diff --git a/cryptarchia-v2/.gitignore b/cryptarchia-v2/.gitignore index 5658aab..e9b37e2 100644 --- a/cryptarchia-v2/.gitignore +++ b/cryptarchia-v2/.gitignore @@ -1,3 +1,4 @@ .venv .ipynb_checkpoints *png +chain.html diff --git a/cryptarchia-v2/cryptarchia-v2.ipynb b/cryptarchia-v2/cryptarchia-v2.ipynb index 56b288b..37c5272 100644 --- a/cryptarchia-v2/cryptarchia-v2.ipynb +++ b/cryptarchia-v2/cryptarchia-v2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "id": "ad657d5a-bd36-4329-b134-6745daff7ae9", "metadata": { "jupyter": { @@ -11,17 +11,18 @@ }, "outputs": [], "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", "from dataclasses import dataclass, replace\n", + "import collections\n", + "import os\n", + "import platform\n", + "import pulp\n", + "import random\n", + "import numpy as np\n", + "from collections import deque #, defaultdict\n", + "\n", + "import matplotlib.pyplot as plt\n", "from pyvis.network import Network\n", "from pyvis.options import Layout\n", - "import time\n", - "import collections\n", - "from collections import deque, defaultdict\n", - "import copy\n", - "import random\n", - "from functools import lru_cache\n", "from joblib import Parallel, delayed" ] }, @@ -37,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "id": "a538cf45-d551-4603-b484-dbbc3f3d0a73", "metadata": {}, "outputs": [], @@ -76,21 +77,10 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "id": "17ef82f8-968c-48b0-bee7-f2642c8b3f3e", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "blend_net = NetworkParams(\n", " broadcast_delay_mean=0.5,\n", @@ -136,31 +126,10 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "id": "38b1e549-4f83-4f37-a563-8ba724d6d845", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def weights_from_ages(\n", " ages: np.ndarray,\n", @@ -239,12 +208,12 @@ "id": "cb9828c4-7511-4bef-a125-a300fc2885b0", "metadata": {}, "source": [ - "# Cryptarchia v2.2" + "# Cryptarchia v2" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "id": "24779de7-284f-4200-9e4a-d2aa6e1b823b", "metadata": { "jupyter": { @@ -292,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "id": "055ed35f-b142-4d80-ae4a-b951381cdcd3", "metadata": { "jupyter": { @@ -321,7 +290,7 @@ " }\n", " \n", " \"\"\"\n", - " G = Network(width=1600, height=800, notebook=True, directed=True, layout=layout, cdn_resources='in_line', heading=tooltip_css)\n", + " G = Network(width=1000, height=800, notebook=True, directed=True, layout=layout, cdn_resources='in_line', heading=tooltip_css)\n", " options_str = \"\"\"\n", " {\n", " \"layout\": {\n", @@ -401,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "id": "3d4896b2-b1b6-4b6c-8519-be1f65747246", "metadata": { "jupyter": { @@ -455,7 +424,74 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, + "id": "5a615d1e-e6df-48b3-bc5d-7e3e444820d8", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [], + "source": [ + "import pulp\n", + "\n", + "def dag_with_max_refs(blocks: list, window_size: int) -> dict[int, list[int]]:\n", + " \"\"\"\n", + " Returns a dict: block_id -> list of referenced block_ids\n", + " that maximizes the total number of references under these constraints:\n", + " - References go backward in time (from later to earlier blocks)\n", + " - Reference only within `window_size`\n", + " - No transitive references (triangle closure constraint)\n", + " \"\"\"\n", + " prob = pulp.LpProblem(\"MaxRefsDAG\", pulp.LpMaximize)\n", + "\n", + " block_ids = [b.id for b in blocks]\n", + " slots = {b.id: b.slot for b in blocks}\n", + " id_set = set(block_ids)\n", + "\n", + " # Generate all valid candidate pairs (i -> j)\n", + " pairs = [\n", + " (i, j)\n", + " for i in block_ids\n", + " for j in block_ids\n", + " if slots[i] > slots[j] and (slots[i] - slots[j]) <= window_size\n", + " ]\n", + "\n", + " # Decision variables: x[i][j] = 1 if block i references block j\n", + " x = pulp.LpVariable.dicts(\"x\", pairs, cat=\"Binary\")\n", + "\n", + " # Objective: maximize total number of references\n", + " prob += pulp.lpSum(x[i, j] for (i, j) in pairs)\n", + "\n", + " # Triangle constraints: for all i, j, k:\n", + " # if i -> j and j -> k then i must NOT reference k to avoid closure\n", + " # Note that this is a good approximation, but it would allow the adversary simulation to\n", + " # sneak in some extra refs. Since that only could improve our results, this is good enough.\n", + " for i in block_ids:\n", + " for j in block_ids:\n", + " for k in block_ids:\n", + " if (i, j) in x and (j, k) in x and (i, k) in x:\n", + " prob += x[i, j] + x[j, k] + x[i, k] <= 2\n", + "\n", + " # Solve the ILP\n", + " solver = pulp.PULP_CBC_CMD(msg=False)\n", + " result = prob.solve(solver)\n", + "\n", + " if pulp.LpStatus[result] != \"Optimal\":\n", + " raise RuntimeError(\"ILP did not find an optimal solution.\")\n", + "\n", + " # Extract result\n", + " ref_graph = {i: [] for i in block_ids}\n", + " for (i, j) in pairs:\n", + " if pulp.value(x[i, j]) > 0.5:\n", + " ref_graph[i].append(j)\n", + "\n", + " return ref_graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "a90495a8-fcda-4e47-92b4-cc5ceaa9ff9c", "metadata": {}, "outputs": [], @@ -712,11 +748,16 @@ " deps = [int(dep)]\n", "\n", " refs = self.get_max_cardinality_antichain(leader, slot, window=self.params.window_size)\n", + " # print(f\"slot: {slot}, refs: {refs}\")\n", "\n", " emitted = self.emit_block(leader, slot, refs=refs, deps=deps)\n", "\n", " unreachable = self.get_unreachable_blocks(leader, slot)\n", - " unreachable = [b for b in unreachable if b != emitted]\n", + " unreachable = [\n", + " b for b in unreachable\n", + " if b != emitted and (slot - self.blocks[b].slot) >= self.params.window_size\n", + " ]\n", + "\n", " if unreachable:\n", " self.blocks[emitted].refs.append(random.choice(unreachable))\n", "\n", @@ -780,7 +821,7 @@ " )\n", " weights_by_slot[did_slot] += count\n", " return np.cumsum(weights_by_slot)\n", - "\n", + " \n", " def attack_on_block(self, target_block: Block):\n", " \"\"\"\n", " Attack on a specific block. The provided block is the closest ancestor of a honest block on which\n", @@ -797,16 +838,15 @@ " fid = target_block.id\n", " fslot = target_block.slot\n", "\n", - " # 1. Static forbidden = all descendants of fid (and fid itself)\n", + " # Static forbidden = all descendants of fid (and fid itself)\n", " forbidden = set(self.compute_descendants(fid)) | {fid}\n", "\n", - " # 2. Precompute adversarial slots after fslot\n", + " # Precompute adversarial slots after fslot\n", " adv_slots = list(np.flatnonzero(self.leaders[adv, fslot + 1 :]) + fslot + 1)\n", " if not adv_slots:\n", " return -1\n", "\n", - " # 3. Pre‐emit every adversarial block at its slot, chaining deps,\n", - " # but with empty refs for now\n", + " # Pre‐emit every adversarial block at its slot, chaining deps (optimal), empty refs for now\n", " adversarial_block_ids = []\n", " prev_bid = None\n", " for slot in adv_slots:\n", @@ -815,58 +855,39 @@ " adversarial_block_ids.append(bid)\n", " prev_bid = bid\n", "\n", - " # 4. Cache best references given a slot (forbidden is constant)\n", - " @lru_cache(maxsize=None)\n", - " def best_refs_at(slot: int, idx: int):\n", - " local_forbidden = forbidden | {adversarial_block_ids[idx]}\n", - " return tuple(\n", - " self.get_max_cardinality_antichain(\n", - " node_id=adv,\n", - " current_slot=slot,\n", - " window=self.params.window_size,\n", - " forbidden=local_forbidden,\n", - " )\n", - " )\n", + " first_adv_block = self.blocks[adversarial_block_ids[0]]\n", + " first_adv_block.refs = self.get_max_cardinality_antichain(adv, first_adv_block.slot, window=self.params.window_size)\n", + " \n", + " #for fixed_i in range(len(adversarial_block_ids) - 1, -1, -1):\n", + " for fixed_i in range(1, len(adversarial_block_ids)-1):\n", + " fixed_adv = self.blocks[adversarial_block_ids[fixed_i]]\n", + " candidate_blocks = [\n", + " self.blocks[i] \n", + " for i in self.get_all_blocks_in_window_for_node(\n", + " adv, \n", + " fixed_adv.slot, \n", + " self.params.window_size * 2\n", + " ) \n", + " if self.blocks[i].id not in forbidden\n", + " ]\n", + " best_dag = dag_with_max_refs(candidate_blocks, self.params.window_size)\n", + " fixed_adv.refs = best_dag[fixed_adv.id]\n", "\n", - " # 5. Iterative DP over adversarial slots\n", - " n = len(adv_slots)\n", - " dp_count = [0] * (n + 1)\n", - " dp_seq = [()] * (n + 1)\n", - "\n", - " # Base case: dp_count[n] = 0, dp_seq[n] = ()\n", - " for i in range(n - 1, -1, -1):\n", - " slot = adv_slots[i]\n", - " refs = list(best_refs_at(slot, i))\n", - " count_here = len(refs)\n", - "\n", - " total_with = count_here + dp_count[i + 1]\n", - " skip_count = dp_count[i + 1]\n", - "\n", - " if total_with >= skip_count:\n", - " dp_count[i] = total_with\n", - " dp_seq[i] = (i,) + dp_seq[i + 1]\n", - " else:\n", - " dp_count[i] = skip_count\n", - " dp_seq[i] = dp_seq[i + 1]\n", - "\n", - " chosen_indices = dp_seq[0] # tuple of indices into adversarial_block_ids\n", - "\n", - " # 6. Assign refs to each chosen adversarial block\n", - " for idx in chosen_indices:\n", - " bid = adversarial_block_ids[idx]\n", - " slot = self.blocks[bid].slot\n", - " refs = list(best_refs_at(slot, idx))\n", - " self.blocks[bid].refs = refs\n", - "\n", - " # 8. Post‐processing: for every adversarial block, try to add one extra reference\n", + " # Rule 2: for every adversarial block, try to add one extra reference to disconnected\n", " for i, a in reversed(list(enumerate(adversarial_block_ids))):\n", + " a_slot = self.blocks[a].slot\n", " desc_set = self.compute_descendants(a)\n", " for b in adversarial_block_ids[i + 1:]:\n", - " if b not in desc_set and not self.blocks[b].refs:\n", + " b_slot = self.blocks[b].slot\n", + " if (\n", + " b not in desc_set and\n", + " not self.blocks[b].refs and\n", + " (b_slot - a_slot) > self.params.window_size # must violate\n", + " ):\n", " self.blocks[b].refs.append(a)\n", " break\n", - " \n", - " # 9. Find the slot of the closest direct honest descendant of fid\n", + "\n", + " # Find the slot of the closest direct honest descendant of fid\n", " # This is the block with the conflict that will be replaced by the adversary\n", " ref_slot = None\n", " for b in self.blocks[target_block.id+1:]:\n", @@ -878,7 +899,7 @@ " if ref_slot is None:\n", " return -1\n", "\n", - " # 10. Compute reorg length, capping at last adversarial slot\n", + " # Compute reorg length, capping at last adversarial slot\n", " last_adv_slot = self.blocks[adversarial_block_ids[-1]].slot\n", " first_adv_bid = adversarial_block_ids[0]\n", " honest_weights = self.block_ref_weights_by_slot(fid)\n", @@ -889,14 +910,7 @@ " # perfect measure of \"reorg length\".\n", " hi_uncapped = highest_advantage_index_nonzero(honest_weights, adv_weights)\n", " hi = min(hi_uncapped, last_adv_slot)\n", - " return int(hi - ref_slot) if hi - ref_slot >= 0 else -1\n", - " \n", - " # # Compute reorg length relative to ref_slot\n", - " # first_adv_bid = adversarial_block_ids[chosen_indices[0]]\n", - " # honest_weights = self.block_ref_weights_by_slot(fid)\n", - " # adv_weights = self.adversarial_ref_weights_by_slot(first_adv_bid)\n", - " # hi = highest_advantage_index_nonzero(honest_weights, adv_weights)\n", - " # return int(hi - ref_slot) if hi >= 0 else -1" + " return int(hi - ref_slot) if hi - ref_slot >= 0 else -1" ] }, { @@ -911,7 +925,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "id": "a0123dab-cf0d-4721-81c7-bb881a27c13c", "metadata": { "scrolled": true @@ -924,11 +938,11 @@ "\n", "# sim = Sim(\n", "# params=Params(\n", - "# SLOTS=2000,\n", + "# SLOTS=200,\n", "# f=0.25,\n", "# window_size=30,\n", "# use_deps=True,\n", - "# adversary_control = 0.3,\n", + "# adversary_control = 0.4,\n", "# honest_stake = np.random.pareto(10, 1000)\n", "# ),\n", "# network=blend_net\n", @@ -945,12 +959,12 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "id": "a252486b-8c25-4d79-9dae-085a879a3112", "metadata": {}, "outputs": [], "source": [ - "# max_reorg = sim.attack_on_block(sim.blocks[303])\n", + "# max_reorg = sim.attack_on_block(sim.blocks[3])\n", "# print(\"reorg:\", max_reorg)\n", "\n", "# visualize_chain(sim)" @@ -968,7 +982,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "id": "f9d62ff7-e03a-4ef0-9521-00466019feb5", "metadata": {}, "outputs": [], @@ -991,15 +1005,16 @@ "\n", "# sim = Sim(\n", "# params=Params(\n", - "# SLOTS=2000,\n", + "# SLOTS=1000,\n", "# f=0.25,\n", "# window_size=30,\n", "# use_deps=True,\n", - "# adversary_control = 0.3,\n", + "# adversary_control = 0.4,\n", "# honest_stake = np.random.pareto(10, 1000)\n", "# ),\n", "# network=blend_net\n", "# )\n", + "\n", "# results = attack_all_blocks(sim)\n", "# print(\"(ID, reorg length) -> \", max(results.items(), key=lambda x: x[1]))" ] @@ -1007,14 +1022,16 @@ { "cell_type": "markdown", "id": "ed750bd2-c083-4768-a317-c4f8aa487cd7", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Attack all blocks (parallelized)" ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "id": "d5f0a0b9-732e-4120-a0ec-da4e867994d9", "metadata": {}, "outputs": [], @@ -1070,7 +1087,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "id": "3050fdf6-c22a-44de-b1f0-77af5b42d96d", "metadata": {}, "outputs": [], @@ -1106,7 +1123,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "id": "0953f236-7176-4787-8a21-77450835f728", "metadata": { "jupyter": { @@ -1125,6 +1142,9 @@ "):\n", " # Extract reorg lengths from (block_id, length) tuples\n", " all_reorgs = [length for _, length in attacked_results]\n", + " if not all_reorgs:\n", + " print(\"No reorgs to plot\")\n", + " return\n", " \n", " # Compute bins\n", " max_idx = max(all_reorgs)\n", @@ -1227,9 +1247,13 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "id": "35f3346b-0ffa-4aa4-8be4-237a25a0f4a8", - "metadata": {}, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "def run_multiple_attacks(\n", @@ -1282,47 +1306,18 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "id": "86554739-64cd-4a8b-9187-de5991fc9fce", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Executing run 1/1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Largest reorg length: 1826 (~60 virtual blocks of 30-seconds)\n", - "Successful attacks: 0 (0.00%)\n", - "Successful attacks list [target block, target slot, reorg length]): []\n", - "CPU times: user 18.9 s, sys: 12.2 s, total: 31.1 s\n", - "Wall time: 5min 3s\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "\n", - "ADVERSARY_STAKE = 0.45\n", + "ADVERSARY_STAKE = 0.40\n", "# Run multiple experiments\n", "attacked_results, total_blocks, sim = run_multiple_attacks(\n", " n_runs=1,\n", - " slots=15000,\n", + " slots=5000,\n", " f=0.25,\n", " window_size=30,\n", " use_deps=True,\n", @@ -1330,7 +1325,7 @@ " network=blend_net,\n", " base_seed=0,\n", " # these are honest blocks that won't be attacked and will not count in the stats, but give room for the attack.\n", - " skip_last=1000\n", + " skip_last=500\n", ")\n", "\n", "# Plot normalized histogram:\n", diff --git a/cryptarchia-v2/requirements.txt b/cryptarchia-v2/requirements.txt index e395c02..b9d44a2 100644 --- a/cryptarchia-v2/requirements.txt +++ b/cryptarchia-v2/requirements.txt @@ -1,4 +1,7 @@ +jupyterlab +ipykernel numpy matplotlib pyvis joblib +pulp