From 5414f30d21d247c1c8aee92637e1c7e55b64e525 Mon Sep 17 00:00:00 2001
From: Olle Kjellqvist <olle.kjellqvist@control.lth.se>
Date: Mon, 18 Mar 2024 17:22:34 +0100
Subject: [PATCH] small code optimization

---
 numerical_example.ipynb | 2121 ++++++++++++++++++++-------------------
 1 file changed, 1064 insertions(+), 1057 deletions(-)

diff --git a/numerical_example.ipynb b/numerical_example.ipynb
index f60d4b4..361641a 100644
--- a/numerical_example.ipynb
+++ b/numerical_example.ipynb
@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 36,
    "id": "5aff3c38-69fa-4c35-bf0c-5d3c54bb4c38",
    "metadata": {},
    "outputs": [
@@ -231,7 +231,7 @@
        "simulate_system! (generic function with 2 methods)"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -241,19 +241,18 @@
     "    V(x, r) = maximum([x' * value.(Ps[i, j]) * x + (r[i] + r[j])/2 for i in 1:nmodels for j in 1:nmodels])\n",
     "    \n",
     "    \n",
-    "    function update(rs, As, Bs, xplus, x, u)\n",
-    "        rnew = zeros(nmodels)\n",
+    "    function update!(rs, As, Bs, xplus, x, u, t)\n",
     "        for i = 1:nmodels\n",
-    "            rnew[i] = maximum(rs[transitions[i]]) - γ^2 * (xplus - As[i] * x - Bs[i] * u)' * (xplus - As[i] * x - Bs[i] * u)\n",
+    "            rs[i, t + 1] = maximum(rs[transitions[i], t]) - γ^2 * (xplus - As[i] * x - Bs[i] * u)' * (xplus - As[i] * x - Bs[i] * u)\n",
     "        end\n",
-    "        return rnew\n",
     "    end  \n",
     "    \n",
     "    for t = 1:Nsteps\n",
     "        k = argmax(rs[:, t])\n",
     "        us[:, t] = -Ks[k] * xs[:, t]\n",
     "        xs[:, t + 1] = As[inds[t]] * xs[:, t] + Bs[inds[t]] * us[:, t] + ws[:, t]\n",
-    "        rs[:, t + 1] = update(rs[:, t], As, Bs, xs[:, t + 1], xs[:, t], us[:, t])\n",
+    "        #rs[:, t + 1] = update(rs[:, t], As, Bs, xs[:, t + 1], xs[:, t], us[:, t])\n",
+    "        update!(rs, As, Bs, xs[:, t + 1], xs[:, t], us[:, t], t)\n",
     "        Vs[t] = V(xs[:, t], rs[:, t])\n",
     "    end\n",
     "end\n",
@@ -262,7 +261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 37,
    "id": "36dd891e-b3d7-449a-8125-7c76147371a1",
    "metadata": {},
    "outputs": [
@@ -301,24 +300,24 @@
       "Optimizer  - Cones                  : 1825            \n",
       "Optimizer  - Scalar variables       : 5556              conic                  : 5475            \n",
       "Optimizer  - Semi-definite variables: 0                 scalarized             : 0               \n",
-      "Factor     - setup time             : 0.04            \n",
+      "Factor     - setup time             : 0.05            \n",
       "Factor     - dense det. time        : 0.01              GP order time          : 0.00            \n",
       "Factor     - nonzeros before factor : 1.96e+04          after factor           : 2.57e+04        \n",
       "Factor     - dense dim.             : 75                flops                  : 6.44e+05        \n",
       "ITE PFEAS    DFEAS    GFEAS    PRSTATUS   POBJ              DOBJ              MU       TIME  \n",
-      "0   2.7e+03  7.1e-01  1.0e+00  0.00e+00   0.000000000e+00   0.000000000e+00   1.0e+00  0.05  \n",
+      "0   2.7e+03  7.1e-01  1.0e+00  0.00e+00   0.000000000e+00   0.000000000e+00   1.0e+00  0.06  \n",
       "1   1.1e+03  2.9e-01  6.4e-01  -9.98e-01  0.000000000e+00   1.458343177e+00   4.1e-01  0.06  \n",
-      "2   4.0e+02  1.0e-01  3.8e-01  -9.95e-01  0.000000000e+00   5.697193934e+00   1.5e-01  0.06  \n",
-      "3   7.7e+01  2.0e-02  1.6e-01  -9.84e-01  0.000000000e+00   3.226058372e+01   2.8e-02  0.07  \n",
+      "2   4.0e+02  1.0e-01  3.8e-01  -9.95e-01  0.000000000e+00   5.697193934e+00   1.5e-01  0.07  \n",
+      "3   7.7e+01  2.0e-02  1.6e-01  -9.84e-01  0.000000000e+00   3.226058372e+01   2.8e-02  0.08  \n",
       "4   2.1e+01  5.3e-03  7.6e-02  -9.02e-01  0.000000000e+00   9.953882379e+01   7.6e-03  0.08  \n",
-      "5   6.9e+00  1.8e-03  3.3e-02  -6.39e-01  0.000000000e+00   1.683966024e+02   2.5e-03  0.08  \n",
+      "5   6.9e+00  1.8e-03  3.3e-02  -6.39e-01  0.000000000e+00   1.683966024e+02   2.5e-03  0.09  \n",
       "6   5.3e+00  1.4e-03  2.5e-02  -1.90e-01  0.000000000e+00   1.622963938e+02   2.0e-03  0.09  \n",
-      "7   1.7e+00  4.3e-04  6.7e-03  -6.06e-02  0.000000000e+00   1.221930970e+02   6.1e-04  0.09  \n",
-      "8   3.3e-01  8.7e-05  7.4e-04  4.94e-01   0.000000000e+00   3.663565619e+01   1.2e-04  0.10  \n",
+      "7   1.7e+00  4.3e-04  6.7e-03  -6.06e-02  0.000000000e+00   1.221930970e+02   6.1e-04  0.10  \n",
+      "8   3.3e-01  8.7e-05  7.4e-04  4.94e-01   0.000000000e+00   3.663565619e+01   1.2e-04  0.11  \n",
       "9   2.4e-02  1.2e-05  1.5e-05  8.81e-01   0.000000000e+00   2.892129662e+00   8.9e-06  0.11  \n",
-      "10  6.3e-05  1.7e-06  2.0e-09  9.93e-01   0.000000000e+00   7.131566922e-03   2.2e-08  0.11  \n",
-      "11  1.5e-08  7.6e-10  6.9e-15  1.00e+00   0.000000000e+00   1.618116788e-06   5.1e-12  0.12  \n",
-      "12  1.9e-10  2.5e-16  9.2e-22  1.00e+00   0.000000000e+00   2.186080410e-13   6.9e-19  0.13  \n",
+      "10  6.3e-05  1.7e-06  2.0e-09  9.93e-01   0.000000000e+00   7.131566922e-03   2.2e-08  0.12  \n",
+      "11  1.5e-08  7.6e-10  6.9e-15  1.00e+00   0.000000000e+00   1.618116788e-06   5.1e-12  0.13  \n",
+      "12  1.9e-10  2.5e-16  9.2e-22  1.00e+00   0.000000000e+00   2.186080410e-13   6.9e-19  0.14  \n",
       "Optimizer terminated. Time: 0.14    \n",
       "\n"
      ]
@@ -326,10 +325,10 @@
     {
      "data": {
       "text/plain": [
-       "-1.1007247751683735"
+       "-0.19900321822024125"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -363,7 +362,7 @@
     "(Ks, Pis) = getKs(As, Bs, G, Q, R, γ)\n",
     "(Ps, model) = synthesizePijs(As, Bs, Ks, G, Q, R, γ, transitions)\n",
     "termination_status(model)\n",
-    "simulate_system!(xs, us, rs, Vs, As, Bs, Ks, G, Q, R, γ, Ps, Nsteps, ws, inds)\n",
+    "simulate_system!(xs, us, rs, Vs, As, Bs, Ks, G, Q, R, γ, transitions, Ps, Nsteps, ws, inds)\n",
     "\n",
     "plt1 = plot([a[1] for a in As[inds]], linewidth = 4, markershape= :auto, xlabel = \"t\", ylabel = \"a\", legend = false)\n",
     "plt2 = plot(Vs, linewidth = 4, xlabel = \"t\", ylabel=\"Vbar\", legend = false)\n",
@@ -374,959 +373,971 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 38,
    "id": "2157c16c-faa1-4693-a41c-f0e6e55b14cc",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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        "</svg>\n"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1339,155 +1350,159 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 39,
    "id": "a2f43441-7dd2-42cf-b78b-d44c2a29026a",
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
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        "</svg>\n"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1500,7 +1515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 40,
    "id": "48aab4e6-c94a-4567-83a5-87909c03ac90",
    "metadata": {},
    "outputs": [
@@ -1539,25 +1554,25 @@
       "Optimizer  - Cones                  : 1825            \n",
       "Optimizer  - Scalar variables       : 5556              conic                  : 5475            \n",
       "Optimizer  - Semi-definite variables: 0                 scalarized             : 0               \n",
-      "Factor     - setup time             : 0.05            \n",
+      "Factor     - setup time             : 0.04            \n",
       "Factor     - dense det. time        : 0.01              GP order time          : 0.00            \n",
       "Factor     - nonzeros before factor : 1.96e+04          after factor           : 2.57e+04        \n",
       "Factor     - dense dim.             : 75                flops                  : 6.44e+05        \n",
       "ITE PFEAS    DFEAS    GFEAS    PRSTATUS   POBJ              DOBJ              MU       TIME  \n",
-      "0   2.7e+03  7.1e-01  1.0e+00  0.00e+00   0.000000000e+00   0.000000000e+00   1.0e+00  0.06  \n",
-      "1   1.1e+03  2.9e-01  6.4e-01  -9.98e-01  0.000000000e+00   1.458343177e+00   4.1e-01  0.07  \n",
-      "2   4.0e+02  1.0e-01  3.8e-01  -9.95e-01  0.000000000e+00   5.697193934e+00   1.5e-01  0.07  \n",
-      "3   7.7e+01  2.0e-02  1.6e-01  -9.84e-01  0.000000000e+00   3.226058372e+01   2.8e-02  0.08  \n",
-      "4   2.1e+01  5.3e-03  7.6e-02  -9.02e-01  0.000000000e+00   9.953882379e+01   7.6e-03  0.09  \n",
-      "5   6.9e+00  1.8e-03  3.3e-02  -6.39e-01  0.000000000e+00   1.683966024e+02   2.5e-03  0.09  \n",
-      "6   5.3e+00  1.4e-03  2.5e-02  -1.90e-01  0.000000000e+00   1.622963938e+02   2.0e-03  0.10  \n",
-      "7   1.7e+00  4.3e-04  6.7e-03  -6.06e-02  0.000000000e+00   1.221930970e+02   6.1e-04  0.10  \n",
-      "8   3.3e-01  8.7e-05  7.4e-04  4.94e-01   0.000000000e+00   3.663565619e+01   1.2e-04  0.11  \n",
-      "9   2.4e-02  1.2e-05  1.5e-05  8.81e-01   0.000000000e+00   2.892129662e+00   8.9e-06  0.12  \n",
-      "10  6.3e-05  1.7e-06  2.0e-09  9.93e-01   0.000000000e+00   7.131566922e-03   2.2e-08  0.12  \n",
-      "11  1.5e-08  7.6e-10  6.9e-15  1.00e+00   0.000000000e+00   1.618116788e-06   5.1e-12  0.13  \n",
-      "12  1.9e-10  2.5e-16  9.2e-22  1.00e+00   0.000000000e+00   2.186080410e-13   6.9e-19  0.14  \n",
-      "Optimizer terminated. Time: 0.14    \n",
+      "0   2.7e+03  7.1e-01  1.0e+00  0.00e+00   0.000000000e+00   0.000000000e+00   1.0e+00  0.05  \n",
+      "1   1.1e+03  2.9e-01  6.4e-01  -9.98e-01  0.000000000e+00   1.458343177e+00   4.1e-01  0.06  \n",
+      "2   4.0e+02  1.0e-01  3.8e-01  -9.95e-01  0.000000000e+00   5.697193934e+00   1.5e-01  0.06  \n",
+      "3   7.7e+01  2.0e-02  1.6e-01  -9.84e-01  0.000000000e+00   3.226058372e+01   2.8e-02  0.07  \n",
+      "4   2.1e+01  5.3e-03  7.6e-02  -9.02e-01  0.000000000e+00   9.953882379e+01   7.6e-03  0.07  \n",
+      "5   6.9e+00  1.8e-03  3.3e-02  -6.39e-01  0.000000000e+00   1.683966024e+02   2.5e-03  0.08  \n",
+      "6   5.3e+00  1.4e-03  2.5e-02  -1.90e-01  0.000000000e+00   1.622963938e+02   2.0e-03  0.08  \n",
+      "7   1.7e+00  4.3e-04  6.7e-03  -6.06e-02  0.000000000e+00   1.221930970e+02   6.1e-04  0.09  \n",
+      "8   3.3e-01  8.7e-05  7.4e-04  4.94e-01   0.000000000e+00   3.663565619e+01   1.2e-04  0.10  \n",
+      "9   2.4e-02  1.2e-05  1.5e-05  8.81e-01   0.000000000e+00   2.892129662e+00   8.9e-06  0.10  \n",
+      "10  6.3e-05  1.7e-06  2.0e-09  9.93e-01   0.000000000e+00   7.131566922e-03   2.2e-08  0.11  \n",
+      "11  1.5e-08  7.6e-10  6.9e-15  1.00e+00   0.000000000e+00   1.618116788e-06   5.1e-12  0.12  \n",
+      "12  1.9e-10  2.5e-16  9.2e-22  1.00e+00   0.000000000e+00   2.186080410e-13   6.9e-19  0.13  \n",
+      "Optimizer terminated. Time: 0.13    \n",
       "\n",
       "Starting simulation no: 100\n",
       "Starting simulation no: 200\n",
@@ -1574,10 +1589,10 @@
     {
      "data": {
       "text/plain": [
-       "-1.1661299595289165e-5"
+       "-0.0004213444035485736"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1612,14 +1627,6 @@
     "Nsimulations = 1000\n",
     "verify_dissipativity(As, Bs, Ks, G, Q, R, γ, transitions, Ps, Nsteps, Nsimulations)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "fca82e1f-f661-4c9b-b22e-cbb0fdc63bf4",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
-- 
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