From a14bb6798187f0166f04f01b56cc6282e76ec90b Mon Sep 17 00:00:00 2001 From: olive004 Date: Thu, 31 Oct 2024 15:18:28 +0000 Subject: [PATCH] inspecting objective func --- notebooks/24_autodiff.ipynb | 136 +++++++++++++++++++++++------------- 1 file changed, 88 insertions(+), 48 deletions(-) diff --git a/notebooks/24_autodiff.ipynb b/notebooks/24_autodiff.ipynb index 5b8b880b..e688404c 100644 --- a/notebooks/24_autodiff.ipynb +++ b/notebooks/24_autodiff.ipynb @@ -2,18 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" @@ -35,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -44,7 +35,7 @@ "[CpuDevice(id=0)]" ] }, - "execution_count": 13, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -86,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -108,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -188,6 +179,23 @@ "# ODE functions" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "sim_func = partial(bioreaction_sim_dfx_expanded,\n", + " t0=t0, t1=t1, dt0=dt0,\n", + " forward_rates=forward_rates,\n", + " inputs=inputs,\n", + " outputs=outputs,\n", + " solver=get_diffrax_solver(sim_method),\n", + " saveat=dfx.SaveAt(ts=jnp.linspace(\n", + " t0, t1, 500), dense=True),\n", + " stepsize_controller=make_stepsize_controller(t0, t1, dt0, dt1, choice=stepsize_controller))" + ] + }, { "cell_type": "code", "execution_count": null, @@ -219,38 +227,26 @@ " return sol.ts, (sol.ys, ddy_dt, y_sens, y_prec)\n", "\n", "\n", - "sim_func = partial(bioreaction_sim_dfx_expanded,\n", - " t0=t0, t1=t1, dt0=dt0,\n", - " forward_rates=forward_rates,\n", - " inputs=inputs,\n", - " outputs=outputs,\n", - " solver=get_diffrax_solver(sim_method),\n", - " saveat=dfx.SaveAt(ts=jnp.linspace(\n", - " t0, t1, 500), dense=True),\n", - " stepsize_controller=make_stepsize_controller(t0, t1, dt0, dt1, choice=stepsize_controller))\n", + "def simulate(y0, params):\n", + " \"\"\" (y11, ddys1, y_sens, y_prec) = ys1 \"\"\"\n", + " ts0, ys0 = jax.vmap(sim_func)(y0=y0, reverse_rates=params)\n", + " y01 = np.array(ys0[:, -1])\n", + " y01[:, idxs_signal] = signal_target * y01[:, idxs_signal]\n", + " ts1, ys1 = jax.vmap(simulate_signal)(y0=y01, reverse_rates=params)\n", + " # (y11, ddys1, y_sens, y_prec) = ys1\n", + " return (ts0, ys0), (ts1, ys1)\n", "\n", "\n", "y0 = y00[:10]\n", "params = reverse_rates[:10]\n", "\n", - "ts0, ys0 = jax.vmap(sim_func)(y0=y0, reverse_rates=params)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "y01 = np.array(ys0[:, -1])\n", - "y01[:, idxs_signal] = signal_target * y01[:, idxs_signal]\n", - "ts1, ys1 = jax.vmap(simulate_signal)(y0=y01, reverse_rates=params)\n", - "(y1, ddys1, y_sens, y_prec) = ys1" + "(ts0, ys0), (ts1, ys1) = simulate(y0, params)\n", + "(y11, ddys1, y_sens, y_prec) = ys1" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -259,16 +255,6 @@ "text": [ "-0.44052956 21.387493\n" ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -294,6 +280,60 @@ "print(y_sens.sum()/ t1, y_prec.sum()/t1)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10, 500)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'jnp' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ts \u001b[38;5;241m=\u001b[39m \u001b[43mjnp\u001b[49m\u001b[38;5;241m.\u001b[39mconcatenate([ts0, ts1 \u001b[38;5;241m+\u001b[39m ts0\u001b[38;5;241m.\u001b[39mmax()], axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m 2\u001b[0m ys \u001b[38;5;241m=\u001b[39m jnp\u001b[38;5;241m.\u001b[39mconcatenate([ys0, ys1[\u001b[38;5;241m0\u001b[39m]], axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 3\u001b[0m loss \u001b[38;5;241m=\u001b[39m jax\u001b[38;5;241m.\u001b[39mvmap(partial(objective_sp,\n\u001b[1;32m 4\u001b[0m ttot\u001b[38;5;241m=\u001b[39mt1\u001b[38;5;241m-\u001b[39mt0, idxs_output\u001b[38;5;241m=\u001b[39midxs_output))(y_sens, y_prec)\n", + "\u001b[0;31mNameError\u001b[0m: name 'jnp' is not defined" + ] + } + ], + "source": [ + "ts = jnp.concatenate([ts0, ts1 + ts0.max()], axis=1)[0]\n", + "ys = jnp.concatenate([ys0, ys1[0]], axis=1)\n", + "loss = jax.vmap(partial(objective_sp,\n", + " ttot=t1-t0, idxs_output=idxs_output))(y_sens, y_prec)\n", + "\n", + "nr = int(np.ceil(np.sqrt(len(params))))\n", + "nc = int(np.ceil(np.sqrt(len(params))))\n", + "\n", + "plt.figure(figsize=(5*nc, 5*nr))\n", + "for i in range(len(params)):\n", + " plt.subplot(nr, nc, i+1)\n", + " plt.plot(ts, ys[i])\n", + " \n", + " plt.title(f'Circuit {i}: loss = {loss[i]}')" + ] + }, { "cell_type": "code", "execution_count": null,