{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wallet defaults for EIP 1559\n", "\n", "###### xxx 2020, [@barnabemonnot](https://twitter.com/barnabemonnot)\n", "###### [Robust Incentives Group](https://github.com/ethereum/rig), Ethereum Foundation\n", "\n", "---\n", "\n", "In the current, first-price auction-based paradigm, users are presented with three wallet defaults to specify their gas price bids (typically, \"slow\", \"medium\" or \"fast\"), while experienced users can set their own price with advanced settings.\n", "\n", "Since [EIP 1559 equilibrates to a market price](https://nbviewer.jupyter.org/github/barnabemonnot/abm1559/blob/master/notebooks/stationary1559.ipynb), we look into defaults that embody the price-taking behaviour of users under 1559. Their wallets presents them with a \"current transaction price\", and a simple **binary option**: transact or not.\n", "\n", "This default is likely sufficient for periods where the basefee is relatively stable, but fails to accurately represent user demand when that demand is shifting upwards, since [strategic users](https://nbviewer.jupyter.org/github/barnabemonnot/abm1559/blob/master/notebooks/strategicUser.ipynb) enter bidding wars to get ahead. In this case, a wallet could revert to the well-known UX presenting three price levels, with differentiated guarantees for inclusion and delay, which we'll call **expert mode**.\n", "\n", "Finding the correct price levels to offer as well as the criteria determining when the UI should switch from the \"price-taking\" UI to the \"shifting demand\" UI is discussed via simulations of various demand behaviours. We first import classes from our agent-based transaction market simulation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os, sys\n", "sys.path.insert(1, os.path.realpath(os.path.pardir))\n", "# You may remove the two lines above if you have installed abm1559 from pypi\n", "\n", "from abm1559.utils import constants\n", "\n", "from abm1559.txpool import TxPool\n", "\n", "from abm1559.users import User1559\n", "\n", "from abm1559.userpool import UserPool\n", "\n", "from abm1559.chain import (\n", " Chain,\n", " Block1559,\n", ")\n", "\n", "from abm1559.simulator import (\n", " spawn_poisson_heterogeneous_demand,\n", " update_basefee,\n", ")\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We introduce a new element sitting between the user and the market, a `WalletOracle` providing the user with the two UIs discussed above. The wallet features two major parameters:\n", "\n", "- A criterion deciding when to switch from the binary UI to the expert mode. The criterion takes the form of a parameterised expression:\n", "\n", "> Switch to the expert mode whenever the current basefee is $r$% above its moving average of the last $B$ blocks.\n", "\n", "- The price levels to suggest the user in expert mode. Although we settle on three price levels, mimicking the current wallets UI, it may be possible to consider two or four or any other number we think reasonable. For each price level, the wallet suggests a different gas premium, following the rule:\n", "\n", "> The gas premium $g_i$ of price level $i$ is $c_i$ times the miner minimum premium $\\delta$, so $g_i = c_i \\cdot \\delta$ with $c_i < c_j, \\, \\forall i < j$.\n", "\n", " In a later analysis, we investigate a more complex rule\n", " \n", "> The gas premium $g_i$ of price level $i$ is a function of the recorded premiums in the $B$ last blocks, $g_i = f_i(B_{t-B}, \\dots, B_{t-1})$, with $g_i < g_j, \\, \\forall i < j$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class WalletOracle:\n", " \n", " def __init__(self, sensitivity=0.05, ma_window=5):\n", " self.sensitivity = sensitivity\n", " self.ma_window = ma_window\n", " self.basefees = []\n", " self.ui_mode = \"posted\"\n", " self.expert_defaults = {\n", " key: { \"max_fee\": 0, \"gas_premium\": 0 } for key in [\"slow\", \"medium\", \"fast\"]\n", " }\n", " self.min_premium = 1 * (10 ** 9) # in wei\n", " \n", " def update_defaults(self, basefee):\n", " self.basefees = self.basefees[-(self.ma_window - 1):] + [basefee]\n", " ma_basefee = np.mean(self.basefees)\n", " \n", " if (1 + self.sensitivity) * ma_basefee >= basefee:\n", " # basefee broadly in line with or under its average value in the last blocks\n", " self.ui_mode = \"posted\"\n", " \n", " else:\n", " self.ui_mode = \"expert\"\n", " self.expert_defaults = {\n", " \"slow\": { \"max_fee\": 2*basefee, \"gas_premium\": 2*self.min_premium },\n", " \"medium\": { \"max_fee\": 3*basefee, \"gas_premium\": 3*self.min_premium },\n", " \"fast\": { \"max_fee\": 4*basefee, \"gas_premium\": 4*self.min_premium },\n", " }\n", " \n", " def get_expert_defaults(self, max_fee):\n", " return {\n", " key: {\n", " \"max_fee\": min(max_fee, value[\"max_fee\"]),\n", " \"gas_premium\": value[\"gas_premium\"],\n", " } for key, value in self.expert_defaults.items()\n", " }\n", " \n", " def get_defaults(self, speed, max_fee):\n", " if self.ui_mode == \"posted\":\n", " return (self.ui_mode, {\n", " \"max_fee\": min([max_fee, max([1.5 * self.basefees[-1], self.basefees[-1] + self.min_premium])]),\n", " \"gas_premium\": self.min_premium\n", " })\n", " else:\n", " return (self.ui_mode, self.get_expert_defaults(max_fee)[speed])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define a new `User` class who uses the wallet above to make their pricing decision. This user is an `AffineUser`, and thus experiences a cost for waiting, drawn from a some distribution. We assume that users know their quantile in this distribution. For instance, if we draw costs from a uniform distribution between 0 and 1 Gwei per gas unit, then a user with cost 0.85 knows they are in the 85% quantile.\n", "\n", "Users who care a lot about fast inclusion tend to choose the fast default. We'll assume that since users know their quantile, they can also identify whether the slow, medium, or fast default is appropriate for them. Assuming the wallet suggests three price levels, we have two numbers $0 < q_1 < q_2 < 0$ such that:\n", "\n", "- Users below quantile $q_1$ choose the slow default.\n", "- Users between quantiles $q_1$ and $q_2$ choose the medium default.\n", "- Users above quantile $q_2$ choose the fast default." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class UserWallet(User1559):\n", " \n", " def expected_time(self, params):\n", " return 0\n", " \n", " def decide_parameters(self, env):\n", " wallet = env[\"wallet\"]\n", " \n", " if self.cost_per_unit <= env[\"cost_quantiles\"][0]:\n", " speed = \"slow\"\n", " elif self.cost_per_unit <= env[\"cost_quantiles\"][1]:\n", " speed = \"medium\"\n", " else:\n", " speed = \"fast\"\n", " \n", " defaults = wallet.get_defaults(speed, self.value)[1]\n", " \n", " return {\n", " **defaults,\n", " \"start_block\": self.wakeup_block,\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The usual simulation loop..." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def simulate(demand_scenario, shares_scenario):\n", " # Instantiate a couple of things\n", " txpool = TxPool()\n", " basefee = constants[\"INITIAL_BASEFEE\"]\n", " chain = Chain()\n", " metrics = []\n", " user_pool = UserPool()\n", " wallet = WalletOracle()\n", "\n", " for t in range(len(demand_scenario)):\n", " \n", " # Update oracle\n", " wallet.update_defaults(basefee)\n", " \n", " # We return some demand which on expectation yields demand_scenario[t] new users per round\n", " users = spawn_poisson_heterogeneous_demand(t, demand_scenario[t], shares_scenario[t])\n", " cost_quantiles = np.quantile([u.cost_per_unit for u in users], q = [0.4, 0.75, 0.95])\n", " \n", " # `params` are the \"environment\" of the simulation\n", " env = {\n", " \"basefee\": basefee,\n", " \"current_block\": t,\n", " \"wallet\": wallet,\n", " \"cost_quantiles\": cost_quantiles,\n", " }\n", " \n", " # Add users to the pool and check who wants to transact\n", " # We query each new user with the current basefee value\n", " # Users either return a transaction or None if they prefer to balk\n", " decided_txs = user_pool.decide_transactions(users, env)\n", "\n", " # New transactions are added to the transaction pool\n", " txpool.add_txs(decided_txs)\n", "\n", " # The best valid transactions are taken out of the pool for inclusion\n", " selected_txs = txpool.select_transactions(env)\n", " txpool.remove_txs([tx.tx_hash for tx in selected_txs])\n", "\n", " # We create a block with these transactions\n", " block = Block1559(txs = selected_txs, parent_hash = chain.current_head, height = t, basefee = basefee)\n", " \n", " # The block is added to the chain\n", " chain.add_block(block)\n", "\n", " row_metrics = {\n", " \"block\": t,\n", " \"basefee\": basefee / (10 ** 9),\n", " \"ui_mode\": wallet.ui_mode,\n", " \"users\": len(users),\n", " \"decided_txs\": len(decided_txs),\n", " \"included_txs\": len(selected_txs),\n", " \"blk_min_premium\": block.min_premium() / (10 ** 9), # to Gwei\n", " \"blk_avg_gas_price\": block.average_gas_price(),\n", " \"blk_avg_tip\": block.average_tip(),\n", " \"pool_length\": txpool.pool_length,\n", " }\n", " metrics.append(row_metrics)\n", "\n", " # Finally, basefee is updated and a new round starts\n", " basefee = update_basefee(block, basefee)\n", "\n", " return (pd.DataFrame(metrics), user_pool, chain)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "blocks = 100\n", "demand_scenario = [2500 for i in range(blocks)]\n", "\n", "shares_scenario = [{\n", " UserWallet: 1\n", "} for i in range(blocks)]\n", "\n", "(df, user_pool, chain) = simulate(demand_scenario, shares_scenario)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see the `ui_mode` switching to `expert` mode from block 1 onwards, picking up a demand shift important enough to allow users to choose their price level.\n", "\n", "By block 25, when the basefee stabilises, the UI switches back to the `posted` price binary option." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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blockbasefeeui_modeusersdecided_txsincluded_txsblk_min_premiumblk_avg_gas_priceblk_avg_tippool_length
001.000000posted239121289521.02.0000001.0000001176
111.124900expert254621479523.03.9584192.8335192371
221.265400expert260721659523.04.4647883.1993883584
331.423448expert256020349523.04.8541643.4307164666
441.601237expert250419659523.05.0634223.4621855679
551.801232expert248719159523.05.2592153.4579836642
662.026206expert251318689523.05.4957433.4695387558
772.279279expert250618559523.05.7225563.4432778461
882.563961expert260219179523.06.0145913.4506309426
992.884199expert245917429523.06.3169723.43277310216
10103.244436expert254217689523.06.6646043.42016811032
11113.649666expert248016529523.07.0561783.40651311732
12124.105509expert251816459523.07.5141223.40861312425
13134.618287expert247415689523.08.0079933.38970613041
14145.195111expert249314629523.08.5648593.36974813551
15155.843980expert252014349523.09.1843173.34033614033
16166.573894expert248613219523.09.9026753.32878214402
17177.394973expert246012029522.010.4171123.02213914652
18188.318605expert246711119522.011.2408742.92226914811
19199.357599expert25269999522.012.1202042.76260514858
202010.526363expert25548419522.013.1881282.66176514747
212111.841106expert25026759522.014.3736692.53256314470
222213.320060expert26295038642.015.4847462.16468714109
232314.676042expert24942962962.017.2469882.57094614109
242413.981865expert25254104102.016.6038162.62195114109
252513.738930posted25246296291.014.7389301.00000014109
262614.290033posted24795695691.015.2900331.00000014109
272714.638174posted24485575571.015.6381741.00000014109
282814.948686posted25625425421.015.9486861.00000014109
292915.206925posted24234884881.016.2069251.00000014109
303015.254066posted24594584581.016.2540661.00000014109
\n", "
" ], "text/plain": [ " block basefee ui_mode users decided_txs included_txs \\\n", "0 0 1.000000 posted 2391 2128 952 \n", "1 1 1.124900 expert 2546 2147 952 \n", "2 2 1.265400 expert 2607 2165 952 \n", "3 3 1.423448 expert 2560 2034 952 \n", "4 4 1.601237 expert 2504 1965 952 \n", "5 5 1.801232 expert 2487 1915 952 \n", "6 6 2.026206 expert 2513 1868 952 \n", "7 7 2.279279 expert 2506 1855 952 \n", "8 8 2.563961 expert 2602 1917 952 \n", "9 9 2.884199 expert 2459 1742 952 \n", "10 10 3.244436 expert 2542 1768 952 \n", "11 11 3.649666 expert 2480 1652 952 \n", "12 12 4.105509 expert 2518 1645 952 \n", "13 13 4.618287 expert 2474 1568 952 \n", "14 14 5.195111 expert 2493 1462 952 \n", "15 15 5.843980 expert 2520 1434 952 \n", "16 16 6.573894 expert 2486 1321 952 \n", "17 17 7.394973 expert 2460 1202 952 \n", "18 18 8.318605 expert 2467 1111 952 \n", "19 19 9.357599 expert 2526 999 952 \n", "20 20 10.526363 expert 2554 841 952 \n", "21 21 11.841106 expert 2502 675 952 \n", "22 22 13.320060 expert 2629 503 864 \n", "23 23 14.676042 expert 2494 296 296 \n", "24 24 13.981865 expert 2525 410 410 \n", "25 25 13.738930 posted 2524 629 629 \n", "26 26 14.290033 posted 2479 569 569 \n", "27 27 14.638174 posted 2448 557 557 \n", "28 28 14.948686 posted 2562 542 542 \n", "29 29 15.206925 posted 2423 488 488 \n", "30 30 15.254066 posted 2459 458 458 \n", "\n", " blk_min_premium blk_avg_gas_price blk_avg_tip pool_length \n", "0 1.0 2.000000 1.000000 1176 \n", "1 3.0 3.958419 2.833519 2371 \n", "2 3.0 4.464788 3.199388 3584 \n", "3 3.0 4.854164 3.430716 4666 \n", "4 3.0 5.063422 3.462185 5679 \n", "5 3.0 5.259215 3.457983 6642 \n", "6 3.0 5.495743 3.469538 7558 \n", "7 3.0 5.722556 3.443277 8461 \n", "8 3.0 6.014591 3.450630 9426 \n", "9 3.0 6.316972 3.432773 10216 \n", "10 3.0 6.664604 3.420168 11032 \n", "11 3.0 7.056178 3.406513 11732 \n", "12 3.0 7.514122 3.408613 12425 \n", "13 3.0 8.007993 3.389706 13041 \n", "14 3.0 8.564859 3.369748 13551 \n", "15 3.0 9.184317 3.340336 14033 \n", "16 3.0 9.902675 3.328782 14402 \n", "17 2.0 10.417112 3.022139 14652 \n", "18 2.0 11.240874 2.922269 14811 \n", "19 2.0 12.120204 2.762605 14858 \n", "20 2.0 13.188128 2.661765 14747 \n", "21 2.0 14.373669 2.532563 14470 \n", "22 2.0 15.484746 2.164687 14109 \n", "23 2.0 17.246988 2.570946 14109 \n", "24 2.0 16.603816 2.621951 14109 \n", "25 1.0 14.738930 1.000000 14109 \n", "26 1.0 15.290033 1.000000 14109 \n", "27 1.0 15.638174 1.000000 14109 \n", "28 1.0 15.948686 1.000000 14109 \n", "29 1.0 16.206925 1.000000 14109 \n", "30 1.0 16.254066 1.000000 14109 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[(df.block <= 30)]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(\"block\", [\"basefee\", \"blk_avg_tip\"])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Obtain the pool of users (all users spawned by the simulation)\n", "user_pool_df = user_pool.export().rename(columns={ \"pub_key\": \"sender\" })\n", "\n", "# Export the trace of the chain, all transactions included in blocks\n", "chain_df = chain.export()\n", "\n", "# Join the two to associate transactions with their senders\n", "user_txs_df = chain_df.join(user_pool_df.set_index(\"sender\"), on=\"sender\")" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "bins = 20\n", "user_txs_df[\"user_sw\"] = user_txs_df.apply(\n", " lambda row: row.value - (row.block_height - row.start_block) * row.cost_per_unit - (row.basefee + row.tip / (10 ** 9)),\n", " axis=1\n", ")\n", "user_txs_df[\"value_bin\"] = pd.cut(user_txs_df[\"value\"], bins=np.linspace(0, 20, bins+1))\n", "user_txs_df[\"cost_bin\"] = pd.cut(user_txs_df[\"cost_per_unit\"], bins=np.linspace(0, 1, bins+1))\n", "grouped = user_txs_df.groupby([\"block_height\", \"value_bin\", \"cost_bin\"]).mean().reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't remember exactly what I wanted to plot here... WIP!" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.heatmap(grouped[grouped.block_height == 2].pivot(\"value_bin\", \"cost_bin\", \"user_sw\"))\n", "ax.invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def draw_heatmap(*args, **kwargs):\n", " data = kwargs.pop('data')\n", " d = data.pivot(index=args[0], columns=args[1], values=args[2])\n", " ax = sns.heatmap(d, **kwargs, vmin=0, vmax=20, cmap=\"OrRd\", center=5)\n", " ax.invert_yaxis()\n", "\n", "grid_size = 6\n", "fg = sns.FacetGrid(grouped[grouped.block_height < grid_size ** 2], col='block_height', col_wrap = grid_size)\n", "fg.map_dataframe(draw_heatmap, 'value_bin', 'cost_bin', 'user_sw')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }