diff --git a/examples/morpho_blue.ipynb b/examples/morpho_blue.ipynb new file mode 100644 index 00000000..70b79c38 --- /dev/null +++ b/examples/morpho_blue.ipynb @@ -0,0 +1,1022 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cryo\n", + "import polars as pl\n", + "import json" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Constants" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "CREATION_MARKET_SIG_HASH = \"0xac4b2400f169220b0c0afdde7a0b32e775ba727ea1cb30b35f935cdaab8683ac\"\n", + "ACCRUE_INTEREST_SIG_HASH = \"0x9d9bd501d0657d7dfe415f779a620a62b78bc508ddc0891fbbd8b7ac0f8fce87\"\n", + "BORROW_SIG_HASH = \"0x570954540bed6b1304a87dfe815a5eda4a648f7097a16240dcd85c9b5fd42a43\"\n", + "REPAY_SIG_HASH = \"0x52acb05cebbd3cd39715469f22afbf5a17496295ef3bc9bb5944056c63ccaa09\"\n", + "SUPPLY_COLLATERAL_SIG_HASH = \"0xa3b9472a1399e17e123f3c2e6586c23e504184d504de59cdaa2b375e880c6184\"\n", + "WITHDRAW_COLLATERAL_SIG_HASH = \"0xe80ebd7cc9223d7382aab2e0d1d6155c65651f83d53c8b9b06901d167e321142\"\n", + "SUPPLY_SIG_HASH = \"0xedf8870433c83823eb071d3df1caa8d008f12f6440918c20d75a3602cda30fe0\"\n", + "WITHDRAW_SIG_HASH = \"0xa56fc0ad5702ec05ce63666221f796fb62437c32db1aa1aa075fc6484cf58fbf\"\n", + "LIQUIDATE_SIG_HASH = \"0xa4946ede45d0c6f06a0f5ce92c9ad3b4751452d2fe0e25010783bcab57a67e41\"\n", + "\n", + "# Id is an alias for bytes32\n", + "# MarketParams is a struct with the following fields:\n", + "# - address loanToken\n", + "# - address collateralToken\n", + "# - address oracle\n", + "# - address irm\n", + "CREATION_MARKET_SIG = \"event CreateMarket(Id indexed id, MarketParams marketParams)\".replace('Id', \"bytes32\")\\\n", + " .replace('MarketParams marketParams', 'address loanToken, address collateralToken, address oracle, address irm, uint256 lltv)')\n", + "SUPPLY_SIG = \"event Supply(Id indexed id, address indexed caller, address indexed onBehalf, uint256 assets, uint256 shares)\".replace('Id', \"bytes32\")\n", + "WITHDRAW_SIG = \"event Withdraw(Id indexed id,address caller,address indexed onBehalf,address indexed receiver,uint256 assets,uint256 shares);\".replace('Id', \"bytes32\")\n", + "BORROW_SIG = \"event Borrow(Id indexed id, address caller, address indexed onBehalf, address indexed receiver, uint256 assets, uint256 shares)\".replace('Id', \"bytes32\")\n", + "REPAY_SIG = \"event Repay(Id indexed id, address indexed caller, address indexed onBehalf, uint256 assets, uint256 shares)\".replace('Id', \"bytes32\")\n", + "SUPPLY_COLLATERAL_SIG = \"event SupplyCollateral(Id indexed id, address indexed caller, address indexed onBehalf, uint256 assets)\".replace('Id', \"bytes32\")\n", + "WITHDRAW_COLLATERAL_SIG = \"event WithdrawCollateral(Id indexed id, address caller, address indexed onBehalf, address indexed receiver, uint256 assets)\".replace('Id', \"bytes32\")\n", + "LIQUIDATE_SIG = \"event Liquidate(Id indexed id,address indexed caller,address indexed borrower,uint256 repaidAssets,uint256 repaidShares,uint256 seizedAssets,uint256 badDebtAssets,uint256 badDebtShares);\".replace('Id', \"bytes32\")\n", + "ACCRUE_INTEREST_SIG = \"event AccrueInterest(Id indexed id, uint256 prevBorrowRate, uint256 interest, uint256 feeShares);\".replace('Id', \"bytes32\")\n", + "\n", + "BLUE_CONTRACT_ADDRESS = \"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb\"\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Utils" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "def convert_to_type(data, type, data_offset = 0):\n", + " ''' Convert raw data to a specific type\n", + " data: the raw data (bytes)\n", + " type: the type of the data\n", + " data_offset: the offset of the data in the raw data'''\n", + "\n", + " if type == 'string':\n", + " offset = int(data[data_offset+12: data_offset + 32].hex(), 16)\n", + " length = int(data[offset:offset + 32].hex(), 16)\n", + " return data[offset + 32: offset + 32 + length].decode('utf-8')\n", + " elif '[]' in type:\n", + " # TODO\n", + " raise ValueError(\"Array not implemented yet\")\n", + " elif len(type) > 4 and type[:4] == 'uint':\n", + " return float(int(data[data_offset+22: data_offset+32].hex(), 16))\n", + " elif type == 'address':\n", + " return '0x' + data[12+data_offset:32+data_offset].hex()\n", + " elif type == 'bool':\n", + " return int(data[data_offset: 32 + data_offset].hex(), 16) > 0\n", + " elif len(type) > 5 and type[:5] == 'bytes':\n", + " bytes_left = 32 - int(type[5:])\n", + " return '0x' + data[data_offset+bytes_left: data_offset+32].hex()\n", + " else:\n", + " raise ValueError(\"Type not handled yet\")\n", + " \n", + "def parse_raw_events(raw_events: pl.DataFrame, signature: str) -> pl.DataFrame:\n", + " '''\n", + " Parse raw events from a DataFrame, this dataframe should contain the following columns:\n", + " - topic0 to topic3: the topics of the event\n", + " - data: the data of the event\n", + " The signature is used to determine the type of the event, it should look like this:\n", + " \"EventName(uint256 indexed arg1, uint256 indexed arg2, T arg3, ...)\"\n", + "\n", + " The function works with basic types (string, uint, address, bool, bytes) but not yet (TODO) with arrays or structs.\n", + " '''\n", + " \n", + " # Parse the signature\n", + " first_parenthesis = signature.find('(')\n", + " last_parenthesis = signature.rfind(')')\n", + "\n", + " print(f'Parsing Event name: {signature[:first_parenthesis]}')\n", + "\n", + " types_str = signature[first_parenthesis + 1:last_parenthesis]\n", + " types = types_str.split(',')\n", + " indexed_types, data_types = [], []\n", + "\n", + " for t in types:\n", + " parts = t.strip().split(' ')\n", + " if 'indexed' in parts:\n", + " indexed_types.append((parts[0], parts[-1]))\n", + " else:\n", + " data_types.append((parts[0], parts[-1]))\n", + "\n", + " # Create one DataFrame for each data variable\n", + " # TODO: optimize this\n", + " dfs = []\n", + " for index, (type, name) in enumerate(data_types):\n", + " data_events_cur_df = raw_events.select([\n", + " pl.col(\"data\").map_elements(lambda x: convert_to_type(x, type, 32*index)).alias(name)\n", + " ] + [pl.col(\"block_number\"), pl.col(\"transaction_index\", \"log_index\")])\n", + " dfs.append(data_events_cur_df)\n", + " \n", + " # Create the DataFrame for the indexed variables\n", + " indexed_events_df = raw_events.select([\n", + " pl.col(f\"topic{1+index}\").map_elements(lambda x: convert_to_type(x, type)).alias(name)\n", + " for index, (type, name) in enumerate(indexed_types)\n", + " ] + [pl.col(\"block_number\"), pl.col(\"transaction_index\", \"log_index\")])\n", + "\n", + " print(f'Indexed types: {indexed_types}')\n", + " print(f'Data types: {data_types}')\n", + "\n", + " # Join all the DataFrames \n", + " res_df = indexed_events_df\n", + " for df in dfs:\n", + " res_df = res_df.join(df, on=[\"block_number\", \"transaction_index\", \"log_index\"], how=\"inner\")\n", + "\n", + " return res_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Blue market creation\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "shape: (5, 7)\n", + "┌────────────────┬──────────────┬───────────────┬───────────┬───────────────┬──────────┬───────────┐\n", + "│ id ┆ block_number ┆ transaction_i ┆ log_index ┆ prevBorrowRat ┆ interest ┆ feeShares │\n", + "│ --- ┆ --- ┆ ndex ┆ --- ┆ e ┆ --- ┆ --- │\n", + "│ str ┆ u32 ┆ --- ┆ u32 ┆ --- ┆ f64 ┆ f64 │\n", + "│ ┆ ┆ u32 ┆ ┆ f64 ┆ ┆ │\n", + "╞════════════════╪══════════════╪═══════════════╪═══════════╪═══════════════╪══════════╪═══════════╡\n", + "│ 0xb323495f7e41 ┆ 18926166 ┆ 104 ┆ 207 ┆ 3.16327097e8 ┆ 0.0 ┆ 0.0 │\n", + "│ 48be5643a4ea4a ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 8221… ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 0xb323495f7e41 ┆ 18926262 ┆ 121 ┆ 189 ┆ 3.15263237e8 ┆ 0.0 ┆ 0.0 │\n", + "│ 48be5643a4ea4a ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 8221… ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 0xb323495f7e41 ┆ 18940531 ┆ 93 ┆ 258 ┆ 3.73405563e8 ┆ 646.0 ┆ 0.0 │\n", + "│ 48be5643a4ea4a ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 8221… ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 0xc54d7acf14de ┆ 18941243 ┆ 38 ┆ 104 ┆ 2.60458612e8 ┆ 0.0 ┆ 0.0 │\n", + "│ 29e0e5527cabd7 ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ a576… ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ 0xc54d7acf14de ┆ 18941407 ┆ 66 ┆ 103 ┆ 2.08321558e8 ┆ 0.0 ┆ 0.0 │\n", + "│ 29e0e5527cabd7 ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ a576… ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "└────────────────┴──────────────┴───────────────┴───────────┴───────────────┴──────────┴───────────┘" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "params = {\n", + " \"datatype\": \"events\",\n", + " \"blocks\": [\"18.9M:\"],\n", + " \"inner_request_size\": 10000,\n", + " \"contract\": [BLUE_CONTRACT_ADDRESS],\n", + " \"topic0\": [ACCRUE_INTEREST_SIG_HASH]\n", + "}\n", + "\n", + "blue_interest_raw = cryo.collect(\n", + " **params\n", + ")\n", + "\n", + "blue_interest = parse_raw_events(blue_interest_raw, ACCRUE_INTEREST_SIG)\n", + "\n", + "blue_interest.head(5)" + ] + } + ], + "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": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}