diff --git a/main.py b/main.py index 63c0008f..e64794a6 100644 --- a/main.py +++ b/main.py @@ -1,10 +1,9 @@ from decimal import Decimal import typer -from prediction_market_agent_tooling.markets.markets import ( - MarketType, - get_binary_markets, -) +from prediction_market_agent_tooling.markets.agent_market import SortBy +from prediction_market_agent_tooling.markets.markets import MARKET_TYPE_MAP, MarketType +from prediction_market_agent_tooling.tools.utils import check_not_none import prediction_market_agent as pma from prediction_market_agent.agents.all_agents import AgentType, get_agent @@ -19,7 +18,8 @@ def main( Picks one market and answers it, optionally placing a bet. 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+content-hash = "eff920cc3ab56424cc12c209b31f6bf93102770186b5e7c4c5c3aad467c0225e" diff --git a/prediction_market_agent/agents/autogen_agent.py b/prediction_market_agent/agents/autogen_agent.py index 6dc66270..5d61d386 100644 --- a/prediction_market_agent/agents/autogen_agent.py +++ b/prediction_market_agent/agents/autogen_agent.py @@ -18,7 +18,7 @@ def get_base_llm_config(self) -> dict[str, t.Any]: "config_list": [ { "model": "gpt-4", - "api_key": keys.openai_api_key, + "api_key": keys.openai_api_key.get_secret_value(), } ], "temperature": 0, diff --git a/prediction_market_agent/agents/langchain_agent.py b/prediction_market_agent/agents/langchain_agent.py index 997cca27..93bc7705 100644 --- a/prediction_market_agent/agents/langchain_agent.py +++ b/prediction_market_agent/agents/langchain_agent.py @@ -12,12 +12,18 @@ class LangChainAgent(AbstractAgent): def __init__(self, llm: Optional[BaseLLM] = None) -> None: keys = utils.APIKeys() - llm = OpenAI(openai_api_key=keys.openai_api_key) if not llm else llm + llm = ( + OpenAI(openai_api_key=keys.openai_api_key.get_secret_value()) + if not llm + else llm + ) # Can use pre-defined search tool # TODO: Tavily tool could give better results # https://docs.tavily.com/docs/tavily-api/langchain tools = load_tools( - ["serpapi", "llm-math"], llm=llm, serpapi_api_key=keys.serp_api_key + ["serpapi", "llm-math"], + llm=llm, + serpapi_api_key=keys.serp_api_key.get_secret_value(), ) self._agent = initialize_agent( tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True diff --git a/prediction_market_agent/tools/betting_strategies.py b/prediction_market_agent/tools/betting_strategies.py deleted file mode 100644 index 613ab360..00000000 --- a/prediction_market_agent/tools/betting_strategies.py +++ /dev/null @@ -1,231 +0,0 @@ -import typing as t -from decimal import Decimal -from functools import reduce - -import numpy as np -from prediction_market_agent_tooling.gtypes import Probability, wei_type, xDai -from prediction_market_agent_tooling.markets.data_models import BetAmount, Currency -from prediction_market_agent_tooling.markets.markets import MarketType -from prediction_market_agent_tooling.markets.omen.data_models import OmenMarket -from prediction_market_agent_tooling.markets.omen.omen import ( - OmenAgentMarket, - omen_calculate_buy_amount, -) -from prediction_market_agent_tooling.tools.gnosis_rpc import GNOSIS_RPC_URL -from prediction_market_agent_tooling.tools.utils import check_not_none -from prediction_market_agent_tooling.tools.web3_utils import ( - ONE_XDAI, - wei_to_xdai, - xdai_to_wei, -) -from web3 import Web3 - -OutcomeIndex = t.Literal[0, 1] - - -def get_tiny_bet(market_type: MarketType) -> BetAmount: - if market_type == MarketType.OMEN: - return BetAmount(amount=Decimal(0.00001), currency=Currency.xDai) - elif market_type == MarketType.MANIFOLD: - return BetAmount(amount=Decimal(1), currency=Currency.Mana) - else: - raise ValueError(f"Unknown market type: {market_type}") - - -def get_market_moving_bet( - market: OmenMarket, - target_p_yes: Probability, - max_iters: int = 100, - check_vs_contract: bool = False, # Disable by default, as it's slow - verbose: bool = False, -) -> t.Tuple[xDai, OutcomeIndex]: - """ - Implements a binary search to determine the bet that will move the market's - `p_yes` to that of the target. - - Consider a binary fixed-product market containing `x` and `y` tokens. - A trader wishes to aquire `x` tokens by betting an amount `d0`. - - The calculation to determine the number of `x` tokens he acquires, denoted - by `dx`, is: - - a_x * a_y = fixed_product - na_x = a_x + d0 - na_y = a_y + d0 - na_x * na_y = new_product - (na_x - dx) * na_y = fixed_product - (na_x * na_y) - (dx * na_y) = fixed_product - new_product - fixed_product = dx * na_y - dx = (new_product - fixed_product) / na_y - """ - market_agent = OmenAgentMarket.from_data_model(market) - amounts = market.outcomeTokenAmounts - prices = check_not_none( - market.outcomeTokenProbabilities, "No probabilities, is marked closed?" - ) - if len(amounts) != 2 or len(prices) != 2: - raise ValueError("Only binary markets are supported.") - - fixed_product = reduce(lambda x, y: x * y, amounts, 1) - assert np.isclose(float(sum(prices)), 1) - - # For FPMMs, the probability is equal to the marginal price - current_p_yes = Probability(prices[0]) - bet_outcome_index: OutcomeIndex = 0 if target_p_yes > current_p_yes else 1 - - min_bet_amount = 0 - max_bet_amount = 100 * sum(amounts) # TODO set a better upper bound - - # Binary search for the optimal bet amount - for _ in range(max_iters): - bet_amount = (min_bet_amount + max_bet_amount) // 2 - bet_amount_ = ( - bet_amount - * ( - xdai_to_wei(ONE_XDAI) - - check_not_none(market.fee, "No fee for the market.") - ) - / xdai_to_wei(ONE_XDAI) - ) - - # Initial new amounts are old amounts + equal new amounts for each outcome - amounts_diff = bet_amount_ - new_amounts = [amounts[i] + amounts_diff for i in range(len(amounts))] - - # Now give away tokens at `bet_outcome_index` to restore invariant - new_product = reduce(lambda x, y: x * y, new_amounts, 1.0) - dx = (new_product - fixed_product) / new_amounts[1 - bet_outcome_index] - - # Sanity check the number of tokens against the contract - if check_vs_contract: - expected_trade = omen_calculate_buy_amount( - web3=Web3(Web3.HTTPProvider(GNOSIS_RPC_URL)), - market=market_agent, - investment_amount=wei_type(bet_amount), - outcome_index=bet_outcome_index, - ) - assert np.isclose(float(expected_trade), dx) - - new_amounts[bet_outcome_index] -= dx - # Check that the invariant is restored - assert np.isclose( - reduce(lambda x, y: x * y, new_amounts, 1.0), float(fixed_product) - ) - new_p_yes = Probability(new_amounts[1] / sum(new_amounts)) - bet_amount_wei = wei_type(bet_amount) - if verbose: - outcome = market.get_outcome_str(bet_outcome_index) - print( - f"Target p_yes: {target_p_yes:.2f}, bet: {wei_to_xdai(bet_amount_wei):.2f}{market_agent.currency} for {outcome}, new p_yes: {new_p_yes:.2f}" - ) - if abs(target_p_yes - new_p_yes) < 0.01: - break - elif new_p_yes > target_p_yes: - if bet_outcome_index == 0: - max_bet_amount = bet_amount - else: - min_bet_amount = bet_amount - else: - if bet_outcome_index == 0: - min_bet_amount = bet_amount - else: - max_bet_amount = bet_amount - return wei_to_xdai(bet_amount_wei), bet_outcome_index - - -def _get_kelly_criterion_bet( - x: int, y: int, p: float, c: float, b: int, f: float -) -> int: - """ - Implments https://en.wikipedia.org/wiki/Kelly_criterion - - Taken from https://github.com/valory-xyz/trader/blob/main/strategies/kelly_criterion/kelly_criterion.py - - ``` - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. - ``` - - x: Number of tokens in the selected outcome pool - y: Number of tokens in the other outcome pool - p: Probability of winning - c: Confidence - b: Bankroll - f: Fee fraction - """ - if b == 0: - return 0 - numerator = ( - -4 * x**2 * y - + b * y**2 * p * c * f - + 2 * b * x * y * p * c * f - + b * x**2 * p * c * f - - 2 * b * y**2 * f - - 2 * b * x * y * f - + ( - ( - 4 * x**2 * y - - b * y**2 * p * c * f - - 2 * b * x * y * p * c * f - - b * x**2 * p * c * f - + 2 * b * y**2 * f - + 2 * b * x * y * f - ) - ** 2 - - ( - 4 - * (x**2 * f - y**2 * f) - * ( - -4 * b * x * y**2 * p * c - - 4 * b * x**2 * y * p * c - + 4 * b * x * y**2 - ) - ) - ) - ** (1 / 2) - ) - denominator = 2 * (x**2 * f - y**2 * f) - if denominator == 0: - return 0 - kelly_bet_amount = numerator / denominator - return int(kelly_bet_amount) - - -def get_kelly_criterion_bet( - market: OmenMarket, - estimated_p_yes: Probability, - max_bet: xDai, -) -> t.Tuple[xDai, OutcomeIndex]: - if len(market.outcomeTokenAmounts) != 2: - raise ValueError("Only binary markets are supported.") - - current_p_yes = check_not_none( - market.outcomeTokenProbabilities, "No probabilities, is marked closed?" - )[0] - outcome_index: OutcomeIndex = 0 if estimated_p_yes > current_p_yes else 1 - estimated_p_win = estimated_p_yes if outcome_index == 0 else 1 - estimated_p_yes - - kelly_bet_wei = wei_type( - _get_kelly_criterion_bet( - x=market.outcomeTokenAmounts[outcome_index], - y=market.outcomeTokenAmounts[1 - outcome_index], - p=estimated_p_win, - c=1, # confidence - b=xdai_to_wei(max_bet), # bankroll, or max bet, in Wei - f=( - xdai_to_wei(ONE_XDAI) - - check_not_none(market.fee, "No fee for the market.") - ) - / xdai_to_wei(ONE_XDAI), # fee fraction - ) - ) - return wei_to_xdai(kelly_bet_wei), outcome_index diff --git a/prediction_market_agent/tools/google_search.py b/prediction_market_agent/tools/google_search.py index edc6585e..47b86d08 100644 --- a/prediction_market_agent/tools/google_search.py +++ b/prediction_market_agent/tools/google_search.py @@ -4,7 +4,11 @@ def google_search(query: str) -> list[str]: - params = {"q": query, "api_key": utils.APIKeys().serp_api_key, "num": 4} + params = { + "q": query, + "api_key": utils.APIKeys().serp_api_key.get_secret_value(), + "num": 4, + } search = serpapi.GoogleSearch(params) urls = [result["link"] for result in search.get_dict()["organic_results"]] return urls diff --git a/prediction_market_agent/utils.py b/prediction_market_agent/utils.py index 570c580c..4ed88513 100644 --- a/prediction_market_agent/utils.py +++ b/prediction_market_agent/utils.py @@ -5,20 +5,21 @@ check_not_none, should_not_happen, ) +from pydantic import SecretStr class APIKeys(APIKeysBase): - SERP_API_KEY: t.Optional[str] = None - OPENAI_API_KEY: t.Optional[str] = None + SERP_API_KEY: t.Optional[SecretStr] = None + OPENAI_API_KEY: t.Optional[SecretStr] = None @property - def serp_api_key(self) -> str: + def serp_api_key(self) -> SecretStr: return check_not_none( self.SERP_API_KEY, "SERP_API_KEY missing in the environment." ) @property - def openai_api_key(self) -> str: + def openai_api_key(self) -> SecretStr: return check_not_none( self.OPENAI_API_KEY, "OPENAI_API_KEY missing in the environment." ) diff --git a/pyproject.toml b/pyproject.toml index 3eb4ee58..cd5ea829 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -35,7 +35,7 @@ poetry = "^1.7.1" poetry-plugin-export = "^1.6.0" functions-framework = "^3.5.0" cron-validator = "^1.0.8" -prediction-market-agent-tooling = "0.2.6" +prediction-market-agent-tooling = "^0.5.0" pydantic-settings = "^2.1.0" autoflake = "^2.2.1" isort = "^5.13.2" diff --git a/tests/tools/test_betting_strategies.py b/tests/tools/test_betting_strategies.py deleted file mode 100644 index 8ca9dc4f..00000000 --- a/tests/tools/test_betting_strategies.py +++ /dev/null @@ -1,82 +0,0 @@ -import numpy as np -import pytest -from prediction_market_agent_tooling.gtypes import ( - HexAddress, - HexStr, - OmenOutcomeToken, - Probability, - Wei, - usd_type, - wei_type, - xDai, - xdai_type, -) -from prediction_market_agent_tooling.markets.omen import omen - -from prediction_market_agent.tools.betting_strategies import ( - get_kelly_criterion_bet, - get_market_moving_bet, -) - -TEST_OMEN_MARKET = omen.OmenMarket( - id=HexAddress(HexStr("0x76a7a3487f85390dc568f3fce01e0a649cb39651")), - title="Will Plex launch a store for movies and TV shows by 26 January 2024?", - collateralVolume=Wei(4369016776639073062), - usdVolume=usd_type("4.369023756584789670441178585394842"), - collateralToken=HexAddress(HexStr("0xe91d153e0b41518a2ce8dd3d7944fa863463a97d")), - outcomes=["Yes", "No"], - outcomeTokenAmounts=[ - OmenOutcomeToken(7277347438897016099), - OmenOutcomeToken(13741270543921756242), - ], - outcomeTokenMarginalPrices=[ - xdai_type("0.6537666061181695741160552853310822"), - xdai_type("0.3462333938818304258839447146689178"), - ], - fee=wei_type(20000000000000000), -) - - -@pytest.mark.parametrize( - "wanted_p_yes_on_the_market, expected_buying_xdai_amount, expected_buying_outcome", - [ - (Probability(0.1), xdai_type(25.32), "No"), - (Probability(0.9), xdai_type(18.1), "Yes"), - ], -) -def test_get_market_moving_bet_0( - wanted_p_yes_on_the_market: Probability, - expected_buying_xdai_amount: xDai, - expected_buying_outcome: str, -) -> None: - xdai_amount, outcome_index = get_market_moving_bet( - market=TEST_OMEN_MARKET, - target_p_yes=wanted_p_yes_on_the_market, - verbose=True, - ) - assert np.isclose( - float(xdai_amount), - float(expected_buying_xdai_amount), - atol=2.0, # We don't expect it to be 100% accurate, but close enough. - ), f"To move this martket to ~{wanted_p_yes_on_the_market}% for yes, the amount should be {expected_buying_xdai_amount}xDai, according to aiomen website." - assert outcome_index == TEST_OMEN_MARKET.outcomes.index( - expected_buying_outcome - ), f"The buying outcome index should `{expected_buying_outcome}`." - - -@pytest.mark.parametrize( - "est_p_yes, expected_outcome", - [ - (Probability(0.1), "No"), - (Probability(0.9), "Yes"), - ], -) -def test_kelly_criterion_bet_0(est_p_yes: Probability, expected_outcome: str) -> None: - xdai_amount, outcome_index = get_kelly_criterion_bet( - market=TEST_OMEN_MARKET, - estimated_p_yes=est_p_yes, - max_bet=xdai_type(10), # This significantly changes the outcome. - ) - # Kelly estimates the best bet for maximizing the expected value of the logarithm of the wealth. - # We don't know the real best xdai_amount, but at least we know which outcome index makes sense. - assert outcome_index == TEST_OMEN_MARKET.outcomes.index(expected_outcome)