From 8255943f24099160a46d6b1f1c123810c136e30d Mon Sep 17 00:00:00 2001 From: meandmytram Date: Thu, 31 Oct 2024 15:01:26 -0400 Subject: [PATCH] fix typo --- docs/source/quantum_surface.ipynb | 41 +++++++++++++++---------------- 1 file changed, 20 insertions(+), 21 deletions(-) diff --git a/docs/source/quantum_surface.ipynb b/docs/source/quantum_surface.ipynb index 367cd26b..0bc40ba5 100644 --- a/docs/source/quantum_surface.ipynb +++ b/docs/source/quantum_surface.ipynb @@ -353,10 +353,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:00<00:00, 148.59it/s]\n", - "100%|██████████| 1/1 [00:00<00:00, 55.13it/s]\n", - "100%|██████████| 6/6 [00:00<00:00, 68.00it/s]\n", - "100%|██████████| 6/6 [00:52<00:00, 8.79s/it]\n" + "100%|██████████| 1/1 [00:00<00:00, 173.31it/s]\n", + "100%|██████████| 1/1 [00:00<00:00, 115.54it/s]\n", + "100%|██████████| 6/6 [00:00<00:00, 55.48it/s]\n", + "100%|██████████| 6/6 [00:55<00:00, 9.23s/it]\n" ] } ], @@ -485,7 +485,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [01:36<00:00, 8.75s/it]\n" + "100%|██████████| 11/11 [01:29<00:00, 8.12s/it]\n" ] } ], @@ -510,7 +510,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -546,7 +546,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.88597714 0.05528634 0.05528675 0.00344977]\n" + "[0.88597731 0.05528637 0.05528637 0.00344996]\n" ] } ], @@ -574,7 +574,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [02:32<00:00, 13.91s/it]\n" + "100%|██████████| 11/11 [02:06<00:00, 11.49s/it]\n" ] } ], @@ -708,7 +708,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 39/39 [03:17<00:00, 5.07s/it]\n" + "100%|██████████| 39/39 [03:06<00:00, 4.77s/it]\n" ] } ], @@ -729,7 +729,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 99/99 [24:30<00:00, 14.85s/it]\n" + "100%|██████████| 99/99 [25:09<00:00, 15.25s/it]\n" ] } ], @@ -786,7 +786,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -910,7 +910,6 @@ "YIIIIIIZIIIII\n", "YIIIIIIYIIIII\n", "YIIIIIIIXIIII\n", - "YIIIIIIIYIIII\n", "YIIIIIIIIXIII\n", "YIIIIIIIIIXII\n", "YIIIIIIIIIIXI\n" @@ -946,7 +945,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -991,7 +990,7 @@ "surface_code = qc.hypergraph_product(rep_code, rep_code)\n", "\n", "mpo_matrix_full_unoptimised = plot_parity_check_mpo(\n", - " surface_code, optimise_order=False, return_matrix=True, plot_type=\"X\"\n", + " surface_code, optimise_order=False, return_matrix=True, plot_type=\"both\"\n", ")\n", "\n", "mpo_matrix_xpart = plot_parity_check_mpo(\n", @@ -1023,7 +1022,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [1:07:20<00:00, 367.31s/it]\n" + "100%|██████████| 11/11 [1:06:57<00:00, 365.21s/it]\n" ] }, { @@ -1037,7 +1036,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [22:24<00:00, 122.24s/it]\n" + "100%|██████████| 11/11 [21:35<00:00, 117.79s/it]\n" ] }, { @@ -1051,7 +1050,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [07:02<00:00, 38.41s/it]\n" + "100%|██████████| 11/11 [06:08<00:00, 33.48s/it]\n" ] }, { @@ -1065,7 +1064,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [01:50<00:00, 10.05s/it]\n" + "100%|██████████| 11/11 [01:49<00:00, 9.95s/it]\n" ] }, { @@ -1079,7 +1078,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11/11 [01:20<00:00, 7.30s/it]\n" + "100%|██████████| 11/11 [01:21<00:00, 7.36s/it]\n" ] }, { @@ -1093,7 +1092,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 27%|██▋ | 3/11 [00:16<00:45, 5.73s/it]/Users/aleksandrberezutskii/mdopt/mdopt/mps/canonical.py:274: RuntimeWarning: invalid value encountered in divide\n", + " 27%|██▋ | 3/11 [00:16<00:46, 5.79s/it]/Users/aleksandrberezutskii/mdopt/mdopt/mps/canonical.py:274: RuntimeWarning: invalid value encountered in divide\n", " dense /= np.linalg.norm(dense, ord=norm)\n", "100%|██████████| 11/11 [01:10<00:00, 6.41s/it]\n" ] @@ -1178,7 +1177,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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