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Author: metab0t

_sources/benchmark.md.txt

@@ -50,11 +50,11 @@ This is the result of benchmark, where the performance of PyOptInterface exceeds
 
 | N   | Variables | PyOptInterface | linopy   | cvxpy     |
 | --- | --------- | -------------- | -------- | --------- |
-| 100 | 20000     | 0.112849       | 0.422408 | 0.373407  |
-| 200 | 80000     | 0.294830       | 1.118702 | 1.575949  |
-| 300 | 180000    | 0.710237       | 2.462809 | 4.038862  |
-| 400 | 320000    | 1.256276       | 4.535225 | 8.687895  |
-| 500 | 500000    | 2.189127       | 8.243707 | 18.941519 |
+| 100 | 20000     | 0.076867       | 0.433379 | 0.224613  |
+| 200 | 80000     | 0.356767       | 0.959883 | 0.927248  |
+| 300 | 180000    | 0.796876       | 2.080950 | 2.681649  |
+| 400 | 320000    | 1.375459       | 3.715881 | 6.174171  |
+| 500 | 500000    | 2.222600       | 6.297467 | 12.153747 |
 
 :::
 

benchmark.html

@@ -467,33 +467,33 @@ <h2>Model construction time<a class="headerlink" href="#model-construction-time"
 <tbody>
 <tr class="row-even"><td><p>100</p></td>
 <td><p>20000</p></td>
-<td><p>0.112849</p></td>
-<td><p>0.422408</p></td>
-<td><p>0.373407</p></td>
+<td><p>0.076867</p></td>
+<td><p>0.433379</p></td>
+<td><p>0.224613</p></td>
 </tr>
 <tr class="row-odd"><td><p>200</p></td>
 <td><p>80000</p></td>
-<td><p>0.294830</p></td>
-<td><p>1.118702</p></td>
-<td><p>1.575949</p></td>
+<td><p>0.356767</p></td>
+<td><p>0.959883</p></td>
+<td><p>0.927248</p></td>
 </tr>
 <tr class="row-even"><td><p>300</p></td>
 <td><p>180000</p></td>
-<td><p>0.710237</p></td>
-<td><p>2.462809</p></td>
-<td><p>4.038862</p></td>
+<td><p>0.796876</p></td>
+<td><p>2.080950</p></td>
+<td><p>2.681649</p></td>
 </tr>
 <tr class="row-odd"><td><p>400</p></td>
 <td><p>320000</p></td>
-<td><p>1.256276</p></td>
-<td><p>4.535225</p></td>
-<td><p>8.687895</p></td>
+<td><p>1.375459</p></td>
+<td><p>3.715881</p></td>
+<td><p>6.174171</p></td>
 </tr>
 <tr class="row-even"><td><p>500</p></td>
 <td><p>500000</p></td>
-<td><p>2.189127</p></td>
-<td><p>8.243707</p></td>
-<td><p>18.941519</p></td>
+<td><p>2.222600</p></td>
+<td><p>6.297467</p></td>
+<td><p>12.153747</p></td>
 </tr>
 </tbody>
 </table>

constraint.html

@@ -307,12 +307,12 @@ <h1>Constraint<a class="headerlink" href="#constraint" title="Link to this headi
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2025-06-07 17:41:05 [INFO] checks license for COPT v7.2.8 20250516
-2025-06-07 17:41:05 [WARN] no license files in current working folder: /home/runner/work/PyOptInterface/PyOptInterface/docs/source
-2025-06-07 17:41:05 [WARN] no license files in binary folder: /opt/hostedtoolcache/Python/3.12.10/x64/bin
-2025-06-07 17:41:05 [WARN] no license files in HOME folder: /home/runner/copt
-2025-06-07 17:41:05 [INFO] empty environment variable: COPT_LICENSE_DIR
-2025-06-07 17:41:05 [WARN] no license files in EV &#39;COPT_LICENSE_DIR&#39;: 
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2025-06-10 08:46:10 [INFO] checks license for COPT v7.2.8 20250516
+2025-06-10 08:46:10 [WARN] no license files in current working folder: /home/runner/work/PyOptInterface/PyOptInterface/docs/source
+2025-06-10 08:46:10 [WARN] no license files in binary folder: /opt/hostedtoolcache/Python/3.12.10/x64/bin
+2025-06-10 08:46:10 [WARN] no license files in HOME folder: /home/runner/copt
+2025-06-10 08:46:10 [INFO] empty environment variable: COPT_LICENSE_DIR
+2025-06-10 08:46:10 [WARN] no license files in EV &#39;COPT_LICENSE_DIR&#39;: 
 
 No license found. Starting COPT with size limitations for non-commercial use
 Please apply for a license from www.shanshu.ai/copt
@@ -624,7 +624,7 @@ <h2>Create constraint with comparison operator<a class="headerlink" href="#creat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pyoptinterface._src.core_ext.ConstraintIndex at 0x7f8988ffaa90&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pyoptinterface._src.core_ext.ConstraintIndex at 0x7f9d1cd6af50&gt;
 </pre></div>
 </div>
 </div>

examples/economic_dispatch.html

@@ -492,13 +492,6 @@ <h2>Change the load and solve the model again<a class="headerlink" href="#change
   Iteration        Objective     NullspaceDim
           0        15430.248                0      0.00s
         100        14091.031                3      0.01s
-        169        13740.237               10      0.01s
-Model status        : Optimal
-Simplex   iterations: 86
-QP ASM    iterations: 169
-Objective value     :  1.3740213571e+04
-P-D objective error :  1.6699127419e-06
-HiGHS run time      :          0.01
 TerminationStatusCode.OPTIMAL
 Objective value:  13740.213571429404
 [[100.         100.         100.         100.         100.
@@ -518,6 +511,15 @@ <h2>Change the load and solve the model again<a class="headerlink" href="#change
    52.85719184  53.28576347  53.7143351   54.14290673]]
 </pre></div>
 </div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>        169        13740.237               10      0.01s
+Model status        : Optimal
+Simplex   iterations: 86
+QP ASM    iterations: 169
+Objective value     :  1.3740213571e+04
+P-D objective error :  1.6699127419e-06
+HiGHS run time      :          0.01
+</pre></div>
+</div>
 </div>
 </div>
 </section>

expression.html

@@ -364,8 +364,8 @@ <h2>Efficient expression construction<a class="headerlink" href="#efficient-expr
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>CPU times: user 737 μs, sys: 0 ns, total: 737 μs
-Wall time: 741 μs
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>CPU times: user 726 μs, sys: 0 ns, total: 726 μs
+Wall time: 729 μs
 </pre></div>
 </div>
 </div>
@@ -377,8 +377,8 @@ <h2>Efficient expression construction<a class="headerlink" href="#efficient-expr
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>CPU times: user 15.3 ms, sys: 48 μs, total: 15.4 ms
-Wall time: 15.2 ms
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>CPU times: user 15.9 ms, sys: 0 ns, total: 15.9 ms
+Wall time: 15.7 ms
 </pre></div>
 </div>
 </div>

infeasibility.html

@@ -317,12 +317,12 @@ <h1>Infeasibility Analysis<a class="headerlink" href="#infeasibility-analysis" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Constraint 1 IIS: True2025-06-07 17:41:12 [INFO] checks license for COPT v7.2.8 20250516
-2025-06-07 17:41:12 [WARN] no license files in current working folder: /home/runner/work/PyOptInterface/PyOptInterface/docs/source
-2025-06-07 17:41:12 [WARN] no license files in binary folder: /opt/hostedtoolcache/Python/3.12.10/x64/bin
-2025-06-07 17:41:12 [WARN] no license files in HOME folder: /home/runner/copt
-2025-06-07 17:41:12 [INFO] empty environment variable: COPT_LICENSE_DIR
-2025-06-07 17:41:12 [WARN] no license files in EV &#39;COPT_LICENSE_DIR&#39;: 
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Constraint 1 IIS: True2025-06-10 08:46:17 [INFO] checks license for COPT v7.2.8 20250516
+2025-06-10 08:46:17 [WARN] no license files in current working folder: /home/runner/work/PyOptInterface/PyOptInterface/docs/source
+2025-06-10 08:46:17 [WARN] no license files in binary folder: /opt/hostedtoolcache/Python/3.12.10/x64/bin
+2025-06-10 08:46:17 [WARN] no license files in HOME folder: /home/runner/copt
+2025-06-10 08:46:17 [INFO] empty environment variable: COPT_LICENSE_DIR
+2025-06-10 08:46:17 [WARN] no license files in EV &#39;COPT_LICENSE_DIR&#39;: 
 
 No license found. Starting COPT with size limitations for non-commercial use
 Please apply for a license from www.shanshu.ai/copt

model.html

@@ -424,8 +424,10 @@ <h2>Inspect and customize the model<a class="headerlink" href="#inspect-and-cust
   RHS    [1e+00, 1e+00]
   Iteration        Objective     NullspaceDim
           0                1                0      0.00s
-          2       0.50000002                1      0.00s
 Objective value: 0.49999999999999994
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>          2       0.50000002                1      0.00s
 Model status        : Optimal
 QP ASM    iterations: 2
 Objective value     :  5.0000000000e-01

numpy.html

@@ -361,7 +361,6 @@ <h2>N-queen problem<a class="headerlink" href="#n-queen-problem" title="Link to
    42 rows
    64 cols (64 binary, 0 integer, 0 implied int., 0 continuous, 0 domain fixed)
    270 nonzeros
-Termination status: TerminationStatusCode.OPTIMAL
 
 Src: B =&gt; Branching; C =&gt; Central rounding; F =&gt; Feasibility pump; J =&gt; Feasibility jump;
      H =&gt; Heuristic; L =&gt; Sub-MIP; P =&gt; Empty MIP; R =&gt; Randomized rounding; Z =&gt; ZI Round;
@@ -372,7 +371,10 @@ <h2>N-queen problem<a class="headerlink" href="#n-queen-problem" title="Link to
 Src  Proc. InQueue |  Leaves   Expl. | BestBound       BestSol              Gap |   Cuts   InLp Confl. | LpIters     Time
 
  J       0       0         0 100.00%   -inf            0                  Large        0      0      0         0     0.0s
-         1       0         1 100.00%   0               0                  0.00%        0      0      0         0     0.0s
+Termination status: TerminationStatusCode.OPTIMAL
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>         1       0         1 100.00%   0               0                  0.00%        0      0      0         0     0.0s
 
 Solving report
   Status            Optimal

searchindex.js

@@ -406,7 +406,6 @@ <h1>Building Bigger Optimization Model<a class="headerlink" href="#building-bigg
 Src  Proc. InQueue |  Leaves   Expl. | BestBound       BestSol              Gap |   Cuts   InLp Confl. | LpIters     Time
 
  J       0       0         0 100.00%   -inf            0                  Large        0      0      0         0     0.0s
-Termination status: TerminationStatusCode.OPTIMAL
          1       0         1 100.00%   0               0                  0.00%        0      0      0         0     0.0s
 
 Solving report
@@ -420,7 +419,7 @@ <h1>Building Bigger Optimization Model<a class="headerlink" href="#building-bigg
                     0 (bound viol.)
                     0 (int. viol.)
                     0 (row viol.)
-  Timing            0.02 (total)
+  Timing            0.01 (total)
                     0.00 (presolve)
                     0.00 (solve)
                     0.00 (postsolve)
@@ -431,6 +430,7 @@ <h1>Building Bigger Optimization Model<a class="headerlink" href="#building-bigg
                     0 (strong br.)
                     0 (separation)
                     0 (heuristics)
+Termination status: TerminationStatusCode.OPTIMAL
 </pre></div>
 </div>
 </div>