Configuration

The Simulation Modules system needs a lot of input to run a simulation. This configuration documentation hopes to give you; the reader a good understanding of what these inputs are and how you can give the simulator all the information it needs to run a successfull simulation.

YAML

The format for all the inputs that the simulator needs is a YAML file. It's a single file that has to be uploaded to a specific folder in the simulators Google Cloud Storage bucket.

The details of how the file has to be passed into the simulator aren't relevant for this documentation (for the technical documentation see the Developer Documentation). For the end-user it's important to always use the Simulation CLI which will help you to perform simulations more easily.

What is more relevant is how to write this YAML in the format that the simulator expects, there are a lot of different fields:

• Version
• Block
• Steps
• Parameters
• Optimizer
• Tokens
• Prices
• Price Simulator
• Agent Classes
• Agents
• Models
• Contracts
• Code
• Metrics

Each of these fields has it's own page explaining what the field means and the possible options that you can use.

Example

Below you can see a working example for the current version. Please note that this simulation is for Bancor.

# yaml-language-server: $schema=validation.json
simulatorVersion: "dev"
block: 16100000
steps: 10
parameters:
  - name: "swapping_fees_ETH_1"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_ETH_2"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_WBTC_1"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_WBTC_2"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_LINK_1"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_LINK_2"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_DAI_1"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_DAI_2"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_BNT_1"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_BNT_2"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_VBNT_1"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "swapping_fees_VBNT_2"
    value: 0.001
    optimizer:
      optimize: true
      range: [0.001, 0.01]
      isDigit: false
  - name: "tl_adjustments_ETH_25"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_ETH_50"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_ETH_100"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_ETH_200"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_LINK_25"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_LINK_50"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_LINK_100"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_LINK_200"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_DAI_25"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_DAI_50"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_DAI_100"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_DAI_200"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_WBTC_25"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_WBTC_50"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_WBTC_100"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_WBTC_200"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_BNT_25"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_BNT_50"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_BNT_100"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_BNT_200"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_VBNT_25"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_VBNT_50"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_VBNT_100"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
  - name: "tl_adjustments_VBNT_200"
    value: 0.5
    optimizer:
      optimize: true
      range: [0.0, 1.0]
      isDigit: false
optimizer:
  algorithm: "NSGA-II"
  individuals: 100
  generations: 10
tokens: 
  - name: "DAI"
    address: "0x6B175474E89094C44Da98b954EedeAC495271d0F"
    isNative: false
  - name: "BNT"
    address: "0x1F573D6Fb3F13d689FF844B4cE37794d79a7FF1C"
    isNative: false
  - name: "ETH"
    address: "0xEeeeeEeeeEeEeeEeEeEeeEEEeeeeEeeeeeeeEEeE"
    isNative: true
    nativeLabel: "bancor"
prices:
  - tokenPair: ["ETH", "USDT"]
    historical: [
                1297.85,
                1297.84,
                1298.1,
                1298.11,
                1298.1,
                1298.1,
                1298.1,
                1298.01,
                1298.01,
                1298.0,
                1298.11,
                1298.11,
                1298.13,
                1298.49,
                1298.71 
              ]
    simulated: [
                1298.12,
                1557.744,
                1869.2927999999997,
                2243.1513599999994,
                1881.1996227747038,
                2257.4395473296445,
                1805.9516378637159,
                1805.531131512327,
                1968.1101423290597,
                2216.577577107679,
                2314.1243588734665
              ]
    volatility_simulated: [
                1.7552695580538409,
                0.4247090094792248,
                0.8125873575657275,
                1.4016464235403154,
                0.7881283043629046,
                0.7982408734761127,
                0.2508450652614522,
                0.2277733584864604,
                0.3216851572583862,
                0.4714774547177195
            ]
    volatility_historical:  [
                0.009785811183924562,
                3.7927447291764933,
                3.7719409380351063,
                3.7912038674352817,
                3.7927445748511075,
                3.791974224110421,
                3.791974224110421,
                3.798907434186675,
                3.791974224110421,
                3.7927446341997113,
                3.7834996478392435,
                3.791974224110421,
                3.790433522629026,
                3.7642420247159083,
                3.77503146752392
              ]
  - tokenPair: ["USDT", "DAI"]
    historical: [
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002,
                1.0002 
            ]
    simulated: [
                1.0002,
                0.9999306790097684,
                1.000099827957043,
                1.000387540887459,
                1.000256934105859,
                1.0004344111360963,
                1.0003570976195375,
                1.0004490256198768,
                1.0005037930838563,
                1.0006519285172202,
                1.000659624679919
            ]
    volatility_simulated: [
                0.0006903394999330383,
                0.000697302978777174,
                0.0006947901000087285,
                0.0006925587480221076,
                0.0006959996571272091,
                0.0006936038277888245,
                0.0006931859693437201,
                0.0006920231807223003,
                0.0006924101703075814,
                0.0007031425972445004
            ]
    volatility_historical: [
                0.0004929897728370462,
                0.0006017707080099281,
                0.0006484455480441094,
                0.000670130520287174,
                0.0006805039486197004,
                0.0006855296287700919,
                0.0006879788102555496,
                0.0006891757318461979,
                0.0006897614652242049,
                0.0006900482930810471,
                0.0006901887952170918,
                0.0006902576308235978,
                0.0006902913577649869,
                0.000690307883364729,
                0.0006903159807641855
              ]
  - tokenPair: ["BNT", "USDT"]
    historical: [
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388,
                0.388
              ]
    simulated: [
                0.388,
                0.42526270157058677,
                0.4622291246919008,
                0.506975724768615,
                0.5525531671267159,
                0.6080607759755131,
                0.6672640827361996,
                0.7272875746861834,
                0.663800054106946,
                0.7235885171641008,
                0.6573987119638841
            ]
    volatility_simulated: [
                1.7552695580538409,
                0.4247090094792248,
                0.8125873575657275,
                1.4016464235403154,
                0.7881283043629046,
                0.7982408734761127,
                0.2508450652614522,
                0.2277733584864604,
                0.3216851572583862,
                0.4714774547177195
              ]
    volatility_historical:  [
                0.0025317928973576918,
                0.003553540318120192,
                0.0043195823993042205,
                0.004950656634921844,
                0.005493969772308274,
                0.005973957274614051,
                0.0064052707459556265,
                0.006797546712217086,
                0.0071575425141090394,
                0.007490225308472919,
                0.007799380981346264,
                0.008087979114529688,
                0.008358403959369553,
                0.008612607155862428
              ]
priceSimulator:
  price_names: [["ETH", "USDT"], ["USDT", "DAI"], ["BNT", "USDT"]]
  historicalDataBlockRange: [16085600, 16085610]
  maturity: 1.0
  granularity: 1
  random_seed_price: 42
  random_seed_sigma: 42
  random_seed_black_swan: 42
  volatility_mode: "cccgarch"
  settings:
    volatility_scale: 1.0
    market_drift: 2.0
    enable_black_swan_event: false
    black_swan_must_happen_by: 0.8
    black_swan_cannot_happen_before: 0.3
    black_swan_range: [0.3, 0.5]
    black_swan_step_length: 100
    black_swan_kappa: 0.3
    black_swan_theta: 0.02
    black_swan_xi: 0.1
    max_percentage_change: 0.2
    max_value_percentage: 1.0
    min_value_percentage: 1.0
  asset_settings:
    - price_name: ["USDT", "DAI"]
      settings:
        market_drift: 2.0
        enable_black_swan_event: false
        max_percentage_change: 0.001
        max_value_percentage:  0.001
        min_value_percentage:  0.001
  postprocessing:
    - name: "aggregate"
      content:
        steps:
          0: 60
        is_ohlc: true
gas:
  strategy:
    name: "none"
agentClasses:
  - class: "lp"
    models: ["bancor_lp_action", "bancor_lp_volume"]
    agentInitialization:
      code: |
        def custom_agent_class_initialization(agent, environment, metric_collector):
            agent.set_variable('withdrawal_request_ids_by_token', collections.defaultdict(list))

        custom_agent_class_initialization(a, b, metric_collector)
    agentPreStep:
      code: |
        def custom_agent_class_pre_step(agent, environment, metric_collector):
            # A set of individual token names (e.g., {"ETH", "DAI", "LINK"})
            current_tokens = set(agent.get_wallet().get_token_names())

            # A list of TokenPair objects (e.g., [TokenPair("ETH", "USDT"), TokenPair("USDT", "DAI")])
            simulated_tokens = list(environment.get_current_prices().keys())

            step_list = []
            for token in simulated_tokens:
                if (token.get_a() in current_tokens or token.get_b() in current_tokens) and \
                        token.upper() != 'BNTUSDT':
                    step = AgentStep()
                    step.token = token
                    step_list.append(step)
            agent.set_step_list(step_list)

        custom_agent_class_pre_step(a, b, metric_collector)
    agentFeatureVector:
      code: |
        def agent_feature_vector(agent, step, model_alias, environment, metric_collector):
            token = step.token
            non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
            coins_abr = {
                'BNT': 0,
                'LINK': 1,
                'ETH': 2,
                'DAI': 3,
                'WBTC': 4
            }

            # same as for traders, calculate asset specific features
            vol = environment.get_price_slice_std(token, lookback=3)
            change = environment.get_state().token_states[token].price_change

            # calculate asset share
            share = agent.get_wallet().get_token_share(non_usdt_token)
            return np.array([coins_abr[non_usdt_token], change, vol, share])
    agentStep:
      code: |
        def custom_agent_class_step(agent, step, environment, metric_collector):
            try:
                model_output = step.get_model_output()
                action = model_output['bancor_lp_action'][0][0]
                quantity = model_output['bancor_lp_volume'][0][0][0]
                token = step.token
                non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
                token_address = get_token_address(environment, non_usdt_token)
                quantity = int(quantity)
                price_granularity = environment.get_price_granularity()
                if action == 1:
                    agent.set_latest_action("deposit")
                    agent.get_client().bancor_network.deposit(token_address, quantity).transact(generate_tx_details(agent.get_address()))
                    agent.add_affected_token(token)
                elif action == 2:
                    pending_withdrawals = agent.get_variable('withdrawal_request_ids_by_token')[non_usdt_token]

                    if len(pending_withdrawals) > 0:
                        agent.set_latest_action("withdrawal")
                        environment.get_client().bancor_network.withdraw(pending_withdrawals[0]).transact({'from': agent.get_address()})
                    else:
                        agent.set_latest_action("cooldown")
                        withdrawal_request_id = environment.get_client().bancor_network.initWithdrawal(
                            token_address, quantity).transact({'from': agent.get_address()})
                        agent.get_variable('withdrawal_request_ids_by_token')[non_usdt_token].append(withdrawal_request_id)
                else:
                    agent.set_latest_action('nothing')
            except Exception as e:
                agent.set_latest_action('nothing')

        custom_agent_class_step(a, b, c, metric_collector)
    agentPostStep:
      code: |
        def custom_agent_class_post_step(agent, environment, metric_collector):
            pass

        custom_agent_class_post_step(a, b, metric_collector)
    agentTeardown:
      code: |
        def agent_teardown(_agent: AgentWrapper, _environment: EnvironmentWrapper, _metric_collector: MetricCollectorWrapper):
            pass

        agent_teardown(a, b, metric_collector)
  - class: "arb"
    agentInitialization:
      code: |
        def custom_agent_class_initialization(agent, environment, metric_collector):
            agent.set_variable('withdrawal_request_ids_by_token', collections.defaultdict(list))

        custom_agent_class_initialization(a, b, metric_collector)
    agentPreStep:
      code: |
        def custom_agent_class_pre_step(agent, environment, metric_collector):
            # A set of individual token names (e.g., {"ETH", "DAI", "LINK"})
            current_tokens = set(agent.get_wallet().get_token_names())

            # A list of TokenPair objects (e.g., [TokenPair("ETH", "USDT"), TokenPair("USDT", "DAI")])
            simulated_tokens = list(environment.get_current_prices().keys())

            step_list = []
            for token in simulated_tokens:
                if (token.get_a() in current_tokens or token.get_b() in current_tokens) and \
                        token.upper() != 'BNTUSDT':
                    step = AgentStep()
                    step.token = token
                    step_list.append(step)
            agent.set_step_list(step_list)

        custom_agent_class_pre_step(a, b, metric_collector)
    agentFeatureVector:
      code: |
        def agent_feature_vector(agent, step, model_alias, environment, metric_collector):
            return np.array([])
    agentStep:
      code: |
        def custom_agent_class_step(agent, step, environment, metric_collector):
            token = step.token
            non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
            agent.set_latest_action('arb')

            token_address = get_token_address(environment, non_usdt_token)

            current_prices = environment.get_current_prices()
            tkn_price = Decimal(str(current_prices[token]))
            bnt_price = Decimal(str(current_prices['BNTUSDT']))
            trading_liquidity = environment.get_client().bancor_network_info.tradingLiquidity(token_address).call()
            bnt_trading_liquidity = Decimal(str(trading_liquidity[0]))
            tkn_trading_liquidity = Decimal(str(trading_liquidity[1]))
            trading_fee = Decimal(str(environment.get_state().token_states[token].swap_fee
                                      if environment.get_state() is not None else environment.get_swap_fee(non_usdt_token)))

            trade_amt, source_token, target_token = process_arbitrage_trade(
                non_usdt_token,
                tkn_price,
                bnt_price,
                bnt_trading_liquidity,
                tkn_trading_liquidity,
                trading_fee,
            )

            from_address = agent.get_address()
            if not environment.get_client().is_checksum_address(from_address):
                from_address = environment.get_client().to_checksum_address(from_address)
            source_token_address = get_token_address(environment, source_token)
            if not environment.get_client().is_checksum_address(source_token_address):
                source_token_address = environment.get_client().to_checksum_address(source_token_address)
            target_token_address = get_token_address(environment, target_token)
            if not environment.get_client().is_checksum_address(target_token_address):
                target_token_address = environment.get_client().to_checksum_address(target_token_address)

            trade_amount = int(trade_amt)
            min_return_amount = 1  # Accept any amount returned by the trade, cannot be 0
            deadline = int(time.time()) + 3600

            if not agent.get_wallet().has_token(source_token) or \
                    trade_amount > agent.get_wallet().get_token(source_token).get_quantity() or \
                    trade_amount == 0:
                agent.set_latest_action('nothing')
            else:
                try:
                    trade_by_source_amount(
                        environment=environment,
                        from_address=from_address,
                        source_token=source_token_address,
                        target_token=target_token_address,
                        source_amount=trade_amount,
                        min_return_amount=min_return_amount,
                        deadline=deadline,
                        beneficiary=from_address
                    )

                    swap_fee = environment.get_swap_fee(non_usdt_token)
                    environment.add_revenue(environment.get_client().get_chain().get_token(
                        non_usdt_token, native_token_name='bancor').get_token_quantity_as_decimal(
                        non_usdt_token, trade_amount) * swap_fee)

                    agent.add_affected_token(source_token)
                    agent.add_affected_token(target_token)
                    print(f'{from_address}: Trade Success')
                except ContractLogicError as e:
                    print(f'{from_address}: Arb ContractLogicError, {e}')
                    agent.set_latest_action('nothing')

        custom_agent_class_step(a, b, c, metric_collector)
    agentPostStep:
      code: |
        def custom_agent_class_post_step(agent, environment, metric_collector):
            pass

        custom_agent_class_post_step(a, b, metric_collector)
    agentTeardown:
      code: |
        def agent_teardown(_agent: AgentWrapper, _environment: EnvironmentWrapper, _metric_collector: MetricCollectorWrapper):
            pass

        agent_teardown(a, b, metric_collector)
  - class: "trader"
    models: ["bancor_trader"]
    agentInitialization:
      code: |
        def custom_agent_class_initialization(agent, environment, metric_collector):
            agent.set_variable('withdrawal_request_ids_by_token', collections.defaultdict(list))

        custom_agent_class_initialization(a, b, metric_collector)
    agentPreStep:
      code: |
        def custom_agent_class_pre_step(agent, environment, metric_collector):
            # A set of individual token names (e.g., {"ETH", "DAI", "LINK"})
            current_tokens = set(agent.get_wallet().get_token_names())

            # A list of TokenPair objects (e.g., [TokenPair("ETH", "USDT"), TokenPair("USDT", "DAI")])
            simulated_tokens = list(environment.get_current_prices().keys())

            step_list = []
            for token in simulated_tokens:
                if (token.get_a() in current_tokens or token.get_b() in current_tokens) and \
                        token.upper() != 'BNTUSDT':
                    step = AgentStep()
                    step.token = token
                    step_list.append(step)
            agent.set_step_list(step_list)

        custom_agent_class_pre_step(a, b, metric_collector)
    agentFeatureVector:
      code: |
        def agent_feature_vector(agent, step, model_alias, environment, metric_collector):
            token = step.token
            non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()

            # get number for respective asset
            code_coins = {
                'ETH': 0,
                'DAI': 1,
                'LINK': 2,
                'WBTC': 3,
                'VBNT': 4
            }

            # if asset is non-bnt, select the respective asset to be traded for bnt
            if non_usdt_token != 'bnt':
                token_to = code_coins[non_usdt_token]
                token_from = 5
            # if not, the only other asset held by the user is selected
            else:
                token_to = 5
                token_from = code_coins[random.choice(
                    [x for x in list(agent.get_wallet().get_token_names()) if
                    x not in ['bneth', 'bnlink', 'bndai', 'bnbnt', 'bnwbtc', 'bnvbnt', 'bnt']])]

            # get the volatility of the past 24 hour for the chosen asset
            # and calculate the price change over the past hour
            vol = environment.get_price_slice_std(token, lookback=3)
            change = environment.get_state().token_states[token].price_change

            # get swapping fee of asset
            swap_fee = environment.get_state().token_states[token].swap_fee \
                if environment.get_state() is not None else environment.get_variable('swap_fee')

            # get difference in spot rate vs ground truth
            delta_price = environment.get_state().token_states[token].price_discrepancy

            return np.array([token_to, token_from, change, vol, delta_price, swap_fee])
    agentStep:
      code: |
        def custom_agent_class_step(agent, step, environment, metric_collector):
            model_output = step.get_model_output()
            quantity = model_output['bancor_trader'][0][0][0]
            token = step.token
            non_usdt_token = token.get_a() if token.get_a() != 'USDT' else token.get_b()
            agent.set_latest_action('trade')
            if non_usdt_token != 'bnt':
                target_tkn = 'bnt'
            else:
                target_tkns = [
                    x for x in [
                        x for x in list(agent.get_wallet().get_token_names())
                        if float(agent.get_wallet().get_token(x).get_quantity()) > 0 and len(x) < 5
                    ]
                    if x != 'bnt'
                ]
                target_tkn = random.choice(target_tkns)
            target_tkn = target_tkn.upper()

            from_address = agent.get_address()
            if not environment.get_client().is_checksum_address(from_address):
                from_address = environment.get_client().to_checksum_address(from_address)
            source_token_address = get_token_address(environment, non_usdt_token)
            if not environment.get_client().is_checksum_address(source_token_address):
                source_token_address = environment.get_client().to_checksum_address(source_token_address)
            target_token_address = get_token_address(environment, target_tkn)
            if not environment.get_client().is_checksum_address(target_token_address):
                target_token_address = environment.get_client().to_checksum_address(target_token_address)

            try:
                scaled_quantity = int(agent.get_wallet().get_token(non_usdt_token).get_quantity() * quantity)
                if scaled_quantity <= 0:
                    agent.set_latest_action('nothing')
                else:
                    min_return_amount = 1  # Accept any amount returned by the trade, cannot be 0
                    deadline = int(time.time()) + 3600

                    trade_by_source_amount(
                        environment=environment,
                        from_address=from_address,
                        source_token=source_token_address,
                        target_token=target_token_address,
                        source_amount=scaled_quantity,
                        min_return_amount=min_return_amount,
                        deadline=deadline,
                        beneficiary=from_address
                    )

                    swap_fee = environment.get_swap_fee(non_usdt_token)
                    environment.add_revenue(environment.get_client().get_chain().get_token(non_usdt_token, native_token_name='bancor').get_token_quantity_as_decimal(scaled_quantity) * swap_fee)

                    agent.add_affected_token(non_usdt_token)
                    agent.add_affected_token(target_tkn)
            except KeyError:
                agent.set_latest_action('nothing')
            except ContractLogicError as e:
                print(f'{from_address}: Trader ContractLogicError, {e}')
                agent.set_latest_action('nothing')

        custom_agent_class_step(a, b, c, metric_collector)
    agentPostStep:
      code: |
        def custom_agent_class_post_step(agent, environment, metric_collector):
            pass

        custom_agent_class_post_step(a, b, metric_collector)
    agentTeardown:
      code: |
        def agent_teardown(_agent: AgentWrapper, _environment: EnvironmentWrapper, _metric_collector: MetricCollectorWrapper):
            pass

        agent_teardown(a, b, metric_collector)
agents:
  - class: "lp"
    address: "0x6429FEe053768Ffa90a59cAfb98Ca9E8F6471211"
    holdings:
      - token: "bnWBTC"
        amount: 4338109590
      - token: "ETH"
        amount: 2847843290371928722
      - token: "DAI"
        amount: 2847843290371928722
  - class: "lp"
    address: "0xaE8E931EEd550031EdA61FC4410521d81F2BfBdd"
    holdings:
      - token: "ETH"
        amount: 38149448412523823
      - token: "bnETH"
        amount: 293109236868274071
  - class: "lp"
    address: "0xB494096548aA049C066289A083204E923cBf4413"
    holdings:
      - token: "ETH"
        amount: 200452552214377241
      - token: "bnDAI"
        amount: 424551004385920620748341
      - token: "bnLINK"
        amount: 9258283976382964422773
  - class: "arb"
    address: "0x0000000000590B74eb97457BF7b3Ff6D63C6Fde2"
    holdings:
      - token: "wBTC"
        amount: 597549
      - token: "DAI"
        amount: 2092528816071425678876
  - class: "arb"
    address: "0x000000000035B5e5ad9019092C665357240f594e"
    holdings:
      - token: "ETH"
        amount: 53446560947305007281
      - token: "DAI"
        amount: 85286644566652253
      - token: "LINK"
        amount: 122
      - token: "wBTC"
        amount: 4182
  - class: "trader"
    address: "0xd95bC5313DE0212B7f25c2ed3D469B38D2764655"
    holdings:
      - token: "LINK"
        amount: 390865361756729618963
      - token: "ETH"
        amount: 340240061250874112
  - class: "trader"
    address: "0x0F1EB8D77df90657AAE638e32C152A6Ec36eF4ff"
    holdings:
      - token: "ETH"
        amount: 461946969788171194
  - class: "trader"
    address: "0x31F9f469b73DaA49E50d0111058172763F799302"
    holdings:
      - token: "ETH"
        amount: 2050707098293847511
      - token: "DAI"
        amount: 2035647517044695744350
  - class: "trader"
    address: "0x8558FE88F8439dDcd7453ccAd6671Dfd90657a32"
    holdings:
      - token: "ETH"
        amount: 6906817074217000000000
      - token: "wBTC"
        amount: 406020100000
  - class: "trader"
    address: "0xD9b17f6eFE0b4a973e67146D17c43017BBcF7bB8"
    holdings:
      - token: "ETH"
        amount: 11000000000000000000
        mint: true
      - token: "BNT"
        amount: 8293000000000000000000
        mint: true
models:
  - alias: "bancor_lp_action"
    location: "models/action_user.onnx"
  - alias: "bancor_lp_volume"
    wandb_artifact: "almanak/uncategorized/amount_user.onnx:latest"
  - alias: "bancor_trader"
    wandb_artifact: "almanak/uncategorized/trader.onnx:latest"
contracts:
  - abi: '[{"inputs": [], "stateMutability": "nonpayable", "type": "constructor"}, {"inputs": [{"internalType": "uint256", "name": "_value", "type": "uint256"}], "name": "increment", "outputs": [], "stateMutability": "nonpayable", "type": "function"}, {"inputs": [], "name": "number", "outputs": [{"internalType": "uint256", "name": "", "type": "uint256"}], "stateMutability": "view", "type": "function"}, {"inputs": [], "name": "reset", "outputs": [], "stateMutability": "nonpayable", "type": "function"}]'
    alias: "incrementer"
    installable:
      bytecode: "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"
  - abi: '[{"inputs":[{"internalType":"contract ITokenGovernance","name":"initBNTGovernance","type":"address"},{"internalType":"contract ITokenGovernance","name":"initVBNTGovernance","type":"address"},{"internalType":"contract INetworkSettings","name":"initNetworkSettings","type":"address"},{"internalType":"contract IMasterVault","name":"initMasterVault","type":"address"},{"internalType":"contract IExternalProtectionVault","name":"initExternalProtectionVault","type":"address"},{"internalType":"contract IPoolToken","name":"initBNTPoolToken","type":"address"}],"stateMutability":"nonpayable","type":"constructor"},{"inputs":[],"name":"AccessDenied","type":"error"},{"inputs":[],"name":"AlreadyExists","type":"error"},{"inputs":[],"name":"AlreadyInitialized","type":"error"},{"inputs":[],"name":"DeadlineExpired","type":"error"},{"inputs":[],"name":"DepositingDisabled","type":"error"},{"inputs":[],"name":"DoesNotExist","type":"error"},{"inputs":[],"name":"InsufficientFlashLoanReturn","type":"error"},{"inputs":[],"name":"InvalidAddress","type":"error"},{"inputs":[],"name":"InvalidPool","type":"error"},{"inputs":[],"name":"InvalidToken","type":"error"},{"inputs":[],"name":"NativeTokenAmountMismatch","type":"error"},{"inputs":[],"name":"NotEmpty","type":"error"},{"inputs":[],"name":"NotWhitelisted","type":"error"},{"inputs":[],"name":"Overflow","type":"error"},{"inputs":[],"name":"ZeroValue","type":"error"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"contract Token","name":"token","type":"address"},{"indexed":true,"internalType":"address","name":"borrower","type":"address"},{"indexed":false,"internalType":"uint256","name":"amount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"feeAmount","type":"uint256"}],"name":"FlashLoanCompleted","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"bytes32","name":"contextId","type":"bytes32"},{"indexed":true,"internalType":"contract Token","name":"token","type":"address"},{"indexed":true,"internalType":"address","name":"provider","type":"address"},{"indexed":false,"internalType":"uint256","name":"amount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"availableAmount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"originalAmount","type":"uint256"}],"name":"FundsMigrated","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"caller","type":"address"},{"indexed":true,"internalType":"address","name":"recipient","type":"address"},{"indexed":false,"internalType":"uint256","name":"amount","type":"uint256"}],"name":"NetworkFeesWithdrawn","type":"event"},{"anonymous":false,"inputs":[{"indexed":false,"internalType":"address","name":"account","type":"address"}],"name":"Paused","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"contract Token","name":"pool","type":"address"},{"indexed":true,"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"PoolAdded","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"uint16","name":"poolType","type":"uint16"},{"indexed":true,"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"PoolCollectionAdded","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"uint16","name":"poolType","type":"uint16"},{"indexed":true,"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"PoolCollectionRemoved","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"contract Token","name":"pool","type":"address"},{"indexed":true,"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"PoolCreated","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"contract Token","name":"pool","type":"address"},{"indexed":true,"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"PoolRemoved","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"bytes32","name":"role","type":"bytes32"},{"indexed":true,"internalType":"bytes32","name":"previousAdminRole","type":"bytes32"},{"indexed":true,"internalType":"bytes32","name":"newAdminRole","type":"bytes32"}],"name":"RoleAdminChanged","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"bytes32","name":"role","type":"bytes32"},{"indexed":true,"internalType":"address","name":"account","type":"address"},{"indexed":true,"internalType":"address","name":"sender","type":"address"}],"name":"RoleGranted","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"bytes32","name":"role","type":"bytes32"},{"indexed":true,"internalType":"address","name":"account","type":"address"},{"indexed":true,"internalType":"address","name":"sender","type":"address"}],"name":"RoleRevoked","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"bytes32","name":"contextId","type":"bytes32"},{"indexed":true,"internalType":"contract Token","name":"sourceToken","type":"address"},{"indexed":true,"internalType":"contract Token","name":"targetToken","type":"address"},{"indexed":false,"internalType":"uint256","name":"sourceAmount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"targetAmount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"bntAmount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"targetFeeAmount","type":"uint256"},{"indexed":false,"internalType":"uint256","name":"bntFeeAmount","type":"uint256"},{"indexed":false,"internalType":"address","name":"trader","type":"address"}],"name":"TokensTraded","type":"event"},{"anonymous":false,"inputs":[{"indexed":false,"internalType":"address","name":"account","type":"address"}],"name":"Unpaused","type":"event"},{"inputs":[],"name":"DEFAULT_ADMIN_ROLE","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"uint256","name":"id","type":"uint256"}],"name":"cancelWithdrawal","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"}],"name":"collectionByPool","outputs":[{"internalType":"contract IPoolCollection","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token[]","name":"tokens","type":"address[]"},{"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"createPools","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"},{"internalType":"uint256","name":"tokenAmount","type":"uint256"}],"name":"deposit","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"payable","type":"function"},{"inputs":[{"internalType":"address","name":"provider","type":"address"},{"internalType":"contract Token","name":"pool","type":"address"},{"internalType":"uint256","name":"tokenAmount","type":"uint256"}],"name":"depositFor","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"payable","type":"function"},{"inputs":[],"name":"depositingEnabled","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"bool","name":"status","type":"bool"}],"name":"enableDepositing","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"token","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"},{"internalType":"contract IFlashLoanRecipient","name":"recipient","type":"address"},{"internalType":"bytes","name":"data","type":"bytes"}],"name":"flashLoan","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"}],"name":"getRoleAdmin","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"},{"internalType":"uint256","name":"index","type":"uint256"}],"name":"getRoleMember","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"}],"name":"getRoleMemberCount","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"},{"internalType":"address","name":"account","type":"address"}],"name":"grantRole","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"},{"internalType":"address","name":"account","type":"address"}],"name":"hasRole","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract IPoolToken","name":"poolToken","type":"address"},{"internalType":"uint256","name":"poolTokenAmount","type":"uint256"}],"name":"initWithdrawal","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract IBNTPool","name":"initBNTPool","type":"address"},{"internalType":"contract IPendingWithdrawals","name":"initPendingWithdrawals","type":"address"},{"internalType":"contract IPoolMigrator","name":"initPoolMigrator","type":"address"}],"name":"initialize","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"liquidityPools","outputs":[{"internalType":"contract Token[]","name":"","type":"address[]"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"token","type":"address"},{"internalType":"address","name":"provider","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"},{"internalType":"uint256","name":"availableAmount","type":"uint256"},{"internalType":"uint256","name":"originalAmount","type":"uint256"}],"name":"migrateLiquidity","outputs":[],"stateMutability":"payable","type":"function"},{"inputs":[{"internalType":"contract Token[]","name":"pools","type":"address[]"},{"internalType":"contract IPoolCollection","name":"newPoolCollection","type":"address"}],"name":"migratePools","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"pause","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"paused","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"pendingNetworkFeeAmount","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"poolCollections","outputs":[{"internalType":"contract IPoolCollection[]","name":"","type":"address[]"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"bytes","name":"data","type":"bytes"}],"name":"postUpgrade","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract IPoolCollection","name":"newPoolCollection","type":"address"}],"name":"registerPoolCollection","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"},{"internalType":"address","name":"account","type":"address"}],"name":"renounceRole","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"resume","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"bytes32","name":"role","type":"bytes32"},{"internalType":"address","name":"account","type":"address"}],"name":"revokeRole","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"roleAdmin","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"pure","type":"function"},{"inputs":[],"name":"roleEmergencyStopper","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"pure","type":"function"},{"inputs":[],"name":"roleMigrationManager","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"pure","type":"function"},{"inputs":[],"name":"roleNetworkFeeManager","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"pure","type":"function"},{"inputs":[{"internalType":"bytes4","name":"interfaceId","type":"bytes4"}],"name":"supportsInterface","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"sourceToken","type":"address"},{"internalType":"contract Token","name":"targetToken","type":"address"},{"internalType":"uint256","name":"sourceAmount","type":"uint256"},{"internalType":"uint256","name":"minReturnAmount","type":"uint256"},{"internalType":"uint256","name":"deadline","type":"uint256"},{"internalType":"address","name":"beneficiary","type":"address"}],"name":"tradeBySourceAmount","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"payable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"sourceToken","type":"address"},{"internalType":"contract Token","name":"targetToken","type":"address"},{"internalType":"uint256","name":"targetAmount","type":"uint256"},{"internalType":"uint256","name":"maxSourceAmount","type":"uint256"},{"internalType":"uint256","name":"deadline","type":"uint256"},{"internalType":"address","name":"beneficiary","type":"address"}],"name":"tradeByTargetAmount","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"payable","type":"function"},{"inputs":[{"internalType":"contract IPoolCollection","name":"poolCollection","type":"address"}],"name":"unregisterPoolCollection","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"version","outputs":[{"internalType":"uint16","name":"","type":"uint16"}],"stateMutability":"pure","type":"function"},{"inputs":[{"internalType":"uint256","name":"id","type":"uint256"}],"name":"withdraw","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"recipient","type":"address"}],"name":"withdrawNetworkFees","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"stateMutability":"payable","type":"receive"}]'
    address: "0xeEF417e1D5CC832e619ae18D2F140De2999dD4fB"
    alias: "bancor_network"
  - abi: '[{"inputs":[{"internalType":"contract IBancorNetwork","name":"initNetwork","type":"address"},{"internalType":"contract ITokenGovernance","name":"initBNTGovernance","type":"address"},{"internalType":"contract ITokenGovernance","name":"initVBNTGovernance","type":"address"},{"internalType":"contract INetworkSettings","name":"initNetworkSettings","type":"address"},{"internalType":"contract IMasterVault","name":"initMasterVault","type":"address"},{"internalType":"contract IExternalProtectionVault","name":"initExternalProtectionVault","type":"address"},{"internalType":"contract IExternalRewardsVault","name":"initExternalRewardsVault","type":"address"},{"internalType":"contract IBNTPool","name":"initBNTPool","type":"address"},{"internalType":"contract IPendingWithdrawals","name":"initPendingWithdrawals","type":"address"},{"internalType":"contract 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Fraction112","name":"rate","type":"tuple"},{"components":[{"internalType":"uint112","name":"n","type":"uint112"},{"internalType":"uint112","name":"d","type":"uint112"}],"internalType":"struct Fraction112","name":"invRate","type":"tuple"}],"internalType":"struct AverageRates","name":"averageRates","type":"tuple"},{"components":[{"internalType":"uint128","name":"bntTradingLiquidity","type":"uint128"},{"internalType":"uint128","name":"baseTokenTradingLiquidity","type":"uint128"},{"internalType":"uint256","name":"stakedBalance","type":"uint256"}],"internalType":"struct PoolLiquidity","name":"liquidity","type":"tuple"}],"internalType":"struct Pool","name":"data","type":"tuple"}],"name":"migratePoolIn","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"},{"internalType":"contract IPoolCollection","name":"targetPoolCollection","type":"address"}],"name":"migratePoolOut","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"networkFeePPM","outputs":[{"internalType":"uint32","name":"","type":"uint32"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"newOwner","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"},{"internalType":"uint256","name":"feeAmount","type":"uint256"}],"name":"onFeesCollected","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"owner","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"poolCount","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"}],"name":"poolData","outputs":[{"components":[{"internalType":"contract IPoolToken","name":"poolToken","type":"address"},{"internalType":"uint32","name":"tradingFeePPM","type":"uint32"},{"internalType":"bool","name":"tradingEnabled","type":"bool"},{"internalType":"bool","name":"depositingEnabled","type":"bool"},{"components":[{"internalType":"uint32","name":"blockNumber","type":"uint32"},{"components":[{"internalType":"uint112","name":"n","type":"uint112"},{"internalType":"uint112","name":"d","type":"uint112"}],"internalType":"struct Fraction112","name":"rate","type":"tuple"},{"components":[{"internalType":"uint112","name":"n","type":"uint112"},{"internalType":"uint112","name":"d","type":"uint112"}],"internalType":"struct Fraction112","name":"invRate","type":"tuple"}],"internalType":"struct AverageRates","name":"averageRates","type":"tuple"},{"components":[{"internalType":"uint128","name":"bntTradingLiquidity","type":"uint128"},{"internalType":"uint128","name":"baseTokenTradingLiquidity","type":"uint128"},{"internalType":"uint256","name":"stakedBalance","type":"uint256"}],"internalType":"struct PoolLiquidity","name":"liquidity","type":"tuple"}],"internalType":"struct Pool","name":"","type":"tuple"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"}],"name":"poolLiquidity","outputs":[{"components":[{"internalType":"uint128","name":"bntTradingLiquidity","type":"uint128"},{"internalType":"uint128","name":"baseTokenTradingLiquidity","type":"uint128"},{"internalType":"uint256","name":"stakedBalance","type":"uint256"}],"internalType":"struct PoolLiquidity","name":"","type":"tuple"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract 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Token","name":"pool","type":"address"},{"internalType":"uint256","name":"poolTokenAmount","type":"uint256"}],"name":"poolTokenToUnderlying","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"poolType","outputs":[{"internalType":"uint16","name":"","type":"uint16"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"pools","outputs":[{"internalType":"contract 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Token","name":"targetToken","type":"address"},{"internalType":"uint256","name":"sourceAmount","type":"uint256"},{"internalType":"uint256","name":"minReturnAmount","type":"uint256"}],"name":"tradeBySourceAmount","outputs":[{"components":[{"internalType":"uint256","name":"amount","type":"uint256"},{"internalType":"uint256","name":"tradingFeeAmount","type":"uint256"},{"internalType":"uint256","name":"networkFeeAmount","type":"uint256"}],"internalType":"struct TradeAmountAndFee","name":"","type":"tuple"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"bytes32","name":"contextId","type":"bytes32"},{"internalType":"contract Token","name":"sourceToken","type":"address"},{"internalType":"contract Token","name":"targetToken","type":"address"},{"internalType":"uint256","name":"targetAmount","type":"uint256"},{"internalType":"uint256","name":"maxSourceAmount","type":"uint256"}],"name":"tradeByTargetAmount","outputs":[{"components":[{"internalType":"uint256","name":"amount","type":"uint256"},{"internalType":"uint256","name":"tradingFeeAmount","type":"uint256"},{"internalType":"uint256","name":"networkFeeAmount","type":"uint256"}],"internalType":"struct TradeAmountAndFee","name":"","type":"tuple"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"sourceToken","type":"address"},{"internalType":"contract Token","name":"targetToken","type":"address"},{"internalType":"uint256","name":"targetAmount","type":"uint256"}],"name":"tradeInputAndFeeByTargetAmount","outputs":[{"components":[{"internalType":"uint256","name":"amount","type":"uint256"},{"internalType":"uint256","name":"tradingFeeAmount","type":"uint256"},{"internalType":"uint256","name":"networkFeeAmount","type":"uint256"}],"internalType":"struct TradeAmountAndFee","name":"","type":"tuple"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"sourceToken","type":"address"},{"internalType":"contract Token","name":"targetToken","type":"address"},{"internalType":"uint256","name":"sourceAmount","type":"uint256"}],"name":"tradeOutputAndFeeBySourceAmount","outputs":[{"components":[{"internalType":"uint256","name":"amount","type":"uint256"},{"internalType":"uint256","name":"tradingFeeAmount","type":"uint256"},{"internalType":"uint256","name":"networkFeeAmount","type":"uint256"}],"internalType":"struct TradeAmountAndFee","name":"","type":"tuple"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"}],"name":"tradingEnabled","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"contract 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Token","name":"pool","type":"address"}],"name":"updateTradingLiquidity","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"version","outputs":[{"internalType":"uint16","name":"","type":"uint16"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"bytes32","name":"contextId","type":"bytes32"},{"internalType":"address","name":"provider","type":"address"},{"internalType":"contract Token","name":"pool","type":"address"},{"internalType":"uint256","name":"poolTokenAmount","type":"uint256"},{"internalType":"uint256","name":"baseTokenAmount","type":"uint256"}],"name":"withdraw","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"contract Token","name":"pool","type":"address"},{"internalType":"uint256","name":"poolTokenAmount","type":"uint256"}],"name":"withdrawalAmounts","outputs":[{"components":[{"internalType":"uint256","name":"totalAmount","type":"uint256"},{"internalType":"uint256","name":"baseTokenAmount","type":"uint256"},{"internalType":"uint256","name":"bntAmount","type":"uint256"}],"internalType":"struct WithdrawalAmounts","name":"","type":"tuple"}],"stateMutability":"view","type":"function"}]'
    address: ""
    alias: "bancor_pool_collection"
  - abi: '[{"inputs":[{"internalType":"string","name":"name","type":"string"},{"internalType":"string","name":"symbol","type":"string"},{"internalType":"uint8","name":"initDecimals","type":"uint8"},{"internalType":"contract Token","name":"initReserveToken","type":"address"}],"stateMutability":"nonpayable","type":"constructor"},{"inputs":[],"name":"AccessDenied","type":"error"},{"inputs":[],"name":"InvalidAddress","type":"error"},{"inputs":[],"name":"InvalidExternalAddress","type":"error"},{"inputs":[],"name":"SameOwner","type":"error"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"owner","type":"address"},{"indexed":true,"internalType":"address","name":"spender","type":"address"},{"indexed":false,"internalType":"uint256","name":"value","type":"uint256"}],"name":"Approval","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"prevOwner","type":"address"},{"indexed":true,"internalType":"address","name":"newOwner","type":"address"}],"name":"OwnerUpdate","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"from","type":"address"},{"indexed":true,"internalType":"address","name":"to","type":"address"},{"indexed":false,"internalType":"uint256","name":"value","type":"uint256"}],"name":"Transfer","type":"event"},{"inputs":[],"name":"DOMAIN_SEPARATOR","outputs":[{"internalType":"bytes32","name":"","type":"bytes32"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"acceptOwnership","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"owner","type":"address"},{"internalType":"address","name":"spender","type":"address"}],"name":"allowance","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"approve","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"account","type":"address"}],"name":"balanceOf","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"burn","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"recipient","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"burnFrom","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"decimals","outputs":[{"internalType":"uint8","name":"","type":"uint8"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"subtractedValue","type":"uint256"}],"name":"decreaseAllowance","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"addedValue","type":"uint256"}],"name":"increaseAllowance","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"recipient","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"mint","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"name","outputs":[{"internalType":"string","name":"","type":"string"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"newOwner","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"owner","type":"address"}],"name":"nonces","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"owner","outputs":[{"internalType":"address","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"owner","type":"address"},{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"value","type":"uint256"},{"internalType":"uint256","name":"deadline","type":"uint256"},{"internalType":"uint8","name":"v","type":"uint8"},{"internalType":"bytes32","name":"r","type":"bytes32"},{"internalType":"bytes32","name":"s","type":"bytes32"}],"name":"permit","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"reserveToken","outputs":[{"internalType":"contract Token","name":"","type":"address"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"symbol","outputs":[{"internalType":"string","name":"","type":"string"}],"stateMutability":"view","type":"function"},{"inputs":[],"name":"totalSupply","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":[{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"transfer","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"from","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"transferFrom","outputs":[{"internalType":"bool","name":"","type":"bool"}],"stateMutability":"nonpayable","type":"function"},{"inputs":[{"internalType":"address","name":"ownerCandidate","type":"address"}],"name":"transferOwnership","outputs":[],"stateMutability":"nonpayable","type":"function"},{"inputs":[],"name":"version","outputs":[{"internalType":"uint16","name":"","type":"uint16"}],"stateMutability":"pure","type":"function"}]'
    address: ""
    alias: "bancor_pool_token"
code:
  environmentInitialization:
    file: code/environmentInitialization.py
  agentInitialization:
    file: code/agentInitialization.py
  environmentPreStep:
    file: code/environmentPreStep.py
  agentPreStep:
    file: code/agentPreStep.py
  agentFeatureVector:
    file: code/agentFeatureVector.py
  agentStep:
    file: code/agentStep.py
  agentPostStep:
    file: code/agentPostStep.py
  environmentPostStep:
    file: code/environmentPostStep.py
  agentTeardown:
    file: code/agentTeardown.py
  environmentTeardown:
    file: code/environmentTeardown.py
  reward:
    file: code/reward.py
  environmentMisc:
    file: code/environmentMisc.py
  agentMisc:
    file: code/agentMisc.py
metrics:
  prebuild:
    balance:
      enabled: true
      runsOn: ["agentPreStep"]
    step_action:
      enabled: true
      runsOn: ["agentStep"]
    transactions:
      enabled: true