From 5ed3aa6143239a6d721903afe32c74331717ee43 Mon Sep 17 00:00:00 2001 From: Arnau Quera-Bofarull Date: Tue, 16 May 2023 14:59:56 +0100 Subject: [PATCH] need to test multi gpu implementation --- birds/models/random_walk.py | 3 +- birds/models/sir.py | 12 ++-- docs/examples/02-SIR.ipynb | 117 ++++++++++++------------------------ 3 files changed, 47 insertions(+), 85 deletions(-) diff --git a/birds/models/random_walk.py b/birds/models/random_walk.py index 3633f14..9c738ae 100644 --- a/birds/models/random_walk.py +++ b/birds/models/random_walk.py @@ -28,8 +28,9 @@ def forward(self, p): Arguments: p (torch.Tensor): Probability of moving forward at each timestep. """ + device = p.device p = torch.clip(p, min=0.0, max=1.0) #torch.nn.functional.softmax(p[0]) - probs = p * torch.ones(self.n_timesteps) + probs = p * torch.ones(self.n_timesteps, device) logits = torch.vstack((probs, 1 - probs)).log() steps = torch.nn.functional.gumbel_softmax( logits, dim=0, tau=self.tau_softmax, hard=True diff --git a/birds/models/sir.py b/birds/models/sir.py index f54d3b3..5325208 100644 --- a/birds/models/sir.py +++ b/birds/models/sir.py @@ -46,8 +46,10 @@ def forward(self, params): Arguments: params (torch.Tensor) : a tensor of shape (3,) containing the **log10** of the fraction of infected, beta, and gamma """ + device = params.device + self.mp = self.mp.to(device) # Initialize the parameters - params = soft_minimum(params, torch.tensor(0.0), 2) + params = soft_minimum(params, torch.tensor(0.0, device=device), 2) params = 10**params initial_infected = params[0] @@ -55,11 +57,11 @@ def forward(self, params): gamma = params[2] n_agents = self.graph.num_nodes # Initialize the state - infected = torch.zeros(n_agents) - susceptible = torch.ones(n_agents) - recovered = torch.zeros(n_agents) + infected = torch.zeros(n_agents, device=device) + susceptible = torch.ones(n_agents, device=device) + recovered = torch.zeros(n_agents, device=device) # sample the initial infected nodes - probs = initial_infected * torch.ones(n_agents) + probs = initial_infected * torch.ones(n_agents, device=device) new_infected = self.sample_bernoulli_gs(probs) infected += new_infected susceptible -= new_infected diff --git a/docs/examples/02-SIR.ipynb b/docs/examples/02-SIR.ipynb index 7aff0c1..b18f468 100644 --- a/docs/examples/02-SIR.ipynb +++ b/docs/examples/02-SIR.ipynb @@ -77,8 +77,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 42.7 ms, sys: 23.2 ms, total: 65.9 ms\n", - "Wall time: 48.9 ms\n" + "CPU times: user 39.1 ms, sys: 15.8 ms, total: 54.8 ms\n", + "Wall time: 43 ms\n" ] } ], @@ -99,7 +99,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -108,7 +108,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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+ "image/png": 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", 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" ] @@ -274,7 +274,30 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [10:08<00:00, 1.22s/it, Forecast=4.16e+3, Reg.=1.47e+3, total=5.63e+3, best loss=2.47e+3, epochs since improv.=67]\n" + " 0%|▊ | 2/500 [00:02<09:40, 1.17s/it, Forecast=2.52e+5, Reg.=559, total=2.53e+5, best loss=2.53e+5, epochs since improv.=0]\n" + ] + }, + { + "ename": "AssertionError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 19\u001b[0m\n\u001b[1;32m 15\u001b[0m calibrator \u001b[38;5;241m=\u001b[39m Calibrator(model \u001b[38;5;241m=\u001b[39m sir, posterior_estimator \u001b[38;5;241m=\u001b[39m flow, prior\u001b[38;5;241m=\u001b[39mprior, data\u001b[38;5;241m=\u001b[39mtrue_data, optimizer\u001b[38;5;241m=\u001b[39moptimizer, w\u001b[38;5;241m=\u001b[39mw, tensorboard_log_dir\u001b[38;5;241m=\u001b[39mlog_dir)\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# and we run for 500 epochs without early stopping.\u001b[39;00m\n\u001b[0;32m---> 19\u001b[0m \u001b[43mcalibrator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m500\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_epochs_without_improvement\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minf\u001b[49m\u001b[43m)\u001b[49m;\n", + "File \u001b[0;32m~/code/birds/birds/calibrator.py:152\u001b[0m, in \u001b[0;36mCalibrator.run\u001b[0;34m(self, n_epochs, max_epochs_without_improvement)\u001b[0m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlosses_hist \u001b[38;5;241m=\u001b[39m defaultdict(\u001b[38;5;28mlist\u001b[39m)\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m epoch \u001b[38;5;129;01min\u001b[39;00m iterator:\n\u001b[0;32m--> 152\u001b[0m loss, forecast_loss, regularisation_loss \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 153\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlosses_hist[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtotal\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(loss\u001b[38;5;241m.\u001b[39mitem())\n", + "File \u001b[0;32m~/code/birds/birds/calibrator.py:107\u001b[0m, in 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\u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 110\u001b[0m \u001b[43m \u001b[49m\u001b[43mparameter_generator\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mposterior_estimator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 111\u001b[0m \u001b[43m \u001b[49m\u001b[43mobserved_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 112\u001b[0m \u001b[43m \u001b[49m\u001b[43mn_samples\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mn_samples_per_epoch\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 113\u001b[0m \u001b[43m \u001b[49m\u001b[43mdiff_mode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdiff_mode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 114\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdevice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 115\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 117\u001b[0m regularisation_loss \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mw \u001b[38;5;241m*\u001b[39m compute_regularisation_loss(\n\u001b[1;32m 118\u001b[0m posterior_estimator\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mposterior_estimator,\n\u001b[1;32m 119\u001b[0m prior\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprior,\n\u001b[1;32m 120\u001b[0m n_samples\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_samples_regularisation,\n\u001b[1;32m 121\u001b[0m )\n", + "File \u001b[0;32m~/code/birds/birds/forecast.py:74\u001b[0m, in \u001b[0;36mcompute_forecast_loss_and_jacobian\u001b[0;34m(loss_fn, model, parameter_generator, n_samples, observed_outputs, diff_mode, jacobian_chunk_size, device)\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[38;5;66;03m# Rank 0 samples from the flow\u001b[39;00m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m---> 74\u001b[0m params_list \u001b[38;5;241m=\u001b[39m \u001b[43mparameter_generator\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_samples\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 75\u001b[0m params_list_comm \u001b[38;5;241m=\u001b[39m params_list\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mcpu()\u001b[38;5;241m.\u001b[39mnumpy()\n\u001b[1;32m 76\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "File \u001b[0;32m~/code/birds/birds/calibrator.py:110\u001b[0m, in \u001b[0;36mCalibrator.step..\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptimizer\u001b[38;5;241m.\u001b[39mzero_grad()\n\u001b[1;32m 103\u001b[0m (\n\u001b[1;32m 104\u001b[0m forecast_parameters,\n\u001b[1;32m 105\u001b[0m forecast_loss,\n\u001b[1;32m 106\u001b[0m forecast_jacobians,\n\u001b[1;32m 107\u001b[0m ) \u001b[38;5;241m=\u001b[39m compute_forecast_loss_and_jacobian(\n\u001b[1;32m 108\u001b[0m loss_fn\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mforecast_loss,\n\u001b[1;32m 109\u001b[0m model\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel,\n\u001b[0;32m--> 110\u001b[0m parameter_generator\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mposterior_estimator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;241m0\u001b[39m],\n\u001b[1;32m 111\u001b[0m observed_outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata,\n\u001b[1;32m 112\u001b[0m n_samples\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_samples_per_epoch,\n\u001b[1;32m 113\u001b[0m diff_mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdiff_mode,\n\u001b[1;32m 114\u001b[0m device\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdevice,\n\u001b[1;32m 115\u001b[0m )\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 117\u001b[0m regularisation_loss \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mw \u001b[38;5;241m*\u001b[39m compute_regularisation_loss(\n\u001b[1;32m 118\u001b[0m posterior_estimator\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mposterior_estimator,\n\u001b[1;32m 119\u001b[0m prior\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprior,\n\u001b[1;32m 120\u001b[0m n_samples\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_samples_regularisation,\n\u001b[1;32m 121\u001b[0m )\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/core.py:178\u001b[0m, in \u001b[0;36mNormalizingFlow.sample\u001b[0;34m(self, num_samples)\u001b[0m\n\u001b[1;32m 176\u001b[0m z, log_q \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mq0(num_samples)\n\u001b[1;32m 177\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m flow \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mflows:\n\u001b[0;32m--> 178\u001b[0m z, log_det \u001b[38;5;241m=\u001b[39m \u001b[43mflow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mz\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 179\u001b[0m log_q \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m=\u001b[39m log_det\n\u001b[1;32m 180\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m z, log_q\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/neural_spline/wrapper.py:225\u001b[0m, in \u001b[0;36mAutoregressiveRationalQuadraticSpline.forward\u001b[0;34m(self, z)\u001b[0m\n\u001b[1;32m 224\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, z):\n\u001b[0;32m--> 225\u001b[0m z, log_det \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmprqat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minverse\u001b[49m\u001b[43m(\u001b[49m\u001b[43mz\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 226\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m z, log_det\u001b[38;5;241m.\u001b[39mview(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/affine/autoregressive.py:35\u001b[0m, in \u001b[0;36mAutoregressive.inverse\u001b[0;34m(self, inputs, context)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(num_inputs):\n\u001b[1;32m 34\u001b[0m autoregressive_params \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mautoregressive_net(outputs, context)\n\u001b[0;32m---> 35\u001b[0m outputs, logabsdet \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_elementwise_inverse\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 36\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mautoregressive_params\u001b[49m\n\u001b[1;32m 37\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs, logabsdet\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/neural_spline/autoregressive.py:134\u001b[0m, in \u001b[0;36mMaskedPiecewiseRationalQuadraticAutoregressive._elementwise_inverse\u001b[0;34m(self, inputs, autoregressive_params)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_elementwise_inverse\u001b[39m(\u001b[38;5;28mself\u001b[39m, inputs, autoregressive_params):\n\u001b[0;32m--> 134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_elementwise\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mautoregressive_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/neural_spline/autoregressive.py:116\u001b[0m, in \u001b[0;36mMaskedPiecewiseRationalQuadraticAutoregressive._elementwise\u001b[0;34m(self, inputs, autoregressive_params, inverse)\u001b[0m\n\u001b[1;32m 113\u001b[0m spline_fn \u001b[38;5;241m=\u001b[39m splines\u001b[38;5;241m.\u001b[39munconstrained_rational_quadratic_spline\n\u001b[1;32m 114\u001b[0m spline_kwargs \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtails\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtails, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtail_bound\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtail_bound}\n\u001b[0;32m--> 116\u001b[0m outputs, logabsdet \u001b[38;5;241m=\u001b[39m \u001b[43mspline_fn\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 117\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 118\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_widths\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_widths\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 119\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_heights\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_heights\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 120\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_derivatives\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_derivatives\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 121\u001b[0m \u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minverse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 122\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_width\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmin_bin_width\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 123\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_height\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmin_bin_height\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 124\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_derivative\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmin_derivative\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 125\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mspline_kwargs\u001b[49m\n\u001b[1;32m 126\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs, utils\u001b[38;5;241m.\u001b[39msum_except_batch(logabsdet)\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/utils/splines.py:76\u001b[0m, in \u001b[0;36munconstrained_rational_quadratic_spline\u001b[0;34m(inputs, unnormalized_widths, unnormalized_heights, unnormalized_derivatives, inverse, tails, tail_bound, min_bin_width, min_bin_height, min_derivative)\u001b[0m\n\u001b[1;32m 70\u001b[0m bottom \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39mtail_bound\n\u001b[1;32m 71\u001b[0m top \u001b[38;5;241m=\u001b[39m tail_bound\n\u001b[1;32m 73\u001b[0m (\n\u001b[1;32m 74\u001b[0m outputs[inside_interval_mask],\n\u001b[1;32m 75\u001b[0m logabsdet[inside_interval_mask],\n\u001b[0;32m---> 76\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[43mrational_quadratic_spline\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 77\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 78\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_widths\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_widths\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 79\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_heights\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_heights\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 80\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_derivatives\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_derivatives_\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 81\u001b[0m \u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minverse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 82\u001b[0m \u001b[43m \u001b[49m\u001b[43mleft\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mleft\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 83\u001b[0m \u001b[43m \u001b[49m\u001b[43mright\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mright\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 84\u001b[0m \u001b[43m \u001b[49m\u001b[43mbottom\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbottom\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 85\u001b[0m \u001b[43m \u001b[49m\u001b[43mtop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 86\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_width\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_bin_width\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 87\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_height\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_bin_height\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 88\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_derivative\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_derivative\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 89\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 91\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs, logabsdet\n", + "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/utils/splines.py:175\u001b[0m, in \u001b[0;36mrational_quadratic_spline\u001b[0;34m(inputs, unnormalized_widths, unnormalized_heights, unnormalized_derivatives, inverse, left, right, bottom, top, min_bin_width, min_bin_height, min_derivative)\u001b[0m\n\u001b[1;32m 172\u001b[0m c \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39minput_delta \u001b[38;5;241m*\u001b[39m (inputs \u001b[38;5;241m-\u001b[39m input_cumheights)\n\u001b[1;32m 174\u001b[0m discriminant \u001b[38;5;241m=\u001b[39m b\u001b[38;5;241m.\u001b[39mpow(\u001b[38;5;241m2\u001b[39m) \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m4\u001b[39m \u001b[38;5;241m*\u001b[39m a \u001b[38;5;241m*\u001b[39m c\n\u001b[0;32m--> 175\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m (discriminant \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39mall()\n\u001b[1;32m 177\u001b[0m root \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m c) \u001b[38;5;241m/\u001b[39m (\u001b[38;5;241m-\u001b[39mb \u001b[38;5;241m-\u001b[39m torch\u001b[38;5;241m.\u001b[39msqrt(discriminant))\n\u001b[1;32m 178\u001b[0m outputs \u001b[38;5;241m=\u001b[39m root \u001b[38;5;241m*\u001b[39m input_bin_widths \u001b[38;5;241m+\u001b[39m input_cumwidths\n", + "\u001b[0;31mAssertionError\u001b[0m: " ] } ], @@ -302,31 +325,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "dc36b073-ee5d-4885-a45e-8aba7f2aa112", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Let's have a look at the loss over epochs:\n", "\n", @@ -336,21 +338,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "b9d5ee47-44fb-4bfb-a73a-6441b7fd077f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# We can load the best model to check the results\n", "flow.load_state_dict(calibrator.best_model_state_dict)" @@ -358,21 +349,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "6fd3de85-f004-45f4-ae36-0e0e9df51b4a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot the final flow posterior approximator and compare it to the real parameters:\n", "samples = flow.sample(10000)[0].detach().numpy()\n", @@ -382,31 +362,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "13d9b6b8-8cf0-4f8c-806e-e3557434665c", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# compare the predictions to the synthetic data:\n", "\n",