From b736acce5598443caffe6f93955b50c5d7bf8059 Mon Sep 17 00:00:00 2001 From: David Rusu Date: Mon, 19 May 2025 15:55:39 -0400 Subject: [PATCH] latest run --- cryptarchia/longest-chain-cryptarchia.ipynb | 121 +++++++++++++++++++- 1 file changed, 117 insertions(+), 4 deletions(-) diff --git a/cryptarchia/longest-chain-cryptarchia.ipynb b/cryptarchia/longest-chain-cryptarchia.ipynb index 8fd5818..8965807 100644 --- a/cryptarchia/longest-chain-cryptarchia.ipynb +++ b/cryptarchia/longest-chain-cryptarchia.ipynb @@ -930,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "8c9a369c-2d55-4c07-8bfe-9e270cfed90a", "metadata": {}, "outputs": [ @@ -1030,7 +1030,98 @@ "reorg_depth\t0.22s\n", "depth_append\t0.01s\n", "cardano parameters\n", - "simulating 1/5\n" + "simulating 1/5\n", + "leader\t7.57s\n", + "emit\t1.37s\n", + "slot\t8.94s\n", + "forkchoice\t0.34s\n", + "emit_leader_block\t0.34s\n", + "prep\t0.00s\n", + "total\t9.02s\n", + "simulating 2/5\n", + "leader\t7.56s\n", + "emit\t1.37s\n", + "slot\t8.94s\n", + "forkchoice\t0.34s\n", + "emit_leader_block\t0.35s\n", + "prep\t0.00s\n", + "total\t9.01s\n", + "simulating 3/5\n", + "leader\t7.61s\n", + "emit\t1.40s\n", + "slot\t9.01s\n", + "forkchoice\t0.35s\n", + "emit_leader_block\t0.36s\n", + "prep\t0.00s\n", + "total\t9.09s\n", + "simulating 4/5\n", + "leader\t7.56s\n", + "emit\t1.38s\n", + "slot\t8.94s\n", + "forkchoice\t0.34s\n", + "emit_leader_block\t0.36s\n", + "prep\t0.00s\n", + "total\t9.02s\n", + "simulating 5/5\n", + "leader\t7.59s\n", + "emit\t1.55s\n", + "slot\t9.14s\n", + "forkchoice\t0.50s\n", + "emit_leader_block\t0.36s\n", + "prep\t0.00s\n", + "total\t9.21s\n", + "Processing block Block(id=5000, slot=108686, height=4852, parent=np.int64(4999), leader=np.int64(974))\n", + "Processing block Block(id=10000, slot=219620, height=9710, parent=np.int64(9999), leader=np.int64(854))\n", + "Processing block Block(id=15000, slot=329489, height=14563, parent=np.int64(14999), leader=np.int64(163))\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.43s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t3.18s\n", + "reorg_depth\t0.15s\n", + "depth_append\t0.01s\n", + "Processing block Block(id=5000, slot=104636, height=4863, parent=np.int64(4999), leader=np.int64(770))\n", + "Processing block Block(id=10000, slot=212258, height=9734, parent=np.int64(9999), leader=np.int64(721))\n", + "Processing block Block(id=15000, slot=320200, height=14579, parent=np.int64(14999), leader=np.int64(744))\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.44s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t3.30s\n", + "reorg_depth\t0.15s\n", + "depth_append\t0.01s\n", + "Processing block Block(id=5000, slot=107127, height=4872, parent=np.int64(4999), leader=np.int64(813))\n", + "Processing block Block(id=10000, slot=215017, height=9730, parent=np.int64(9999), leader=np.int64(905))\n", + "Processing block Block(id=15000, slot=323288, height=14584, parent=np.int64(14999), leader=np.int64(993))\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.41s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t3.26s\n", + "reorg_depth\t0.15s\n", + "depth_append\t0.01s\n", + "Processing block Block(id=5000, slot=107410, height=4835, parent=np.int64(4999), leader=np.int64(828))\n", + "Processing block Block(id=10000, slot=215528, height=9696, parent=np.int64(9999), leader=np.int64(407))\n", + "Processing block Block(id=15000, slot=323606, height=14542, parent=np.int64(14999), leader=np.int64(748))\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.42s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t3.32s\n", + "reorg_depth\t0.15s\n", + "depth_append\t0.01s\n", + "Processing block Block(id=5000, slot=106724, height=4819, parent=np.int64(4999), leader=np.int64(951))\n", + "Processing block Block(id=10000, slot=216170, height=9688, parent=np.int64(9999), leader=np.int64(210))\n", + "Processing block Block(id=15000, slot=326646, height=14538, parent=np.int64(14999), leader=np.int64(619))\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.42s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t3.23s\n", + "reorg_depth\t0.15s\n", + "depth_append\t0.01s\n", + "CPU times: user 2min 22s, sys: 20.7 s, total: 2min 42s\n", + "Wall time: 2min 45s\n" ] } ], @@ -1085,10 +1176,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "87c8d0b8-c8d2-4c49-a9c4-2eaefd41c254", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 / 5\n", + "2 / 5\n", + "3 / 5\n", + "4 / 5\n", + "5 / 5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "k = 3000\n", "MAX=min(k, max(max(adv) for adv in advs))\n",