more different inits

new/BO_run.ipynb

@@ -2,7 +2,7 @@
  "cells": [
  {
  "cell_type": "markdown",
- "id": "equipped-surgery",
+ "id": "center-mathematics",
  "metadata": {},
  "source": [
  "# BO runs"
@@ -11,7 +11,7 @@
  {
  "cell_type": "code",
  "execution_count": 1,
- "id": "dominant-mentor",
+ "id": "ambient-transsexual",
  "metadata": {},
  "outputs": [
  {
@@ -53,7 +53,7 @@
  },
  {
  "cell_type": "markdown",
- "id": "joint-trunk",
+ "id": "intellectual-flour",
  "metadata": {},
  "source": [
  "load data from `prepare_Xy.ipynb`"
@@ -62,7 +62,7 @@
  {
  "cell_type": "code",
  "execution_count": 2,
- "id": "accurate-disaster",
+ "id": "comic-elizabeth",
  "metadata": {},
  "outputs": [
  {
@@ -97,7 +97,7 @@
  },
  {
  "cell_type": "markdown",
- "id": "educated-allocation",
+ "id": "congressional-walter",
  "metadata": {},
  "source": [
  "convert to torch tensors"
@@ -106,7 +106,7 @@
  {
  "cell_type": "code",
  "execution_count": 3,
- "id": "infectious-england",
+ "id": "seventh-transfer",
  "metadata": {},
  "outputs": [],
  "source": [
@@ -117,7 +117,7 @@
  {
  "cell_type": "code",
  "execution_count": 4,
- "id": "stuck-train",
+ "id": "subtle-holmes",
  "metadata": {},
  "outputs": [
  {
@@ -138,7 +138,7 @@
  {
  "cell_type": "code",
  "execution_count": 5,
- "id": "perceived-northeast",
+ "id": "limiting-collar",
  "metadata": {},
  "outputs": [
  {
@@ -159,7 +159,7 @@
  {
  "cell_type": "code",
  "execution_count": 6,
- "id": "sublime-armstrong",
+ "id": "resistant-release",
  "metadata": {},
  "outputs": [],
  "source": [
@@ -169,7 +169,7 @@
  {
  "cell_type": "code",
  "execution_count": 7,
- "id": "verified-target",
+ "id": "earned-dayton",
  "metadata": {},
  "outputs": [],
  "source": [
@@ -277,16 +277,16 @@
  },
  {
  "cell_type": "markdown",
- "id": "informal-thought",
+ "id": "complicated-assumption",
  "metadata": {},
  "source": [
  "must run with `which_acquisition` equal to all three below."
  ]
  },
  {
  "cell_type": "code",
- "execution_count": 12,
- "id": "turkish-bernard",
+ "execution_count": null,
+ "id": "adapted-provision",
  "metadata": {},
  "outputs": [
  {
@@ -296,74 +296,15 @@
  "# COFs in initialization: 5\n",
  "\n",
  "RUN 0\n",
- "took time t = 0.7031182249387106 min\n",
- "\n",
- "\n",
- "RUN 1\n",
- "took time t = 0.724576183160146 min\n",
- "\n",
- "\n",
- "RUN 2\n",
- "took time t = 0.9156078775723775 min\n",
- "\n",
- "\n",
- "RUN 3\n",
- "took time t = 0.7954629262288412 min\n",
- "\n",
- "\n",
- "RUN 4\n",
- "took time t = 0.5300405740737915 min\n",
- "\n",
- "# COFs in initialization: 10\n",
- "\n",
- "RUN 0\n",
- "took time t = 0.57634117603302 min\n",
- "\n",
- "\n",
- "RUN 1\n",
- "took time t = 0.5788240234057108 min\n",
- "\n",
- "\n",
- "RUN 2\n",
- "took time t = 0.557153316338857 min\n",
- "\n",
- "\n",
- "RUN 3\n",
- "took time t = 0.45756221214930215 min\n",
- "\n",
- "\n",
- "RUN 4\n",
- "took time t = 0.5383438547452291 min\n",
- "\n",
- "# COFs in initialization: 15\n",
- "\n",
- "RUN 0\n",
- "took time t = 0.8625232338905334 min\n",
- "\n",
- "\n",
- "RUN 1\n",
- "took time t = 0.7685578902562459 min\n",
- "\n",
- "\n",
- "RUN 2\n",
- "took time t = 0.6317920446395874 min\n",
- "\n",
- "\n",
- "RUN 3\n",
- "took time t = 0.6234280983606975 min\n",
- "\n",
- "\n",
- "RUN 4\n",
- "took time t = 0.6032879710197449 min\n",
- "\n"
+ "iteration: 26\r"
  ]
  }
  ],
  "source": [
  "which_acquisition = \"EI\"\n",
  "# which_acquisition = \"max y_hat\"\n",
  "# which_acquisition = \"max sigma\"\n",
- "nb_COFs_initializations = {\"EI\": [5, 10, 15], \n",
+ "nb_COFs_initializations = {\"EI\": [5, 10, 15, 20, 25], \n",
  " \"max y_hat\": [10], \n",
  " \"max sigma\": [10]}\n",
  "\n",