From f5c677a79dc127d0116a0fc56bdc7bfe52574e07 Mon Sep 17 00:00:00 2001 From: Henry Zou Date: Tue, 27 Feb 2024 16:36:04 -0500 Subject: [PATCH] Updated notebooks --- .../results/analyze_averages.ipynb | 126 ------------------ .../results/analyze_comparison.ipynb | 51 ------- 2 files changed, 177 deletions(-) diff --git a/workspace_experiments/results/analyze_averages.ipynb b/workspace_experiments/results/analyze_averages.ipynb index 6804420944e6..88296d772551 100644 --- a/workspace_experiments/results/analyze_averages.ipynb +++ b/workspace_experiments/results/analyze_averages.ipynb @@ -329,132 +329,6 @@ "display(plot_graph(results_df))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Red queen All" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "None" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "directory_path = 'red_queen_all/'\n", - "results_df = get_df(directory_path)\n", - "# look over results as a table, by the metric\n", - "display(results_df.pivot(index='File', columns='Metric', values='Average'))\n", - "display(plot_graph(results_df))" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/workspace_experiments/results/analyze_comparison.ipynb b/workspace_experiments/results/analyze_comparison.ipynb index 44d3c3c089a5..95b49edd6259 100644 --- a/workspace_experiments/results/analyze_comparison.ipynb +++ b/workspace_experiments/results/analyze_comparison.ipynb @@ -170,57 +170,6 @@ "compare_datasets(filename1, filename2, metric, x_label, y_label, title, label)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparing Sabre vs Sabre Depth (red_queen_all)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "circuit_name = \"red_queen_all\"\n", - "\n", - "file1 = \"sabre_v0_20_\"\n", - "file2 = \"sabre_v0_20_depth\"\n", - "filename1 = f'{circuit_name}/{file1}.csv'\n", - "filename2 = f'{circuit_name}/{file2}.csv'\n", - "metric = 'depth'\n", - "x_label = file2\n", - "y_label = file1\n", - "title = f'Compilation Output Depth for {circuit_name}'\n", - "label = 'Number of Qubits'\n", - "compare_datasets(filename1, filename2, metric, x_label, y_label, title, label)\n", - "metric = 'cx gates'\n", - "title = f'Compilation Output CX Gate Count for {circuit_name}'\n", - "compare_datasets(filename1, filename2, metric, x_label, y_label, title, label)" - ] - }, { "cell_type": "code", "execution_count": null,