018459439277649 +beta = 0.3964, delta = 1.0916, mape = 1.1583722829818726 +beta = 0.3964, delta = 1.1232, mape = 1.4485797882080078 +beta = 0.3964, delta = 1.1548, mape = 2.1691412925720215 +beta = 0.3964, delta = 1.1864, mape = 6.372335433959961 +beta = 0.3964, delta = 1.2180, mape = 9.136354446411133 +beta = 0.4280, delta = 0.2700, mape = 0.400748074054718 +beta = 0.4280, delta = 0.3016, mape = 0.21507087349891663 +beta = 0.4280, delta = 0.3332, mape = 0.10898852348327637 +beta = 0.4280, delta = 0.3648, mape = 0.08114004880189896 +beta = 0.4280, delta = 0.3964, mape = 0.0804455429315567 +beta = 0.4280, delta = 0.4280, mape = 0.09978872537612915 +beta = 0.4280, delta = 0.4596, mape = 0.09830275923013687 +beta = 0.4280, delta = 0.4912, mape = 0.09061816334724426 +beta = 0.4280, delta = 0.5228, mape = 0.08940243721008301 +beta = 0.4280, delta = 0.5544, mape = 0.0905165746808052 +beta = 0.4280, delta = 0.5860, mape = 0.09787242114543915 +beta = 0.4280, delta = 0.6176, mape = 0.12198612838983536 +beta = 0.4280, delta = 0.6492, mape = 0.1641499102115631 +beta = 0.4280, delta = 0.6808, mape = 0.21359802782535553 +beta = 0.4280, delta = 0.7124, mape = 0.18527589738368988 +beta = 0.4280, delta = 0.7440, mape = 0.2572457790374756 +beta = 0.4280, delta = 0.7756, mape = 0.4874192476272583 +beta = 0.4280, delta = 0.8072, mape = 0.4151946008205414 +beta = 0.4280, delta = 0.8388, mape = 0.3832147717475891 +beta = 0.4280, delta = 0.8704, mape = 0.3710170388221741 +beta = 0.4280, delta = 0.9020, mape = 0.3982822597026825 +beta = 0.4280, delta = 0.9336, mape = 0.44520407915115356 +beta = 0.4280, delta = 0.9652, mape = 0.5081867575645447 +beta = 0.4280, delta = 0.9968, mape = 0.5878310799598694 +beta = 0.4280, delta = 1.0284, mape = 0.6794543862342834 +beta = 0.4280, delta = 1.0600, mape = 0.7761807441711426 +beta = 0.4280, delta = 1.0916, mape = 0.8809036016464233 +beta = 0.4280, delta = 1.1232, mape = 1.0195938348770142 +beta = 0.4280, delta = 1.1548, mape = 1.1972136497497559 +beta = 0.4280, delta = 1.1864, mape = 1.4984368085861206 +beta = 0.4280, delta = 1.2180, mape = 2.521981954574585 +beta = 0.4596, delta = 0.2700, mape = 0.3958168029785156 +beta = 0.4596, delta = 0.3016, mape = 0.16724331676959991 +beta = 0.4596, delta = 0.3332, mape = 0.04839867725968361 +beta = 0.4596, delta = 0.3648, mape = 0.07448067516088486 +beta = 0.4596, delta = 0.3964, mape = 0.1073579341173172 +beta = 0.4596, delta = 0.4280, mape = 0.12291792780160904 +beta = 0.4596, delta = 0.4596, mape = 0.12266551703214645 +beta = 0.4596, delta = 0.4912, mape = 0.11451876163482666 +beta = 0.4596, delta = 0.5228, mape = 0.10546664893627167 +beta = 0.4596, delta = 0.5544, mape = 0.10187371075153351 +beta = 0.4596, delta = 0.5860, mape = 0.10488256067037582 +beta = 0.4596, delta = 0.6176, mape = 0.11473958194255829 +beta = 0.4596, delta = 0.6492, mape = 0.14058633148670197 +beta = 0.4596, delta = 0.6808, mape = 0.1653183251619339 +beta = 0.4596, delta = 0.7124, mape = 0.19192343950271606 +beta = 0.4596, delta = 0.7440, mape = 0.23043419420719147 +beta = 0.4596, delta = 0.7756, mape = 0.21930912137031555 +beta = 0.4596, delta = 0.8072, mape = 0.23298758268356323 +beta = 0.4596, delta = 0.8388, mape = 0.27105891704559326 +beta = 0.4596, delta = 0.8704, mape = 0.33252835273742676 +beta = 0.4596, delta = 0.9020, mape = 0.33457255363464355 +beta = 0.4596, delta = 0.9336, mape = 0.38524526357650757 +beta = 0.4596, delta = 0.9652, mape = 0.44363486766815186 +beta = 0.4596, delta = 0.9968, mape = 0.5058321952819824 +beta = 0.4596, delta = 1.0284, mape = 0.5685296654701233 +beta = 0.4596, delta = 1.0600, mape = 0.5917242765426636 +beta = 0.4596, delta = 1.0916, mape = 0.6590307354927063 +beta = 0.4596, delta = 1.1232, mape = 0.734825849533081 +beta = 0.4596, delta = 1.1548, mape = 0.8315523266792297 +beta = 0.4596, delta = 1.1864, mape = 0.9661539196968079 +beta = 0.4596, delta = 1.2180, mape = 1.1660053730010986 +beta = 0.4912, delta = 0.2700, mape = 0.38989806175231934 +beta = 0.4912, delta = 0.3016, mape = 0.12702809274196625 +beta = 0.4912, delta = 0.3332, mape = 0.012611894868314266 +beta = 0.4912, delta = 0.3648, mape = 0.06651782989501953 +beta = 0.4912, delta = 0.3964, mape = 0.12514936923980713 +beta = 0.4912, delta = 0.4280, mape = 0.14451907575130463 +beta = 0.4912, delta = 0.4596, mape = 0.1360197812318802 +beta = 0.4912, delta = 0.4912, mape = 0.11857886612415314 +beta = 0.4912, delta = 0.5228, mape = 0.10144385695457458 +beta = 0.4912, delta = 0.5544, mape = 0.0962027981877327 +beta = 0.4912, delta = 0.5860, mape = 0.0912357047200203 +beta = 0.4912, delta = 0.6176, mape = 0.09625116735696793 +beta = 0.4912, delta = 0.6492, mape = 0.10883872210979462 +beta = 0.4912, delta = 0.6808, mape = 0.1236555427312851 +beta = 0.4912, delta = 0.7124, mape = 0.150399312376976 +beta = 0.4912, delta = 0.7440, mape = 0.19923272728919983 +beta = 0.4912, delta = 0.7756, mape = 0.2506423890590668 +beta = 0.4912, delta = 0.8072, mape = 0.20794276893138885 +beta = 0.4912, delta = 0.8388, mape = 0.1988627314567566 +beta = 0.4912, delta = 0.8704, mape = 0.2063477784395218 +beta = 0.4912, delta = 0.9020, mape = 0.2292943149805069 +beta = 0.4912, delta = 0.9336, mape = 0.2605137228965759 +beta = 0.4912, delta = 0.9652, mape = 0.29759740829467773 +beta = 0.4912, delta = 0.9968, mape = 0.3390331268310547 +beta = 0.4912, delta = 1.0284, mape = 0.37866878509521484 +beta = 0.4912, delta = 1.0600, mape = 0.4262710511684418 +beta = 0.4912, delta = 1.0916, mape = 0.4668661952018738 +beta = 0.4912, delta = 1.1232, mape = 0.522054135799408 +beta = 0.4912, delta = 1.1548, mape = 0.5830116271972656 +beta = 0.4912, delta = 1.1864, mape = 0.655150294303894 +beta = 0.4912, delta = 1.2180, mape = 0.7586557269096375 +beta = 0.5228, delta = 0.2700, mape = 0.35272425413131714 +beta = 0.5228, delta = 0.3016, mape = 0.1067139059305191 +beta = 0.5228, delta = 0.3332, mape = 0.06601949036121368 +beta = 0.5228, delta = 0.3648, mape = 0.05379969999194145 +beta = 0.5228, delta = 0.3964, mape = 0.110137440264225 +beta = 0.5228, delta = 0.4280, mape = 0.14156003296375275 +beta = 0.5228, delta = 0.4596, mape = 0.1361362338066101 +beta = 0.5228, delta = 0.4912, mape = 0.11608392745256424 +beta = 0.5228, delta = 0.5228, mape = 0.09532900899648666 +beta = 0.5228, delta = 0.5544, mape = 0.08300240337848663 +beta = 0.5228, delta = 0.5860, mape = 0.077743299305439 +beta = 0.5228, delta = 0.6176, mape = 0.07870732992887497 +beta = 0.5228, delta = 0.6492, mape = 0.09105508029460907 +beta = 0.5228, delta = 0.6808, mape = 0.1119888573884964 +beta = 0.5228, delta = 0.7124, mape = 0.17533087730407715 +beta = 0.5228, delta = 0.7440, mape = 0.13614417612552643 +beta = 0.5228, delta = 0.7756, mape = 0.12193261086940765 +beta = 0.5228, delta = 0.8072, mape = 0.12605354189872742 +beta = 0.5228, delta = 0.8388, mape = 0.13363663852214813 +beta = 0.5228, delta = 0.8704, mape = 0.14778003096580505 +beta = 0.5228, delta = 0.9020, mape = 0.1671140342950821 +beta = 0.5228, delta = 0.9336, mape = 0.19409576058387756 +beta = 0.5228, delta = 0.9652, mape = 0.2188633531332016 +beta = 0.5228, delta = 0.9968, mape = 0.2439449280500412 +beta = 0.5228, delta = 1.0284, mape = 0.27736568450927734 +beta = 0.5228, delta = 1.0600, mape = 5.249769687652588 +beta = 0.5228, delta = 1.0916, mape = 5.670074939727783 +beta = 0.5228, delta = 1.1232, mape = 6.03823184967041 +beta = 0.5228, delta = 1.1548, mape = 6.56189489364624 +beta = 0.5228, delta = 1.1864, mape = 7.115642070770264 +beta = 0.5228, delta = 1.2180, mape = 7.706929683685303 +beta = 0.5544, delta = 0.2700, mape = 0.2680458426475525 +beta = 0.5544, delta = 0.3016, mape = 0.10970228165388107 +beta = 0.5544, delta = 0.3332, mape = 0.1102069690823555 +beta = 0.5544, delta = 0.3648, mape = 0.09608891606330872 +beta = 0.5544, delta = 0.3964, mape = 0.10474301874637604 +beta = 0.5544, delta = 0.4280, mape = 0.11850249022245407 +beta = 0.5544, delta = 0.4596, mape = 0.11750581860542297 +beta = 0.5544, delta = 0.4912, mape = 0.10004168748855591 +beta = 0.5544, delta = 0.5228, mape = 0.08380723744630814 +beta = 0.5544, delta = 0.5544, mape = 0.0746065080165863 +beta = 0.5544, delta = 0.5860, mape = 0.0742003470659256 +beta = 0.5544, delta = 0.6176, mape = 0.07485301792621613 +beta = 0.5544, delta = 0.6492, mape = 0.12071500718593597 +beta = 0.5544, delta = 0.6808, mape = 0.09948347508907318 +beta = 0.5544, delta = 0.7124, mape = 0.07852787524461746 +beta = 0.5544, delta = 0.7440, mape = 0.06942738592624664 +beta = 0.5544, delta = 0.7756, mape = 0.07299978286027908 +beta = 0.5544, delta = 0.8072, mape = 0.08102509379386902 +beta = 0.5544, delta = 0.8388, mape = 0.08959726989269257 +beta = 0.5544, delta = 0.8704, mape = 0.102134108543396 +beta = 0.5544, delta = 0.9020, mape = 0.12580659985542297 +beta = 0.5544, delta = 0.9336, mape = 0.1483549028635025 +beta = 0.5544, delta = 0.9652, mape = 4.26694917678833 +beta = 0.5544, delta = 0.9968, mape = 4.639151573181152 +beta = 0.5544, delta = 1.0284, mape = 5.010022163391113 +beta = 0.5544, delta = 1.0600, mape = 5.393675327301025 +beta = 0.5544, delta = 1.0916, mape = 5.77909517288208 +beta = 0.5544, delta = 1.1232, mape = 6.105969429016113 +beta = 0.5544, delta = 1.1548, mape = 6.543375492095947 +beta = 0.5544, delta = 1.1864, mape = 7.045952320098877 +beta = 0.5544, delta = 1.2180, mape = 7.576929092407227 +beta = 0.5860, delta = 0.2700, mape = 0.16197068989276886 +beta = 0.5860, delta = 0.3016, mape = 0.11233921349048615 +beta = 0.5860, delta = 0.3332, mape = 0.14839383959770203 +beta = 0.5860, delta = 0.3648, mape = 0.15071648359298706 +beta = 0.5860, delta = 0.3964, mape = 0.1165706068277359 +beta = 0.5860, delta = 0.4280, mape = 0.11002688854932785 +beta = 0.5860, delta = 0.4596, mape = 0.10164092481136322 +beta = 0.5860, delta = 0.4912, mape = 0.08049346506595612 +beta = 0.5860, delta = 0.5228, mape = 0.06745016574859619 +beta = 0.5860, delta = 0.5544, mape = 0.06586465239524841 +beta = 0.5860, delta = 0.5860, mape = 0.10288488864898682 +beta = 0.5860, delta = 0.6176, mape = 0.08202917128801346 +beta = 0.5860, delta = 0.6492, mape = 0.06254157423973083 +beta = 0.5860, delta = 0.6808, mape = 0.053407154977321625 +beta = 0.5860, delta = 0.7124, mape = 0.04876304045319557 +beta = 0.5860, delta = 0.7440, mape = 0.0535995177924633 +beta = 0.5860, delta = 0.7756, mape = 0.061071936041116714 +beta = 0.5860, delta = 0.8072, mape = 0.06864724308252335 +beta = 0.5860, delta = 0.8388, mape = 0.07968401908874512 +beta = 0.5860, delta = 0.8704, mape = 0.09364121407270432 +beta = 0.5860, delta = 0.9020, mape = 0.0992344543337822 +beta = 0.5860, delta = 0.9336, mape = 0.12356503307819366 +beta = 0.5860, delta = 0.9652, mape = 4.509800434112549 +beta = 0.5860, delta = 0.9968, mape = 4.844498157501221 +beta = 0.5860, delta = 1.0284, mape = 5.1747660636901855 +beta = 0.5860, delta = 1.0600, mape = 5.561657428741455 +beta = 0.5860, delta = 1.0916, mape = 5.929398059844971 +beta = 0.5860, delta = 1.1232, mape = 6.3038225173950195 +beta = 0.5860, delta = 1.1548, mape = 6.63466739654541 +beta = 0.5860, delta = 1.1864, mape = 7.085455894470215 +beta = 0.5860, delta = 1.2180, mape = 7.602513313293457 +beta = 0.6176, delta = 0.2700, mape = 0.10890468955039978 +beta = 0.6176, delta = 0.3016, mape = 0.12487807869911194 +beta = 0.6176, delta = 0.3332, mape = 0.16577467322349548 +beta = 0.6176, delta = 0.3648, mape = 0.17843632400035858 +beta = 0.6176, delta = 0.3964, mape = 0.14138595759868622 +beta = 0.6176, delta = 0.4280, mape = 0.10938126593828201 +beta = 0.6176, delta = 0.4596, mape = 0.11838596314191818 +beta = 0.6176, delta = 0.4912, mape = 0.0938558354973793 +beta = 0.6176, delta = 0.5228, mape = 0.0906192809343338 +beta = 0.6176, delta = 0.5544, mape = 0.08364947140216827 +beta = 0.6176, delta = 0.5860, mape = 0.07304307073354721 +beta = 0.6176, delta = 0.6176, mape = 0.06505560129880905 +beta = 0.6176, delta = 0.6492, mape = 0.06016431376338005 +beta = 0.6176, delta = 0.6808, mape = 0.06356870383024216 +beta = 0.6176, delta = 0.7124, mape = 0.07315326482057571 +beta = 0.6176, delta = 0.7440, mape = 0.08914366364479065 +beta = 0.6176, delta = 0.7756, mape = 0.10702688246965408 +beta = 0.6176, delta = 0.8072, mape = 0.11206391453742981 +beta = 0.6176, delta = 0.8388, mape = 0.11924836039543152 +beta = 0.6176, delta = 0.8704, mape = 0.12470146268606186 +beta = 0.6176, delta = 0.9020, mape = 0.1311653107404709 +beta = 0.6176, delta = 0.9336, mape = 0.11512082815170288 +beta = 0.6176, delta = 0.9652, mape = 4.722912788391113 +beta = 0.6176, delta = 0.9968, mape = 5.0574774742126465 +beta = 0.6176, delta = 1.0284, mape = 5.384580612182617 +beta = 0.6176, delta = 1.0600, mape = 5.759537220001221 +beta = 0.6176, delta = 1.0916, mape = 6.13826322555542 +beta = 0.6176, delta = 1.1232, mape = 6.5184550285339355 +beta = 0.6176, delta = 1.1548, mape = 6.837082386016846 +beta = 0.6176, delta = 1.1864, mape = 7.261834621429443 +beta = 0.6176, delta = 1.2180, mape = 7.7549824714660645 +beta = 0.6492, delta = 0.2700, mape = 0.10235811769962311 +beta = 0.6492, delta = 0.3016, mape = 0.12534867227077484 +beta = 0.6492, delta = 0.3332, mape = 0.15761739015579224 +beta = 0.6492, delta = 0.3648, mape = 0.18029522895812988 +beta = 0.6492, delta = 0.3964, mape = 0.15293675661087036 +beta = 0.6492, delta = 0.4280, mape = 0.08334986865520477 +beta = 0.6492, delta = 0.4596, mape = 0.15762661397457123 +beta = 0.6492, delta = 0.4912, mape = 0.05849100276827812 +beta = 0.6492, delta = 0.5228, mape = 0.19010812044143677 +beta = 0.6492, delta = 0.5544, mape = 0.10882100462913513 +beta = 0.6492, delta = 0.5860, mape = 0.08138474076986313 +beta = 0.6492, delta = 0.6176, mape = 0.07824008166790009 +beta = 0.6492, delta = 0.6492, mape = 0.08117356896400452 +beta = 0.6492, delta = 0.6808, mape = 0.08979905396699905 +beta = 0.6492, delta = 0.7124, mape = 0.10629567503929138 +beta = 0.6492, delta = 0.7440, mape = 0.1260061264038086 +beta = 0.6492, delta = 0.7756, mape = 0.14169691503047943 +beta = 0.6492, delta = 0.8072, mape = 0.15156668424606323 +beta = 0.6492, delta = 0.8388, mape = 0.18158701062202454 +beta = 0.6492, delta = 0.8704, mape = 0.1792195737361908 +beta = 0.6492, delta = 0.9020, mape = 0.1681886911392212 +beta = 0.6492, delta = 0.9336, mape = 0.15436005592346191 +beta = 0.6492, delta = 0.9652, mape = 0.1307995617389679 +beta = 0.6492, delta = 0.9968, mape = 5.236907958984375 +beta = 0.6492, delta = 1.0284, mape = 5.620785236358643 +beta = 0.6492, delta = 1.0600, mape = 6.015829086303711 +beta = 0.6492, delta = 1.0916, mape = 6.387440204620361 +beta = 0.6492, delta = 1.1232, mape = 6.792819023132324 +beta = 0.6492, delta = 1.1548, mape = 7.202695846557617 +beta = 0.6492, delta = 1.1864, mape = 7.5519328117370605 +beta = 0.6492, delta = 1.2180, mape = 8.031676292419434 +beta = 0.6808, delta = 0.2700, mape = 0.11236421018838882 +beta = 0.6808, delta = 0.3016, mape = 0.11599181592464447 +beta = 0.6808, delta = 0.3332, mape = 0.13915665447711945 +beta = 0.6808, delta = 0.3648, mape = 0.16360242664813995 +beta = 0.6808, delta = 0.3964, mape = 0.14293254911899567 +beta = 0.6808, delta = 0.4280, mape = 0.09103767573833466 +beta = 0.6808, delta = 0.4596, mape = 0.07073931396007538 +beta = 0.6808, delta = 0.4912, mape = 0.061586592346429825 +beta = 0.6808, delta = 0.5228, mape = 0.05937075987458229 +beta = 0.6808, delta = 0.5544, mape = 0.06139228120446205 +beta = 0.6808, delta = 0.5860, mape = 0.18218915164470673 +beta = 0.6808, delta = 0.6176, mape = 0.11755398660898209 +beta = 0.6808, delta = 0.6492, mape = 0.11090779304504395 +beta = 0.6808, delta = 0.6808, mape = 0.12052274495363235 +beta = 0.6808, delta = 0.7124, mape = 0.1384686678647995 +beta = 0.6808, delta = 0.7440, mape = 0.15895098447799683 +beta = 0.6808, delta = 0.7756, mape = 0.17863623797893524 +beta = 0.6808, delta = 0.8072, mape = 0.1939389407634735 +beta = 0.6808, delta = 0.8388, mape = 0.20812362432479858 +beta = 0.6808, delta = 0.8704, mape = 0.26083648204803467 +beta = 0.6808, delta = 0.9020, mape = 0.2392059564590454 +beta = 0.6808, delta = 0.9336, mape = 0.20499871671199799 +beta = 0.6808, delta = 0.9652, mape = 0.16799624264240265 +beta = 0.6808, delta = 0.9968, mape = 0.15582774579524994 +beta = 0.6808, delta = 1.0284, mape = 5.822235107421875 +beta = 0.6808, delta = 1.0600, mape = 6.279836177825928 +beta = 0.6808, delta = 1.0916, mape = 6.7409772872924805 +beta = 0.6808, delta = 1.1232, mape = 7.205175876617432 +beta = 0.6808, delta = 1.1548, mape = 7.557348728179932 +beta = 0.6808, delta = 1.1864, mape = 8.00737190246582 +beta = 0.6808, delta = 1.2180, mape = 8.436468124389648 +beta = 0.7124, delta = 0.2700, mape = 0.13352397084236145 +beta = 0.7124, delta = 0.3016, mape = 0.10941118746995926 +beta = 0.7124, delta = 0.3332, mape = 0.11317122727632523 +beta = 0.7124, delta = 0.3648, mape = 0.13303683698177338 +beta = 0.7124, delta = 0.3964, mape = 0.1187271699309349 +beta = 0.7124, delta = 0.4280, mape = 0.08933773636817932 +beta = 0.7124, delta = 0.4596, mape = 0.06563171744346619 +beta = 0.7124, delta = 0.4912, mape = 0.05468321219086647 +beta = 0.7124, delta = 0.5228, mape = 0.062411848455667496 +beta = 0.7124, delta = 0.5544, mape = 0.058809489011764526 +beta = 0.7124, delta = 0.5860, mape = 0.06248897314071655 +beta = 0.7124, delta = 0.6176, mape = 0.2818509340286255 +beta = 0.7124, delta = 0.6492, mape = 0.16662824153900146 +beta = 0.7124, delta = 0.6808, mape = 0.1635495275259018 +beta = 0.7124, delta = 0.7124, mape = 0.17867490649223328 +beta = 0.7124, delta = 0.7440, mape = 0.200001060962677 +beta = 0.7124, delta = 0.7756, mape = 0.2220182716846466 +beta = 0.7124, delta = 0.8072, mape = 0.2417929768562317 +beta = 0.7124, delta = 0.8388, mape = 0.25786319375038147 +beta = 0.7124, delta = 0.8704, mape = 0.2699902355670929 +beta = 0.7124, delta = 0.9020, mape = 0.2662534713745117 +beta = 0.7124, delta = 0.9336, mape = 0.2758549153804779 +beta = 0.7124, delta = 0.9652, mape = 0.22292977571487427 +beta = 0.7124, delta = 0.9968, mape = 0.19246070086956024 +beta = 0.7124, delta = 1.0284, mape = 0.18316078186035156 +beta = 0.7124, delta = 1.0600, mape = 0.18464960157871246 +beta = 0.7124, delta = 1.0916, mape = 7.070633411407471 +beta = 0.7124, delta = 1.1232, mape = 7.639949321746826 +beta = 0.7124, delta = 1.1548, mape = 8.22890567779541 +beta = 0.7124, delta = 1.1864, mape = 8.45689868927002 +beta = 0.7124, delta = 1.2180, mape = 8.979354858398438 +beta = 0.7440, delta = 0.2700, mape = 0.144187793135643 +beta = 0.7440, delta = 0.3016, mape = 0.0982741117477417 +beta = 0.7440, delta = 0.3332, mape = 0.08430210500955582 +beta = 0.7440, delta = 0.3648, mape = 0.09432519972324371 +beta = 0.7440, delta = 0.3964, mape = 0.0888984277844429 +beta = 0.7440, delta = 0.4280, mape = 0.08263865113258362 +beta = 0.7440, delta = 0.4596, mape = 0.07758612930774689 +beta = 0.7440, delta = 0.4912, mape = 0.062328677624464035 +beta = 0.7440, delta = 0.5228, mape = 0.06156536564230919 +beta = 0.7440, delta = 0.5544, mape = 0.9914633631706238 +beta = 0.7440, delta = 0.5860, mape = 0.05983710289001465 +beta = 0.7440, delta = 0.6176, mape = 1.1285207271575928 +beta = 0.7440, delta = 0.6492, mape = 0.24155449867248535 +beta = 0.7440, delta = 0.6808, mape = 0.24358955025672913 +beta = 0.7440, delta = 0.7124, mape = 0.2539987564086914 +beta = 0.7440, delta = 0.7440, mape = 0.2738066613674164 +beta = 0.7440, delta = 0.7756, mape = 0.2984161674976349 +beta = 0.7440, delta = 0.8072, mape = 0.3246714770793915 +beta = 0.7440, delta = 0.8388, mape = 0.2791670858860016 +beta = 0.7440, delta = 0.8704, mape = 0.2697729766368866 +beta = 0.7440, delta = 0.9020, mape = 0.25743311643600464 +beta = 0.7440, delta = 0.9336, mape = 0.24240368604660034 +beta = 0.7440, delta = 0.9652, mape = 0.23191407322883606 +beta = 0.7440, delta = 0.9968, mape = 0.21716518700122833 +beta = 0.7440, delta = 1.0284, mape = 0.19853690266609192 +beta = 0.7440, delta = 1.0600, mape = 0.20336776971817017 +beta = 0.7440, delta = 1.0916, mape = 0.22388051450252533 +beta = 0.7440, delta = 1.1232, mape = 0.25455957651138306 +beta = 0.7440, delta = 1.1548, mape = 0.25663018226623535 +beta = 0.7440, delta = 1.1864, mape = 8.814738273620605 +beta = 0.7440, delta = 1.2180, mape = 9.236069679260254 +beta = 0.7756, delta = 0.2700, mape = 0.15976594388484955 +beta = 0.7756, delta = 0.3016, mape = 0.08737702667713165 +beta = 0.7756, delta = 0.3332, mape = 0.060033611953258514 +beta = 0.7756, delta = 0.3648, mape = 0.058453693985939026 +beta = 0.7756, delta = 0.3964, mape = 0.06482847034931183 +beta = 0.7756, delta = 0.4280, mape = 0.0766802728176117 +beta = 0.7756, delta = 0.4596, mape = 0.08222044259309769 +beta = 0.7756, delta = 0.4912, mape = 0.07979096472263336 +beta = 0.7756, delta = 0.5228, mape = 0.06422334909439087 +beta = 0.7756, delta = 0.5544, mape = 0.05402378365397453 +beta = 0.7756, delta = 0.5860, mape = 0.05231935530900955 +beta = 0.7756, delta = 0.6176, mape = 0.0681610032916069 +beta = 0.7756, delta = 0.6492, mape = 0.16676682233810425 +beta = 0.7756, delta = 0.6808, mape = 0.18635429441928864 +beta = 0.7756, delta = 0.7124, mape = 0.206157848238945 +beta = 0.7756, delta = 0.7440, mape = 0.22596803307533264 +beta = 0.7756, delta = 0.7756, mape = 0.24515199661254883 +beta = 0.7756, delta = 0.8072, mape = 0.2602301239967346 +beta = 0.7756, delta = 0.8388, mape = 0.2718098759651184 +beta = 0.7756, delta = 0.8704, mape = 0.2794063091278076 +beta = 0.7756, delta = 0.9020, mape = 0.27859777212142944 +beta = 0.7756, delta = 0.9336, mape = 0.2724972367286682 +beta = 0.7756, delta = 0.9652, mape = 0.2566472589969635 +beta = 0.7756, delta = 0.9968, mape = 0.2462897151708603 +beta = 0.7756, delta = 1.0284, mape = 0.24163033068180084 +beta = 0.7756, delta = 1.0600, mape = 0.24103805422782898 +beta = 0.7756, delta = 1.0916, mape = 0.24448999762535095 +beta = 0.7756, delta = 1.1232, mape = 0.25472742319107056 +beta = 0.7756, delta = 1.1548, mape = 0.29751724004745483 +beta = 0.7756, delta = 1.1864, mape = 0.3318333327770233 +beta = 0.7756, delta = 1.2180, mape = 0.4601832330226898 +beta = 0.8072, delta = 0.2700, mape = 0.20163820683956146 +beta = 0.8072, delta = 0.3016, mape = 0.10594170540571213 +beta = 0.8072, delta = 0.3332, mape = 0.06259935349225998 +beta = 0.8072, delta = 0.3648, mape = 0.05183132365345955 +beta = 0.8072, delta = 0.3964, mape = 0.062038715928792953 +beta = 0.8072, delta = 0.4280, mape = 0.08014848828315735 +beta = 0.8072, delta = 0.4596, mape = 0.08709856122732162 +beta = 0.8072, delta = 0.4912, mape = 0.08573891967535019 +beta = 0.8072, delta = 0.5228, mape = 0.07969372719526291 +beta = 0.8072, delta = 0.5544, mape = 0.06708486378192902 +beta = 0.8072, delta = 0.5860, mape = 0.050084784626960754 +beta = 0.8072, delta = 0.6176, mape = 0.05407290533185005 +beta = 0.8072, delta = 0.6492, mape = 0.08019465953111649 +beta = 0.8072, delta = 0.6808, mape = 0.10590856522321701 +beta = 0.8072, delta = 0.7124, mape = 0.12993039190769196 +beta = 0.8072, delta = 0.7440, mape = 0.15486399829387665 +beta = 0.8072, delta = 0.7756, mape = 0.17841392755508423 +beta = 0.8072, delta = 0.8072, mape = 0.19857168197631836 +beta = 0.8072, delta = 0.8388, mape = 0.2157737761735916 +beta = 0.8072, delta = 0.8704, mape = 0.23460344970226288 +beta = 0.8072, delta = 0.9020, mape = 0.2543947398662567 +beta = 0.8072, delta = 0.9336, mape = 0.26646193861961365 +beta = 0.8072, delta = 0.9652, mape = 0.26581886410713196 +beta = 0.8072, delta = 0.9968, mape = 0.24346569180488586 +beta = 0.8072, delta = 1.0284, mape = 0.25541800260543823 +beta = 0.8072, delta = 1.0600, mape = 0.2721392512321472 +beta = 0.8072, delta = 1.0916, mape = 0.29512864351272583 +beta = 0.8072, delta = 1.1232, mape = 0.3099842071533203 +beta = 0.8072, delta = 1.1548, mape = 0.34957247972488403 +beta = 0.8072, delta = 1.1864, mape = 0.40670716762542725 +beta = 0.8072, delta = 1.2180, mape = 0.46310359239578247 +beta = 0.8388, delta = 0.2700, mape = 0.2556712031364441 +beta = 0.8388, delta = 0.3016, mape = 0.16655868291854858 +beta = 0.8388, delta = 0.3332, mape = 0.11607157438993454 +beta = 0.8388, delta = 0.3648, mape = 0.09003227204084396 +beta = 0.8388, delta = 0.3964, mape = 0.0930243507027626 +beta = 0.8388, delta = 0.4280, mape = 0.1023498922586441 +beta = 0.8388, delta = 0.4596, mape = 0.09965237975120544 +beta = 0.8388, delta = 0.4912, mape = 0.09181507676839828 +beta = 0.8388, delta = 0.5228, mape = 0.08722414821386337 +beta = 0.8388, delta = 0.5544, mape = 0.08169317245483398 +beta = 0.8388, delta = 0.5860, mape = 0.0629100501537323 +beta = 0.8388, delta = 0.6176, mape = 0.05922237038612366 +beta = 0.8388, delta = 0.6492, mape = 0.0690181627869606 +beta = 0.8388, delta = 0.6808, mape = 0.08280004560947418 +beta = 0.8388, delta = 0.7124, mape = 0.09794017672538757 +beta = 0.8388, delta = 0.7440, mape = 0.11640416085720062 +beta = 0.8388, delta = 0.7756, mape = 0.1399436742067337 +beta = 0.8388, delta = 0.8072, mape = 0.15559141337871552 +beta = 0.8388, delta = 0.8388, mape = 0.1718144416809082 +beta = 0.8388, delta = 0.8704, mape = 0.19311939179897308 +beta = 0.8388, delta = 0.9020, mape = 0.2160312533378601 +beta = 0.8388, delta = 0.9336, mape = 0.23954792320728302 +beta = 0.8388, delta = 0.9652, mape = 0.25759607553482056 +beta = 0.8388, delta = 0.9968, mape = 0.26623865962028503 +beta = 0.8388, delta = 1.0284, mape = 0.2663567364215851 +beta = 0.8388, delta = 1.0600, mape = 0.2592712342739105 +beta = 0.8388, delta = 1.0916, mape = 0.31682929396629333 +beta = 0.8388, delta = 1.1232, mape = 0.3450198769569397 +beta = 0.8388, delta = 1.1548, mape = 0.3803541362285614 +beta = 0.8388, delta = 1.1864, mape = 0.4321804642677307 +beta = 0.8388, delta = 1.2180, mape = 0.5062406063079834 +beta = 0.8704, delta = 0.2700, mape = 0.3417493999004364 +beta = 0.8704, delta = 0.3016, mape = 0.2492862492799759 +beta = 0.8704, delta = 0.3332, mape = 0.18331575393676758 +beta = 0.8704, delta = 0.3648, mape = 0.14719527959823608 +beta = 0.8704, delta = 0.3964, mape = 0.13514256477355957 +beta = 0.8704, delta = 0.4280, mape = 0.13079065084457397 +beta = 0.8704, delta = 0.4596, mape = 0.1128726378083229 +beta = 0.8704, delta = 0.4912, mape = 0.09606969356536865 +beta = 0.8704, delta = 0.5228, mape = 0.08813182264566422 +beta = 0.8704, delta = 0.5544, mape = 0.08773455768823624 +beta = 0.8704, delta = 0.5860, mape = 0.07308448106050491 +beta = 0.8704, delta = 0.6176, mape = 0.07860606163740158 +beta = 0.8704, delta = 0.6492, mape = 0.09359507262706757 +beta = 0.8704, delta = 0.6808, mape = 0.10438114404678345 +beta = 0.8704, delta = 0.7124, mape = 0.11362739652395248 +beta = 0.8704, delta = 0.7440, mape = 0.12311938405036926 +beta = 0.8704, delta = 0.7756, mape = 0.13718779385089874 +beta = 0.8704, delta = 0.8072, mape = 0.1494603008031845 +beta = 0.8704, delta = 0.8388, mape = 0.15999113023281097 +beta = 0.8704, delta = 0.8704, mape = 0.17475160956382751 +beta = 0.8704, delta = 0.9020, mape = 0.19232060015201569 +beta = 0.8704, delta = 0.9336, mape = 0.2084769755601883 +beta = 0.8704, delta = 0.9652, mape = 0.2228802889585495 +beta = 0.8704, delta = 0.9968, mape = 0.2389429807662964 +beta = 0.8704, delta = 1.0284, mape = 0.262484073638916 +beta = 0.8704, delta = 1.0600, mape = 0.2879113554954529 +beta = 0.8704, delta = 1.0916, mape = 0.3061322569847107 +beta = 0.8704, delta = 1.1232, mape = 0.37019866704940796 +beta = 0.8704, delta = 1.1548, mape = 0.40741145610809326 +beta = 0.8704, delta = 1.1864, mape = 0.4532485008239746 +beta = 0.8704, delta = 1.2180, mape = 0.5344570875167847 +beta = 0.9020, delta = 0.2700, mape = 0.4684508442878723 +beta = 0.9020, delta = 0.3016, mape = 0.34554681181907654 +beta = 0.9020, delta = 0.3332, mape = 0.26303333044052124 +beta = 0.9020, delta = 0.3648, mape = 0.2105223387479782 +beta = 0.9020, delta = 0.3964, mape = 0.1875828355550766 +beta = 0.9020, delta = 0.4280, mape = 0.1605837643146515 +beta = 0.9020, delta = 0.4596, mape = 0.12997302412986755 +beta = 0.9020, delta = 0.4912, mape = 0.10566216707229614 +beta = 0.9020, delta = 0.5228, mape = 0.09374985843896866 +beta = 0.9020, delta = 0.5544, mape = 0.09523193538188934 +beta = 0.9020, delta = 0.5860, mape = 0.08702833950519562 +beta = 0.9020, delta = 0.6176, mape = 0.10010553896427155 +beta = 0.9020, delta = 0.6492, mape = 0.1160067468881607 +beta = 0.9020, delta = 0.6808, mape = 0.12344729155302048 +beta = 0.9020, delta = 0.7124, mape = 0.13360874354839325 +beta = 0.9020, delta = 0.7440, mape = 0.14353294670581818 +beta = 0.9020, delta = 0.7756, mape = 0.156295046210289 +beta = 0.9020, delta = 0.8072, mape = 0.16851824522018433 +beta = 0.9020, delta = 0.8388, mape = 0.17929157614707947 +beta = 0.9020, delta = 0.8704, mape = 0.1904301792383194 +beta = 0.9020, delta = 0.9020, mape = 0.20206505060195923 +beta = 0.9020, delta = 0.9336, mape = 0.20886540412902832 +beta = 0.9020, delta = 0.9652, mape = 0.21599821746349335 +beta = 0.9020, delta = 0.9968, mape = 0.22305327653884888 +beta = 0.9020, delta = 1.0284, mape = 0.24489516019821167 +beta = 0.9020, delta = 1.0600, mape = 0.2804954946041107 +beta = 0.9020, delta = 1.0916, mape = 0.31873011589050293 +beta = 0.9020, delta = 1.1232, mape = 0.3531195819377899 +beta = 0.9020, delta = 1.1548, mape = 0.4258989989757538 +beta = 0.9020, delta = 1.1864, mape = 0.47860845923423767 +beta = 0.9020, delta = 1.2180, mape = 0.535814642906189 +beta = 0.9336, delta = 0.2700, mape = 0.6066974997520447 +beta = 0.9336, delta = 0.3016, mape = 0.45179858803749084 +beta = 0.9336, delta = 0.3332, mape = 0.3482478857040405 +beta = 0.9336, delta = 0.3648, mape = 0.2864585518836975 +beta = 0.9336, delta = 0.3964, mape = 0.24104629456996918 +beta = 0.9336, delta = 0.4280, mape = 0.1953016072511673 +beta = 0.9336, delta = 0.4596, mape = 0.15013942122459412 +beta = 0.9336, delta = 0.4912, mape = 0.11564284563064575 +beta = 0.9336, delta = 0.5228, mape = 0.09956368058919907 +beta = 0.9336, delta = 0.5544, mape = 0.10291673243045807 +beta = 0.9336, delta = 0.5860, mape = 0.1024736762046814 +beta = 0.9336, delta = 0.6176, mape = 0.12362116575241089 +beta = 0.9336, delta = 0.6492, mape = 0.13777270913124084 +beta = 0.9336, delta = 0.6808, mape = 0.14721223711967468 +beta = 0.9336, delta = 0.7124, mape = 0.15930797159671783 +beta = 0.9336, delta = 0.7440, mape = 0.17195045948028564 +beta = 0.9336, delta = 0.7756, mape = 0.18806640803813934 +beta = 0.9336, delta = 0.8072, mape = 0.20177099108695984 +beta = 0.9336, delta = 0.8388, mape = 0.21228842437267303 +beta = 0.9336, delta = 0.8704, mape = 0.22501108050346375 +beta = 0.9336, delta = 0.9020, mape = 0.23841321468353271 +beta = 0.9336, delta = 0.9336, mape = 0.24542281031608582 +beta = 0.9336, delta = 0.9652, mape = 0.24894382059574127 +beta = 0.9336, delta = 0.9968, mape = 0.2541603446006775 +beta = 0.9336, delta = 1.0284, mape = 0.26820260286331177 +beta = 0.9336, delta = 1.0600, mape = 0.28427985310554504 +beta = 0.9336, delta = 1.0916, mape = 0.3166637420654297 +beta = 0.9336, delta = 1.1232, mape = 0.36210963129997253 +beta = 0.9336, delta = 1.1548, mape = 0.40849417448043823 +beta = 0.9336, delta = 1.1864, mape = 0.49005088210105896 +beta = 0.9336, delta = 1.2180, mape = 0.5605039596557617 +beta = 0.9652, delta = 0.2700, mape = 0.769996166229248 +beta = 0.9652, delta = 0.3016, mape = 0.5750406980514526 +beta = 0.9652, delta = 0.3332, mape = 0.4470793604850769 +beta = 0.9652, delta = 0.3648, mape = 0.36196979880332947 +beta = 0.9652, delta = 0.3964, mape = 0.3021412789821625 +beta = 0.9652, delta = 0.4280, mape = 0.23358213901519775 +beta = 0.9652, delta = 0.4596, mape = 0.17289084196090698 +beta = 0.9652, delta = 0.4912, mape = 0.12856543064117432 +beta = 0.9652, delta = 0.5228, mape = 0.10948122292757034 +beta = 0.9652, delta = 0.5544, mape = 0.10655612498521805 +beta = 0.9652, delta = 0.5860, mape = 0.11822778731584549 +beta = 0.9652, delta = 0.6176, mape = 0.14404670894145966 +beta = 0.9652, delta = 0.6492, mape = 0.15933528542518616 +beta = 0.9652, delta = 0.6808, mape = 0.1736672967672348 +beta = 0.9652, delta = 0.7124, mape = 0.189419686794281 +beta = 0.9652, delta = 0.7440, mape = 0.20241402089595795 +beta = 0.9652, delta = 0.7756, mape = 0.22188866138458252 +beta = 0.9652, delta = 0.8072, mape = 0.23950543999671936 +beta = 0.9652, delta = 0.8388, mape = 0.25372305512428284 +beta = 0.9652, delta = 0.8704, mape = 0.2674693167209625 +beta = 0.9652, delta = 0.9020, mape = 0.2860996723175049 +beta = 0.9652, delta = 0.9336, mape = 0.24764388799667358 +beta = 0.9652, delta = 0.9652, mape = 0.25562986731529236 +beta = 0.9652, delta = 0.9968, mape = 0.2703782320022583 +beta = 0.9652, delta = 1.0284, mape = 0.30901795625686646 +beta = 0.9652, delta = 1.0600, mape = 0.32068610191345215 +beta = 0.9652, delta = 1.0916, mape = 0.3376772105693817 +beta = 0.9652, delta = 1.1232, mape = 0.3698307275772095 +beta = 0.9652, delta = 1.1548, mape = 0.4177722632884979 +beta = 0.9652, delta = 1.1864, mape = 0.4735766053199768 +beta = 0.9652, delta = 1.2180, mape = 0.5678849816322327 +beta = 0.9968, delta = 0.2700, mape = 0.9458344578742981 +beta = 0.9968, delta = 0.3016, mape = 0.711796224117279 +beta = 0.9968, delta = 0.3332, mape = 0.5503267049789429 +beta = 0.9968, delta = 0.3648, mape = 0.43951326608657837 +beta = 0.9968, delta = 0.3964, mape = 0.34701967239379883 +beta = 0.9968, delta = 0.4280, mape = 0.26858460903167725 +beta = 0.9968, delta = 0.4596, mape = 0.20756292343139648 +beta = 0.9968, delta = 0.4912, mape = 0.15122804045677185 +beta = 0.9968, delta = 0.5228, mape = 0.11703422665596008 +beta = 0.9968, delta = 0.5544, mape = 0.10860201716423035 +beta = 0.9968, delta = 0.5860, mape = 0.13245214521884918 +beta = 0.9968, delta = 0.6176, mape = 0.16349993646144867 +beta = 0.9968, delta = 0.6492, mape = 0.18155443668365479 +beta = 0.9968, delta = 0.6808, mape = 0.20163393020629883 +beta = 0.9968, delta = 0.7124, mape = 0.22261686623096466 +beta = 0.9968, delta = 0.7440, mape = 0.24119897186756134 +beta = 0.9968, delta = 0.7756, mape = 0.2669517397880554 +beta = 0.9968, delta = 0.8072, mape = 0.2900651693344116 +beta = 0.9968, delta = 0.8388, mape = 0.30906549096107483 +beta = 0.9968, delta = 0.8704, mape = 0.3259083032608032 +beta = 0.9968, delta = 0.9020, mape = 0.27874958515167236 +beta = 0.9968, delta = 0.9336, mape = 0.2856202721595764 +beta = 0.9968, delta = 0.9652, mape = 0.29170721769332886 +beta = 0.9968, delta = 0.9968, mape = 0.3075462877750397 +beta = 0.9968, delta = 1.0284, mape = 0.32123133540153503 +beta = 0.9968, delta = 1.0600, mape = 0.3334076702594757 +beta = 0.9968, delta = 1.0916, mape = 0.3572099804878235 +beta = 0.9968, delta = 1.1232, mape = 0.396819144487381 +beta = 0.9968, delta = 1.1548, mape = 0.43841445446014404 +beta = 0.9968, delta = 1.1864, mape = 0.4923989176750183 +beta = 0.9968, delta = 1.2180, mape = 0.5770077705383301 +beta = 1.0284, delta = 0.2700, mape = 1.136005163192749 +beta = 1.0284, delta = 0.3016, mape = 0.8605318665504456 +beta = 1.0284, delta = 0.3332, mape = 0.6620674133300781 +beta = 1.0284, delta = 0.3648, mape = 0.5220096111297607 +beta = 1.0284, delta = 0.3964, mape = 0.4020681381225586 +beta = 1.0284, delta = 0.4280, mape = 0.3058331608772278 +beta = 1.0284, delta = 0.4596, mape = 0.2197893112897873 +beta = 1.0284, delta = 0.4912, mape = 0.15673886239528656 +beta = 1.0284, delta = 0.5228, mape = 0.12596569955348969 +beta = 1.0284, delta = 0.5544, mape = 0.11026152968406677 +beta = 1.0284, delta = 0.5860, mape = 0.1437567174434662 +beta = 1.0284, delta = 0.6176, mape = 0.18154874444007874 +beta = 1.0284, delta = 0.6492, mape = 0.20518100261688232 +beta = 1.0284, delta = 0.6808, mape = 0.23173975944519043 +beta = 1.0284, delta = 0.7124, mape = 0.25823667645454407 +beta = 1.0284, delta = 0.7440, mape = 0.284082293510437 +beta = 1.0284, delta = 0.7756, mape = 0.3159993290901184 +beta = 1.0284, delta = 0.8072, mape = 0.34454119205474854 +beta = 1.0284, delta = 0.8388, mape = 0.3690461218357086 +beta = 1.0284, delta = 0.8704, mape = 0.31230586767196655 +beta = 1.0284, delta = 0.9020, mape = 0.31959956884384155 +beta = 1.0284, delta = 0.9336, mape = 0.322449266910553 +beta = 1.0284, delta = 0.9652, mape = 0.32888028025627136 +beta = 1.0284, delta = 0.9968, mape = 0.34700554609298706 +beta = 1.0284, delta = 1.0284, mape = 0.36190757155418396 +beta = 1.0284, delta = 1.0600, mape = 0.3750535249710083 +beta = 1.0284, delta = 1.0916, mape = 0.3884863257408142 +beta = 1.0284, delta = 1.1232, mape = 0.42293357849121094 +beta = 1.0284, delta = 1.1548, mape = 0.4717154800891876 +beta = 1.0284, delta = 1.1864, mape = 0.5282796025276184 +beta = 1.0284, delta = 1.2180, mape = 0.6122164130210876 +beta = 1.0600, delta = 0.2700, mape = 1.3466206789016724 +beta = 1.0600, delta = 0.3016, mape = 1.0200729370117188 +beta = 1.0600, delta = 0.3332, mape = 0.7806823253631592 +beta = 1.0600, delta = 0.3648, mape = 0.6000904440879822 +beta = 1.0600, delta = 0.3964, mape = 0.46220389008522034 +beta = 1.0600, delta = 0.4280, mape = 0.34817028045654297 +beta = 1.0600, delta = 0.4596, mape = 0.24597765505313873 +beta = 1.0600, delta = 0.4912, mape = 0.16988489031791687 +beta = 1.0600, delta = 0.5228, mape = 0.11986708641052246 +beta = 1.0600, delta = 0.5544, mape = 0.11350242048501968 +beta = 1.0600, delta = 0.5860, mape = 0.15399879217147827 +beta = 1.0600, delta = 0.6176, mape = 0.19787085056304932 +beta = 1.0600, delta = 0.6492, mape = 0.22948938608169556 +beta = 1.0600, delta = 0.6808, mape = 0.26500269770622253 +beta = 1.0600, delta = 0.7124, mape = 0.2969549596309662 +beta = 1.0600, delta = 0.7440, mape = 0.33164286613464355 +beta = 1.0600, delta = 0.7756, mape = 0.36918187141418457 +beta = 1.0600, delta = 0.8072, mape = 0.4028819799423218 +beta = 1.0600, delta = 0.8388, mape = 0.4332835376262665 +beta = 1.0600, delta = 0.8704, mape = 0.3611959218978882 +beta = 1.0600, delta = 0.9020, mape = 0.36403965950012207 +beta = 1.0600, delta = 0.9336, mape = 0.3611001968383789 +beta = 1.0600, delta = 0.9652, mape = 0.37316685914993286 +beta = 1.0600, delta = 0.9968, mape = 0.39264923334121704 +beta = 1.0600, delta = 1.0284, mape = 0.40926581621170044 +beta = 1.0600, delta = 1.0600, mape = 0.41771969199180603 +beta = 1.0600, delta = 1.0916, mape = 0.43434378504753113 +beta = 1.0600, delta = 1.1232, mape = 0.466869056224823 +beta = 1.0600, delta = 1.1548, mape = 0.5155988931655884 +beta = 1.0600, delta = 1.1864, mape = 0.6670235395431519 +beta = 1.0600, delta = 1.2180, mape = 0.7650032043457031 +beta = 1.0916, delta = 0.2700, mape = 1.5745267868041992 +beta = 1.0916, delta = 0.3016, mape = 1.1844490766525269 +beta = 1.0916, delta = 0.3332, mape = 0.9092018604278564 +beta = 1.0916, delta = 0.3648, mape = 0.691117525100708 +beta = 1.0916, delta = 0.3964, mape = 0.5292773246765137 +beta = 1.0916, delta = 0.4280, mape = 0.38527828454971313 +beta = 1.0916, delta = 0.4596, mape = 0.27032116055488586 +beta = 1.0916, delta = 0.4912, mape = 0.1827627420425415 +beta = 1.0916, delta = 0.5228, mape = 0.11892414093017578 +beta = 1.0916, delta = 0.5544, mape = 0.1027989313006401 +beta = 1.0916, delta = 0.5860, mape = 0.15470007061958313 +beta = 1.0916, delta = 0.6176, mape = 0.20474116504192352 +beta = 1.0916, delta = 0.6492, mape = 0.2359454333782196 +beta = 1.0916, delta = 0.6808, mape = 0.2741624116897583 +beta = 1.0916, delta = 0.7124, mape = 0.29633063077926636 +beta = 1.0916, delta = 0.7440, mape = 0.3394792675971985 +beta = 1.0916, delta = 0.7756, mape = 0.38161587715148926 +beta = 1.0916, delta = 0.8072, mape = 0.41806715726852417 +beta = 1.0916, delta = 0.8388, mape = 0.37274372577667236 +beta = 1.0916, delta = 0.8704, mape = 0.37913164496421814 +beta = 1.0916, delta = 0.9020, mape = 0.36665984988212585 +beta = 1.0916, delta = 0.9336, mape = 0.38616061210632324 +beta = 1.0916, delta = 0.9652, mape = 0.38058361411094666 +beta = 1.0916, delta = 0.9968, mape = 0.4009708762168884 +beta = 1.0916, delta = 1.0284, mape = 0.42046356201171875 +beta = 1.0916, delta = 1.0600, mape = 0.42445188760757446 +beta = 1.0916, delta = 1.0916, mape = 0.4706180989742279 +beta = 1.0916, delta = 1.1232, mape = 0.5104444622993469 +beta = 1.0916, delta = 1.1548, mape = 0.5805292129516602 +beta = 1.0916, delta = 1.1864, mape = 0.6768147349357605 +beta = 1.0916, delta = 1.2180, mape = 0.7951706051826477 +beta = 1.1232, delta = 0.2700, mape = 1.8013272285461426 +beta = 1.1232, delta = 0.3016, mape = 1.3533604145050049 +beta = 1.1232, delta = 0.3332, mape = 1.033100962638855 +beta = 1.1232, delta = 0.3648, mape = 0.7852004766464233 +beta = 1.1232, delta = 0.3964, mape = 0.6165474653244019 +beta = 1.1232, delta = 0.4280, mape = 0.44205695390701294 +beta = 1.1232, delta = 0.4596, mape = 0.3109774887561798 +beta = 1.1232, delta = 0.4912, mape = 0.21007199585437775 +beta = 1.1232, delta = 0.5228, mape = 0.13775458931922913 +beta = 1.1232, delta = 0.5544, mape = 0.10950258374214172 +beta = 1.1232, delta = 0.5860, mape = 0.15944446623325348 +beta = 1.1232, delta = 0.6176, mape = 0.21793779730796814 +beta = 1.1232, delta = 0.6492, mape = 0.26390865445137024 +beta = 1.1232, delta = 0.6808, mape = 0.309454083442688 +beta = 1.1232, delta = 0.7124, mape = 0.354996919631958 +beta = 1.1232, delta = 0.7440, mape = 0.3903195261955261 +beta = 1.1232, delta = 0.7756, mape = 0.43846482038497925 +beta = 1.1232, delta = 0.8072, mape = 0.49221256375312805 +beta = 1.1232, delta = 0.8388, mape = 0.44883984327316284 +beta = 1.1232, delta = 0.8704, mape = 0.4561346471309662 +beta = 1.1232, delta = 0.9020, mape = 0.4627182185649872 +beta = 1.1232, delta = 0.9336, mape = 0.4617682993412018 +beta = 1.1232, delta = 0.9652, mape = 0.4891962707042694 +beta = 1.1232, delta = 0.9968, mape = 0.4978378415107727 +beta = 1.1232, delta = 1.0284, mape = 0.48752185702323914 +beta = 1.1232, delta = 1.0600, mape = 0.49807363748550415 +beta = 1.1232, delta = 1.0916, mape = 0.5177870988845825 +beta = 1.1232, delta = 1.1232, mape = 0.5973570346832275 +beta = 1.1232, delta = 1.1548, mape = 0.6549189686775208 +beta = 1.1232, delta = 1.1864, mape = 0.748664379119873 +beta = 1.1232, delta = 1.2180, mape = 0.878308892250061 +beta = 1.1548, delta = 0.2700, mape = 2.0389511585235596 +beta = 1.1548, delta = 0.3016, mape = 1.5266811847686768 +beta = 1.1548, delta = 0.3332, mape = 1.1601650714874268 +beta = 1.1548, delta = 0.3648, mape = 0.8799696564674377 +beta = 1.1548, delta = 0.3964, mape = 0.654815673828125 +beta = 1.1548, delta = 0.4280, mape = 0.5156351923942566 +beta = 1.1548, delta = 0.4596, mape = 0.3608779311180115 +beta = 1.1548, delta = 0.4912, mape = 0.2674201726913452 +beta = 1.1548, delta = 0.5228, mape = 0.19694899022579193 +beta = 1.1548, delta = 0.5544, mape = 0.1552833467721939 +beta = 1.1548, delta = 0.5860, mape = 0.17258796095848083 +beta = 1.1548, delta = 0.6176, mape = 0.2385822832584381 +beta = 1.1548, delta = 0.6492, mape = 0.2958970069885254 +beta = 1.1548, delta = 0.6808, mape = 0.35426706075668335 +beta = 1.1548, delta = 0.7124, mape = 0.4066881537437439 +beta = 1.1548, delta = 0.7440, mape = 0.45288485288619995 +beta = 1.1548, delta = 0.7756, mape = 0.5199424028396606 +beta = 1.1548, delta = 0.8072, mape = 0.5811328887939453 +beta = 1.1548, delta = 0.8388, mape = 0.5340580344200134 +beta = 1.1548, delta = 0.8704, mape = 0.5501772165298462 +beta = 1.1548, delta = 0.9020, mape = 0.5712286829948425 +beta = 1.1548, delta = 0.9336, mape = 0.5845351219177246 +beta = 1.1548, delta = 0.9652, mape = 0.6113514304161072 +beta = 1.1548, delta = 0.9968, mape = 0.6023069024085999 +beta = 1.1548, delta = 1.0284, mape = 0.6045171618461609 +beta = 1.1548, delta = 1.0600, mape = 0.6150224208831787 +beta = 1.1548, delta = 1.0916, mape = 0.6344595551490784 +beta = 1.1548, delta = 1.1232, mape = 0.6940488815307617 +beta = 1.1548, delta = 1.1548, mape = 0.7623686790466309 +beta = 1.1548, delta = 1.1864, mape = 0.8623319864273071 +beta = 1.1548, delta = 1.2180, mape = 0.9803353548049927 +beta = 1.1864, delta = 0.2700, mape = 2.2740235328674316 +beta = 1.1864, delta = 0.3016, mape = 1.6995007991790771 +beta = 1.1864, delta = 0.3332, mape = 1.2884926795959473 +beta = 1.1864, delta = 0.3648, mape = 0.9819251298904419 +beta = 1.1864, delta = 0.3964, mape = 0.7504358291625977 +beta = 1.1864, delta = 0.4280, mape = 0.5564194321632385 +beta = 1.1864, delta = 0.4596, mape = 0.45712751150131226 +beta = 1.1864, delta = 0.4912, mape = 0.3504931926727295 +beta = 1.1864, delta = 0.5228, mape = 0.27134403586387634 +beta = 1.1864, delta = 0.5544, mape = 0.2321993112564087 +beta = 1.1864, delta = 0.5860, mape = 0.22962145507335663 +beta = 1.1864, delta = 0.6176, mape = 0.27301889657974243 +beta = 1.1864, delta = 0.6492, mape = 0.341499388217926 +beta = 1.1864, delta = 0.6808, mape = 0.40518268942832947 +beta = 1.1864, delta = 0.7124, mape = 0.4609118402004242 +beta = 1.1864, delta = 0.7440, mape = 0.5294464230537415 +beta = 1.1864, delta = 0.7756, mape = 0.6010308265686035 +beta = 1.1864, delta = 0.8072, mape = 0.6714475154876709 +beta = 1.1864, delta = 0.8388, mape = 0.6266700625419617 +beta = 1.1864, delta = 0.8704, mape = 0.6670377850532532 +beta = 1.1864, delta = 0.9020, mape = 0.6989514231681824 +beta = 1.1864, delta = 0.9336, mape = 0.7264090776443481 +beta = 1.1864, delta = 0.9652, mape = 0.7432588934898376 +beta = 1.1864, delta = 0.9968, mape = 0.7342529892921448 +beta = 1.1864, delta = 1.0284, mape = 0.7419665455818176 +beta = 1.1864, delta = 1.0600, mape = 0.7469374537467957 +beta = 1.1864, delta = 1.0916, mape = 0.7809428572654724 +beta = 1.1864, delta = 1.1232, mape = 0.8386787176132202 +beta = 1.1864, delta = 1.1548, mape = 0.9154425859451294 +beta = 1.1864, delta = 1.1864, mape = 1.0115458965301514 +beta = 1.1864, delta = 1.2180, mape = 1.130786657333374 +beta = 1.2180, delta = 0.2700, mape = 2.513063669204712 +beta = 1.2180, delta = 0.3016, mape = 1.8761577606201172 +beta = 1.2180, delta = 0.3332, mape = 1.4151923656463623 +beta = 1.2180, delta = 0.3648, mape = 1.090786099433899 +beta = 1.2180, delta = 0.3964, mape = 0.8527910709381104 +beta = 1.2180, delta = 0.4280, mape = 0.6659187078475952 +beta = 1.2180, delta = 0.4596, mape = 0.5441456437110901 +beta = 1.2180, delta = 0.4912, mape = 0.4512263834476471 +beta = 1.2180, delta = 0.5228, mape = 0.3677397072315216 +beta = 1.2180, delta = 0.5544, mape = 0.32314592599868774 +beta = 1.2180, delta = 0.5860, mape = 0.3190745711326599 +beta = 1.2180, delta = 0.6176, mape = 0.34414705634117126 +beta = 1.2180, delta = 0.6492, mape = 0.4066292643547058 +beta = 1.2180, delta = 0.6808, mape = 0.4725736081600189 +beta = 1.2180, delta = 0.7124, mape = 0.5440740585327148 +beta = 1.2180, delta = 0.7440, mape = 0.6180921196937561 +beta = 1.2180, delta = 0.7756, mape = 0.690329909324646 +beta = 1.2180, delta = 0.8072, mape = 0.7751297950744629 +beta = 1.2180, delta = 0.8388, mape = 0.7540261745452881 +beta = 1.2180, delta = 0.8704, mape = 0.7959747910499573 +beta = 1.2180, delta = 0.9020, mape = 0.8368328809738159 +beta = 1.2180, delta = 0.9336, mape = 0.8727823495864868 +beta = 1.2180, delta = 0.9652, mape = 0.8811279535293579 +beta = 1.2180, delta = 0.9968, mape = 0.8927707672119141 +beta = 1.2180, delta = 1.0284, mape = 0.9121080636978149 +beta = 1.2180, delta = 1.0600, mape = 0.9029993414878845 +beta = 1.2180, delta = 1.0916, mape = 0.947060763835907 +beta = 1.2180, delta = 1.1232, mape = 1.0097905397415161 +beta = 1.2180, delta = 1.1548, mape = 1.0988976955413818 +beta = 1.2180, delta = 1.1864, mape = 1.216181993484497 diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/adapt/nohup_ORIG.log b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/adapt/nohup_ORIG.log new file mode 100644 index 0000000..22fabd9 --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/adapt/nohup_ORIG.log @@ -0,0 +1,119 @@ +Running this script in ipython (Jupyter) session ? False +=== Parsed arguments to generate data === + Split: adapt_huge + Savepath: ./runs/16022024-161301/adapt/ + Seed: 8104 + + +############# Inductive Bias Learning for Dynamical Systems ############# + +Jax version: 0.4.23 +Available devices: [cuda(id=0)] +No training. Loading data and results from: ./runs/16022024-161301/ +WARNING: You did not provide a dataloader id. A new one has been generated: 185256 +WARNING: Note that this id used to distuinguish between adaptations to different environments. + + +Total number of parameters in the model: 319506 + + +WARNING: No key provided for the context initialization. Initializing at 0. + +No training, loading model and results from ./runs/16022024-161301/ folder ... + +WARNING: You did not provide a dataloader id. A new one has been generated: 185257 +WARNING: Note that this id used to distuinguish between adaptations to different environments. +WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum. +WARNING: No key provided, using time as seed +== Begining in-domain testing ... == + Number of training environments: 9 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Test Score (In-Domain): 5.9835886e-05 + +== Begining in-domain visualisation ... == + Environment id: 0 + Trajectory id: 1 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Testing finished. Figure saved in: ./runs/16022024-161301/results_in_domain.png +WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum. +save_id: 170846 + +No adaptation, loading adaptation parameters from ./runs/16022024-161301/adapt/ folder with id: 170846 ... + +WARNING: No key provided for the context initialization. Initializing at 0. +== Begining out-of-distribution testing ... == + Number of training environments: 9 + Number of adaptation environments: 4 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Test Score (OOD): 4.925985e-05 + +== Begining out-of-distribution visualisation ... == + Environment id: 3 + Trajectory id: 0 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Testing finished. Figure saved in: ./runs/16022024-161301/adapt/results_ood.png +WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum. +WARNING: No key provided for the context initialization. Initializing at 0. + + +=== Beginning adaptation ... === + Number of examples in a batch: 1 + Number of train steps per epoch: 1 + Number of training epochs: 24000 + Total number of training steps: 24000 +WARNING: No key provided, using time as seed + +Compiling function "train_step" for context ... +Shapes of elements in a batch: (4, 1, 20, 2) (20,) + Epoch: 0 LossContext: 2.00185800 + Epoch: 1 LossContext: 1.99399769 + Epoch: 2 LossContext: 1.98910177 + Epoch: 3 LossContext: 1.97694814 + Epoch: 1000 LossContext: 0.19567932 + Epoch: 2000 LossContext: 0.12733695 + Epoch: 3000 LossContext: 0.10914860 + Epoch: 4000 LossContext: 0.09886017 + Epoch: 5000 LossContext: 0.08846124 + Epoch: 6000 LossContext: 0.08036166 + Epoch: 7000 LossContext: 0.07456353 + Epoch: 8000 LossContext: 0.06873414 + Epoch: 9000 LossContext: 0.06871495 + Epoch: 10000 LossContext: 0.06745659 + Epoch: 11000 LossContext: 0.06842413 + Epoch: 12000 LossContext: 0.06669667 + Epoch: 13000 LossContext: 0.06646918 + Epoch: 14000 LossContext: 0.06654723 + Epoch: 15000 LossContext: 0.06541377 + Epoch: 16000 LossContext: 0.06625982 + Epoch: 17000 LossContext: 0.06538546 + Epoch: 18000 LossContext: 0.06532001 + Epoch: 19000 LossContext: 0.06451593 + Epoch: 20000 LossContext: 0.06581067 + Epoch: 21000 LossContext: 0.06464531 + Epoch: 22000 LossContext: 0.06517278 + Epoch: 23000 LossContext: 0.06540310 + Epoch: 23999 LossContext: 0.06437790 + +Total gradient descent adaptation time: 0 hours 19 mins 2 secs +Environment weights at the end of the adaptation: [0.25 0.25 0.25 0.25] + +Saving adaptation parameters into ./runs/16022024-161301/adapt/ folder with id 090142 ... + +== Begining out-of-distribution testing ... == + Number of training environments: 9 + Number of adaptation environments: 4 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Test Score (OOD): 11.730269 + +== Begining out-of-distribution visualisation ... == + Environment id: 2 + Trajectory id: 0 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Testing finished. 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0000000000000000000000000000000000000000..96cd2f58e2c02010e652a250b10aad89a7c2e14a GIT binary patch literal 36992 zcmeIuF%AJi0EOYzI>mHDvIVjYQR|3Cp^}ZAjY5!F(TG#HuyqBk@9*9#zxQUh-tGs* zqj<(9b;leRAuii0mLay+e9!geaLrBn{;T@jrT*_u^)2;#G%v$+GONaAc!l2@79v1^ z009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBly zK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF z5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk He<1JyJmDLs literal 0 HcmV?d00001 diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/dataset.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/dataset.py new file mode 100644 index 0000000..42d6b03 --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/dataset.py @@ -0,0 +1,235 @@ + +# %% + +import numpy as np +import matplotlib.pyplot as plt +from scipy.integrate import solve_ivp +from matplotlib.animation import FuncAnimation +from IPython.display import Image + + +try: + __IPYTHON__ + _in_ipython_session = True +except NameError: + _in_ipython_session = False + +## Parse the three arguments from the command line: "train", the foldername, and the seed + +import argparse + + +if _in_ipython_session: + # args = argparse.Namespace(split='train', savepath='tmp/', seed=42) + args = argparse.Namespace(split='test', savepath="./runs/24012024-084802/", seed=2026, verbose=1) +else: + parser = argparse.ArgumentParser(description='Description of your program') + parser.add_argument('--split', type=str, help='Generate "train", "test", "adapt", "adapt_test", or "adapt_huge" data', default='train', required=False) + parser.add_argument('--savepath', type=str, help='Description of optional argument', default='tmp/', required=False) + parser.add_argument('--seed',type=int, help='Seed to gnerate the data', default=2026, required=False) + parser.add_argument('--verbose',type=int, help='Whether to print details or not ?', default=1, required=False) + + args = parser.parse_args() + + +split = args.split +assert split in ["train", "test", "adapt", "adapt_test", "adapt_huge"], "Split must be either 'train', 'test', 'adapt', 'adapt_test', 'adapt_huge'" + +savepath = args.savepath +seed = args.seed + +# ## Print verbose arg +# print('=== Parsed arguments to generate data ===') +# print(' Split:', split) +# print(' Savepath:', savepath) +# print(' Seed:', seed) +# print(' Verbose:', args.verbose) + +if args.verbose != 0: + print("Running this script in ipython (Jupyter) session ?", _in_ipython_session) + print('=== Parsed arguments to generate data ===') + print(' Split:', split) + print(' Savepath:', savepath) + print(' Seed:', seed) + print() + + +## Set numpy seed for reproducibility +np.random.seed(seed) + + +#%% + +# Image(filename="tmp/coda_dataset.png") + + +#%% + + +#%% +import numpy as np +import matplotlib.pyplot as plt +from scipy.integrate import solve_ivp +from matplotlib.animation import FuncAnimation + +# import jax +# jax.config.update("jax_platform_name", "cpu") +import jax.numpy as jnp +# import diffrax + +# Define the Lotka-Volterra system +def lotka_volterra(t, state, alpha, beta, delta, gamma): + x, y = state + dx_dt = alpha * x - beta * x * y + dy_dt = delta * x * y - gamma * y + # return [dx_dt, dy_dt] + return np.array([dx_dt, dy_dt]) + + +def rk4_integrator(rhs, y0, t): + def step(state, t): + y_prev, t_prev = state + h = t - t_prev + k1 = h * rhs(y_prev, t_prev) + k2 = h * rhs(y_prev + k1/2., t_prev + h/2.) + k3 = h * rhs(y_prev + k2/2., t_prev + h/2.) + k4 = h * rhs(y_prev + k3, t + h) + y = y_prev + 1./6 * (k1 + 2 * k2 + 2 * k3 + k4) + return (y, t), y + + y = y0 + ys = [y] + for i in range(t.size-1): + _, y = step((y, t[i]), t[i+1]) + ys.append(y) + return jnp.vstack(ys) + +# _, ys = jax.lax.scan(step, (y0, t[0]), t[1:]) +# return jnp.concatenate([y0[jnp.newaxis, :], ys], axis=0) + + + +if split == "train" or split=="test": + # Training environments + environments = [ + {"alpha": 0.5, "beta": 0.5, "gamma": 0.5, "delta": 0.5}, + {"alpha": 0.5, "beta": 0.75, "gamma": 0.5, "delta": 0.5}, + {"alpha": 0.5, "beta": 1.0, "gamma": 0.5, "delta": 0.5}, + {"alpha": 0.5, "beta": 0.5, "gamma": 0.5, "delta": 0.75}, + {"alpha": 0.5, "beta": 0.75, "gamma": 0.5, "delta": 0.75}, + {"alpha": 0.5, "beta": 1.0, "gamma": 0.5, "delta": 0.75}, + {"alpha": 0.5, "beta": 0.5, "gamma": 0.5, "delta": 1.0}, + {"alpha": 0.5, "beta": 0.75, "gamma": 0.5, "delta": 1.0}, + {"alpha": 0.5, "beta": 1.0, "gamma": 0.5, "delta": 1.0}, + ] +elif split == "adapt" or split == "adapt_test": + ## Adaptation environments + environments = [ + {"alpha": 0.5, "beta": 0.625, "gamma": 0.5, "delta": 0.625}, + {"alpha": 0.5, "beta": 1.125, "gamma": 0.5, "delta": 1.125}, + {"alpha": 0.5, "beta": 0.625, "gamma": 0.5, "delta": 0.625}, + {"alpha": 0.5, "beta": 1.125, "gamma": 0.5, "delta": 1.125}, + ] +elif split == "adapt_huge": + environments = [ + {"alpha": 0.5, "beta": b, "gamma": 0.5, "delta": d} for b in np.linspace(0.25, 1.25, 11) for d in np.linspace(0.25, 1.25, 11)] + +# ## Lots of data environment +# environments = [] +# for beta in np.linspace(0.5, 1.5, 11): +# new_env = {"alpha": 0.5, "beta": beta, "gamma": 0.5, "delta": 0.5} +# environments.append(new_env) + + + +if split == "train": + n_traj_per_env = 4 ## training +elif split == "test": + n_traj_per_env = 32 ## testing +elif split == "adapt" or split == "adapt_test" or split == "adapt_huge": + n_traj_per_env = 1 ## adaptation + +n_steps_per_traj = int(10/0.5) +# n_steps_per_traj = 201 + +data = np.zeros((len(environments), n_traj_per_env, n_steps_per_traj, 2)) + +# Time span for simulation +t_span = (0, 10) # Shortened time span +t_eval = np.linspace(t_span[0], t_span[-1], n_steps_per_traj) # Fewer frames + +for j in range(n_traj_per_env): + + for i, selected_params in enumerate(environments): + # print("Environment", i) + + # Initial conditions (prey and predator concentrations) + initial_state = np.random.uniform(size=(2,)) + 1. + + # Solve the ODEs using SciPy's solve_ivp + solution = solve_ivp(lotka_volterra, t_span, initial_state, args=(selected_params["alpha"], selected_params["beta"], selected_params["delta"], selected_params["gamma"]), t_eval=t_eval) + data[i, j, :, :] = solution.y.T + + # rhs = lambda x, t: lotka_volterra(t, x, selected_params["alpha"], selected_params["beta"], selected_params["delta"], selected_params["gamma"]) + # solution = rk4_integrator(rhs, initial_state, t_eval) + # data[i, j, :, :] = solution + +# Save t_eval and the solution to a npz file +if split == "train": + filename = savepath+'train_data.npz' +elif split == "test": + filename = savepath+'test_data.npz' +elif split == "adapt": + filename = savepath+'adapt_data.npz' +elif split == "adapt_test": + filename = savepath+'adapt_test_data.npz' +elif split == "adapt_huge": + filename = savepath+'adapt_huge_data.npz' + +np.savez(filename, t=t_eval, X=data) + + + + + + + + + + + + + +if _in_ipython_session: + # Extract the solution + prey_concentration, predator_concentration = solution.T + # prey_concentration, predator_concentration = solution.y + # prey_concentration, predator_concentration = solution.ys + + # Create an animation of the Lotka-Volterra system + fig, ax = plt.subplots() + eps = 0.5 + ax.set_xlim(-eps, np.max(prey_concentration)+eps) + ax.set_ylim(-eps, np.max(predator_concentration)+eps) + ax.set_xlabel('Preys') + ax.set_ylabel('Predators') + + concentrations, = ax.plot([], [], 'r-', lw=1, label='Concentrations') + time_template = 'Time = %.1fs' + time_text = ax.text(0.05, 0.9, '', transform=ax.transAxes) + + # Add legend + ax.legend() + + def animate(i): + concentrations.set_data(prey_concentration[:i], predator_concentration[:i]) + time_text.set_text(time_template % t_eval[i]) + return concentrations, time_text + + ani = FuncAnimation(fig, animate, frames=len(t_eval), interval=5, repeat=False, blit=True) # Shortened interval + plt.show() + + + ## Save the movie to a small mp4 file + # ani.save('tmp/lotka_volterra.mp4', fps=30, extra_args=['-vcodec', 'libx264']) + ani.save('tmp/lotka_volterra.gif', fps=30) diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/main_6.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/main_6.py new file mode 100644 index 0000000..0759523 --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/main_6.py @@ -0,0 +1,503 @@ +ncf_sample_size = 6 +# import os +## Do not preallocate GPU memory +# os.environ["XLA_PYTHON_CLIENT_ALLOCATOR"] = '\"platform\"' + +from nodax import * +# jax.config.update("jax_debug_nans", True) + + + + +#%% + +## Hyperparams + +# ## Take seed as a paramter with argparse !! ONLY during testing. +# import argparse +# parser = argparse.ArgumentParser() +# parser.add_argument("--seed", type=int, default=1176) +# seed = parser.parse_args().seed + +seed = 2026 + +# ncf_sample_size = 1 ## Number of neighboring contexts j to use for a flow in env e +context_size = 1024 +nb_epochs = 24000*1 +nb_epochs_adapt = 24000 + +print_error_every = 1000 + +train = True +save_trainer = True + +finetune = False +# run_folder = "./runs/27012024-155719/" ## Only needed if not training + +adapt = True +adapt_huge = False + +#%% + + +if train == True: + + # check that 'tmp' folder exists. If not, create it + if not os.path.exists('./runs'): + os.mkdir('./runs') + + # Make a new folder inside 'tmp' whose name is the current time + run_folder = './runs/'+time.strftime("%d%m%Y-%H%M%S")+'/' + # run_folder = "./runs/23012024-163033/" + os.mkdir(run_folder) + print("Data folder created successfuly:", run_folder) + + # Save the run and dataset scripts in that folder + script_name = os.path.basename(__file__) + os.system(f"cp {script_name} {run_folder}") + os.system(f"cp dataset.py {run_folder}") + + # Save the nodax module files as well + os.system(f"cp -r ../../nodax {run_folder}") + print("Completed copied scripts ") + + +else: + run_folder = "./runs/15022024-133847/" ## Needed for loading the model and finetuning TODO: opti + print("No training. Loading data and results from:", run_folder) + +## Create a folder for the adaptation results +adapt_folder = run_folder+"adapt/" +if not os.path.exists(adapt_folder): + os.mkdir(adapt_folder) + +#%% + +if train == True: + # Run the dataset script to generate the data + os.system(f'python dataset.py --split=train --savepath="{run_folder}" --seed="{seed}"') + os.system(f'python dataset.py --split=test --savepath="{run_folder}" --seed="{seed*2}"') +if adapt == True: + os.system(f'python dataset.py --split=adapt --savepath="{adapt_folder}" --seed="{seed*3}"'); +if adapt_huge == True: + os.system(f'python dataset.py --split=adapt_huge --savepath="{adapt_folder}" --seed="{seed*4}"'); + + + + + +#%% + +## Define dataloader for training +train_dataloader = DataLoader(run_folder+"train_data.npz", batch_size=4, int_cutoff=0.25, shuffle=True, key=seed) + +nb_envs = train_dataloader.nb_envs +nb_trajs_per_env = train_dataloader.nb_trajs_per_env +nb_steps_per_traj = train_dataloader.nb_steps_per_traj +data_size = train_dataloader.data_size + +#%% + +## Define model and loss function for the learner + +activation = jax.nn.softplus +# activation = jax.nn.swish + + +class Augmentation(eqx.Module): + layers_data: list + layers_context: list + layers_shared: list + + def __init__(self, data_size, width_size, depth, context_size, key=None): + keys = generate_new_keys(key, num=12) + self.layers_data = [eqx.nn.Linear(data_size, width_size//4, key=keys[0]), activation, + eqx.nn.Linear(width_size//4, width_size, key=keys[10]), activation, + eqx.nn.Linear(width_size, width_size, key=keys[1]), activation, + eqx.nn.Linear(width_size, width_size, key=keys[2])] + + self.layers_context = [eqx.nn.Linear(context_size, context_size//4, key=keys[3]), activation, + eqx.nn.Linear(context_size//4, width_size, key=keys[11]), activation, + eqx.nn.Linear(width_size, width_size, key=keys[4]), activation, + eqx.nn.Linear(width_size, width_size, key=keys[5])] + + self.layers_shared = [eqx.nn.Linear(width_size*2, int(width_size*1.5), key=keys[6]), activation, + eqx.nn.Linear(int(width_size*1.5), width_size, key=keys[7]), activation, + eqx.nn.Linear(width_size, width_size, key=keys[8]), activation, + eqx.nn.Linear(width_size, data_size, key=keys[9])] + + + def __call__(self, t, x, ctx): + y = x + ctx = ctx + for i in range(len(self.layers_data)): + y = self.layers_data[i](y) + ctx = self.layers_context[i](ctx) + + y = jnp.concatenate([y, ctx], axis=0) + # y = jnp.dstack([y,ctx]).ravel() + for layer in self.layers_shared: + y = layer(y) + return y + +class ContextFlowVectorField(eqx.Module): + physics: eqx.Module + augmentation: eqx.Module + + def __init__(self, augmentation, physics=None): + self.augmentation = augmentation + # self.physics = physics if physics is not None else NoPhysics() + self.physics = physics + + def __call__(self, t, x, ctxs): + if self.physics is None: + vf = lambda xi_: self.augmentation(t, x, xi_) + else: + vf = lambda xi_: self.physics(t, x, xi_) + self.augmentation(t, x, xi_) + + gradvf = lambda xi_, xi: eqx.filter_jvp(vf, (xi_,), (xi-xi_,))[1] + + ctx, ctx_ = ctxs + return vf(ctx_) + gradvf(ctx_, ctx) + + +augmentation = Augmentation(data_size=2, width_size=64, depth=4, context_size=context_size, key=seed) + +vectorfield = ContextFlowVectorField(augmentation, physics=None) + +contexts = ContextParams(nb_envs, context_size, key=None) + +# integrator = diffrax.Tsit5() ## Has to conform to my API +# integrator = rk4_integrator +integrator = diffrax.Dopri5() + + +# ## Define a custom loss function here +# def loss_fn_ctx(model, trajs, t_eval, ctx, alpha, beta, ctx_, key): + +# trajs_hat, nb_steps = jax.vmap(model, in_axes=(None, None, None, 0))(trajs[:, 0, :], t_eval, ctx, ctx_) +# new_trajs = jnp.broadcast_to(trajs, trajs_hat.shape) + +# term1 = jnp.mean((new_trajs-trajs_hat)**2) ## reconstruction +# # term1 = jnp.mean(jnp.abs(new_trajs-trajs_hat)) ## reconstruction +# # term1 = jnp.mean(jnp.abs(new_trajs-trajs_hat)/new_trajs) ## MAPE + +# # term2 = 1e-3*jnp.mean((ctx)**2) ## regularisation +# term2 = jnp.mean(jnp.abs(ctx)) ## regularisation + +# loss_val = term1 + 0*term2 + +# return loss_val, (jnp.sum(nb_steps)/ctx_.shape[0], term1, term2) + + +## Define a custom loss function here +def loss_fn_ctx(model, trajs, t_eval, ctx, all_ctx_s, key): + + # ind = jax.random.randint(key, shape=(ncf_sample_size,), minval=0, maxval=all_ctx_s.shape[0]) + ind = jax.random.permutation(key, all_ctx_s.shape[0])[:ncf_sample_size] + ctx_s = all_ctx_s[ind, :] + + # jax.debug.print("indices chosen for this loss {}", ind) + + trajs_hat, nb_steps = jax.vmap(model, in_axes=(None, None, None, 0))(trajs[:, 0, :], t_eval, ctx, ctx_s) + new_trajs = jnp.broadcast_to(trajs, trajs_hat.shape) + + term1 = jnp.mean((new_trajs-trajs_hat)**2) ## reconstruction + # term1 = jnp.mean(jnp.abs(new_trajs-trajs_hat)) ## reconstruction + # term1 = jnp.mean(jnp.abs(new_trajs-trajs_hat)/new_trajs) ## MAPE + + # term2 = 1e-3*jnp.mean((ctx)**2) ## regularisation + term2 = jnp.mean(jnp.abs(ctx)) ## regularisation + + # loss_val = term1 + 0*term2 + loss_val = term1 + + return loss_val, (jnp.sum(nb_steps)/ctx_s.shape[0], term1, term2) + + + + +learner = Learner(vectorfield, contexts, loss_fn_ctx, integrator, key=seed) + + +#%% + +## Define optimiser and traine the model + +nb_total_epochs = nb_epochs * 1 +sched_node = optax.piecewise_constant_schedule(init_value=1e-3, + boundaries_and_scales={nb_total_epochs//3:0.1, 2*nb_total_epochs//3:0.1}) + +sched_ctx = optax.piecewise_constant_schedule(init_value=1e-3, + boundaries_and_scales={nb_total_epochs//3:0.1, 2*nb_total_epochs//3:0.1}) + +opt_node = optax.adabelief(sched_node) +opt_ctx = optax.adabelief(sched_ctx) + +trainer = Trainer(train_dataloader, learner, (opt_node, opt_ctx), key=seed) + +#%% + +trainer_save_path = run_folder if save_trainer == True else False +if train == True: + # for propostion in [0.25, 0.5, 0.75]: + for i, prop in enumerate(np.linspace(1.0, 1.0, 1)): + trainer.dataloader.int_cutoff = int(prop*nb_steps_per_traj) + trainer.train(nb_epochs=nb_epochs*(2**0), print_error_every=print_error_every*(2**0), update_context_every=1, save_path=trainer_save_path, key=seed) + +else: + + restore_folder = run_folder + # restore_folder = "./runs/27012024-155719/finetune_193625/" + trainer.restore_trainer(path=restore_folder) + + +#%% + + + + + + + + +if finetune: + # ## Finetune a trained model + + finetunedir = run_folder+"finetune_"+trainer.dataloader.data_id+"/" + if not os.path.exists(finetunedir): + os.mkdir(finetunedir) + + trainer.dataloader.int_cutoff = nb_steps_per_traj + + opt_node = optax.adabelief(1e-7) + opt_ctx = optax.adabelief(1e-7) + trainer.opt_node, trainer.opt_ctx = opt_node, opt_ctx + + # trainer.opt_node_state = trainer.opt_node.init(eqx.filter(trainer.learner.neuralode, eqx.is_array)) + # trainer.opt_ctx_state = trainer.opt_ctx.init(trainer.learner.contexts) + + trainer.train(nb_epochs=24000, print_error_every=1000, update_context_every=1, save_path=finetunedir, key=seed) + + + + + + + + + +#%% + +## Test and visualise the results on a test dataloader + +test_dataloader = DataLoader(run_folder+"test_data.npz", shuffle=False) + +visualtester = VisualTester(trainer) +# ans = visualtester.trainer.nb_steps_node +# print(ans.shape) + +ind_crit = visualtester.test(test_dataloader, int_cutoff=1.0) + +if finetune: + savefigdir = finetunedir+"results_in_domain.png" +else: + savefigdir = run_folder+"results_in_domain.png" +visualtester.visualize(test_dataloader, int_cutoff=1.0, save_path=savefigdir); + + + +#%% +# len(trainer.losses_node + +# ## Run and get the contexts +# for i in range(nb_envs): +# ctx = trainer.learner.contexts.params[i] +# # print(ctx) +# param = ctx +# for layer in trainer.learner.physics.layers_context: +# param = layer(param) +# # print("Context", ctx, " Param", param) +# param = jnp.abs(param) +# print("Param:", param) + + +#%% + + + + + + + + + + + + + + + + + + + + + + + + + +## Give the dataloader an id to help with restoration later on + +adapt_dataloader = DataLoader(adapt_folder+"adapt_data.npz", adaptation=True, data_id="170846", key=seed) + +# sched_ctx_new = optax.piecewise_constant_schedule(init_value=1e-5, +# boundaries_and_scales={int(nb_epochs_adapt*0.25):1., +# int(nb_epochs_adapt*0.5):0.1, +# int(nb_epochs_adapt*0.75):1.}) +sched_ctx_new = optax.piecewise_constant_schedule(init_value=1e-3, + boundaries_and_scales={nb_total_epochs//3:0.1, 2*nb_total_epochs//3:0.1}) +# sched_ctx_new = 1e-5 +opt_adapt = optax.adabelief(sched_ctx_new) + +if adapt == True: + trainer.adapt(adapt_dataloader, nb_epochs=nb_epochs_adapt, optimizer=opt_adapt, print_error_every=print_error_every, save_path=adapt_folder) +else: + + trainer.restore_adapted_trainer(path=adapt_folder, data_loader=adapt_dataloader) + + +#%% +ood_crit = visualtester.test(adapt_dataloader, int_cutoff=1.0) ## It's the same visualtester as before during training. It knows trainer + +visualtester.visualize(adapt_dataloader, int_cutoff=1.0, save_path=adapt_folder+"results_ood.png"); + + + + +#%% +## If the nohup.log file exists, copy it to the run folder +try: + __IPYTHON__ ## in a jupyter notebook +except NameError: + if os.path.exists("nohup.log"): + if finetune == True: + os.system(f"cp nohup.log {finetunedir}") + ## Open the results_in_domain in the terminal + os.system(f"open {finetunedir}results_in_domain.png") + else: + os.system(f"cp nohup.log {run_folder}") + os.system(f"open {run_folder}results_in_domain.png") + + +#%% + +# eqx.tree_deserialise_leaves(run_folder+"contexts.eqx", learner.contexts) + + + + + + + + + + + + + + + +#%% + +#### Generate data for analysis + + +## We want to store 3 values in a CSV file: "seed", "ind_crit", and "ood_crit", into the test_scores.csv file + + + +# First, check if the file exists. If not, create it and write the header +if not os.path.exists(run_folder+'analysis'): + os.mkdir(run_folder+'analysis') + +csv_file = run_folder+'analysis/test_scores.csv' +if not os.path.exists(csv_file): + os.system(f"touch {csv_file}") + +with open(csv_file, 'r') as f: + lines = f.readlines() + if len(lines) == 0: + with open(csv_file, 'w') as f: + f.write('seed,ind_crit,ood_crit\n') + + +## Get results on test and adaptation datasets, then append them to the csv + +np.random.seed(seed) +seeds = np.random.randint(0, 10000, 10) +for seed in seeds: +# for seed in range(8000, 6*10**3, 10): + os.system(f'python dataset.py --split=test --savepath="{run_folder}" --seed="{seed*2}" --verbose=0') + os.system(f'python dataset.py --split=adapt --savepath="{adapt_folder}" --seed="{seed*3}" --verbose=0') + + test_dataloader = DataLoader(run_folder+"test_data.npz", shuffle=False, batch_size=4, data_id="082026") + adapt_test_dataloader = DataLoader(adapt_folder+"adapt_data.npz", adaptation=True, batch_size=1, key=seed, data_id="082026") + + ind_crit, _ = visualtester.test(test_dataloader, int_cutoff=1.0, verbose=False) + ood_crit, _ = visualtester.test(adapt_test_dataloader, int_cutoff=1.0, verbose=False) + + with open(csv_file, 'a') as f: + f.write(f'{seed},{ind_crit},{ood_crit}\n') + + +## Print the mean and stds of the scores +import pandas as pd +pd.set_option('display.float_format', '{:.2e}'.format) +test_scores = pd.read_csv(csv_file).describe() +print(test_scores.iloc[:3]) + + +print("\n-----------------------------------------------------------------------------------------------------------\n") + + +#%% + +## Huge adaptation step to 51*51 environments and MAPE score computation + + + +## Give the dataloader an id to help with restoration later on + + + +# adapt_dataloader = DataLoader(adapt_folder+"adapt_huge_data.npz", adaptation=True, data_id="090142", key=seed) + +# sched_ctx_new = optax.piecewise_constant_schedule(init_value=3e-4, +# boundaries_and_scales={int(nb_epochs_adapt*0.25):0.1, +# int(nb_epochs_adapt*0.5):0.1, +# int(nb_epochs_adapt*0.75):0.1}) +# opt_adapt = optax.adabelief(sched_ctx_new) + +# # nb_epochs_adapt = 2 +# if adapt_huge == True: +# trainer.adapt(adapt_dataloader, nb_epochs=nb_epochs_adapt, optimizer=opt_adapt, print_error_every=print_error_every, save_path=adapt_folder) +# else: +# print("save_id:", adapt_dataloader.data_id) + +# trainer.restore_adapted_trainer(path=adapt_folder, data_loader=adapt_dataloader) + +# ## Define mape criterion over a trajectory +# def mape(y, y_hat): +# norm_traget = jnp.abs(y) +# norm_diff = jnp.abs(y-y_hat) +# ratios = jnp.mean(norm_diff/norm_traget, axis=-1) +# return jnp.sum(ratios) + +# ood_crit, odd_crit_all = visualtester.test(adapt_dataloader, criterion=mape) + +# print(odd_crit_all) + +# ## Save the odd_crit_all in numpy +# np.save('mapes.npy', odd_crit_all) diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/__init__.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/__init__.py new file mode 100644 index 0000000..da6fe4c --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/__init__.py @@ -0,0 +1,8 @@ +# from ._config import * +# from ._utils import * + +from .dataloader import * +from .learner import * +from .trainer import * +from .visualtester import * + diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/_config.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/_config.py new file mode 100644 index 0000000..1aa458b --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/_config.py @@ -0,0 +1,9 @@ +import jax + +# jax.config.update("jax_debug_nans", True) +# jax.config.update("jax_platform_name", "cpu") + +print("\n############# Inductive Bias Learning for Dynamical Systems #############\n") +print("Jax version:", jax.__version__) +print("Available devices:", jax.devices()) + diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/_utils.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/_utils.py new file mode 100644 index 0000000..e3203cc --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/_utils.py @@ -0,0 +1,145 @@ +import jax + +from ._config import * + +import jax.numpy as jnp + +import numpy as np +np.set_printoptions(suppress=True) + +import equinox as eqx +import diffrax + +import matplotlib.pyplot as plt + +import optax +from functools import partial + +import os +import time +# import cProfile + + + + + + + +def seconds_to_hours(seconds): + seconds = int(seconds) + hours = seconds // 3600 + minutes = (seconds % 3600) // 60 + seconds = seconds % 60 + return hours, minutes, seconds + +## Simply returns a suitable key for all jax operations +def get_new_key(key=None, num=1): + if key is None: + print("WARNING: No key provided, using time as seed") + key = jax.random.PRNGKey(time.time_ns()) + + elif isinstance(key, int): + key = jax.random.PRNGKey(key) + + keys = jax.random.split(key, num=num) + + return keys if num > 1 else keys[0] + +def generate_new_keys(key=None, num=1): + if key is None: + print("WARNING: No key provided, using time as seed") + key = jax.random.PRNGKey(time.time_ns()) + + elif isinstance(key, int): + key = jax.random.PRNGKey(key) + + return jax.random.split(key, num=num) + +## Wrapper function for matplotlib and seaborn +def sbplot(*args, ax=None, figsize=(6,3.5), x_label=None, y_label=None, title=None, x_scale='linear', y_scale='linear', xlim=None, ylim=None, **kwargs): + import matplotlib.pyplot as plt + import seaborn as sns + sns.set(context='notebook', style='ticks', + font='sans-serif', font_scale=1, color_codes=True, rc={"lines.linewidth": 2}) + plt.style.use("dark_background") + + if ax==None: + _, ax = plt.subplots(1, 1, figsize=figsize) + # sns.despine(ax=ax) + if x_label: + ax.set_xlabel(x_label) + if y_label: + ax.set_ylabel(y_label) + if title: + ax.set_title(title) + ax.plot(*args, **kwargs) + ax.set_xscale(x_scale) + ax.set_yscale(y_scale) + if "label" in kwargs.keys(): + ax.legend() + if ylim: + ax.set_ylim(ylim) + if xlim: + ax.set_xlim(xlim) + plt.tight_layout() + return ax + +## Alias for sbplot +def plot(*args, ax=None, figsize=(6,3.5), x_label=None, y_label=None, title=None, x_scale='linear', y_scale='linear', xlim=None, ylim=None, **kwargs): + return sbplot(*args, ax=ax, figsize=figsize, x_label=x_label, y_label=y_scale, title=title, x_scale=x_scale, y_scale=y_scale, xlim=xlim, ylim=ylim, **kwargs) + + +def pvplot(x, y, show=True, xlabel=None, ylabel=None, title=None, ax=None, **kwargs): + import pyvista as pv + # pv.start_xvfb() ## TODO Only do this on LINUX + + if ax is None: + ax = pv.Chart2D() + + _ = ax.line(x, y, **kwargs) + + if xlabel is not None: + ax.x_label = xlabel + + if ylabel is not None: + ax.y_label = ylabel + + if title is not None: + ax.title = title + + if show == True: + ax.show() + + return ax + + +def flatten_pytree(pytree): + """ Flatten the leaves of a pytree into a single array. Return the array, the shapes of the leaves and the tree_def. """ + + leaves, tree_def = jax.tree_util.tree_flatten(pytree) + flat = jnp.concatenate([x.flatten() for x in leaves]) + shapes = [x.shape for x in leaves] + return flat, shapes, tree_def + +def unflatten_pytree(flat, shapes, tree_def): + """ Reconstructs a pytree given its leaves flattened, their shapes, and the treedef. """ + + leaves_prod = [0]+[np.prod(x) for x in shapes] + + lpcum = np.cumsum(leaves_prod) + leaves = [flat[lpcum[i-1]:lpcum[i]].reshape(shapes[i-1]) for i in range(1, len(lpcum))] + + return jax.tree_util.tree_unflatten(tree_def, leaves) + + +def default_optimizer_schedule(init_lr, nb_epochs): + return optax.piecewise_constant_schedule(init_value=init_lr, + boundaries_and_scales={int(nb_epochs*0.25):0.2, + int(nb_epochs*0.5):0.1, + int(nb_epochs*0.75):0.01}) + + +def get_id_current_time(): + """ Returns a string of the current time in the format as an ID """ + # return time.strftime("%Y%m%d-%H%M%S") + return time.strftime("%H%M%S") \ No newline at end of file diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/dataloader.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/dataloader.py new file mode 100644 index 0000000..8b05331 --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/dataloader.py @@ -0,0 +1,91 @@ +from ._utils import * + +class DataLoader: + def __init__(self, dataset, t_eval=None, batch_size=-1, int_cutoff=1.0, shuffle=True, adaptation=False, data_id=None, key=None): + + self.data_id = data_id if data_id else get_id_current_time() + if data_id is None: + print("WARNING: You did not provide a dataloader id. A new one has been generated:", self.data_id) + print("WARNING: Note that this id used to distuinguish between adaptations to different environments.") + + if isinstance(dataset, str): + raw_dat = jnp.load(dataset) + self.dataset, self.t_eval = jnp.asarray(raw_dat['X']), jnp.asarray(raw_dat['t']) + else: + self.dataset = dataset + self.t_eval = t_eval + + self.shuffle = shuffle + if self.shuffle: + if key is None: + print("WARNING: You are demanding a shuffled dataset but did not provide any keys for that.") + self.key = get_new_key() + else: + self.key = key + + assert jnp.ndim(self.dataset) == 4, "Dataset must be of shape (nb_envs, nb_trajs_per_env, nb_steps_per_traj, data_size)" + assert self.t_eval.shape[0] == self.dataset.shape[2], "t_eval must have the same length as the number of steps in the dataset" + + datashape = self.dataset.shape + self.nb_envs = datashape[0] + self.nb_trajs_per_env = datashape[1] + self.nb_steps_per_traj = datashape[2] + self.data_size = datashape[3] + + # print("Dataset shape:", datashape) + + self.int_cutoff = int(int_cutoff*self.nb_steps_per_traj) ## integration cutoff + + if batch_size < 0 or batch_size > self.nb_trajs_per_env: + print("WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum.") + self.batch_size = self.nb_trajs_per_env + else: + self.batch_size = batch_size + + self.adaptation = adaptation ## Is this a dataset for adaptation ? + + # def __iter__(self): ## TODO! Randomise this function + # nb_batches = self.nb_trajs_per_env // self.batch_size + # for batch_id in range(nb_batches): + # traj_start, traj_end = batch_id*self.batch_size, (batch_id+1)*self.batch_size + # yield self.dataset[:, traj_start:traj_end, :self.int_cutoff, :], self.t_eval[:self.int_cutoff] + + def __iter__(self): + nb_batches = self.nb_trajs_per_env // self.batch_size + + if self.shuffle: + key = get_new_key(self.key) + + ## The strategy below eleviates encountering the same (env1, traj1) - (env2, traj2) pair across all batches + + ## 1) Extract a subset of environments + e_start = jax.random.randint(key, shape=(1,), minval=0, maxval=self.nb_envs)[0] + length = jax.random.randint(key, shape=(1,), minval=e_start+1, maxval=self.nb_envs+1)[0] - e_start + ## 2) Shuffle that subset accross dimension 1 (trajs), then put them back at the same place + perm_env = jax.random.permutation(key, self.dataset[e_start:e_start+length, ...], axis=1) + perm_dataset = self.dataset.at[e_start:e_start+length, ...].set(perm_env) + ## 3) Shuffle the resulting dataset again accross dimension 1 (for extra randomness) + perm_dataset = jax.random.permutation(key, perm_dataset, axis=1) + + # ## 1) Extract a subset of environments + # e_start = jax.random.randint(key, shape=(1,), minval=0, maxval=self.nb_envs)[0] + # length = jax.random.randint(key, shape=(1,), minval=e_start+1, maxval=self.nb_envs+1)[0] - e_start + # ## 2) Shuffle that subset accross dimension 1 (trajs), then put them back at the same place + # perm_env = jax.random.permutation(key, perm_dataset[e_start:e_start+length, ...], axis=1) + # perm_dataset = self.dataset.at[e_start:e_start+length, ...].set(perm_env) + # ## 3) Shuffle the resulting dataset again accross dimension 1 (for extra randomness) + # perm_dataset = jax.random.permutation(key, perm_dataset, axis=1) + + else: + perm_dataset = self.dataset + + ## We are now ready to iterate over the dataset + for batch_id in range(nb_batches): + traj_start, traj_end = batch_id*self.batch_size, (batch_id+1)*self.batch_size + yield perm_dataset[:, traj_start:traj_end, :self.int_cutoff, :], self.t_eval[:self.int_cutoff] + + if self.shuffle: + self.key = key + + def __len__(self): + return self.nb_envs * self.nb_trajs_per_env diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/learner.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/learner.py new file mode 100644 index 0000000..9741f33 --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/learner.py @@ -0,0 +1,361 @@ +from ._utils import * + + +class Learner: + def __init__(self, vectorfield, contexts, loss_fn_ctx, integrator, key=None): + + # self.nb_envs = nb_envs + # self.context_size = context_size + + self.nb_envs, self.context_size = contexts.params.shape + + # self.neuralnet = neuralnet + # self.physics = physics + # self.invariant = invariant + + # vectorfield = VectorField(neuralnet, physics) + # self.neuralode = NeuralODE(vectorfield, integrator, invariant) + self.neuralode = NeuralODE(vectorfield, integrator) ## TODO call this Universal ODE + + # ctx_key, loss_key = generate_new_keys(key, num=2) + # self.contexts = ContextParams(self.nb_envs, self.context_size, key=ctx_key) + self.contexts = contexts + self.init_ctx_params = self.contexts.params.copy() + + # self.loss_fn = lambda model, contexts, batch, weights: loss_fn(model, contexts, batch, weights, loss_fn_ctx, key=get_new_key(key)) + self.loss_fn = lambda model, contexts, batch, weights, key: loss_fn(model, contexts, batch, weights, loss_fn_ctx, key) + + def save_learner(self, path): + assert path[-1] == "/", "ERROR: Invalidn parovided. The path must end with /" + + eqx.tree_serialise_leaves(path+"neuralode.eqx", self.neuralode) + eqx.tree_serialise_leaves(path+"contexts.eqx", self.contexts) + + np.save(path+"contexts_init.npy", self.init_ctx_params) + + def load_learner(self, path): + assert path[-1] == "/", "ERROR: Invalidn parovided. The path must end with /" + + self.neuralode = eqx.tree_deserialise_leaves(path+"neuralode.eqx", self.neuralode) + self.contexts = eqx.tree_deserialise_leaves(path+"contexts.eqx", self.contexts) + + self.init_ctx_params = np.load(path+"contexts_init.npy") + + + + + + + + + + + + + +class ContextParams(eqx.Module): + params: jnp.ndarray + + def __init__(self, nb_envs, context_size, key=None): + if key is None: + print("WARNING: No key provided for the context initialization. Initializing at 0.") + self.params = jnp.zeros((nb_envs, context_size)) + + else: + self.params = jax.random.normal(get_new_key(key), (nb_envs, context_size)) + + +class NoPhysics(eqx.Module): + def __init__(self): + pass + def __call__(self, t, x, *args): + return jnp.zeros_like(x) + + +# class VectorField(eqx.Module): +# physics: eqx.Module +# neuralnet: eqx.Module + +# def __init__(self, neuralnet, physics=None): +# self.neuralnet = neuralnet +# self.physics = physics if physics is not None else ID() + +# def __call__(self, t, x, ctx, ctx_): +# # def __call__(self, t, x, args): +# # ctx, ctx_ = args + +# # print("Shapes of elements:", t.shape, x.shape, ctx.shape, ctx_.shape) + +# # return self.physics(t, x, ctx) + self.neuralnet(t, x, ctx) + +# vf = lambda xi_: self.physics(t, x, xi_) + self.neuralnet(t, x, xi_) +# gradvf = lambda xi_, xi: eqx.filter_jvp(vf, (xi_,), (xi-xi_,))[1] +# return vf(ctx_) + gradvf(ctx_, ctx) +# # return vf(ctx) + + +class DefaultVectorField(eqx.Module): + physics: eqx.Module + neuralnet: eqx.Module + + def __init__(self, augmentation, physics=None): + self.augmentation = augmentation + self.physics = physics if physics is not None else NoPhysics() + + def __call__(self, t, x, ctx, ctx_): + return self.physics(t, x, ctx) + self.augmentation(t, x, ctx) + + + + + + +# class NeuralODE(eqx.Module): +# vectorfield: VectorField +# integrator: callable +# # invariant: eqx.Module + +# def __init__(self, vectorfield, integrator, invariant=None, key=None): +# self.vectorfield = vectorfield +# self.integrator = integrator +# # self.invariant = invariant + +# def __call__(self, x0s, t_eval, ctx): + +# # def integrate(x0): +# # solution = diffrax.diffeqsolve( +# # diffrax.ODETerm(self.vectorfield), +# # diffrax.Tsit5(), +# # args=ctx, +# # t0=t_eval[0], +# # t1=t_eval[-1], +# # dt0=t_eval[1] - t_eval[0], +# # y0=x0, +# # stepsize_controller=diffrax.PIDController(rtol=1e-3, atol=1e-4), +# # saveat=diffrax.SaveAt(ts=t_eval), +# # max_steps=4096*1, +# # ) +# # return solution.ys, solution.stats["num_steps"] + +# # batched_ys, batched_num_steps = jax.vmap(integrate)(x0s) +# # return batched_ys, batched_num_steps + +# rhs = lambda x, t: self.vectorfield(t, x, ctx) +# batched_ys = jax.vmap(rk4_integrator, in_axes=(None, 0, None))(rhs, x0s, t_eval) +# return batched_ys, t_eval.size + + + + + + + + + + + + + +# class NeuralContextFlow(eqx.Module): +class NeuralODE(eqx.Module): + vectorfield: eqx.Module + integrator: callable + + def __init__(self, vectorfield, integrator, key=None): + self.integrator = integrator + self.vectorfield = vectorfield + # # self.vectorfield = lambda t, x, ctxs: vectorfield(t, x, *ctxs) + # self.vectorfield = lambda t, x, ctxs: vectorfield(t, x, ctxs[0], ctxs[1]) + + + def __call__(self, x0s, t_eval, ctx, ctx_): + + ctx_ = ctx_.squeeze() + + def integrate(x0): + solution = diffrax.diffeqsolve( + diffrax.ODETerm(self.vectorfield), + # diffrax.Dopri5(), + self.integrator, + args=(ctx, ctx_), + t0=t_eval[0], + t1=t_eval[-1], + dt0=t_eval[1] - t_eval[0], + y0=x0, + stepsize_controller=diffrax.PIDController(rtol=1e-3, atol=1e-6), + saveat=diffrax.SaveAt(ts=t_eval), + # adjoint=diffrax.BacksolveAdjoint(), + max_steps=4096*1, + ) + return solution.ys, solution.stats["num_steps"] + + batched_ys, batched_num_steps = jax.vmap(integrate)(x0s) + return batched_ys, batched_num_steps + + # # rhs = lambda x, t: self.vectorfield(t, x, ctx, ctx_) + # rhs = lambda x, t: self.vectorfield(t, x, (ctx, ctx_)) + # batched_ys = jax.vmap(rk4_integrator, in_axes=(None, 0, None))(rhs, x0s, t_eval) + # return batched_ys, t_eval.size + + + + + + + + + + + + +# def rk4_integrator(rhs, y0, t, rtol, atol, hmax, mxstep, max_steps_rev, kind): +def rk4_integrator(rhs, y0, t): + def step(state, t): + y_prev, t_prev = state + h = t - t_prev + k1 = h * rhs(y_prev, t_prev) + k2 = h * rhs(y_prev + k1/2., t_prev + h/2.) + k3 = h * rhs(y_prev + k2/2., t_prev + h/2.) + k4 = h * rhs(y_prev + k3, t + h) + y = y_prev + 1./6 * (k1 + 2 * k2 + 2 * k3 + k4) + return (y, t), y + _, ys = jax.lax.scan(step, (y0, t[0]), t[1:]) + # return ys + return jnp.concatenate([y0[jnp.newaxis, :], ys], axis=0) + + + + + + + + + + + + + + + + + + + + + + + + +def params_norm(params): + """ norm of the parameters """ + return jnp.array([jnp.linalg.norm(x) for x in jax.tree_util.tree_leaves(params)]).sum() + +def spectral_norm(params): + """ spectral norm of the parameters """ + return jnp.array([jnp.linalg.svd(x, compute_uv=False)[0] for x in jax.tree_util.tree_leaves(params) if jnp.ndim(x)==2]).sum() + +def spectral_norm_estimation(model, nb_iters=5, *, key=None): + """ estimating the spectral norm with the power iteration: https://arxiv.org/abs/1802.05957 """ + params = eqx.filter(model, eqx.is_array) + matrices = [x for x in jax.tree_util.tree_leaves(params) if jnp.ndim(x)==2] + nb_matrices = len(matrices) + keys = generate_new_keys(key, num=nb_matrices) + us = [jax.random.normal(k, (x.shape[0],)) for k, x in zip(keys, matrices)] + vs = [jax.random.normal(k, (x.shape[1],)) for k, x in zip(keys, matrices)] + + for _ in range(nb_iters): + for i in range(nb_matrices): + vs[i] = matrices[i].T@us[i] + vs[i] = vs[i] / jnp.linalg.norm(vs[i]) + us[i] = matrices[i]@vs[i] + us[i] = us[i] / jnp.linalg.norm(us[i]) + + sigmas = [u.T@x@v for x, u, v in zip(matrices, us, vs)] + return jnp.array(sigmas).sum() + +def infinity_norm_estimation(model, xs, ctx): + xs_flat = jnp.reshape(xs, (-1, xs.shape[-1])) + ys = jax.vmap(model, in_axes=(None, 0, None))(None, xs_flat, ctx) + return jnp.mean(jnp.linalg.norm(ys, axis=-1) / jnp.linalg.norm(xs_flat, axis=-1)) + +def l2_norm_traj(xs, xs_hat): + total_loss = jnp.mean((xs - xs_hat)**2, axis=-1) ## TODO mean or sum ? Norm of d-dimensional vectors + return jnp.sum(total_loss) / (xs.shape[-2] * xs.shape[-3]) + + +# def loss_fn(model, contexts, batch, weights, loss_fn_ctx, key=None): +# # print('\nCompiling function "loss_fn" ...\n') +# Xs, t_eval = batch +# print("Shapes of elements in a batch:", Xs.shape, t_eval.shape) + +# all_loss, (all_nb_steps, all_term1, all_term2) = jax.vmap(loss_fn_ctx, in_axes=(None, 0, None, 0, None, None, None))(model, Xs[:, :, :, :], t_eval, contexts.params, 1e-0, 1e-3, key) + +# total_loss = jnp.sum(all_loss*weights) + +# return total_loss, (jnp.sum(all_nb_steps), all_term1, all_term2) + + + +# def loss_fn_cf(model, contexts, batch, weights, loss_fn_ctx, key=None): +# # print('\nCompiling function "loss_fn" ...\n') +# Xs, t_eval = batch +# print("Shapes of elements in a batch:", Xs.shape, t_eval.shape) + +# all_loss, (all_nb_steps, all_term1, all_term2) = jax.vmap(loss_fn_ctx, in_axes=(None, 0, None, 0, None, None, None, None))(model, Xs[:, :, :, :], t_eval, contexts.params, 1e-0, 1e-3, contexts.params, key) + +# total_loss = jnp.sum(all_loss*weights) +# # total_loss = jnp.sum(all_loss) + +# return total_loss, (jnp.sum(all_nb_steps), all_term1, all_term2) + + + +def loss_fn(model, contexts, batch, weights, loss_fn_ctx, key): + # print('\nCompiling function "loss_fn" ...\n') + Xs, t_eval = batch + print("Shapes of elements in a batch:", Xs.shape, t_eval.shape) + + all_loss, (all_nb_steps, all_term1, all_term2) = jax.vmap(loss_fn_ctx, in_axes=(None, 0, None, 0, None, None))(model, Xs[:, :, :, :], t_eval, contexts.params, contexts.params, key) + + recons = jnp.sum(all_loss*weights) + # recons = jnp.sum(all_loss) + # recons = jnp.max(all_loss) # simply return the max, then things should even out naturally + + # regul = 1e-5*params_norm(eqx.filter(model, eqx.is_array)) + # regul = 1e-5*spectral_norm_estimation(model) + regul = 0. + + total_loss = recons + regul + + return total_loss, (jnp.sum(all_nb_steps), all_term1, all_term2) + + + + + + + +def context_flow_loss_fn_ctx(model, trajs, t_eval, ctx, alpha, beta, ctx_, key): + trajs_hat, nb_steps = jax.vmap(model, in_axes=(None, None, None, 0))(trajs[:, 0, :], t_eval, ctx, ctx_) + new_trajs = jnp.broadcast_to(trajs, trajs_hat.shape) + + term1 = jnp.mean((new_trajs-trajs_hat)**2) + + term2 = alpha*jnp.mean((ctx)**2) + + loss_val = term1 + beta*term2 + return loss_val, (jnp.sum(nb_steps)/ctx_.shape[0], term1, term2) + + + +def default_loss_fn_ctx(model, trajs, t_eval, ctx, alpha, beta, ctx_, key): + trajs_hat, nb_steps = model(trajs[:, 0, :], t_eval, ctx, ctx) + + term1 = jnp.mean((trajs-trajs_hat)**2) + + term2_1 = spectral_norm_estimation(model.vectorfield.augmentation, key=key) + term2_2 = infinity_norm_estimation(model.vectorfield.augmentation, trajs, ctx) + term2 = term2_1 + alpha*term2_2 + + loss_val = term1 + beta*term2 + return loss_val, (jnp.sum(nb_steps), term1, term2) diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/trainer.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/trainer.py new file mode 100644 index 0000000..edcd697 --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/trainer.py @@ -0,0 +1,324 @@ +import pickle + +from nodax.learner import ContextParams +from ._utils import * + +class Trainer: + def __init__(self, dataloader, learner, optimisers, key=None): + self.key = get_new_key(key) + + self.dataloader = dataloader + self.learner = learner + self.opt_node, self.opt_ctx = optimisers + + self.opt_node_state = self.opt_node.init(eqx.filter(self.learner.neuralode, eqx.is_array)) + self.opt_ctx_state = self.opt_ctx.init(self.learner.contexts) + + self.losses_node = [] + self.losses_ctx = [] + self.nb_steps_node = [] + self.nb_steps_ctx = [] + + def train(self, nb_epochs, update_context_every=1, print_error_every=100, save_path=False, key=None): + key = key if key is not None else self.key + + opt_state_node = self.opt_node_state + opt_state_ctx = self.opt_ctx_state + + loss_fn = self.learner.loss_fn + + node = self.learner.neuralode + contexts = self.learner.contexts + + @eqx.filter_jit + def train_step_node(node, contexts, batch, weights, opt_state, key): + print('\nCompiling function "train_step" for neural ode ...') + + (loss, aux_data), grads = eqx.filter_value_and_grad(loss_fn, has_aux=True)(node, contexts, batch, weights, key) + + updates, opt_state = self.opt_node.update(grads, opt_state) + # updates = jax.tree_map(lambda x: -x*1e-4, grads) + node = eqx.apply_updates(node, updates) + + return node, contexts, opt_state, loss, aux_data + + + @eqx.filter_jit + def train_step_ctx(node, contexts, batch, weights, opt_state, key): + print('\nCompiling function "train_step" for context ...') + + loss_fn_ = lambda contexts, node, batch, weights, key: loss_fn(node, contexts, batch, weights, key) + + (loss, aux_data), grads = eqx.filter_value_and_grad(loss_fn_, has_aux=True)(contexts, node, batch, weights, key) + + updates, opt_state = self.opt_ctx.update(grads, opt_state) + # updates = jax.tree_map(lambda x: -x*1e-4, grads) + contexts = eqx.apply_updates(contexts, updates) + + return node, contexts, opt_state, loss, aux_data + + + nb_train_steps_per_epoch = int(np.ceil(self.dataloader.nb_trajs_per_env / self.dataloader.batch_size)) + total_steps = nb_epochs * nb_train_steps_per_epoch + + assert update_context_every <= nb_train_steps_per_epoch, "update_context_every must be smaller than nb_train_steps_per_epoch" + + print(f"\n\n=== Beginning training ... ===") + print(f" Number of examples in a batch: {self.dataloader.batch_size}") + print(f" Number of train steps per epoch: {nb_train_steps_per_epoch}") + print(f" Number of training epochs: {nb_epochs}") + print(f" Total number of training steps: {total_steps}") + + start_time = time.time() + + losses_node = [] + losses_ctx = [] + nb_steps_node = [] + nb_steps_ctx = [] + + weights = jnp.ones(self.learner.nb_envs) / self.learner.nb_envs + + loss_key = get_new_key(key) + + for epoch in range(nb_epochs): + nb_batches_node = 0 + nb_batches_ctx = 0 + loss_sum_node = jnp.zeros(1) + loss_sum_ctx = jnp.zeros(1) + nb_steps_eph_node = 0 + nb_steps_eph_ctx = 0 + + # loss_key = get_new_key(loss_key[-1], self.dataloader.batch_size) + + for i, batch in enumerate(self.dataloader): + loss_key = get_new_key(loss_key) + + node, contexts, opt_state_node, loss_node, (nb_steps_node_, term1, term2) = train_step_node(node, contexts, batch, weights, opt_state_node, loss_key) + + # if i%1==0: + # term1 = term1 + 1e-8 + # weights = term1 / jnp.sum(term1) + + loss_sum_node += jnp.array([loss_node]) + nb_steps_eph_node += nb_steps_node_ + + nb_batches_node += 1 + + if i%update_context_every==0: + node, contexts, opt_state_ctx, loss_ctx, (nb_steps_ctx_, term1, term2) = train_step_ctx(node, contexts, batch, weights, opt_state_ctx, loss_key) + + # term1 = term1 + 1e-8 + # weights = term1 / jnp.sum(term1) + + loss_sum_ctx += jnp.array([loss_ctx]) + nb_steps_eph_ctx += nb_steps_ctx_ + + nb_batches_ctx += 1 + + loss_epoch_node = loss_sum_node/nb_batches_node + loss_epoch_ctx = loss_sum_ctx/nb_batches_ctx + + # if epoch>100 and loss_epoch_node[0]>losses_node[-1][0] and save_path: + # # print("WARNING: Neural ODE loss is increasing. Saving model ...") + # self.save_trainer(save_path) + + # self.losses_node.append(loss_epoch_node) + # self.losses_ctx.append(loss_epoch_ctx) + # self.nb_steps_node.append(jnp.array([nb_steps_eph_node])) + # self.nb_steps_ctx.append(jnp.array([nb_steps_eph_ctx])) + # self.opt_node_state = opt_state_node + # self.opt_ctx_state = opt_state_ctx + # self.learner.neuralode = node + # self.learner.contexts = contexts + + losses_node.append(loss_epoch_node) + losses_ctx.append(loss_epoch_ctx) + nb_steps_node.append(nb_steps_eph_node) + nb_steps_ctx.append(nb_steps_eph_ctx) + + if epoch%print_error_every==0 or epoch<=3 or epoch==nb_epochs-1: + # print(f" Epoch: {epoch:-5d} LossNeuralODE: {loss_epoch_node[0]:-.8f} LossContext: {loss_epoch_ctx[0]:-.8f} AvgContextPen: {jnp.mean(term2):-.8f}", flush=True) + print(f" Epoch: {epoch:-5d} LossTrajs: {loss_epoch_node[0]:-.8f} ContextsNorm: {jnp.mean(term2):-.8f}", flush=True) + + + wall_time = time.time() - start_time + time_in_hmsecs = seconds_to_hours(wall_time) + print("\nTotal gradient descent training time: %d hours %d mins %d secs" %time_in_hmsecs) + print("Environment weights at the end of the training:", weights) + + self.losses_node.append(jnp.vstack(losses_node)) + self.losses_ctx.append(jnp.vstack(losses_ctx)) + self.nb_steps_node.append(jnp.array(nb_steps_node)) + self.nb_steps_ctx.append(jnp.array(nb_steps_ctx)) + + self.opt_node_state = opt_state_node + self.opt_ctx_state = opt_state_ctx + + self.learner.neuralode = node + self.learner.contexts = contexts + + # Save the model and results + if save_path: + self.save_trainer(save_path) + + def save_trainer(self, path): + assert path[-1] == "/", "ERROR: The path must end with /" + # print(f"\nSaving model and results into {path} folder ...\n") + + np.savez(path+"train_histories.npz", + losses_node=jnp.vstack(self.losses_node), + losses_ctx=jnp.vstack(self.losses_ctx), + nb_steps_node=jnp.concatenate(self.nb_steps_node), + nb_steps_ctx=jnp.concatenate(self.nb_steps_ctx)) + + pickle.dump(self.opt_node_state, open(path+"opt_state_node.pkl", "wb")) + pickle.dump(self.opt_ctx_state, open(path+"opt_state_ctx.pkl", "wb")) + + self.learner.save_learner(path) + + + def restore_trainer(self, path): + assert path[-1] == "/", "ERROR: Invalidn parovided. The path must end with /" + print(f"\nNo training, loading model and results from {path} folder ...\n") + + histories = np.load(path+"train_histories.npz") + self.losses_node = [histories['losses_node']] + self.losses_ctx = [histories['losses_ctx']] + self.nb_steps_node = [histories['nb_steps_node']] + self.nb_steps_ctx = [histories['nb_steps_ctx']] + + self.opt_state_node = pickle.load(open(path+"opt_state_node.pkl", "rb")) + self.opt_state_ctx = pickle.load(open(path+"opt_state_ctx.pkl", "rb")) + + self.learner.load_learner(path) + + + def adapt(self, data_loader, nb_epochs, optimizer=None, print_error_every=100, save_path=False, key=None): + # key = key if key is not None else self.key + + loss_fn = self.learner.loss_fn + node = self.learner.neuralode + + if optimizer is None: ## You want to continue a previous adaptation !!! + # if self.opt_adapt is not None: + if hasattr(self, 'opt_adapt'): + print("WARNING: No optimizer provided for adaptation, using any previrouly defined for adapation") + opt = self.opt_adapt + contexts = self.learner.contexts_adapt + opt_state = self.opt_state_adapt + else: + raise ValueError("No optimizer provided for adaptation, and none previously defined") + else: + opt = optimizer + contexts = ContextParams(data_loader.nb_envs, self.learner.contexts.params.shape[1], key) + opt_state = opt.init(contexts) + self.learner.init_ctx_params_adapt = contexts.params.copy() + self.losses_adapt = [] + self.nb_steps_adapt = [] + + @eqx.filter_jit + def train_step(node, contexts, batch, weights, opt_state, key): + print('\nCompiling function "train_step" for context ...') + + loss_fn_ = lambda contexts, node, batch, weights, key: loss_fn(node, contexts, batch, weights, key) + + (loss, aux_data), grads = eqx.filter_value_and_grad(loss_fn_, has_aux=True)(contexts, node, batch, weights, key) + + updates, opt_state = opt.update(grads, opt_state) + contexts = eqx.apply_updates(contexts, updates) + + return node, contexts, opt_state, loss, aux_data + + nb_train_steps_per_epoch = int(np.ceil(data_loader.nb_trajs_per_env / data_loader.batch_size)) + total_steps = nb_epochs * nb_train_steps_per_epoch + + print(f"\n\n=== Beginning adaptation ... ===") + print(f" Number of examples in a batch: {data_loader.batch_size}") + print(f" Number of train steps per epoch: {nb_train_steps_per_epoch}") + print(f" Number of training epochs: {nb_epochs}") + print(f" Total number of training steps: {total_steps}") + + start_time = time.time() + + losses = [] + nb_steps = [] + + weights = jnp.ones(data_loader.nb_envs) / data_loader.nb_envs + loss_key = get_new_key(key) + + for epoch in range(nb_epochs): + nb_batches = 0 + loss_sum = jnp.zeros(1) + nb_steps_eph = 0 + + for i, batch in enumerate(data_loader): + loss_key = get_new_key(loss_key) + + node, contexts, opt_state, loss, (nb_steps_, term1, term2) = train_step(node, contexts, batch, weights, opt_state, loss_key) + + term1 = term1 + 1e-8 + weights = term1 / jnp.sum(term1) + + loss_sum += jnp.array([loss]) + nb_steps_eph += nb_steps_ + + nb_batches += 1 + + loss_epoch = loss_sum/nb_batches + + losses.append(loss_epoch) + nb_steps.append(nb_steps_eph) + + if epoch%print_error_every==0 or epoch<=3 or epoch==nb_epochs-1: + print(f" Epoch: {epoch:-5d} LossContext: {loss_epoch[0]:-.8f}", flush=True) + + wall_time = time.time() - start_time + time_in_hmsecs = seconds_to_hours(wall_time) + print("\nTotal gradient descent adaptation time: %d hours %d mins %d secs" %time_in_hmsecs) + print("Environment weights at the end of the adaptation:", weights) + + self.losses_adapt.append(jnp.vstack(losses)) + self.nb_steps_adapt.append(jnp.array(nb_steps)) + + self.opt_adapt = opt + self.opt_state_adapt = opt_state + + self.learner.contexts_adapt = contexts + + if save_path: + self.save_adapted_trainer(save_path, data_loader.data_id) + + + + def save_adapted_trainer(self, path, save_id): + print(f"\nSaving adaptation parameters into {path} folder with id {save_id} ...\n") + + np.savez(path+"adapt_histories_"+save_id+"_.npz", + losses_adapt=jnp.vstack(self.losses_adapt), + nb_steps_adapt=jnp.concatenate(self.nb_steps_adapt)) + + pickle.dump(self.opt_state_adapt, open(path+"/opt_state_adapt.pkl", "wb")) + + eqx.tree_serialise_leaves(path+"/adapted_contexts_"+save_id+"_.pkl", self.learner.contexts_adapt) + + np.save(path+"adapted_contexts_init_"+save_id+"_.npy", self.learner.init_ctx_params_adapt) + + + def restore_adapted_trainer(self, path, data_loader=None): + + if data_loader is None: + ValueError("ERROR: You must provide the dataset on which this system was adapted.") + load_id = data_loader.data_id + + print(f"\nNo adaptation, loading adaptation parameters from {path} folder with id: {load_id} ...\n") + + histories = np.load(path+"adapt_histories_"+load_id+"_.npz") + self.losses_adapt = [histories['losses_adapt']] + self.nb_steps_adapt = [histories['nb_steps_adapt']] + + self.opt_state_adapt = pickle.load(open(path+"/opt_state_adapt.pkl", "rb")) + + self.learner.contexts_adapt = ContextParams(data_loader.nb_envs, self.learner.contexts.params.shape[1], None) + self.learner.contexts_adapt = eqx.tree_deserialise_leaves(path+"/adapted_contexts_"+load_id+"_.pkl", self.learner.contexts_adapt) + + self.learner.init_ctx_params_adapt = np.load(path+"adapted_contexts_init_"+load_id+"_.npy") diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/visualtester.py b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/visualtester.py new file mode 100644 index 0000000..4e2ce0e --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nodax/visualtester.py @@ -0,0 +1,335 @@ +from ._utils import * + + +class VisualTester: + def __init__(self, trainer, key=None): + self.key = get_new_key(key) + + # self.dataloader = test_dataloader + self.trainer = trainer + + # assert self.dataloader.nb_envs == self.trainer.dataloader.nb_envs, "The number of environments in the test dataloader must be the same as the number of environments in the trainer." + + # def test_node(self, criterion=None, int_cutoff=1.0): + # """ Compute test metrics on entire test dataloader """ + + # criterion = criterion if criterion else lambda x, x_hat: jnp.mean((x-x_hat)**2) + + # t_eval = self.dataloader.t_eval + # test_length = int(self.dataloader.nb_steps_per_traj*int_cutoff) + # X = self.dataloader.dataset[:, :, :test_length, :] + # t_test = t_eval[:test_length] + + # print("== Begining testing ... ==") + # print(" Length of the training trajectories:", self.trainer.dataloader.int_cutoff) + # print(" Length of the testing trajectories:", test_length) + + # X_hat, _ = jax.vmap(self.trainer.learner.neuralode, in_axes=(0, None, 0))(X[:, :, 0, :], + # t_test, + # self.trainer.learner.contexts.params) + + # batched_criterion = jax.vmap(jax.vmap(criterion, in_axes=(0, 0)), in_axes=(0, 0)) + + # return batched_criterion(X_hat, X).mean(axis=1).sum(axis=0) + + + + # def test_cf(self, criterion=None, int_cutoff=1.0): + # """ Compute test metrics on entire test dataloader """ + + # criterion = criterion if criterion else lambda x, x_hat: jnp.mean((x-x_hat)**2) + + # t_eval = self.dataloader.t_eval + # test_length = int(self.dataloader.nb_steps_per_traj*int_cutoff) + # X = self.dataloader.dataset[:, :, :test_length, :] + # t_test = t_eval[:test_length] + + # print("== Begining testing ... ==") + # print(" Length of the training trajectories:", self.trainer.dataloader.int_cutoff) + # print(" Length of the testing trajectories:", test_length) + + # X_hat, _ = jax.vmap(self.trainer.learner.neuralode, in_axes=(0, None, 0, 0))(X[:, :, 0, :], + # t_test, + # self.trainer.learner.contexts.params, + # self.trainer.learner.contexts.params) ## Reuse one's params for testing ! + + # batched_criterion = jax.vmap(jax.vmap(criterion, in_axes=(0, 0)), in_axes=(0, 0)) + + # # return batched_criterion(X_hat, X).mean(axis=1).sum(axis=0) + # return batched_criterion(X_hat, X).mean(axis=1).mean(axis=0) + + + def test(self, data_loader, criterion=None, int_cutoff=1.0, verbose=True): + """ Compute test metrics on the adaptation dataloader """ + + criterion = criterion if criterion else lambda x, x_hat: jnp.mean((x-x_hat)**2) + + t_eval = data_loader.t_eval + test_length = int(data_loader.nb_steps_per_traj*int_cutoff) + X = data_loader.dataset[:, :, :test_length, :] + t_test = t_eval[:test_length] + + if verbose == True: + if data_loader.adaptation == False: + print("== Begining in-domain testing ... ==") + print(" Number of training environments:", self.trainer.dataloader.nb_envs) + else: + print("== Begining out-of-distribution testing ... ==") + print(" Number of training environments:", self.trainer.dataloader.nb_envs) + print(" Number of adaptation environments:", data_loader.nb_envs) + print(" Final length of the training trajectories:", self.trainer.dataloader.int_cutoff) + print(" Length of the testing trajectories:", test_length) + + if data_loader.adaptation == False: + contexts = self.trainer.learner.contexts.params + else: + contexts = self.trainer.learner.contexts_adapt.params + + X_hat, _ = jax.vmap(self.trainer.learner.neuralode, in_axes=(0, None, 0, 0))(X[:, :, 0, :], + t_test, + contexts, + contexts) + + batched_criterion = jax.vmap(jax.vmap(criterion, in_axes=(0, 0)), in_axes=(0, 0)) + + # crit = batched_criterion(X_hat, X).mean(axis=1).mean(axis=0) + crit_all = batched_criterion(X_hat, X).mean(axis=1) + crit = crit_all.mean(axis=0) + + if verbose == True: + if data_loader.adaptation == False: + print("Test Score (In-Domain):", crit) + else: + print("Test Score (OOD):", crit) + print(flush=True) + + return crit, crit_all + + + # def visualise_cf(self, e=None, traj=None, int_cutoff=1.0, save_path=False, key=None): + + # e_key, traj_key = get_new_key(time.time_ns(), num=2) + # e = e if e else jax.random.randint(e_key, (1,), 0, self.dataloader.nb_envs)[0] + # traj = traj if traj else jax.random.randint(traj_key, (1,), 0, self.dataloader.nb_trajs_per_env)[0] + + # t_eval = self.dataloader.t_eval + # test_length = int(self.dataloader.nb_steps_per_traj*int_cutoff) + # X = self.dataloader.dataset[e, traj:traj+1, :test_length, :] + # t_test = t_eval[:test_length] + + # print("== Begining visualisation ... ==") + # print(" Environment id:", e) + # print(" Trajectory id:", traj) + # print(" Length of the training trajectories:", self.trainer.dataloader.int_cutoff) + # print(" Length of the testing trajectories:", test_length) + + # X_hat, _ = self.trainer.learner.neuralode(X[:, 0, :], + # t_test, + # self.trainer.learner.contexts.params[e], + # self.trainer.learner.contexts.params[e]) ## TODO addition for NCF + + # X_hat = X_hat.squeeze() + # X = X.squeeze() + + + + # fig, ax = plt.subplot_mosaic('AB;CC;DD;EF', figsize=(6*2, 3.5*4)) + + # mks = 2 + + # ax['A'].plot(t_test, X[:, 0], c="deepskyblue", label=r"$\theta$ (GT)") + # ax['A'].plot(t_test, X_hat[:, 0], "o", c="royalblue", label=r"$\theta$ (NODE)", markersize=mks) + + # ax['A'].plot(t_test, X[:, 1], c="violet", label=r"$\dot \theta$ (GT)") + # ax['A'].plot(t_test, X_hat[:, 1], "x", c="purple", label=r"$\dot \theta$ (NODE)", markersize=mks) + + # ax['A'].set_xlabel("Time") + # ax['A'].set_ylabel("State") + # ax['A'].set_title("Trajectories") + # ax['A'].legend() + + # ax['B'].plot(X[:, 0], X[:, 1], c="turquoise", label="GT") + # ax['B'].plot(X_hat[:, 0], X_hat[:, 1], ".", c="teal", label="Neural ODE") + # ax['B'].set_xlabel(r"$\theta$") + # ax['B'].set_ylabel(r"$\dot \theta$") + # ax['B'].set_title("Phase space") + # ax['B'].legend() + + # nb_steps = np.concatenate(self.trainer.nb_steps_node) + # xis = self.trainer.learner.contexts.params + # losses_node = np.vstack(self.trainer.losses_node) + # losses_ctx = np.vstack(self.trainer.losses_ctx) + # nb_envs = self.dataloader.nb_envs + + # print(" Number of steps taken per epoch:", nb_steps.shape) + + # mke = np.ceil(losses_node.shape[0]/100).astype(int) + + # ax['C'].plot(losses_node[:,0], label="NodeLoss", color="grey", linewidth=3, alpha=1.0) + # ax['C'].plot(losses_ctx[:,0], "x-", markevery=mke, markersize=mks, label="ContextLoss", color="grey", linewidth=1, alpha=0.5) + # ax['C'].set_xlabel("Epochs") + # ax['C'].set_title("Loss Terms") + # ax['C'].set_yscale('log') + # ax['C'].legend() + + # ax['D'].plot(nb_steps, c="brown") + # ax['D'].set_xlabel("Epochs") + # ax['D'].set_title("Total Number of Steps Taken per Epoch (Proportional to NFEs)") + # if np.all(nb_steps>0): + # ax['D'].set_yscale('log') + + # eps = 0.1 + # colors = ['dodgerblue', 'r', 'b', 'g', 'm', 'c', 'y', 'orange', 'purple', 'brown'] + # colors = colors*(nb_envs) + + # ax['F'].scatter(xis[:,0], xis[:,1], s=50, c=colors[:nb_envs], marker='o') + # for i, (x, y) in enumerate(xis[:, :2]): + # ax['F'].annotate(str(i), (x, y), fontsize=8) + # ax['F'].set_title(r'Final Contexts ($\xi^e$)') + + # init_xis = self.trainer.learner.init_ctx_params + # ax['E'].scatter(init_xis[:,0], init_xis[:,1], s=30, c=colors[:nb_envs], marker='X') + # ax['F'].scatter(xis[:,0], xis[:,1], s=50, c=colors[:nb_envs], marker='o') + # for i, (x, y) in enumerate(init_xis[:, :2]): + # ax['E'].annotate(str(i), (x, y), fontsize=8) + # for i, (x, y) in enumerate(xis[:, :2]): + # ax['F'].annotate(str(i), (x, y), fontsize=8) + # ax['E'].set_title(r'Initial Contexts (first 2 dims)') + # ax['F'].set_title(r'Final Contexts (first 2 dims)') + + # plt.suptitle(f"Results for env={e}, traj={traj}", fontsize=14) + + # plt.tight_layout() + # plt.show(); + + # if save_path: + # plt.savefig(save_path, dpi=100, bbox_inches='tight') + # print("Testing finished. Ffigure saved in:", save_path); + + # # return fig, ax + + + + + + + + + def visualize(self, data_loader, e=None, traj=None, int_cutoff=1.0, save_path=False, key=None): + + # assert data_loader.nb_envs == self.trainer.dataloader.nb_envs, "The number of environments in the test dataloader must be the same as the number of environments in the trainer." + + e_key, traj_key = get_new_key(time.time_ns(), num=2) + e = e if e else jax.random.randint(e_key, (1,), 0, data_loader.nb_envs)[0] + traj = traj if traj else jax.random.randint(traj_key, (1,), 0, data_loader.nb_trajs_per_env)[0] + + t_eval = data_loader.t_eval + test_length = int(data_loader.nb_steps_per_traj*int_cutoff) + X = data_loader.dataset[e, traj:traj+1, :test_length, :] + t_test = t_eval[:test_length] + + if data_loader.adaptation == False: + print("== Begining in-domain visualisation ... ==") + else: + print("== Begining out-of-distribution visualisation ... ==") + print(" Environment id:", e) + print(" Trajectory id:", traj) + print(" Final length of the training trajectories:", self.trainer.dataloader.int_cutoff) + print(" Length of the testing trajectories:", test_length) + + if data_loader.adaptation == False: + contexts = self.trainer.learner.contexts.params + else: + contexts = self.trainer.learner.contexts_adapt.params + X_hat, _ = self.trainer.learner.neuralode(X[:, 0, :], + t_test, + contexts[e], + contexts[e]) + + X_hat = X_hat.squeeze() + X = X.squeeze() + + ## Save X_hat in the savepath + # np.save(save_path+'X_hat.npy', X_hat) + + fig, ax = plt.subplot_mosaic('AB;CC;DD;EF', figsize=(6*2, 3.5*4)) + + mks = 2 + + ax['A'].plot(t_test, X[:, 0], c="deepskyblue", label=r"$x_1$ (GT)") + ax['A'].plot(t_test, X_hat[:, 0], "o", c="royalblue", label=r"$\hat{x}_1$ (NCF)", markersize=mks) + + ax['A'].plot(t_test, X[:, 1], c="violet", label=r"$x_1$ (GT)") + ax['A'].plot(t_test, X_hat[:, 1], "x", c="purple", label=r"$\hat{x}_2$ (NCF)", markersize=mks) + + ax['A'].set_xlabel("Time") + ax['A'].set_ylabel("State") + ax['A'].set_title("Trajectories") + ax['A'].legend() + + ax['B'].plot(X[:, 0], X[:, 1], c="turquoise", label="GT") + ax['B'].plot(X_hat[:, 0], X_hat[:, 1], ".", c="teal", label="NCF") + ax['B'].set_xlabel(r"$x_1$") + ax['B'].set_ylabel(r"$x_2$") + ax['B'].set_title("Phase space") + ax['B'].legend() + + nb_envs = data_loader.nb_envs + + nb_steps = np.concatenate(self.trainer.nb_steps_node) + losses_node = np.vstack(self.trainer.losses_node) + losses_ctx = np.vstack(self.trainer.losses_ctx) + xis = self.trainer.learner.contexts.params + init_xis = self.trainer.learner.init_ctx_params + + if data_loader.adaptation == True: ## Overwrite the above if adaptation + nb_steps = np.concatenate(self.trainer.nb_steps_adapt) + losses_node = np.vstack(self.trainer.losses_adapt) ## Replotting the label context ! + losses_ctx = np.vstack(self.trainer.losses_adapt) + xis = self.trainer.learner.contexts_adapt.params + init_xis = self.trainer.learner.init_ctx_params_adapt + + mke = np.ceil(losses_node.shape[0]/100).astype(int) + + label_node = "NodeLoss" if data_loader.adaptation == False else "ContextLossAdapt" + ax['C'].plot(losses_node[:,0], label=label_node, color="grey", linewidth=3, alpha=1.0) + label_ctx = "ContextLoss" if data_loader.adaptation == False else "ContextLossAdapt" + ax['C'].plot(losses_ctx[:,0], "x-", markevery=mke, markersize=mks, label=label_ctx, color="grey", linewidth=1, alpha=0.5) + ax['C'].set_xlabel("Epochs") + ax['C'].set_title("Loss Terms") + ax['C'].set_yscale('log') + ax['C'].legend() + + ax['D'].plot(nb_steps, c="brown") + ax['D'].set_xlabel("Epochs") + ax['D'].set_title("Total Number of Steps Taken per Epoch (Proportional to NFEs)") + if np.all(nb_steps>0): + ax['D'].set_yscale('log') + + eps = 0.1 + colors = ['dodgerblue', 'r', 'b', 'g', 'm', 'c', 'y', 'orange', 'purple', 'brown'] + colors = colors*(nb_envs) + + ax['F'].scatter(xis[:,0], xis[:,1], s=50, c=colors[:nb_envs], marker='o') + for i, (x, y) in enumerate(xis[:, :2]): + ax['F'].annotate(str(i), (x, y), fontsize=8) + ax['F'].set_title(r'Final Contexts ($\xi^e$)') + + ax['E'].scatter(init_xis[:,0], init_xis[:,1], s=30, c=colors[:nb_envs], marker='X') + ax['F'].scatter(xis[:,0], xis[:,1], s=50, c=colors[:nb_envs], marker='o') + for i, (x, y) in enumerate(init_xis[:, :2]): + ax['E'].annotate(str(i), (x, y), fontsize=8) + for i, (x, y) in enumerate(xis[:, :2]): + ax['F'].annotate(str(i), (x, y), fontsize=8) + ax['E'].set_title(r'Initial Contexts (first 2 dims)') + ax['F'].set_title(r'Final Contexts (first 2 dims)') + + plt.suptitle(f"Results for env={e}, traj={traj}", fontsize=14) + + plt.tight_layout() + # plt.show(); + plt.draw(); + + if save_path: + plt.savefig(save_path, dpi=100, bbox_inches='tight') + print("Testing finished. Figure saved in:", save_path); diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nohup.log b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nohup.log new file mode 100644 index 0000000..45ca93b --- /dev/null +++ b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/nohup.log @@ -0,0 +1,86 @@ +Running this script in ipython (Jupyter) session ? False +=== Parsed arguments to generate data === + Split: adapt_huge + Savepath: ./runs/16022024-161301/adapt/ + Seed: 8104 + + +############# Inductive Bias Learning for Dynamical Systems ############# + +Jax version: 0.4.23 +Available devices: [cuda(id=0)] +No training. Loading data and results from: ./runs/16022024-161301/ +WARNING: You did not provide a dataloader id. A new one has been generated: 075249 +WARNING: Note that this id used to distuinguish between adaptations to different environments. + + +Total number of parameters in the model: 319506 + + +WARNING: No key provided for the context initialization. Initializing at 0. + +No training, loading model and results from ./runs/16022024-161301/ folder ... + +WARNING: You did not provide a dataloader id. A new one has been generated: 075250 +WARNING: Note that this id used to distuinguish between adaptations to different environments. +WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum. +WARNING: No key provided, using time as seed +== Begining in-domain testing ... == + Number of training environments: 9 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Test Score (In-Domain): 5.9835886e-05 + +== Begining in-domain visualisation ... == + Environment id: 4 + Trajectory id: 31 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Testing finished. Figure saved in: ./runs/16022024-161301/results_in_domain.png +WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum. +save_id: 170846 + +No adaptation, loading adaptation parameters from ./runs/16022024-161301/adapt/ folder with id: 170846 ... + +WARNING: No key provided for the context initialization. Initializing at 0. +== Begining out-of-distribution testing ... == + Number of training environments: 9 + Number of adaptation environments: 4 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Test Score (OOD): 4.925985e-05 + +== Begining out-of-distribution visualisation ... == + Environment id: 3 + Trajectory id: 0 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Testing finished. Figure saved in: ./runs/16022024-161301/adapt/results_ood.png +WARNING: batch_size must be between 0 and nb_trajs_per_env. Setting batch_size to maximum. +WARNING: No key provided for the context initialization. Initializing at 0. + + +=== Beginning adaptation ... === + Number of examples in a batch: 1 + Number of train steps per epoch: 1 + Number of training epochs: 2 + Total number of training steps: 2 +WARNING: No key provided, using time as seed + +Compiling function "train_step" for context ... +Shapes of elements in a batch: (2601, 1, 20, 2) (20,) + Epoch: 0 LossContext: 0.31914419 + Epoch: 1 LossContext: 0.31882668 + +Total gradient descent adaptation time: 0 hours 0 mins 19 secs +Environment weights at the end of the adaptation: [0.00038447 0.00038447 0.00038447 ... 0.00038447 0.00038447 0.00038447] + +Saving adaptation parameters into ./runs/16022024-161301/adapt/ folder with id 090142 ... + +== Begining out-of-distribution testing ... == + Number of training environments: 9 + Number of adaptation environments: 2601 + Final length of the training trajectories: 5 + Length of the testing trajectories: 20 +Test Score (OOD): 13.813392 + diff --git a/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/opt_state_ctx.pkl b/examples/lotka-voltera/runs/MapeExperiment/16022024-161301/opt_state_ctx.pkl new file mode 100644 index 0000000000000000000000000000000000000000..37d441b0e54bff9aed936035d55d828ea558ca1a GIT binary patch literal 74413 zcmZsCdo)#1_coIIJtQQR+>)FEJvmNgwTHW}mrbyZm+w}u&8q|51HF<@B*!WE{I9KhK!AI& z&~9UZm&XpjU4a3+JpwoW&&3nThH+|sySMuXn|kaB@G{-L+c$9Q|FxIiCR zCdWzodH(O+OGS<(&lBC09F=UiRMf~@I&P$AV6gvx|6gn?Nsft*N?s-WX+)gp%w#(| zJKKN4=+J*#lJNhZ3*I9Qy`{Wm z|Kp^${C{0sD!p7pJTlo^DNbzj|Kpyw>i@?%8<9j25$=I8ng8l4#JDAsll=P_n<@dV zM;c)9zZUFhUcww&9^(eR^Jp!0o;N=)5A~xYnYBa_-!vkRELj(UUu;WR=<2z-KZ-#UhW9&x$_(@-;IFE)w!g7=mVKn zr_TH|wLzzE7)F26Wm$W4a7Drcy6UMi>oa}Dl6%!iWK#w=P#F)8H+6GEYkc5)#yui) zM<2uF3)m^w30O16h>7Jr0aaHObFJI4q`XOt-Z`3rlPC6p-#0O4bk3ag4LsxKh!S{P zcmXV)jbo{kooURoc2+Sh1-}~|C#U93AyyeS)cxfMcFk3R$aWJlLX;x~VriU+@k7*` zE`@$k!<<=w2+L|b#KOem$(aMKAUn(uiJ$NDA-P}-D6}aOy~>F!EP5&#zl74hI!gxR7SqT<)Y6E8w4R%wbt#mr{Bsd5 zuXl&M3F`AdRXDcNvL^#nez z7|*IgDrl8bJ`OoIVx%#jMYyS9-FjKUG!zno{ zaof6+tVrc1aoaeJv>e)+8{fiVmE0+yUfE+0VS z^-D0kV@>QvDx&0`c9d?aB_0!RV;Y{vu7#Jm2^tH)Quh?-Jd{SOfjoQ&(Wvipj#=z1 z!uC&2#QIl09uu_yI9!a5UK451tiQa46O>p-_ax8^eun*rFEL(OH(TLek$+a;F#Qaet-7-6Zef{o9(hb_!uXGoZIa-sH&a)(;A~wV!{|++=cj8Kv`7B_f z5$T95BP%~R!_K-(SSt^xNk%ZvXE%CE-(ik*#u!e0Z6$eUZ;S~G-$RD`Q|hGI49+s5 zT)W9edTh*LX0|IDO@6P()Y=|ueW;E%)o?UEv5_b}PVX@VegUa^Fo0`*Rg$DVCy4vW zldPviiZr&Akmp=9Gj>>lY5t}}ENU-$ZT~_xT9061D`LpCDN;Bzzn`mX35A$1pJ4D@ z5sVRpV%*keWcwi%wBI`oD)g1vho#|c)t8r`Z@mTd-?iXyY9qJxc{bSuQ%IBTM%sNt zn?BoN&VtQyh>vm@+83ljsiZB~_^4vP(Ok@kH6<}qHJC)4JPugNFx!`7AgSXF>vDdM zUAsPW8+O!iYenwkF!jU}A@Pu(x(-qls_86CMM!`1k=b4FVxt`$*q8}gY?<~`2r}7* zeUq<}u96Y3_UdFp{Zc?jD~{1m6L5aa9d4T5Mz+ZNH+#Q!D>Iw#PaM{7CQHoBk-w$^ zRS#bvCrx!3f0QQiscd3DLn~>>cU^ouvljjRiqPWKd=`9TI~smIOp=vNnB2m1?B*_a zR;$Foc+6h<@mnHsUZl47 z(acmLvfM#%Cqs#uq^+b+=Zzz=f10>GC&OWm>{50!@|$qIvSwM1mMrbgW=JvI2F_Cr zSXQ$)nY-PPJ=nbzRvQ^HudaJU?f7Bl)-#%z$O*_L%`(|Y`CtZ$=jh67+3`UCaHDYEJP zy(}#1DjVmfN_>pd$&O*$#b2 zJHWsB9CK@N;l0R@MzK@(A?r#AEQ~*b`kQych4p(OBE5$+YRtzyDHd4vHkpL0-315x zEnqD%!c5g&AI!v$FdNaUQ2AvB-n5xO{MGEi+dmGS=s2=ASp@ZD$Kc)ynNsPITEy*V zGW7KPMK?8ncJK6PVx9byjQE*Fmii~bWO;3pk{pgTax%u82g8^kwCB_dxf0 z4K%MxVcLNf%=hnnF2H3qSg#z0vFt1h(TyVQ*H4o58aIe*_BFCFE*XOgeo%Y+6Ofy~ z7w)HIk*1mvV6S+bJNRq#19mL=R8 z%UnvwK=7Z(EcCz+tbFm1G)I3DoYDcJSfRq?eh#Ad`C@R=k^+;BgJ|>@nbHOeGJ6F; z_4B9rurr(7*`Gl-4i~X=hjpOJ_YHH5yT#mscVj$l!8ebU%q?eY5$U*8urECi!(V!+ zQ?eG$yZslmrKU2cxDdv_D~5&N8_^*0DYMQS%b6#RWUt?!!=1~QK;*Z-jGtT&8f)Xp zTCMrSN&E*fl@(>FYch$Su^EBpQTRQe29lc8Sozxw;hbr}Z-Pf8TUy-wfIxzXSUq5a z4{cdl>Jgf}sFdR?f5*YhdCXfOANmZ=6Okx$VjTUEC0V7@+$lSmtI09wd$k`Fza|pv zRrk!kjO?cUW3Peqjb37BBf-kHHDTP)XY{LoOgDI!65BBi81^p@im!>Vhc{gDshN4{ zoA#p^R-7gH<&+IytIwknxd0_%e#|kX2n3Hqkbn3eH>W)ey~n=iEn8*Ftm-xpC+Tg} zR41H?Krheh#(OT``T$t*AEUGM6?~B+2C|Z(=)d3+Y?*cwwUvZwb$KxCyQG3#+)qM7Z)bki=pcJwBi z8YBL&i^p7r1>|#q2|2Ddi98Kc#Lmc0)IaeEGn-XO_E97#5{6D z`xi3_2m{=Bf=LxzCN)nVu`uU6kYA!hh=?Uwaa#p9FF8%;X;k3ry<>>y!#I)@nptYb@DWDHS3g_LISPgVc+X*xNS-p@jF|@`Fye^u0dDf?DjVH>d$FT+t7ux zeXYY_N)wCrD#N;ZD;OAQz;wbkz?chnk%_3nYG-K{q%;cSwrwQEe~(~C%?1chS`CI9 z^2maiF(hK=2V5`hiH$a0?4MB>q&jLqN`w~=b*cinTbWFBKUi?mAHI?P^M{z}$nm6EtqJs1l{jkI#ioKn% z4ewizBfc>l&NNw%-@V^qzeF^7HFgAh_v<43t6dH{B{y-tjyU~zuN6ba>XR^+*SL;I zl!n|TB=fZuv0oj?(snB_w~l*kir-`yib~*41fF6$=4X*`e>G-Pc8NxADW`I_VNB$B zy+Hg$Cmyh{#O5XaxcL1=@Jt(~!)a=4nw~o2PaMx%?*D?gStX-nR1*Cy&?RrZ7Bg+d z0CI0r6b5-Xak_LV4f@oBYUA&KPQ+8}>-J%0qxZwB$VeR4szi(XzUbm}4IJ|(aS|I} z!Loa+X_8n5vFCU4?nH_bzLW(~F)$w8}kU!Ija3^1qu8;b_D|^5OGICMb)rFNly3Y2xze9gzdH8N|kXhZk3onO^K(4hB zPo+%7ptmx_@3T1bz1a>y_s5~1{~-v^oXbv3HYb`o$6?Dq4%ewDnOl^8Cv^|rQcs-% zNQt!~@&Pt5>A5xYzAVaiuG1o{JA^K=d_gqM@?qEfxh%9rnt1LqWW5=`F*$7_34iww z#DAn?^Z8`0#mP9Ag(4u`YV4!(1k;!@<%Gp z&~?}s`nL>PPjv? 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